KR20220099686A - Metastic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients - Google Patents

Metastic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients Download PDF

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KR20220099686A
KR20220099686A KR1020210001882A KR20210001882A KR20220099686A KR 20220099686 A KR20220099686 A KR 20220099686A KR 1020210001882 A KR1020210001882 A KR 1020210001882A KR 20210001882 A KR20210001882 A KR 20210001882A KR 20220099686 A KR20220099686 A KR 20220099686A
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mutation
group
splice
fusion
crebbp
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최영진
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가톨릭대학교 산학협력단
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Priority to PCT/KR2022/000311 priority patent/WO2022149911A1/en
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    • C12Q1/6876Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
    • C12Q1/6883Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
    • C12Q1/6886Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
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    • C12Q2600/00Oligonucleotides characterized by their use
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    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/156Polymorphic or mutational markers

Abstract

The present invention relates to a marker for diagnosing difference in treatment effect or prognosis of solid cancer according to the metastasis period of metastatic solid cancer patients. Since mutations in the gene of the present invention are correlated with the survival rate or recurrence rate of solid cancer patients in a specific metastasis period, respectively, the mutated gene of the present invention can be used for predicting the difference in treatment effect of metastatic solid cancer or the prognosis of metastatic solid cancer patients based on the metastasis period as a marker.

Description

전이성 고형암 환자의 예후 진단 및 치료 전략 결정용 전이기간 특이적 마커{Metastic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients}Metastatic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients}

본 발명은 전이성 고형암 환자의 예후 진단용 전이기간 특이적 마커, 이를 포함하는 고형암 환자의 예후 진단용 키트, 및 고형암 환자의 예후 진단용 마커를 이용하여 고형암의 예후 진단 및 치료 전략 결정을 위해 필요한 정보를 제공하는 방법에 관한 것이다.The present invention provides information necessary for prognosis diagnosis and treatment strategy determination of solid cancer by using a metastasis period-specific marker for prognosis diagnosis of a patient with metastatic solid cancer, a kit for prognosis diagnosis of a solid cancer patient including the same, and a prognostic diagnostic marker for a solid cancer patient. it's about how

암은 세포주기가 조절되지 않아 세포분열을 계속하는 질병으로, 폐암, 위암, 유방암, 대장암 등이 있으며, 그 구체적인 발생 원인은 아직까지도 밝혀지지 않았으나, 지금까지 알려진 바에 따르면 정상적인 세포의 유전자나 암 억제 유전자에 돌연변이가 생겨서 나타난다고 알려져 있다. 이러한 암은 국내 사망원인 통계 데이터에 근거할 때, 1983년 관련 통계를 작성한 이후 계속해서 1위 자리를 지키고 있으며, 2019년에는 27.5%의 사망원인을 차지하고 있고 2020년에도 8만 546명의 환자가 암으로 인해 사망할 것으로 예상하고 있어, 현대인에게 가장 큰 위협 중 하나로 인식되고 있다.Cancer is a disease in which the cell cycle is not regulated and continues to divide. There are lung cancer, stomach cancer, breast cancer, colorectal cancer, etc. The specific cause of its occurrence is not yet known, but according to what is known so far, normal cell genes or cancer It is known that mutations occur in repressor genes. Based on the statistical data on the cause of death in Korea, these cancers have continued to occupy the top position since the related statistics were compiled in 1983, accounting for 27.5% of deaths in 2019, and 8546 patients in 2020 with cancer. It is expected to die as a result of this, and it is recognized as one of the greatest threats to modern people.

이러한 암은 크게 혈액암과 고형암으로 나눌 수 있는데, 고형암은 특정 장기에서 시작되어 커지다가 전이되는 암으로서, 대표적으로 위암, 폐암, 대장암, 유방암 등이 있고, 혈액암은 혈액(조혈)세포가 악성화된 것으로서, 백혈병, 다발성골수종, 악성림프종 등이 있다. 고형암의 종류인 위암, 대장암, 폐암, 갑상선암은 국내 암 발생원인 중 1위 내지 4위 자리를 꾸준히 차지하고 있고, 이에 따라 고형암의 치료에 대한 중요성이 날로 높아져 가고 있으나, 고형암은 주로 외과적 수술을 통해 완전 절제가 가능하면 절제를 한 다음, 화학요법적 치료를 수행하나, 정상세포가 변이된 것인 암의 특성상 치료에 의한 부작용이 크고 많은 환자가 이로 인한 후유증 등에 고통 받고 있다.These cancers can be largely divided into blood cancers and solid cancers. Solid cancers are cancers that start in a specific organ, grow and then metastasize. Representatively, there are gastric cancer, lung cancer, colon cancer, and breast cancer. As malignant ones, there are leukemia, multiple myeloma, and malignant lymphoma. Gastric cancer, colorectal cancer, lung cancer, and thyroid cancer, which are types of solid cancer, consistently occupy the 1st to 4th places among the causes of cancer in Korea. If complete resection is possible through resection, chemotherapy is performed after resection. However, due to the nature of cancer, which is a mutated normal cell, the side effects of treatment are large and many patients suffer from sequelae.

암을 조기 진단하는 경우 환자의 사망률은 매우 크게 낮아지는데, 예를 들어 1~2 기 대장암 환자의 경우 5년 후 생존율이 90%에 달하지만, 전이가 시작된 4기 대장암 환자의 경우 5년 후 생존율이 10%로 떨어지게 된다. 따라서, 암의 치료에는 조기 진단이 매우 중요하고, 전이성 암의 경우 원발암에서 발견되는 주요 돌연변이를 공유하지만, 종종 전이과정이나 치료과정에서 새로운 변이들이 추가적으로 발생하기도 하는데, 암의 진단을 위한 여러 바이오마커를 개시하고 있는 문헌은 많으나(공개특허 10-2017-0041693), 현재까지 전이성 고형암 환자의 예후까지 측정할 수 있는 마커, 특히 고형암 환자에서 발견되는 환자의 생존율 및 전이기간과의 연관성에 대해서는 아직 연구가 이루어지지 않은 실정이다.If cancer is diagnosed early, the patient's mortality rate is significantly lowered. For example, the survival rate after 5 years for patients with stage 1 and 2 colorectal cancer reaches 90%, but for patients with stage 4 colorectal cancer where metastasis has started, 5 years After that, the survival rate drops to 10%. Therefore, early diagnosis is very important for cancer treatment, and metastatic cancer shares major mutations found in primary cancer, but often new mutations are additionally generated during metastasis or treatment. Although there are many documents disclosing markers (Patent Publication No. 10-2017-0041693), markers that can measure the prognosis of patients with metastatic solid cancer, in particular, the association with the survival rate and metastasis period of patients found in patients with solid cancer have yet to be confirmed. Research has not been done.

상기와 같은 문제점을 해결하기 위해, 본 발명자들은 전이성 고형암 환자에서 전이기간에 따라 특정 돌연변이 발생이 늘어나 있는 것을 확인하고, 각각의 돌연변이의 전이성 고형암에 대한 생존율을 TCGA의 환자 데이터와 MSKCC의 샘플 데이터를 종합한 다음 3가지 Feature Selection(Information Gain, Chi-Square, MRMR)을 통해, 고형암 환자의 예후를 예측하고 및 치료 전략 결정을 도와줄 수 있는 마커를 개발하게 되었다.In order to solve the above problems, the present inventors confirmed that the occurrence of specific mutations increases according to the metastasis period in patients with metastatic solid cancer, and the survival rate of each mutation for metastatic solid cancer was analyzed using TCGA patient data and MSKCC sample data. After synthesis, through three feature selections (Information Gain, Chi-Square, MRMR), a marker was developed that can predict the prognosis of patients with solid cancer and help determine treatment strategies.

이에, 본 발명은 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 마커 조성물을 제공하는 것을 목적으로 한다. Accordingly, the present invention provides a marker composition for predicting the treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising a mutation of a gene encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88 aim to

또한, CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 검출할 수 있는 제제를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 조성물을 제공하는 것을 다른 목적으로 한다.In addition, a composition for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising an agent capable of detecting a mutation in a gene encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88 provide for a different purpose.

또한, 본 발명은 상기 조성물을 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 키트를 제공하는 것을 또 다른 목적으로 한다.Another object of the present invention is to provide a kit for diagnosing a therapeutic effect or prognosis according to the metastasis period of a solid cancer patient, comprising the composition.

또한, 본 발명은 고형암 환자의 샘플로부터 시료 DNA를 준비하는 단계; 상기 시료 DNA를 상기 키트를 이용하여 증폭하는 단계; 및 상기 증폭 결과로부터 전이기간 특이적 마커의 유무를 확인하는 단계;를 포함하는 고형암 환자의 전이기간에 따른 고형암의 예후 진단을 위해 필요한 정보를 제공하는 방법을 제공하는 것을 또 다른 목적으로 한다.In addition, the present invention comprises the steps of preparing a sample DNA from a sample of a solid cancer patient; amplifying the sample DNA using the kit; and confirming the presence or absence of a metastasis period-specific marker from the amplification result. Another object of the present invention is to provide a method for providing information necessary for prognostic diagnosis of solid cancer according to the metastasis period of a solid cancer patient.

그러나 본 발명이 이루고자 하는 기술적 과제는 이상에서 언급한 과제에 제한되지 않으며, 언급되지 않은 또 다른 과제들은 아래의 기재로부터 당업자에게 명확하게 이해될 수 있을 것이다.However, the technical problem to be achieved by the present invention is not limited to the above-mentioned problems, and other problems not mentioned will be clearly understood by those skilled in the art from the following description.

상기 목적을 달성하기 위하여, 본 발명은 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 마커 조성물을 제공한다.In order to achieve the above object, the present invention includes a mutation in a gene encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88, for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient A marker composition is provided.

또한, 본 발명은 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 검출할 수 있는 제제를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 조성물을 제공한다.In addition, the present invention includes an agent capable of detecting a mutation of one or more genes encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88. A diagnostic composition is provided.

본 발명의 일구현예로, CREBBP을 암호화하는 유전자의 돌연변이는 서열번호 1이 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In one embodiment of the present invention, the mutation of the gene encoding CREBBP may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO: 1.

Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1502C, Y1450D, D1435G, W1472R, Y1503H, R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, S1778L, T396K, A1782V, E1550Q, S2372L, T1688M, R2104C, R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A259T, V1634M, T872M, R1427W, S1136Y, D1481N, E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, A557T, R669W, R1392Q, S71L, S32L, G896R, R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q249H, R1498Q, N530S, S1923R, G1145W, K1139T, R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, T959A, S2076L, H1451R, Q887K, L1211S, R1800L, V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, V89M, A2066T, R1964C, E1000K, D1156N, T1902M, S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271R, R1960Q, E1528K, Y1433H, L1329R, A2392T, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S2372W, D2282H, Y1433N, P704L, L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, E1963D, V2002M, Q786P, Q887E, G822A, P528L, A924T, L1181R, F22L, V1818M, P432S, Q2103K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, G57E, R1441Q, P173L, T586I, Q842H, P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, E1285K, G1374E, S2322L, L353V, G2306V, H1712Y, L2171F, M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, A1870P, C398Y, L2254F, E2191K, K1269N, R218T, G214V, S121I, G1411R, N1350I, T1332P, P1488T, D1480H 및 I1483S로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1472R W Y Y, R1446H, W1472R R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, T396K1778L, R1782V, E5503N, V1802M, T396K1778L, R1782V R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A2591, S136M, R1427W16341, T872, V E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, S1392Q, S945L, S32557T, R669W, R32557T R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q11249H, K1498Q, N530S, K1498Q, N530S R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, L1451211S, Q1941L, L1451211R, S2065N, L1451211R, S2065N, K1269N, Q1928H, A259S V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, D1156M, T2066T, R1964C, A190 S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271T, R1433H, L1271T, R1433H, K1271T, R, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S237704 L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, G786P, H2384R, E5281963D A924T, L1181R, F22L, V1818M, P432S, Q21 03K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, P1429A, G2132V P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, H17E12Y, S232V2L, H17E12Y2, L232V21374 M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, K1870P, C398Y, G1870N, C398Y at least one missense mutation selected from the group consisting of S121I, G1411R, N1350I, T1332P, P1488T, D1480H and I1483S;

G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928*, Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148*, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* 및 W1158*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928* , Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148 *, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, at least one nonsense mutation selected from the group consisting of K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* and W1158*;

I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*70, L545Ffs*16, N1612Tfs*23, S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, Y659Tfs*7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16 및 I1189Lfs*61로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*2316, L516F , S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, E371Kfs*53 7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16, and I1783Afs*16 at least one frame shift delete mutation selected from the group consisting of 61;

L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 및 S1598Kfs*19로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;At least one frame shift selected from the group consisting of L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 and S1598Kfs*19. frame shift insert mutation;

M2115_G2120dup인 인프레임 삽입(inframe insert) 돌연변이;M2115_G2120dup, an inframe insert mutation;

S1680del K1588del 및 Q2216del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;at least one inframe delete mutation selected from the group consisting of S1680del K1588del and Q2216del;

X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice) 돌연변이; 및X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice ) mutations; and

CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion 및 CREBBP-DNASE1 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion and CREBBP-DNASE1 fusion consisting of at least one fusion mutation selected from the group.

본 발명의 다른 구현예로, ESR1을 암호화하는 유전자의 돌연변이는 서열번호 2가 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In another embodiment of the present invention, the mutation of the gene encoding ESR1 may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO:2.

S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, R211I, R548C, S341L, T311M, V533M, V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576L, A87T, S294R, D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V478L, A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, T224I, E385D, R277S, R151K, G590S, L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K449R, P325S, R363K, E470K, P147Q, V478I 및 R183C로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, V2153I, R463P, V V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576R, A269H, S576R D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V4 A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, R277S, E385D, T224I, G L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K4349R, P325S, R363K, E470K, P147Q, V478I and R18349C at least one missense mutation;

Y60*, C245*, E444*, R256* 및 K401*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Y60*, C245*, E444*, R256* and K401*;

L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 및 *594fs*로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;at least one frame shift delete mutation selected from the group consisting of L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 and *594fs*;

L100Tfs*57, G521Rfs*18 및 E275Gfs*5로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;at least one frame shift insert mutation selected from the group consisting of L100Tfs*57, G521Rfs*18 and E275Gfs*5;

D538_L539insHD 및 Q500dup로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 삽입(inframe insert) 돌연변이;at least one inframe insert mutation selected from the group consisting of D538_L539insHD and Q500dup;

V422del 및 Y328_S329del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이; 및at least one inframe delete mutation selected from the group consisting of V422del and Y328_S329del; and

TACR1-ESR1 fusion, ESR1-NCOA3 fusion 및 ESR1-C6orf97 fusion 로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of TACR1-ESR1 fusion, ESR1-NCOA3 fusion and ESR1-C6orf97 fusion.

본 발명의 또 다른 구현예로, GATA3을 암호화하는 유전자의 돌연변이는 서열번호 3이 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In another embodiment of the present invention, the mutation of the gene encoding GATA3 may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO:3.

N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S426F, R305Q, E262V, L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P95L, K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S397Y, G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, D335Y, A176G, P135T 및 P95H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S4 L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P148T K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S372F, P134S, S397Y G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, T335M at least one missense mutation selected from the group consisting of A176G, P135T and P95H;

Q73*, R366*, R390*, K377* 및 S381*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Q73*, R366*, R390*, K377* and S381*;

E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394Lfs*110, S436Pfs*39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396Hfs*107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 및 C284Afs*10로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394436Pfs*110, A394436Pfs* 39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396RfsHfs At least one frame shift delete selected from the group consisting of *107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 and C284Afs*10. ) mutations;

A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*21, S426Ifs*81, P408Afs*99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66, N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330Efs*22, T417Dfs*90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85, S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 및 A313Sfs*39로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*81, S426AIf 99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66 , N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330E4 *90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85 , S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 and A313Sfs*39. shift insert) mutation;

T221delinsPACCELLYVPYVL인 인프레임 삽입(inframe insert) 돌연변이;an inframe insert mutation that is T221delinsPACCELLYVPYVL;

K358del, Y345del 및 M356_K387del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;at least one inframe delete mutation selected from the group consisting of K358del, Y345del and M356_K387del;

X349_splice 및 X350_splice로 이루어진 군으로부터 선택되는 적어도 하나의 스플라이스(splice) 돌연변이; 및at least one splice mutation selected from the group consisting of X349_splice and X350_splice; and

GATA3-intragenic 및 LOC100128811-GATA3 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of GATA3-intragenic and LOC100128811-GATA3 fusion.

본 발명의 일구현예로, H3F3B를 암호화하는 유전자의 돌연변이는 서열번호 4가 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In one embodiment of the present invention, the mutation of the gene encoding H3F3B may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO: 4.

E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T 및 Q6H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;at least one missense mutation selected from the group consisting of E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T and Q6H;

E60*, E98* 및 R50*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of E60*, E98* and R50*;

R135Sfs*12, F105Kfs*33 및 A2Pfs*35로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;at least one frame shift delete mutation selected from the group consisting of R135Sfs*12, F105Kfs*33 and A2Pfs*35;

Q94Afs*4인 프레임 시프트 삽입(frame shift insert) 돌연변이; 및Q94Afs*4 frame shift insert mutation; and

X37_splice인 스플라이스(splice) 돌연변이.A splice mutation that is X37_splice.

본 발명의 일구현예로, MYD88을 암호화하는 유전자의 돌연변이는 서열번호 5가 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In one embodiment of the present invention, the mutation of the gene encoding MYD88 may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO: 5.

K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P9L, R41P, R94H 및 K271T로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P83S at least one missense mutation selected from the group consisting of P9L, R41P, R94H and K271T;

Q159*, Q189* 및 E172*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Q159*, Q189* and E172*;

R101Afs*19인 프레임 시프트 결실(frame shift delete) 돌연변이;a frame shift delete mutation that is R101Afs*19;

X228_splice인 스플라이스(splice) 돌연변이; 및a splice mutation that is X228_splice; and

MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion 및 MYD88-VILL fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion and MYD88-VILL fusion.

본 발명에서 발굴한 돌연변이 유전자인 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 구성된 유전자 군에서 선택되는 적어도 하나의 유전자의 돌연변이와 고형암 환자의 전이기간이 연관성이 있으므로, 상기 유전자의 돌연변이 여부를 확인함으로써 고형암 환자의 전이기간에 따른 고형암 치료 효과의 차이 및 생존율 차이를 예측할 수 있다.Since the mutation of at least one gene selected from the gene group consisting of the mutant genes, CREBBP, ESR1, GATA3, H3F3B and MYD88, which are the mutant genes discovered in the present invention, is correlated with the metastasis period of solid cancer patients, solid cancer It is possible to predict the difference in the treatment effect and survival rate of solid cancer according to the metastasis period of the patient.

단, 본 발명의 효과는 상기 효과로 한정되는 것은 아니며, 본 발명의 상세한 설명 또는 청구범위에 기재된 발명의 구성으로부터 추론 가능한 모든 효과를 포함하는 것으로 이해되어야 한다.However, the effect of the present invention is not limited to the above effect, and it should be understood to include all effects that can be inferred from the configuration of the invention described in the detailed description or claims of the present invention.

도 1은 전이기간 그룹 I, II, Ⅲ 및 IV간 비교분석을 통해 확인된 63개(도 1a 내지 1c)의 전이기간 특이적 돌연변이 유전자이다.
도 2는 전이기간 그룹 I 및 II + III+ Ⅳ 간 비교분석을 통해 확인된 90개(도 2a 내지 2e)의 전이기간 특이적 돌연변이 유전자이다.
도 3은 전이기간 그룹 I + II 및 III + IV간 비교분석을 통해 확인된 33개(도 3a 내지 3b)의 전이기간 특이적 돌연변이 유전자이다.
도 4 내지 도 87은 전이기간 특이적인 각각의 유전자에 대하여, 해당 유전자에 돌연변이가 있는 고형암 환자(적색)와 해당 유전자에 돌연변이가 없는 고형암 환자(청색)의 총 생존율 또는 무병 생존율에 관한 그래프이다.
1 is a metastatic period-specific mutant gene of 63 ( FIGS. 1a to 1c ) identified through comparative analysis between transition period groups I, II, III and IV.
2 is a metastasis period-specific mutant gene of 90 ( FIGS. 2a to 2e ) identified through comparative analysis between transition period groups I and II + III+ IV.
FIG. 3 is a metastatic period-specific mutant gene of 33 ( FIGS. 3a to 3b ) identified through comparative analysis between transition period groups I + II and III + IV.
4 to 87 are graphs of the total survival rate or disease-free survival rate of a patient with solid cancer having a mutation in the gene (red) and a patient with solid cancer without a mutation in the gene (blue) for each gene specific to the metastasis period.

본 발명자들은 고형암 환자의 전이기간 차이에 기반하여 고형암의 감별 진단, 치료전략 결정 또는 예후 판정을 위한 전이기간 특이적 마커를 발굴하기 위하여, The Cancer Genome Atlas(TCGA)에 보고된 Prostate adenocarcinoma(PRAD) 데이터를 이용한 기계학습을 시행하였다. 그 결과 157개의 고형암에 대한 전이기간 특이적 돌연변이 유전자를 발견하였고, MSKCC(10945 samples 제공)의 데이터와 중첩되는 유전자를 선발한 결과, 5개의 고형암 전이기간 특이적 마커(CREBBP, ESR1, GATA3, H3F3B 및 MYD88)를 발굴하였다.Prostate adenocarcinoma (PRAD) reported to The Cancer Genome Atlas (TCGA) in order to discover a metastasis period-specific marker for differential diagnosis, treatment strategy determination, or prognosis of solid cancer based on the difference in metastasis period of solid cancer patients. Machine learning using data was implemented. As a result, metastasis period-specific mutant genes for 157 solid cancers were found, and as a result of selecting genes that overlap with the data of MSKCC (provided by 10945 samples), five solid cancer metastasis period-specific markers (CREBBP, ESR1, GATA3, H3F3B) were selected. and MYD88) were discovered.

이하, 본 발명을 상세히 설명한다.Hereinafter, the present invention will be described in detail.

1. 고형암 환자에서 전이기간 특이적 돌연변이 유전자1. Metastasis period-specific mutant gene in solid cancer patients

본 발명의 일 측면은 CREBBP(CREB Binding Protein), ESR1(Estrogen Receptor 1), GATA3(GATA Binding Protein 3), H3F3B(H3.3 Histone B) 및 MYD88(MYD88 Innate Immune Signal Transduction Adaptor)로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 마커 조성물을 제공하는 것이다.One aspect of the present invention is from the group consisting of CREBBP (CREB Binding Protein), ESR1 (Estrogen Receptor 1), GATA3 (GATA Binding Protein 3), H3F3B (H3.3 Histone B) and MYD88 (MYD88 Innate Immune Signal Transduction Adapter). To provide a marker composition for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising a mutation of a gene encoding one or more selected.

상기 유전자들의 Gene bank accession number는 각각 CREBBP(Gene bank accession number: NM_004380), ESR1(Gene bank accession number: NM_000125), GATA3(Gene bank accession number: NM_001002295), H3F3B(Gene bank accession number: NM_005324), MYD88(Gene bank accession number: NM_001172567)일 수 있다.Gene bank accession numbers of the genes are, respectively, CREBBP (Gene bank accession number: NM_004380), ESR1 (Gene bank accession number: NM_000125), GATA3 (Gene bank accession number: NM_001002295), H3F3B (Gene bank accession number: NM_005324), MYD88 (Gene bank accession number: NM_001172567).

본 발명에 있어서, 상기 CREBBP를 암호화하는 유전자의 돌연변이는 서열번호 1 이 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In the present invention, the mutation of the gene encoding CREBBP may be one or more selected from the group consisting of the following mutations encoded by SEQ ID NO: 1.

Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1502C, Y1450D, D1435G, W1472R, Y1503H, R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, S1778L, T396K, A1782V, E1550Q, S2372L, T1688M, R2104C, R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A259T, V1634M, T872M, R1427W, S1136Y, D1481N, E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, A557T, R669W, R1392Q, S71L, S32L, G896R, R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q249H, R1498Q, N530S, S1923R, G1145W, K1139T, R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, T959A, S2076L, H1451R, Q887K, L1211S, R1800L, V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, V89M, A2066T, R1964C, E1000K, D1156N, T1902M, S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271R, R1960Q, E1528K, Y1433H, L1329R, A2392T, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S2372W, D2282H, Y1433N, P704L, L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, E1963D, V2002M, Q786P, Q887E, G822A, P528L, A924T, L1181R, F22L, V1818M, P432S, Q2103K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, G57E, R1441Q, P173L, T586I, Q842H, P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, E1285K, G1374E, S2322L, L353V, G2306V, H1712Y, L2171F, M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, A1870P, C398Y, L2254F, E2191K, K1269N, R218T, G214V, S121I, G1411R, N1350I, T1332P, P1488T, D1480H 및 I1483S로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1472R W Y Y, R1446H, W1472R R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, T396K1778L, R1782V, E5503N, V1802M, T396K1778L, R1782V R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A2591, S136M, R1427W16341, T872, V E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, S1392Q, S945L, S32557T, R669W, R32557T R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q11249H, K1498Q, N530S, K1498Q, N530S R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, L1451211S, Q1941L, L1451211R, S2065N, L1451211R, S2065N, K1269N, Q1928H, A259S V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, D1156M, T2066T, R1964C, A190 S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271T, R1433H, L1271T, R1433H, K1271T, R, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S237704 L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, G786P, H2384R, E5281963D A924T, L1181R, F22L, V1818M, P432S, Q21 03K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, P1429A, G2132V P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, H17E12Y, S232V2L, H17E12Y2, L232V21374 M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, K1870P, C398Y, G1870N, C398Y at least one missense mutation selected from the group consisting of S121I, G1411R, N1350I, T1332P, P1488T, D1480H and I1483S;

G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928*, Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148*, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* 및 W1158*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928* , Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148 *, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, at least one nonsense mutation selected from the group consisting of K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* and W1158*;

I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*70, L545Ffs*16, N1612Tfs*23, S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, Y659Tfs*7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16 및 I1189Lfs*61로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*2316, L516F , S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, E371Kfs*53 7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16, and I1783Afs*16 at least one frame shift delete mutation selected from the group consisting of 61;

L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 및 S1598Kfs*19로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;At least one frame shift selected from the group consisting of L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 and S1598Kfs*19. frame shift insert mutation;

M2115_G2120dup인 인프레임 삽입(inframe insert) 돌연변이;M2115_G2120dup in-frame insert mutation;

S1680del K1588del 및 Q2216del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;at least one inframe delete mutation selected from the group consisting of S1680del K1588del and Q2216del;

X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice) 돌연변이; 및X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice ) mutations; and

CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion 및 CREBBP-DNASE1 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion and CREBBP-DNASE1 fusion consisting of at least one fusion mutation selected from the group.

본 발명에 있어서, 상기 ESR1을 암호화하는 유전자의 돌연변이는 서열번호 2가 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In the present invention, the mutation of the gene encoding ESR1 may be one or more selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 2.

S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, R211I, R548C, S341L, T311M, V533M, V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576L, A87T, S294R, D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V478L, A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, T224I, E385D, R277S, R151K, G590S, L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K449R, P325S, R363K, E470K, P147Q, V478I 및 R183C로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, V2153I, R463P, V V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576R, A269H, S576R D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V4 A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, R277S, E385D, T224I, G L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K4349R, P325S, R363K, E470K, P147Q, V478I and R18349C at least one missense mutation;

Y60*, C245*, E444*, R256* 및 K401*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Y60*, C245*, E444*, R256* and K401*;

L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 및 *594fs*로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;at least one frame shift delete mutation selected from the group consisting of L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 and *594fs*;

L100Tfs*57, G521Rfs*18 및 E275Gfs*5로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;at least one frame shift insert mutation selected from the group consisting of L100Tfs*57, G521Rfs*18 and E275Gfs*5;

D538_L539insHD 및 Q500dup로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 삽입(inframe insert) 돌연변이;at least one inframe insert mutation selected from the group consisting of D538_L539insHD and Q500dup;

V422del 및 Y328_S329del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이; 및at least one inframe delete mutation selected from the group consisting of V422del and Y328_S329del; and

TACR1-ESR1 fusion, ESR1-NCOA3 fusion 및 ESR1-C6orf97 fusion 로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of TACR1-ESR1 fusion, ESR1-NCOA3 fusion and ESR1-C6orf97 fusion.

본 발명에 있어서, 상기 GATA3을 암호화하는 유전자의 돌연변이는 서열번호 3이 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In the present invention, the mutation of the gene encoding GATA3 may be one or more selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 3.

N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S426F, R305Q, E262V, L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P95L, K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S397Y, G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, D335Y, A176G, P135T 및 P95H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S4 L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P148T K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S372F, P134S, S397Y G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, T335M at least one missense mutation selected from the group consisting of A176G, P135T and P95H;

Q73*, R366*, R390*, K377* 및 S381*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Q73*, R366*, R390*, K377* and S381*;

E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394Lfs*110, S436Pfs*39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396Hfs*107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 및 C284Afs*10로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394436Pfs*110, A394436Pfs* 39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396RfsHfs At least one frame shift delete selected from the group consisting of *107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 and C284Afs*10. ) mutations;

A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*21, S426Ifs*81, P408Afs*99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66, N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330Efs*22, T417Dfs*90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85, S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 및 A313Sfs*39로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*81, S426AIf 99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66 , N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330E4 *90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85 , S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 and A313Sfs*39. shift insert) mutation;

T221delinsPACCELLYVPYVL인 인프레임 삽입(inframe insert) 돌연변이;an inframe insert mutation that is T221delinsPACCELLYVPYVL;

K358del, Y345del 및 M356_K387del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;at least one inframe delete mutation selected from the group consisting of K358del, Y345del and M356_K387del;

X349_splice 및 X350_splice로 이루어진 군으로부터 선택되는 적어도 하나의 스플라이스(splice) 돌연변이; 및at least one splice mutation selected from the group consisting of X349_splice and X350_splice; and

GATA3-intragenic 및 LOC100128811-GATA3 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of GATA3-intragenic and LOC100128811-GATA3 fusion.

본 발명에 있어서, 상기 H3F3B을 암호화하는 유전자의 돌연변이는 서열번호 4이 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In the present invention, the mutation of the gene encoding H3F3B may be one or more selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 4.

E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T 및 Q6H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;at least one missense mutation selected from the group consisting of E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T and Q6H;

E60*, E98* 및 R50*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of E60*, E98* and R50*;

R135Sfs*12, F105Kfs*33 및 A2Pfs*35로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;at least one frame shift delete mutation selected from the group consisting of R135Sfs*12, F105Kfs*33 and A2Pfs*35;

Q94Afs*4인 프레임 시프트 삽입(frame shift insert) 돌연변이; 및Q94Afs*4, a frame shift insert mutation; and

X37_splice인 스플라이스(splice) 돌연변이.A splice mutation that is X37_splice.

본 발명에 있어서, 상기 MYD88을 암호화하는 유전자의 돌연변이는 서열번호 5가 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상일 수 있다.In the present invention, the mutation of the gene encoding MYD88 may be one or more selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 5.

K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P9L, R41P, R94H 및 K271T로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P83S at least one missense mutation selected from the group consisting of P9L, R41P, R94H and K271T;

Q159*, Q189* 및 E172*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;at least one nonsense mutation selected from the group consisting of Q159*, Q189* and E172*;

R101Afs*19인 프레임 시프트 결실(frame shift delete) 돌연변이;a frame shift delete mutation that is R101Afs*19;

X228_splice인 스플라이스(splice) 돌연변이; 및a splice mutation that is X228_splice; and

MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion 및 MYD88-VILL fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.At least one fusion mutation selected from the group consisting of MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion and MYD88-VILL fusion.

본 발명에 있어서, 상기 고형암은 방광암(Bladder cancer), 대장암(Colon cancer), 위암(Stomach cancer), 폐암(Lung cancer), 폐선암(Lung adenocarcinoma), 유방침습성유관암종(Breast invasive ductal carcinoma), 결장선암(Colon adenocarcinoma), 전립선선암(Prostate adenocarcinoma), 방광요로피암종(Bladder urothelial carcinoma), 폐편평세포암종(Lung squamous cell carcinoma), 피부흑색종(Cutaneous melanoma), 원발부위불명암(Cancer of unknown primary), 췌장도관선암종(Pancreatic adenocarcinoma), 교모세포종(Glioblastoma multiforme), 대장선암(Colorectal adenocarcinoma), 고등급장액성난소암(High grade serous ovarian cancer), 위선암(Stomach adenocarcinoma), 신세포암종(Renal clear cell carcinoma), 식도암(Esophageal adenocarcinoma), 고환암(Testicular cancer) 또는 간내담관암(Intrahepatic cholangiocarcinoma)일 수 있다.In the present invention, the solid cancer is bladder cancer, colon cancer, stomach cancer, lung cancer, lung adenocarcinoma, breast invasive ductal carcinoma (Breast invasive ductal carcinoma) , Colon adenocarcinoma, Prostate adenocarcinoma, Bladder urothelial carcinoma, Lung squamous cell carcinoma, Cutaneous melanoma, Cancer of unknown origin of unknown primary), Pancreatic adenocarcinoma, Glioblastoma multiforme, Colorectal adenocarcinoma, High grade serous ovarian cancer, Stomach adenocarcinoma, renal cell carcinoma ( Renal clear cell carcinoma), esophageal adenocarcinoma, testicular cancer, or intrahepatic cholangiocarcinoma.

본 발명에 있어서, 고형암 환자의 전이기간 특이적 마커는 암의 발병 이후 시간의 경과에 따른 전이의 발생 위험을 예측하는데 이용할 수 있으며, 전이가 발생한 환자의 예후(생존)을 예측하는 용도로 이용할 수 있다. In the present invention, the metastasis period-specific marker of a solid cancer patient can be used to predict the risk of metastasis over time after the onset of cancer, and can be used for predicting the prognosis (survival) of a patient with metastasis. have.

또한, 본 발명은 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 검출할 수 있는 제제를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 조성물을 제공한다.In addition, the present invention includes an agent capable of detecting a mutation of one or more genes encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88. A diagnostic composition is provided.

CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 검출할 수 있는 제제를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 조성물.A composition for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising an agent capable of detecting a mutation in a gene encoding one or more selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88.

본 발명에서 용어 '암'은 이상 세포의 조절되지 않는 성장을 특징으로 하는 질환 부류의 임의의 일원을 포함한다. 상기 용어는, 악성, 양성, 연조직 또는 고형 중 어느 것으로 특징지어지든, 모든 알려진 암 및 신생물 상태, 및 전이 전/후의 암을 포함하는 모든 시기 및 등급의 암을 포함하며, 이에 제한되는 것은 아니지만 방광암(Bladder cancer), 대장암(Colon cancer), 위암(Stomach cancer), 폐암(Lung cancer), 폐선암(Lung adenocarcinoma), 유방침습성유관암종(Breast invasive ductal carcinoma), 결장선암(Colon adenocarcinoma), 전립선선암(Prostate adenocarcinoma), 방광요로피암종(Bladder urothelial carcinoma), 폐편평세포암종(Lung squamous cell carcinoma), 피부흑색종(Cutaneous melanoma), 원발부위불명암(Cancer of unknown primary), 췌장도관선암종(Pancreatic adenocarcinoma), 교모세포종(Glioblastoma multiforme), 대장선암(Colorectal adenocarcinoma), 고등급장액성난소암(High grade serous ovarian cancer), 위선암(Stomach adenocarcinoma), 신세포암종(Renal clear cell carcinoma), 식도암(Esophageal adenocarcinoma), 고환암(Testicular cancer) 및 간내담관암(Intrahepatic cholangiocarcinoma)일 수 있다.As used herein, the term 'cancer' includes any member of a class of diseases characterized by the uncontrolled growth of abnormal cells. The term includes, but is not limited to, all known cancers and neoplastic conditions, whether characterized as malignant, benign, soft or solid, and cancers of all stages and grades, including pre- and post-metastatic cancers. Bladder cancer, colon cancer, stomach cancer, lung cancer, lung adenocarcinoma, breast invasive ductal carcinoma, colon adenocarcinoma, Prostate adenocarcinoma, Bladder urothelial carcinoma, Lung squamous cell carcinoma, Cutaneous melanoma, Cancer of unknown primary, Pancreatic ductal adenocarcinoma Pancreatic adenocarcinoma, Glioblastoma multiforme, Colorectal adenocarcinoma, High grade serous ovarian cancer, Stomach adenocarcinoma, Renal clear cell carcinoma, esophageal cancer Esophageal adenocarcinoma), testicular cancer, and intrahepatic cholangiocarcinoma.

본 발명에서 용어 '유전자' 및 이의 변형물은 폴리펩티드 사슬 생성에 관여한 DNA 조각을 포함하며; 이는 코딩 부위 이전 및 이후의 부위, 예를 들면 프로모터 및 3'-미번역 부위를 각각 포함할 뿐 아니라, 개별적인 코딩 단편(엑손) 사이의 개입 서열(인트론)을 포함한다.In the present invention, the term 'gene' and its variants include DNA fragments involved in the production of polypeptide chains; It includes regions before and after the coding region, eg promoters and 3'-untranslated regions, respectively, as well as intervening sequences (introns) between individual coding fragments (exons).

본 발명에서 용어 '전이기간'은 전이성 고형암에서 전이가 발생한 시점을 의미한다.In the present invention, the term 'metastasis period' refers to the time point at which metastasis occurs in metastatic solid cancer.

상기 유전자의 돌연변이는 임의의 하나 이상의 돌연변이를 포함할 수 있고, 예를 들면, 절단형(truncating) 돌연변이, 미스센스(missense) 돌연변이(또는 과오 돌연변이), 넌센스(nonsense) 돌연변이, 프레임 시프트(frame shift) 돌연변이, 인프레임(in-frame) 돌연변이(또는 해독틀내 돌연변이), 스플라이스(splice) 돌연변이, 스플라이스 사이트(splice_region) 돌연변이, 논 스탑(nonstop) 돌연변이, 논 스타트(nonstart) 돌연변이 및 퓨전(fusion) 돌연변이로 이루어진 군으로부터 선택되는 적어도 하나의 돌연변이를 가질 수 있다. 상기 프레임 시프트 돌연변이는 프레임 시프트 삽입(frame shift insert, FS ins) 돌연변이 및 프레임 시프트 결실 돌연변이(frame shift delete, FS del) 중 적어도 하나일 수 있고, 상기 인-프레임 돌연변이는 인-프레임 삽입(in-frame insertion, IF ins) 돌연변이 및 인-프레임 결실(in-frame delete, IF del) 돌연변이 중 적어도 하나일 수 있다.The mutation of the gene may include any one or more mutations, for example, a truncating mutation, a missense mutation (or a missense mutation), a nonsense mutation, a frame shift ) mutations, in-frame mutations (or in-frame mutations), splice mutations, splice_region mutations, nonstop mutations, nonstart mutations and fusions ) may have at least one mutation selected from the group consisting of mutations. The frame shift mutation may be at least one of a frame shift insert (FS ins) mutation and a frame shift delete mutation (FS del), and the in-frame mutation is an in-frame insertion (in-frame) mutation. It may be at least one of a frame insertion, IF ins) mutation and an in-frame delete (IF del) mutation.

본 발명에서 '미스센스 돌연변이'는 DNA 염기 서열 중 한 개의 염기가 다른 염기로 치환되어 아미노산의 코돈이 다른 코돈으로 바뀌게 하는 돌연변이를 의미한다.In the present invention, the term 'missense mutation' refers to a mutation in which one base in a DNA base sequence is substituted with another base to change the codon of an amino acid to another codon.

본 발명에서 용어 '넌센스 돌연변이'는 유전자의 특정 염기서열의 일부가 정지코돈으로 전환되어 더 이상 단백질의 합성이 이루어지지 않는 돌연변이를 의미한다. In the present invention, the term 'nonsense mutation' refers to a mutation in which a part of a specific nucleotide sequence of a gene is converted to a stop codon, so that protein synthesis is no longer made.

본 발명에서 용어 '프레임 시프트 삽입'은 DNA에 하나 또는 그 이상의 뉴클레오타이드가 부가되어 유전 암호의 해독틀이 이동하여 어긋나 일어나는 돌연변이를 의미한다. In the present invention, the term 'frame shift insertion' refers to a mutation that occurs when one or more nucleotides are added to DNA to shift the decoding frame of the genetic code.

본 발명에서 용어 '프레임 시프트 결실'은 DNA에 하나 또는 그 이상의 뉴클레오타이드가 결실되어 유전 암호의 해독틀이 이동하여 어긋나 일어나는 돌연변이를 의미한다.In the present invention, the term 'frame shift deletion' refers to a mutation in which one or more nucleotides are deleted in DNA and the reading frame of the genetic code is shifted and shifted.

본 발명에서 용어 '인-프레임 삽입'는 유전자의 특정 염기서열의 삽입이 일어났으나 삽입된 염기서열에 의한 아미노산을 제외한 나머지 아미노산 은 변화가 없는 돌연변이를 의미한다. In the present invention, the term 'in-frame insertion' refers to a mutation in which a specific nucleotide sequence of a gene has been inserted, but the remaining amino acids except for the amino acid by the inserted nucleotide sequence are not changed.

본 발명에서 용어 '인-프레임 결실'는 유전자의 특정 염기서열의 결실이 일어났으나 결실된 염기서열에 의한 아미노산을 제외한 나머지 아미노산 은 변화가 없는 돌연변이를 의미한다. In the present invention, the term 'in-frame deletion' refers to a mutation in which a specific nucleotide sequence of a gene is deleted, but the remaining amino acids except for the amino acid caused by the deleted nucleotide sequence are not changed.

본 발명에서 용어 '스플라이스 사이트 돌연변이'는 유전자의 특정 위치의 뉴클레오티드가 치환된 유전자 돌연변이를 의미한다.In the present invention, the term 'splice site mutation' refers to a gene mutation in which a nucleotide at a specific position of a gene is substituted.

본 발명에서 용어 '논 스타트 돌연변이'는 염기의 치환 또는 프레임 시프트로 인해 개시코돈이 사라진 유전자 돌연변이를 의미한다.In the present invention, the term 'non-start mutation' refers to a gene mutation in which the start codon is lost due to base substitution or frame shift.

본 발명에서 용어 '논 스탑 돌연변이'는 염기의 치환 또는 프레임 시프트로 인해 종결코돈이 사라진 유전자 돌연변이를 의미한다.As used herein, the term 'non-stop mutation' refers to a gene mutation in which a stop codon is lost due to base substitution or frame shift.

본 발명에서 용어 '퓨전 돌연변이'는 특정 유전자들이 구조적 재배열(전좌, 역위, 결손 및 삽입) 또는 비구조적 재배열(번역초과 등)을 통해 구조적 이상이 발생된 유전자 돌연변이를 의미한다.In the present invention, the term 'fusion mutation' refers to a gene mutation in which a structural abnormality occurs through structural rearrangement (translocation, inversion, deletion, and insertion) or non-structural rearrangement (over-translation, etc.) of specific genes.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "X#Y"는 본 기술 분야에서 자명하게 인식되는 것으로, 여기서 "#"는 폴리펩티드의 아미노산 번호와 관련하여 돌연변이 위치를 나타내고, "X"는 야생형 아미노산 서열의 그 위치에서 발견되는 아미노산을 나타내며, "Y"는 그 위치에서의 돌연변이체 아미노산을 나타낸다. 예를 들어, BAZ2B 폴리펩티드와 관련하여 표기 "G1717V"는 야생형 BAZ2B 서열의 아미노산 번호 1717에는 글리신이 존재하고, 글리신이 돌연변이체 BAZ2B 서열에서 발린으로 대체되었음을 나타낸다. The term "X#Y" in reference to mutations in a polypeptide sequence is self-recognized in the art, where "#" indicates the mutation site with respect to the amino acid number of the polypeptide, and "X" is that of the wild-type amino acid sequence. indicates the amino acid found at that position, and "Y" indicates the mutant amino acid at that position. For example, the designation "G1717V" with respect to a BAZ2B polypeptide indicates that glycine is present at amino acid number 1717 of the wild-type BAZ2B sequence and that glycine has been replaced by valine in the mutant BAZ2B sequence.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "*"는 본 기술 분야에서 자명하게 인식되는 것으로 여기서 "*"는 1개 및 3개의 아미노산 코드에서 번역 정지 코돈을 나타내는데 사용될 수 있고, 예를 들어, 넌센스 돌연변이에서 *는 해당 아미노산 위치에서의 아미노산 합성이 종료된 것을 나타낸다.The term "*" in reference to mutations in a polypeptide sequence is readily recognized in the art where "*" may be used to indicate translation stop codons in the one and three amino acid codes, e.g., nonsense mutations * indicates that the amino acid synthesis at the corresponding amino acid position is terminated.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "_"는 본 기술 분야에서 자명하게 인식되는 것으로 여기서 "_"는 범위를 나타내며 예를 들어 A200_C240라고 사용된 경우에는 해당 폴리펩티드의 200번 아미노산 서열의 알라닌(Alanine)부터 240번 아미노산 서열에 위치한 시스테인(Cystein) 까지의 범위를 나타낸다.The term "_" with respect to a mutation in a polypeptide sequence is readily recognized in the art, where "_" indicates a range, for example, when A200_C240 is used, the alanine of the 200 amino acid sequence of the polypeptide. ) to the cysteine located at the 240 amino acid sequence.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "del"은 본 기술분야에서 자명하게 인식되는 것으로 여기서 "del"은 결실을 나타내며, 예를 들어 V7del라고 사용된 경우에는 특정 서열에서 7번째 위치한 발린(Valine)의 결실을 의미하며, V76_S79del라고 사용된 경우에는 특정 서열에서 76번에 위치한 발린부터 79번에 위치한 세린(Serine)까지의 결실이 일어난 돌연변이를 의미한다.The term "del" in reference to a mutation in a polypeptide sequence is readily recognized in the art where "del" denotes a deletion, e.g., when used as V7del, the 7th position in a particular sequence, the valine , and when used as V76_S79del, it means a mutation in which a deletion from valine located at position 76 to serine located at position 79 in a specific sequence occurs.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "ins"는 본 기술분야에서 자명하게 인식되는 것으로 여기서 "ins"는 삽입을 나타내며, 예를 들어 V76_S77insV라고 사용된 경우에는 특정 서열에서 76번에 위치한 발린부터 77번에 위치한 세린(Serine) 사이에 발린의 삽입이 일어난 돌연변이를 의미한다.The term "ins" with respect to a mutation in a polypeptide sequence is art-recognized as self-evident in the art where "ins" denotes an insertion, e.g., when used as V76_S77insV, from valine at position 76 to 77 in a particular sequence. It means a mutation in which valine is inserted between the serine located at the berth.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "dup"는 본 기술분야에서 자명하게 인식되는 것으로 여기서 "dup"는 결실을 나타내며, 예를 들어 V7dup라고 사용된 경우에는 특정 서열에서 7번째 위치한 발린(Valine)이 복제되어 2개의 발린을 가지는 서열을 나타내며, V76_S79dup라고 사용된 경우에는 특정 서열에서 76번에 위치한 발린부터 79번에 위치한 세린(Serine)까지의 동일한 순서의 서열이 복제가 일어난 돌연변이를 의미한다.The term "dup" in reference to a mutation in a polypeptide sequence is art-recognized as is self-evident in the art, where "dup" denotes a deletion, e.g., when used as V7dup, the 7th position of the sequence is Valine. This duplicate represents a sequence having two valines, and when V76_S79dup is used, the sequence of the same sequence from valine located at position 76 to serine located at position 79 in a specific sequence refers to a mutation in which replication has occurred.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "fs"는 본 기술분야에서 자명하게 인식되는 것으로 여기서 "fs"는 프레임 쉬프트를 나타내며, 예를 들어 V97SfsTer23 또는 V97Sfs*23라고 사용된 경우에는 특정 서열에서 97번째 위치한 발린이 세린으로 바뀌고 그로부터 23번뒤의 위치(120번째 아미노산 서열)에서 종결코돈(Termination, Ter)이 있다는 것을 나타내며, V76_S79*?라고 사용된 경우에는 특정 서열에서 97번째 위치한 발린이 세린으로 바뀌었지만, 새로운 종결코돈이 나타나지 않은 돌연변이를 의미한다.The term "fs" with respect to mutations in a polypeptide sequence is art-recognized as self-evident in the art where "fs" stands for a frame shift, e.g. when used as V97SfsTer23 or V97Sfs*23, the 97th position in a particular sequence It indicates that the valine located at position is changed to serine and there is a termination codon (Termination, Ter) at position 23 (120th amino acid sequence) after it, and when V76_S79*? , means a mutation in which a new stop codon does not appear.

폴리펩티드 서열에서의 돌연변이와 관련하여 용어 "fusion"은 본 기술분야에서 자명하게 인식되는 것으로 여기서 "fusion"은 유전자의 융합(퓨전, fusion)을 나타내며, 예를 들어 만성골수성백혈병을 유발하는 것으로 알려진 BCR-ABl fusion은 전좌로 BCR과 ABL 유전자가 융합된 퓨전 돌연변이를 의미한다. 그 퓨전 방법은 이에 한정되지 않으나, 구조적 재배열(전좌, 역위, 결손 및 삽입) 또는 비구조적 재배열(번역초과 등)을 통해 퓨전 될 수 있다.The term "fusion" in reference to a mutation in a polypeptide sequence is self-recognized in the art where "fusion" refers to the fusion of genes, eg BCR, which is known to cause chronic myeloid leukemia. -ABl fusion refers to a fusion mutation in which the BCR and ABL genes are fused by translocation. The fusion method is not limited thereto, but may be fused through structural rearrangement (translocation, inversion, deletion and insertion) or non-structural rearrangement (overtranslation, etc.).

상기 유전자의 돌연변이를 이용하여 고형암의 예후를 진단하기 위한 분석 방법으로 차세대 염기서열분석법(next generation sequencing, NGS), RT-PCR, 직접 핵산 서열분석 방법, 마이크로 어레이가 사용될 수 있으며, 본 발명의 유전자의 돌연변이를 이용하여 돌연변이의 존재를 확인할 수 있는 방법이라면 제한없이 적용할 수 있다. Next generation sequencing (NGS), RT-PCR, direct nucleic acid sequencing, and microarray can be used as an analysis method for diagnosing the prognosis of solid cancer using the mutation of the gene, and the gene of the present invention Any method that can confirm the existence of a mutation using a mutation of

한 실시 양태에서, 돌연변이의 존재는 엄격한 조건 하에 각 유전자의 돌연변이의 폴리뉴클레오티드에 혼성화하는 항-(각 유전자의 돌연변이) 항체 또는 핵산 프로브를 사용하여 결정된다. In one embodiment, the presence of a mutation is determined using an anti-(mutant of each gene) antibody or nucleic acid probe that hybridizes under stringent conditions to the polynucleotide of the mutation of each gene.

또 다른 실시양태에서, 항체 또는 핵산 프로브는 검출 가능하게 표지된다. 또 다른 실시양태에서, 표지는 면역형광 표지, 화학발광 표지, 인광 표지, 효소 표지, 방사성 표지, 아비딘/비오틴, 콜로이드성 금 입자, 착색 입자 및 자기입자로 이루어진 군으로부터 선택된다. In another embodiment, the antibody or nucleic acid probe is detectably labeled. In another embodiment, the label is selected from the group consisting of an immunofluorescent label, a chemiluminescent label, a phosphorescent label, an enzymatic label, a radioactive label, avidin/biotin, colloidal gold particles, colored particles, and magnetic particles.

또 다른 실시양태에서, 돌연변이의 존재는 방사성면역 검정, 웨스턴블롯 검정, 면역형광 검정, 효소면역 검정, 면역침전 검정, 화학발광 검정, 면역조직화학 검정, 도트 블롯 검정, 슬롯 블롯 검정 또는 유동세포측정 검정에 의해 결정된다. In another embodiment, the presence of the mutation is determined by radioimmunoassay, western blot assay, immunofluorescence assay, enzymatic immunoassay, immunoprecipitation assay, chemiluminescence assay, immunohistochemical assay, dot blot assay, slot blot assay or flow cytometry. determined by the assay.

또 다른 실시양태에서, 돌연변이의 존재는 RT-PCR에 의해 결정된다. 또 다른 실시양태에서, 돌연변이의 존재는 핵산 서열분석에 의해 결정된다.In another embodiment, the presence of the mutation is determined by RT-PCR. In another embodiment, the presence of a mutation is determined by nucleic acid sequencing.

본 발명에서 용어 '폴리뉴클레오티드'는 일반적으로 비변형된 RNA 또는 DNA 또는 변형된 RNA 또는 DNA일 수 있는 임의의 폴리리보뉴클레오티드 또는 폴리데옥시리보뉴클레오티드를 지칭한다. 따라서, 예를 들어 본원에 정의된 바와 같은 폴리뉴클레오티드는 비제한적으로 단일- 및 이중-가닥 DNA, 단일- 및 이중-가닥 영역을 포함하는 DNA, 단일- 및 이중-가닥 RNA, 및 단일- 및 이중-가닥영역을 포함하는 RNA, 단일-가닥 또는 보다 전형적으로는 이중-가닥일 수도 있거나 또는 단일- 및 이중-가닥 영역을 포함할 수 있는 DNA 및 RNA를 포함하는 하이브리드As used herein, the term 'polynucleotide' generally refers to any polyribonucleotide or polydeoxyribonucleotide, which may be unmodified RNA or DNA or modified RNA or DNA. Thus, for example, polynucleotides as defined herein include, but are not limited to, single- and double-stranded DNA, DNA comprising single- and double-stranded regions, single- and double-stranded RNA, and single- and double-stranded DNA. - an RNA comprising a single-stranded region, or a hybrid comprising DNA and RNA, which may be single-stranded or more typically double-stranded or may comprise single- and double-stranded regions

분자를 포함한다. 따라서, 안정성 또는 다른 이유로 인해 변형된 백본을 갖는 DNA 또는 RNA는 본원에서 의도된 용어와 같은 '폴리뉴클레오티드'이다. 또한, 이노신과 같은 비통상적 염기 또는 삼중수소화 염기와 같은 변형된 염기를 포함하는 DNA 또는 RNA가 본원에 정의된 바와 같은 용어 '폴리뉴클레오티드'에 포함된다. 일반적으로, 용어 '폴리뉴클레오티드'는 비변형된 폴리뉴클레오티드의 모든 화학적으로, 효소적으로 및/또는 대사적으로 변형된 형태를 포함한다. 폴리뉴클레오티드는 시험관내 재조합 DNA-매개 기술을 비롯한 다양한 방법에 의해, 그리고 세포 및 유기체 내의 DNA의 발현에 의해 제조될 수 있다.contains molecules. Thus, DNA or RNA having a backbone that has been modified for stability or other reasons is a 'polynucleotide' as the term is intended herein. Also included in the term 'polynucleotide' as defined herein is DNA or RNA comprising an unconventional base such as inosine or a modified base such as a tritiated base. In general, the term 'polynucleotide' includes all chemically, enzymatically and/or metabolically modified forms of unmodified polynucleotides. Polynucleotides can be prepared by a variety of methods, including in vitro recombinant DNA-mediated techniques, and by expression of DNA in cells and organisms.

본 발명의 다른 측면은, 상기 조성물을 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 키트를 제공하는 것이다. Another aspect of the present invention is to provide a kit for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising the composition.

상기와 같이 제작된 본 발명의 키트는 기존의 일반적인 유전자의 돌연변이 검색 방법에 비하여 시간과 비용이 절감되어 매우 경제적이다. SSCP(Single Strand Conformational Polymorphism), PTT(Protein Truncation Test), 클로닝(cloning), 직접 염기서열 분석(direct sequencing) 등과 같은 기존의 유전자 돌연변이 검색 방법을 이용하여 한 유전자를 모두 검사하려면 평균적으로 수 일 내지 수개월이 소요된다. 또한, 차세대 염기서열 분석법(next generation sequencing: NGS)을 통해서도 빠르고 간단하게 유전자 돌연변이를 정밀하게 검사할 수 있다. 돌연변이를 SSCP, 클로닝, 직접 염기 서열 분석, RFLP(Restriction Fragment Length Polymorphism) 등의 기존 분석방법에 의해 검사하는 경우 검사 완료까지 약 한달 가량이 소요되는 반면, 본 발명의 키트를 이용하면 시료 DNA가 준비되어 있을 경우 약 10 내지 11시간 내에 결과를 얻을 수 있고, 칩 하나에 돌연변이를 검출할 수 있는 프라이머 세트가 함께 집적되어 있기 때문에 기존의 방법에 비해 시간뿐만 아니라 비용까지 절감할 수 있다. 기존의 방법에 비해 매 실험 당 평균 절반 이하의 시약비가 소모되므로 연구자의 인건비까지 감안하였을 때 더욱 큰 비용의 절감 효과를 기대할 수 있게 된다.The kit of the present invention prepared as described above is very economical because it saves time and money compared to the existing general gene mutation search method. Using existing gene mutation detection methods such as Single Strand Conformational Polymorphism (SSCP), Protein Truncation Test (PTT), cloning, and direct sequencing, it takes several days on average to test all one gene. It takes several months. In addition, gene mutations can be precisely examined quickly and simply through next generation sequencing (NGS). In the case of testing mutations by existing analysis methods such as SSCP, cloning, direct sequencing, and RFLP (Restriction Fragment Length Polymorphism), it takes about a month to complete the test, whereas using the kit of the present invention, sample DNA is prepared If it is done, results can be obtained within about 10 to 11 hours, and since a primer set capable of detecting mutations is integrated on one chip, not only time but also cost can be reduced compared to the conventional method. Compared to the existing method, the average cost of reagents is less than half per experiment, so even greater cost savings can be expected when considering the researcher's labor costs.

2. 전이기간 특이적 돌연변이 유전자를 이용한 고형암의 예후 진단을 위해 필요한 정보를 제공하는 방법2. Method of providing information necessary for prognosis diagnosis of solid cancer using metastatic period-specific mutant gene

본 발명의 다른 측면은 전이가 발생한 시점(전이기간)을 알고 있는 고형암 환자의 샘플로부터 시료 DNA를 준비하는 단계; 상기 시료 DNA를 상기 키트를 이용하여 증폭하는 단계; 증폭 결과로부터 전이기간 특이적 마커의 유무를 확인하는 단계; 전이기간 특이적 마커가 확인된 고형암 환자에 임의의 고형암 치료 후보 물질을 처리하거나, 임의의 방법으로 치료하는 단계; 및 임의의 고형암 치료 후보 물질 또는 임의의 치료 방법이 고형암을 개선하거나, 치료할 경우 전이기간 특이적 마커가 확인된 고형암 환자에 적합한 치료 후보 물질 또는 치료 방법으로 채택하는 단계;를 포함하는 고형암 환자의 전이기간에 따른 암 치료 효과의 차이를 판정하기 위해 필요한 정보를 제공하는 방법을 제공한다.Another aspect of the present invention comprises the steps of preparing a sample DNA from a sample of a solid cancer patient with a known time point (metastasis period) at which metastasis occurred; amplifying the sample DNA using the kit; confirming the presence or absence of a metastasis period-specific marker from the amplification result; treating a solid cancer patient for which a metastasis period-specific marker has been identified, or treating a solid cancer treatment candidate by any method; And when any solid cancer treatment candidate material or any treatment method improves or treats solid cancer, adopting it as a treatment candidate or treatment method suitable for a solid cancer patient whose metastasis period-specific marker has been identified; metastasis of solid cancer patients, including Provided is a method for providing information necessary to determine a difference in cancer treatment effect over time.

본 발명의 일 실시예에서, 상기 전이기간 특이적 마커인 CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 하나를 암호화하는 유전자의 돌연변이인 방법일 수 있다.In one embodiment of the present invention, the method may be a mutation of a gene encoding one selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88, which are the metastasis period-specific markers.

본 발명의 다른 실시예에서, 전이성 고형암 환자 중 전이기간 그룹 I 특이적인 전이기간 특이적 마커는 ESR1, GATA3 및 MYD88을 암호화하는 유전자의 돌연변이인 방법일 수 있다.In another embodiment of the present invention, the metastasis period group I-specific metastasis period-specific marker among metastatic solid cancer patients may be a mutation in genes encoding ESR1, GATA3 and MYD88.

본 발명의 또 다른 실시예에서, 전이성 고형암 환자 중 전이기간 그룹 Ⅱ 특이적인 전이기간 특이적 마커는 H3F3B를 암호화하는 유전자의 돌연변이인 방법일 수 있다.In another embodiment of the present invention, the metastasis period group II-specific metastasis period-specific marker among metastatic solid cancer patients may be a mutation in a gene encoding H3F3B.

본 발명의 또 다른 실시예에서, 전이성 고형암 환자 중 전이기간 그룹 Ⅲ 특이적인 전이기간 특이적 마커는 CREBBP, ESR1 및 GATA3를 암호화하는 유전자의 돌연변이인 방법일 수 있다.In another embodiment of the present invention, the metastasis period group III-specific metastasis period-specific marker among metastatic solid cancer patients may be a mutation in genes encoding CREBBP, ESR1 and GATA3.

본 발명의 또 다른 측면은 고형암 환자의 샘플로부터 시료 DNA를 준비하는 단계; 상기 시료 DNA를 상기 키트를 이용하여 증폭하는 단계; 및 상기 증폭 결과로부터 전이기간 특이적 마커의 유무를 확인하는 단계;를 포함하는 고형암 환자의 전이기간에 따른 고형암의 예후 진단을 위해 필요한 정보를 제공하는 방법을 제공한다.Another aspect of the present invention comprises the steps of preparing a sample DNA from a sample of a solid cancer patient; amplifying the sample DNA using the kit; and confirming the presence or absence of a metastasis period-specific marker from the amplification result.

상기 고형암의 예후 진단용 키트'에 대한 설명은 '1. 고형암 환자에서 전이기간 특이적 돌연변이 유전자'에 기재한 바와 동일하므로 구체적인 설명을 생략한다.For the description of the kit for prognostic diagnosis of solid cancer, refer to '1. Since it is the same as described in 'Metastatic period-specific mutant gene in solid cancer patients', a detailed description will be omitted.

상기 임의의 치료 후보 물질은 고형암 치료를 위해서 통상적으로 쓰이는 치료제 또는 고형암에 대한 치료 효과가 알려지지 않은 신규 물질일 수 있으나, 이에 한정되지 않는다. 상기 임의의 치료 후보 물질을 재발 특이적 마커를 가지는 고형암 환자에 처리한 후 치료 효과를 확인함으로써, 치료 후보 물질이 특정 환자군에 효과가 있는지 여부를 알 수 있다. 만약 고형암 치료 효과가 있다면 동일한 전이기간 특이적 마커를 가지는 환자군에 적용할 때에 치료 효과가 높다고 예측할 수 있으므로 치료 전략을 결정하는데 유용한 정보를 제공할 수 있다. 또한, 만약 임의의 치료 후보 물질을 사용시에 치료 효과가 나타나지 않을 경우에는 동일한 재발 특이적 마커를 가지는 환자군에는 더 이상 치료를 진행하지 않음으로써 불필요한 치료를 실시하지 않아도 되므로 치료 전략을 효율적으로 설계할 수 있다.Any of the therapeutic candidate substances may be a therapeutic agent commonly used for the treatment of solid cancer or a novel substance whose therapeutic effect on solid cancer is unknown, but is not limited thereto. By treating any of the above candidate therapeutic substances to a solid cancer patient having a recurrence-specific marker and then confirming the therapeutic effect, it can be determined whether the therapeutic candidate substance is effective in a specific patient group. If there is a treatment effect for solid cancer, the treatment effect can be predicted to be high when applied to a patient group having the same metastasis period-specific marker, so it can provide useful information for determining a treatment strategy. In addition, if a therapeutic effect does not appear when any treatment candidate is used, treatment strategy can be designed efficiently because unnecessary treatment is not required by not proceeding with treatment for the patient group having the same recurrence-specific marker. have.

상기 임의의 치료 후보 물질 대신에 임의의 고형암 치료 방법 역시 적용가능하며, 특정 전이기간 특이적 마커를 가지는 환자군에서 치료 효과를 확인함으로써 동일한 전이기간 특이적 마커를 가지는 환자군에 적용할지 여부를 결정할 수 있다. 전이기간 특이적 마커를 가지는 환자군에서 치료 효과를 확인시에는 임의의 치료 후보 물질과 임의의 고형암 치료 방법이 병행될 수 있다.Any solid cancer treatment method is also applicable instead of any of the above treatment candidates, and by confirming the therapeutic effect in a patient group having a specific metastasis period-specific marker, it can be determined whether to apply to a patient group having the same metastasis period-specific marker. . When confirming the therapeutic effect in a patient group having a metastasis period-specific marker, any treatment candidate substance and any solid cancer treatment method may be combined.

본원에서 사용되는 용어 '샘플'은 환자로부터 수득한 임의의 생물학적 표본을 포함한다. 샘플은 전혈, 혈장, 혈청, 적혈구, 백혈구(예를 들어 말초 혈액 단핵구), 유관액, 복수, 늑막 유출물(pleural efflux), 수유관액(nipple aspirate), 림프액(예를 들어 림프절의 파종성 종양 세포), 골수 흡인물, 타액, 소변, 대변(즉, 배설물), 가래, 기관지 세척액, 눈물, 미세 바늘 흡인물(예를 들어 무작위 유선 미세 바늘 흡인에 의해 수확된), 임의의 기타 체액, 조직 샘플(예를 들어 종양 조직) 예컨대 종양 생검(예를 들어 천자 생검) 또는 림프절(예를 들어 감시(sentinel) 림프절 생검), 조직 샘플(예를 들어 종양 조직), 예를 들면 종양의 수술적 절제 및 이의 세포 추출물을 포함한다. As used herein, the term 'sample' includes any biological sample obtained from a patient. Samples include whole blood, plasma, serum, red blood cells, white blood cells (eg peripheral blood mononuclear cells), ductal fluid, ascites, pleural efflux, nipple aspirate, lymphatic fluid (eg, disseminated tumors of lymph nodes). cells), bone marrow aspirate, saliva, urine, feces (i.e. feces), sputum, bronchial lavage fluid, tears, microneedle aspirate (e.g. harvested by random mammary microneedle aspiration), any other bodily fluid, tissue A sample (eg tumor tissue) such as a tumor biopsy (eg puncture biopsy) or lymph node (eg sentinel lymph node biopsy), a tissue sample (eg tumor tissue), eg surgical resection of a tumor and cell extracts thereof.

용어 '환자'는 통상 인간을 포함할 뿐 아니라 다른 동물, 예를 들어 다른 영장류, 설치류, 개, 고양이, 말, 양, 돼지 등을 포함할 수 있다.The term 'patient' usually includes humans as well as other animals, such as other primates, rodents, dogs, cats, horses, sheep, pigs, and the like.

용어 '개체'는 고형암으로 판정되거나, 의심되는 인간을 제외한 대상을 포함한다.The term 'subject' includes subjects other than humans diagnosed or suspected of having solid cancer.

상기 방법은 고형암 환자의 총 생존율 또는 무병 생존율을 예측할 수 있다.The method can predict the overall survival or disease-free survival of patients with solid cancer.

본 발명에서 용어 '총 생존율(overall survival)'은 질환, 예컨대 암으로 진단되거나 그에 대해 치료된 후 한정된 시간 동안 살아 있는 환자를 기재하는 임상적 종점을 포함하며, 암의 재발 여부에 관계없이 생존하는 가능성을 의미한다.As used herein, the term 'overall survival' includes a clinical endpoint describing a patient who is alive for a finite time after being diagnosed with or treated for a disease, such as cancer, and the survival rate with or without cancer recurrence. means possibility.

본 발명에서 용어 '무병생존율(disease-free survival, DFS)'는 특정 질환(예를 들어 암)에 대한 치료 후 암의 재발 없이 환자가 생존하는 기간을 포함한다.In the present invention, the term 'disease-free survival (DFS)' includes a period in which a patient survives without cancer recurrence after treatment for a specific disease (eg, cancer).

본 발명은 고형암 환자의 샘플에서 본 발명의 유전자의 돌연변이의 존재를 분석함으로써 대상 시료를 가진 개체가 암에 대해 어떤 예후를 가지는지를 확인할 수 있다. 또한 이러한 방법은 예후가 좋다고 알려진 돌연변이가 존재하지 않는 대조군의 개체의 총 생존율 또는 무병 생존율을 비교함으로써 달성될 수 있다. 본 발명에서 예후가 좋다고 알려진 개체란 암이 발병한 후에 전이, 재발, 사망 등의 이력이 없는 개체를 의미한다.In the present invention, by analyzing the presence of a mutation in the gene of the present invention in a sample of a solid cancer patient, it is possible to determine what prognosis an individual having the target sample has for cancer. This method can also be achieved by comparing the total survival or disease-free survival of subjects in a control group that does not have a mutation known to have a good prognosis. In the present invention, an individual known to have a good prognosis means an individual who has no history of metastasis, recurrence, death, etc. after cancer has developed.

암이 의심되는 개체의 샘플이란 암 또는 종양이 이미 발생하였거나 발생할 것으로 예상되는 개체 또는 조직의 시료로써, 그 예후를 진단하고자 하는 대상 시료를 의미한다.A sample of an individual suspected of having cancer refers to a sample of an individual or tissue in which cancer or tumor has already occurred or is expected to occur, and is a target sample for diagnosing the prognosis.

상기 고형암 환자의 전이기간에 따른 고형암의 예후 진단을 위해 필요한 정보를 제공하는 방법은 고형암 환자의 총 생존율 또는 무병 생존율을 예측할 수 있다. 예를 들면, 상기 방법은 CREBBP, ESR1, GATA3, H3F3B 및 MYD88를 암호화하는 유전자에서 돌연변이가 확인되고, 고형암 환자인 경우, 상기 고형암 환자의 생존율이 상기 유전자에서 돌연변이가 확인되지 않은 사람의 생존율보다 낮거나, 상기 고형암 환자의 고형암의 재발율이 상기 유전자에서 돌연변이가 확인되지 않은 사람의 고형암의 재발율보다 높은 것으로 판단하는 단계; 를 더 포함할 수 있다.The method of providing information necessary for prognostic diagnosis of solid cancer according to the metastasis period of the solid cancer patient can predict the total survival rate or disease-free survival rate of the solid cancer patient. For example, in the method, a mutation is identified in a gene encoding CREBBP, ESR1, GATA3, H3F3B and MYD88, and in the case of a solid cancer patient, the survival rate of the solid cancer patient is lower than the survival rate of a person in which the mutation is not identified in the gene. or, determining that the recurrence rate of solid cancer of the solid cancer patient is higher than that of solid cancer of a person whose mutation is not confirmed in the gene; may further include.

이와 같이, CREBBP, ESR1, GATA3, H3F3B 및 MYD88에 대한 본 발명의 돌연변이를 이용하여 암, 특히 고형암의 발병 전이기간에 따라 유전자 변이에 차이가 있다는 내용에 대해서는 아직까지 밝혀진 바 없다. 아울러, 본 발명의 돌연변이를 이용하여 특정 전이기간에서 고형암에 대한 예후를 진단 가능하다는 내용에 대해서는 아직까지 밝혀진 바가 없다. 또한, 각 유전자에서 총 생존율 또는 무병 생존율이 상이할 수 있는 점에 대해서도 보고된 바 없다. 본 발명자들은 상기 유전자들의 돌연변이를 고형암 환자의 전이기간에 따른 고형암 치료 효과의 차이를 예측하거나, 고형암 환자의 예후를 진단할 수 있는 진단 표지자로 사용할 수 있는 점을 최초로 규명하였다.As such, using the mutations of the present invention for CREBBP, ESR1, GATA3, H3F3B and MYD88, the content that there is a difference in gene mutation according to the onset and metastasis period of cancer, particularly solid cancer, has not yet been revealed. In addition, it has not yet been revealed that the prognosis for solid cancer can be diagnosed in a specific metastasis period using the mutation of the present invention. In addition, it has not been reported that the total survival rate or disease-free survival rate may be different for each gene. The present inventors have identified for the first time that mutations in the above genes can be used as diagnostic markers for predicting the difference in the treatment effect of solid cancer according to the metastasis period of the solid cancer patient or diagnosing the prognosis of the solid cancer patient.

본 발명의 고형암 환자의 전이기간에 따른 고형암 치료 효과의 차이를 예측하기 위해 필요한 정보를 제공하는 방법은 전이기간에 기반하여 고형암의 유전자 변이를 진단하거나, 고형암 환자의 생존율을 높이거나, 또는 재발율을 낮추는데 사용될 수 있다. 본 발명의 고형암의 예후 진단에 대한 방법을 통해, 고형암의 발병 전이기간에 따른 유전자의 돌연변이 발생 정보를 이용해 고형암의 치료 효과를 예측하거나, 고형암 환자의 생존율 또는 재발율을 예측할 수 있으므로, 각 환자에 적합한 치료제 발굴뿐만 아니라, 치료법 선택에 있어 정보를 제공할 수 있어, 고형암에 관한 치료적 전략을 효율적으로 설계할 수 있다.The method for providing information necessary for predicting the difference in the treatment effect of solid cancer according to the metastasis period of the solid cancer patient of the present invention is to diagnose the genetic mutation of the solid cancer based on the metastasis period, increase the survival rate of the solid cancer patient, or reduce the recurrence rate It can be used to lower Through the method for prognostic diagnosis of solid cancer of the present invention, it is possible to predict the therapeutic effect of solid cancer, or the survival or recurrence rate of solid cancer patients, using information on gene mutations according to the onset and metastasis period of solid cancer. It can provide information not only in the discovery of therapeutic agents, but also in the selection of therapies, so that it is possible to efficiently design a therapeutic strategy for solid cancer.

이하, 본 발명을 실시예에 의해 상세히 설명한다.Hereinafter, the present invention will be described in detail by way of Examples.

단, 하기 실시예는 본 발명을 예시하기 위한 것일 뿐, 본 발명의 내용이 하기 실시예에 의해 한정되는 것은 아니다.However, the following examples are only for illustrating the present invention, and the content of the present invention is not limited by the following examples.

[실시예][Example]

실시예 1. 유전 정보 및 임상 정보의 확보Example 1. Securing genetic information and clinical information

본 발명의 유전자들(CREBBP, ESR1, GATA3, H3F3B 및 MYD88, 이하 '후보 유전자들'로도 기재함)을 전이기간에 따른 고형암 마커로서 활용할 수 있는지 여부를 확인하기 위하여, The Cancer Genome Atlas(TCGA)로부터 유전 정보와 임상 정보가 모두 확보되어 있는 전이성 고형암 환자 500명의 전이기간(gender), 전이기간(metastatic interval), 연령(age)에 관한 데이터를 입수하여 분석에 이용하였다. 하기 표 1에 고형암 환자의 성별, 전이기간(전이가 발생한 시점)에 관한 데이터를 나타낸다. 위 후보 유전자들은 전이기간에 따라 고형암 환자에서 돌연변이가 발생했던 유전자들이다.To determine whether the genes of the present invention (CREBBP, ESR1, GATA3, H3F3B and MYD88, hereinafter also referred to as 'candidate genes') can be utilized as solid cancer markers according to the metastasis period, The Cancer Genome Atlas (TCGA) Data on the gender, metastatic interval, and age of 500 patients with metastatic solid cancer for whom both genetic and clinical information were secured were obtained and used for analysis. Table 1 below shows data on the sex and metastasis period (time of metastasis) of solid cancer patients. The above candidate genes are genes that have been mutated in patients with solid cancer depending on the metastasis period.

합계Sum 환자 수(명)Number of patients (persons) 비율(%)ratio(%) 성별gender MaleMale 259259 51.851.8 FemaleFemale 241241 48.248.2 전이기간transition period ≤12≤12 144144 28.828.8 13~3613-36 150150 3030 37~12037-120 137137 27.427.4 ≥121≥121 6969 13.813.8 연령age ≤50≤50 140140 2828 51~6051 to 60 132132 26.426.4 61~7061-70 165165 3333 ≥71≥71 6363 12.612.6 총 환자 수total number of patients 500 명500 people

실시예 2. 전이기간 특이적 마커로서 활용성 확인Example 2. Confirmation of utility as a metastasis period-specific marker

TCGA 보고된 고형암 환자 500명 중 전이기간에 따라 분류한 그룹 Ⅰ(12개월 이하), 그룹 II(13 내지 36개월), 그룹 III(37 내지 120개월), 그룹 IV(121개월 이상)인 4 그룹으로 분류하여 하기 표 2에 나타내었다.Of the 500 patients with TCGA-reported solid cancer, 4 groups were group I (12 months or less), group II (13-36 months), group III (37-120 months), and group IV (121 months or longer) classified according to metastasis period. classified as shown in Table 2 below.

전이기간 그룹 간 비교Comparison between groups in the transition period 테스트 세트 종류test set type 세부 사항Detail 비고note 테스트 세트 1test set 1 전이기간 Ⅰ vs Ⅱ vs Ⅲ vs ⅣTransition period Ⅰ vs Ⅱ vs Ⅲ vs Ⅳ 전이기간 비교분석(12개월이하 vs 13~36개월 vs 37~120개월 vs 121개월이상 환자)Comparative analysis of metastasis period (less than 12 months vs 13-36 months vs 37-120 months vs 121 months or more) 테스트 세트 2test set 2 전이기간 Ⅰ vs Ⅱ + Ⅲ + ⅣTransition period Ⅰ vs Ⅱ + Ⅲ + Ⅳ 12개월이하 vs 13개월이상 환자 비교분석Comparative analysis of patients under 12 months vs. over 13 months 테스트 세트 3test set 3 전이기간 Ⅰ + Ⅱ vs Ⅲ + ⅣTransition period Ⅰ + Ⅱ vs Ⅲ + Ⅳ 36개월이하 vs 37개월이상 환자 비교분석Comparative analysis of patients under 36 months vs. over 37 months 테스트 세트 4test set 4 전이기간 Ⅰ + Ⅱ + Ⅲ vs ⅣTransition period Ⅰ + Ⅱ + Ⅲ vs Ⅳ 120개월이하 vs 121개월이상 환자 비교분석Comparative analysis of patients under 120 months vs. over 121 months 전이기간 그룹간 비교 분석 결과Results of comparative analysis between groups in the transition period 테스트 세트 종류test set type 전이기간 특이적 유전자Transition period-specific genes 전이기간 ⅠTransition period Ⅰ A2M, ADAMTSL5, ARL2BP, B4GALT3, BHLHE22, C11orf54, C8orf34, CCDC14, CCNJL, CD109, CERCAM, CFAP57, CLEC4G, CPO, CTNNBL1, DCAF13, DNAH1, DNAH9, ENG, ESR1, FGG, GATA3, GDA, GLI4, GMPPA, HNRNPA0, HOXC10, ICAM5, IL6ST, ITGB3, KCNK2, KRTAP5-2, LAMC3, LILRB4, MMP16, MRPS9, MYD88, MYH7B, NIPAL3, NUP58, OR4D10, P4HB, PCDHA12, PNPT1, PPP1R15A, PPP1R9A, PRKCD, RIPPLY2, RLN1, RNF6, SCML4, STAT4, STK38L, TGM4, TIE1, TMEM229A, TMPRSS13, UNKL, VPS37D, ZBTB17, ZC3H3, ZNF730, ZNF783A2M, ADAMTSL5, ARL2BP, B4GALT3, BHLHE22, C11orf54, C8orf34, CCDC14, CCNJL, CD109, CERCAM, CFAP57, CLEC4G, CPO, CTNNBL1, DCAF13, DNAH1, DNAH9, ENG, ESR1, GDA, GLI4, GMPPA3, FGG, GATA3, FGG, HNRNPA0, HOXC10, ICAM5, IL6ST, ITGB3, KCNK2, KRTAP5-2, LAMC3, LILRB4, MMP16, MRPS9, MYD88, MYH7B, NIPAL3, NUP58, OR4D10, P4HB, PCDHA12, PNPT1, PPP1R15A RL PPP1R15A RL PPP1R15 RNF6, SCML4, STAT4, STK38L, TGM4, TIE1, TMEM229A, TMPRSS13, UNKL, VPS37D, ZBTB17, ZC3H3, ZNF730, ZNF783 전이기간 ⅡTransition period Ⅱ A2M, ADAMTSL2, ADAMTSL5, ADCK5, ADRA2C, AHCY, AIMP2, ALKBH3, AQP11, ARMC10, ASPHD2, C11orf87, C14orf28, C20orf144, C2orf68, CCDC152, CCT5, CDKL1, CEP85, CERCAM, CLEC4G, CPO, CTSO, CYP26C1, DCPS, DNAH1, ENO3, EPS15, ETV7, FAM131B, FAM113A, FAM221A, FAM227B, FBXO32, FEZF1, GJC3, GLCCI1, GPC1, GPR87, GPR88, GREB1, GRN, GYS2, H3F3B, HOXD12, HPGDS, HSPA12B, IER5L, IL22, INTS6L, KAZALD1, KCNK9, KIAA1524, KRT17, KRT39, LAS1L, MAT1A, MBOAT7, MED16, MFSD6, MRM2, NEDD1, NNMT, NUP58, OR1L8, OR1N2, OR2AK2, OR5H15, OR5L1, PARVB, PLEKHO2, PNPT1, POU4F1, PPM1H, PREPL, SAG, SLC43A1, SPDYA, STXBP2, SYTL1, TBL1X, TIE1, TMEM229A, TMPRSS113, TRAPPC5, TTC22, UNC5A, UNC5D, VRK3, ZNF730A2M, ADAMTSL2, ADAMTSL5, ADCK5, ADRA2C, AHCY, AIMP2, ALKBH3, AQP11, ARMC10, ASPHD2, C11orf87, C14orf28, C20orf144, C2orf68, CCDC152, CCTSO CCT5, CDKL1, CEP85, CERCAM, DC CLPSCY4G, CERCAM DNAH1, ENO3, EPS15, ETV7, FAM131B, FAM113A, FAM221A, FAM227B, FBXO32, FEZF1, GJC3, GLCCI1, GPC1, GPR87, GPR88, GREB1, GRN, GYS2, H3F3B, HOXD12, HPGDS, IERHS5 KAZALD1, KCNK9, KIAA1524, KRT17, KRT39, LAS1L, MAT1A, MBOAT7, MED16, MFSD6, MRM2, NEDD1, NNMT, NUP58, OR1L8, OR1N2, OR2PTAK1, OR5H15, OR5L1, PARREVB, POUPLK, POUPL, N SAG, SLC43A1, SPDYA, STXBP2, SYTL1, TBL1X, TIE1, TMEM229A, TMPRSS113, TRAPPC5, TTC22, UNC5A, UNC5D, VRK3, ZNF730 전이기간 Ⅲtransition period Ⅲ AAK1, ANO9, ASPDH, B4GALT3, BHLHE22, CCNJL, CR1, CREBBP, DNAH9, ESR1, FXR1, FZD1, GATA3, GDA, GLI4, GMPPA, HIST2H2BE, HNRNPA0, IGF2R, LILRB4, LRRIQ4, METTL13, MXI1, NUP133, OR4D10, SCNN1D, STAT4, STK38L, TMEM117, TMEM229A, UBD, UNKL, ZC3H3AAK1, ANO9, ASPDH, B4GALT3, BHLHE22, CCNJL, CR1, CREBBP, DNAH9, ESR1, FXR1, FZD1, GATA3, GDA, GLI4, GMPPA, HIST2H2BE, HNRNPA0, IGF2R, LILRB4, ORLRRIQ104, METTL13, MXI4D104, METTL13, SCNN1D, STAT4, STK38L, TMEM117, TMEM229A, UBD, UNKL, ZC3H3 전이기간 ⅣTransition period IV NANA

2-1. 각 그룹간 비교 분석(테스트 세트 1 - 전이기간 I vs Ⅱ vs Ⅲ vs Ⅳ)2-1. Comparative analysis between each group (test set 1 - transition period I vs Ⅱ vs Ⅲ vs Ⅳ)

표 2에서 그룹별로 구분된 4개의 전이기간 그룹 각각에 대하여, 후보 유전자들의 돌연변이 발생과 전이성 고형암 환자의 전이기간과의 연관성을 확인하였다. 0.05 미만의 P-value를 통계적으로 유의한 것으로 간주하여 전이기간 특이적 마커로 발굴 하였다. 하기 표3 내지 6에 테스트 세트 1에 관련된 후보 유전자들의 정보를 나타낸다.In Table 2, for each of the four metastatic period groups divided by group, the association between the occurrence of mutations in candidate genes and the metastatic period of metastatic solid cancer patients was confirmed. A P-value of less than 0.05 was considered as statistically significant and excavated as a metastasis period-specific marker. Tables 3 to 6 below show information on candidate genes related to test set 1.

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher (p-value)Fisher (p-value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I IIII IIIIII IVIV A2MA2M 1717 3.40 3.40 12p13.3112p13.31 66 1111 00 00 00 1010 77 00 0.00091430.0009143 ADAMTSL5ADAMTSL5 55 1.00 1.00 19p13.319p13.3 22 33 00 00 55 00 00 00 0.0048520.004852 ARL2BPARL2BP 22 0.40 0.40 16q1316q13 1One 1One 00 00 00 00 00 22 0.018810.01881 B4GALT3B4GALT3 44 0.80 0.80 1q23.31q23.3 1One 33 00 00 00 00 44 00 0.014570.01457 BHLHE22BHLHE22 44 0.80 0.80 8q12.38q12.3 00 22 22 00 00 00 44 00 0.014570.01457 C11orf54C11orf54 22 0.40 0.40 11q2111q21 00 22 00 00 00 00 00 22 0.018810.01881 C8orf34C8orf34 66 1.20 1.20 8q13.28q13.2 00 66 00 00 00 66 00 00 0.0030980.003098 CCDC14CCDC14 55 1.00 1.00 3q21.13q21.1 22 33 00 00 22 00 00 33 0.0088780.008878 CCNJLCCNJL 44 0.80 0.80 5q33.35q33.3 00 44 00 00 00 00 1One 33 0.0031260.003126 CD109CD109 1010 2.00 2.00 6q136q13 22 88 00 00 1One 55 00 44 0.0082750.008275 CERCAMCERCAM 77 1.40 1.40 9q34.119q34.11 1One 66 00 00 66 00 1One 00 0.015490.01549 CFAP57CFAP57 77 1.40 1.40 1p34.21p34.2 00 77 00 00 00 44 00 33 0.0060010.006001 CLEC4GCLEC4G 44 0.80 0.80 19p13.219p13.2 22 22 00 00 44 00 00 00 0.021250.02125 CPOCPO 55 1.00 1.00 2q33.32q33.3 22 33 00 00 55 00 00 00 0.0048520.004852 CTNNBL1CTNNBL1 55 1.00 1.00 20q11.2320q11.23 00 44 1One 00 22 00 00 33 0.0088780.008878 DCAF13DCAF13 99 1.80 1.80 8q22.38q22.3 22 77 00 00 00 77 22 00 0.011430.01143 DDIT3DDIT3 44 0.80 0.80 12q13.312q13.3 00 22 00 22 00 1One 1One 22 0.1330.133 DNAH1DNAH1 3030 6.00 6.00 3p21.13p21.1 55 2525 00 00 1717 33 77 33 0.0048470.004847 DNAH9DNAH9 4545 9.00 9.00 17p1217p12 99 3636 00 00 1616 2323 66 00 0.000087150.00008715 DNAJC4DNAJC4 1One 0.20 0.20 11q13.111q13.1 00 1One 00 00 00 00 00 1One 0.1380.138

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher (p-value)Fisher (p-value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I IIII IIIIII IVIV ENGENG 55 1.00 1.00 9q34.119q34.11 00 55 00 00 00 55 00 00 0.013490.01349 ESR1ESR1 2020 4.00 4.00 6q25.1-q25.26q25.1-q25.2 33 1717 00 00 33 00 66 1111 0.000001170.00000117 FGGFGG 22 0.40 0.40 4q32.14q32.1 22 00 00 00 00 00 00 22 0.018810.01881 GATA3GATA3 88 1.60 1.60 10p1410p14 44 44 00 00 00 1One 33 44 0.0078050.007805 GDAGDA 77 1.40 1.40 9q21.139q21.13 00 77 00 00 00 00 66 1One 0.0024150.002415 GLI4GLI4 44 0.80 0.80 8q24.38q24.3 00 44 00 00 00 00 44 00 0.014570.01457 GMPPAGMPPA 44 0.80 0.80 2q352q35 00 44 00 00 00 00 44 00 0.014570.01457 HNRNPA0HNRNPA0 55 1.00 1.00 5q31.25q31.2 1One 33 1One 00 00 00 55 00 0.0029670.002967 HOXC10HOXC10 55 1.00 1.00 12q13.1312q13.13 1One 44 00 00 1One 00 00 44 0.00099580.0009958 ICAM5ICAM5 77 1.40 1.40 19p13.219p13.2 22 55 00 00 44 00 00 33 0.0046230.004623 IL6STIL6ST 66 1.20 1.20 5q11.25q11.2 1One 55 00 00 00 66 00 00 0.0030980.003098 ITGB3ITGB3 1111 2.20 2.20 17q21.3217q21.32 1One 1010 00 00 1One 88 22 00 0.030130.03013 KCNK2KCNK2 33 0.60 0.60 1q411q41 00 33 00 00 00 00 00 33 0.002530.00253 KRTAP5-2KRTAP5-2 66 1.20 1.20 11p15.511p15.5 00 00 66 00 00 1One 1One 44 0.0047520.004752 LAMC3LAMC3 1010 2.00 2.00 9q34.129q34.12 00 1010 00 00 00 99 1One 00 0.00073160.0007316 LILRB4LILRB4 1414 2.80 2.80 19q13.4219q13.42 1One 1313 00 00 33 1010 1One 00 0.0088550.008855 MMP16MMP16 1111 2.20 2.20 8q21.38q21.3 33 88 00 00 00 88 1One 22 0.0045110.004511 MRPS9MRPS9 22 0.40 0.40 2q12.12q12.1 00 22 00 00 00 00 00 22 0.018810.01881 MYD88MYD88 22 0.40 0.40 3p22.23p22.2 1One 1One 00 00 00 00 00 22 0.018810.01881 MYH7BMYH7B 1010 2.00 2.00 20q11.2220q11.22 1One 88 1One 00 77 33 00 00 0.014970.01497

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher (p-value)Fisher (p-value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I IIII IIIIII IVIV NIPAL3NIPAL3 44 0.80 0.80 1p36.111p36.11 1One 33 00 00 00 00 44 00 0.014570.01457 NUP58NUP58 55 1.00 1.00 13q12.1313q12.13 33 22 00 00 55 00 00 00 0.0048520.004852 OR4D10OR4D10 1212 2.40 2.40 11q12.111q12.1 22 1010 00 00 22 00 66 44 0.0056950.005695 P4HBP4HB 44 0.80 0.80 17q25.317q25.3 44 00 00 00 00 00 1One 33 0.0031260.003126 PCDHA12PCDHA12 1313 2.60 2.60 5q31.35q31.3 00 1313 00 00 55 88 00 00 0.0076540.007654 PIM1PIM1 22 0.40 0.40 6p21.26p21.2 00 22 00 00 00 00 22 00 0.093480.09348 PNPT1PNPT1 77 1.40 1.40 2p16.12p16.1 22 55 00 00 66 1One 00 00 0.016610.01661 PPP1R15APPP1R15A 66 1.20 1.20 19q13.3319q13.33 22 44 00 00 00 33 00 33 0.010490.01049 PPP1R9APPP1R9A 88 1.60 1.60 7q21.37q21.3 22 66 00 00 00 77 00 1One 0.0029290.002929 PRKCDPRKCD 44 0.80 0.80 3p21.13p21.1 1One 33 00 00 00 00 44 00 0.014570.01457 PROZPROZ 22 0.40 0.40 13q3413q34 00 22 00 00 00 00 22 00 0.093480.09348 RIPPLY2RIPPLY2 22 0.40 0.40 6q14.26q14.2 00 22 00 00 00 00 00 22 0.018810.01881 RLN1RLN1 44 0.80 0.80 9p24.19p24.1 1One 33 00 00 00 00 44 00 0.014570.01457 RNF6RNF6 66 1.20 1.20 13q12.1313q12.13 22 44 00 00 22 00 00 44 0.0014310.001431 RSPH6ARSPH6A 77 1.40 1.40 19q13.3219q13.32 1One 66 00 00 22 55 00 00 0.10030.1003 SCML4SCML4 44 0.80 0.80 6q216q21 00 44 00 00 00 00 44 00 0.014570.01457 STAT4STAT4 88 1.60 1.60 2q32.2-q32.32q32.2-q32.3 1One 77 00 00 1One 00 33 44 0.0072120.007212 STK38LSTK38L 88 1.60 1.60 12p11.2312p11.23 22 66 00 00 00 1One 33 44 0.0078050.007805 TGM4TGM4 77 1.40 1.40 3p21.313p21.31 22 55 00 00 00 66 00 1One 0.0052870.005287 TIE1TIE1 77 1.40 1.40 1p34.21p34.2 00 77 00 00 66 1One 00 00 0.016610.01661

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher (p-value)Fisher (p-value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I IIII IIIIII IVIV TMEM229ATMEM229A 88 1.60 1.60 7q31.327q31.32 00 33 55 00 88 00 00 00 0.00019480.0001948 TMPRSS13TMPRSS13 1212 2.40 2.40 11q23.311q23.3 00 1010 22 00 99 22 1One 00 0.0087590.008759 UNKLUNKL 66 1.20 1.20 16p13.316p13.3 33 33 00 00 00 00 33 33 0.0066810.006681 VPS37DVPS37D 22 0.40 0.40 7q11.237q11.23 00 22 00 00 00 00 00 22 0.018810.01881 ZBTB17ZBTB17 66 1.20 1.20 1p36.131p36.13 1One 55 00 00 00 66 00 00 0.0030980.003098 ZC3H3ZC3H3 88 1.60 1.60 8q24.38q24.3 00 77 1One 00 1One 00 33 44 0.0072120.007212 ZNF730ZNF730 77 1.40 1.40 19p1219p12 1One 66 00 00 66 00 1One 00 0.015490.01549 ZNF783ZNF783 44 0.80 0.80 7q36.17q36.1 1One 33 00 00 00 44 00 00 0.029120.02912

분석 결과, 각 전이기간 그룹에서 돌연변이가 있는 유전자이더라도 다른 그룹과 비교하였을 때 P-value가 0.05 이상으로 나타난 유전자가 있는 한편, 돌연변이가 있으면서, P-value가 0.05 미만으로 나타난 유전자가 확인되었다. 다른 그룹과 비교하였을 때 P-value가 0.05 미만인 돌연변이 유전자들은 다른 그룹에 비해서 특정 전이기간과 상호 관련성이 있는 것이므로 전이기간 특이적 유전자로 정하였고, 도 1a 내지 1c에 전이기간 그룹별 돌연변이 발생 정도를 나타내었다.As a result of the analysis, in each transition period group, there were genes with a P-value of 0.05 or more when compared with other groups, even if they had a mutation, while genes with a mutation and a P-value of less than 0.05 were identified. Mutant genes with a P-value of less than 0.05 compared to other groups were correlated with a specific transition period compared to other groups, so they were defined as transition period-specific genes. indicated.

2-2. 12개월 전후 비교분석 (테스트 세트 2 - 전이기간 그룹 Ⅰ vs Ⅱ+ III + Ⅳ)2-2. Comparative analysis before and after 12 months (test set 2 - transition period group Ⅰ vs Ⅱ+ III + Ⅳ)

표 2에서 그룹별로 구분된 4개의 전이기간 그룹 중, 12개월 이하(Ⅰ)와 13개월 이상(Ⅱ+III+Ⅳ)인 그룹에 대하여, 후보 유전자들의 돌연변이 발생과 고형암 환자의 전이기간과의 연관성을 확인하였다. 0.05 미만의 P-value를 통계적으로 유의한 것으로 간주하여 전이기간 특이적 마커로 발굴 하였다. 하기 표 7 내지 11에 테스트 세트 2에 관련된 후보 유전자들의 정보를 나타낸다.Among the four metastasis period groups divided by group in Table 2, for the group with less than 12 months (I) and more than 13 months (II+III+IV), the association between the occurrence of mutations in candidate genes and the metastasis period of solid cancer patients was confirmed. A P-value of less than 0.05 was considered as statistically significant and excavated as a metastasis period-specific marker. Information on candidate genes related to test set 2 is shown in Tables 7 to 11 below.

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I Ⅱ+ III+ⅣII+ III+IV Ⅱ+ III+Ⅳ(%)Ⅱ+ III+IV (%) A2MA2M 1717 3.4 3.4 12p13.3112p13.31 66 1111 00 00 00 1717 100.0 100.0 0.0050.005 ADAMTSL2ADAMTSL2 33 0.6 0.6 9q34.29q34.2 1One 22 00 00 33 00 0.0 0.0 0.0250.025 ADAMTSL5ADAMTSL5 55 1.0 1.0 19p13.319p13.3 22 33 00 00 55 00 0.0 0.0 0.0020.002 ADCK5ADCK5 33 0.6 0.6 8q24.38q24.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 ADRA2CADRA2C 33 0.6 0.6 4p16.34p16.3 00 22 1One 00 33 00 0.0 0.0 0.0250.025 AHCYAHCY 44 0.8 0.8 20q11.2220q11.22 00 44 00 00 44 00 0.0 0.0 0.0070.007 AIMP2AIMP2 55 1.0 1.0 7p22.17p22.1 1One 44 00 00 55 00 0.0 0.0 0.0020.002 ALKBH3ALKBH3 33 0.6 0.6 11p11.211p11.2 1One 22 00 00 33 00 0.0 0.0 0.0250.025 AQP11AQP11 33 0.6 0.6 11q14.111q14.1 00 22 00 1One 33 00 0.0 0.0 0.0250.025 ARMC10ARMC10 33 0.6 0.6 7q22.17q22.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 ASPHD2ASPHD2 33 0.6 0.6 22q12.122q12.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 AXIN1AXIN1 55 1.0 1.0 16p13.316p13.3 00 33 00 22 33 22 40.0 40.0 0.150.15 C11orf87C11orf87 33 0.6 0.6 11q22.311q22.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 C14orf28C14orf28 33 0.6 0.6 14q21.214q21.2 22 1One 00 00 33 00 0.0 0.0 0.0250.025 C20orf144C20orf144 33 0.6 0.6 20q11.2220q11.22 00 33 00 00 33 00 0.0 0.0 0.0250.025 C2orf68C2orf68 33 0.6 0.6 2p11.22p11.2 1One 22 00 00 33 00 0.0 0.0 0.0250.025 CCDC152CCDC152 33 0.6 0.6 5p125p12 22 1One 00 00 33 00 0.0 0.0 0.0250.025 CCT5CCT5 66 1.2 1.2 5p15.25p15.2 33 33 00 00 55 1One 16.7 16.7 0.010.01 CDKL1CDKL1 33 0.6 0.6 14q21.314q21.3 1One 22 00 00 33 00 0.0 0.0 0.0250.025 CEP85CEP85 33 0.6 0.6 1p36.111p36.11 1One 22 00 00 33 00 0.0 0.0 0.0250.025

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I Ⅱ+ III+ⅣII+ III+IV Ⅱ+ III+(Ⅳ%)Ⅱ+ III+(IV%) CERCAMCERCAM 77 1.4 1.4 9q34.119q34.11 1One 66 00 00 66 1One 14.3 14.3 0.0030.003 CLEC4GCLEC4G 44 0.8 0.8 19p13.219p13.2 22 22 00 00 44 00 0.0 0.0 0.0070.007 COX11COX11 22 0.4 0.4 17q2217q22 00 22 00 00 22 00 0.0 0.0 0.0840.084 CPOCPO 55 1.0 1.0 2q33.32q33.3 22 33 00 00 55 00 0.0 0.0 0.0020.002 CTSOCTSO 33 0.6 0.6 4q32.14q32.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 CYP26C1CYP26C1 33 0.6 0.6 10q23.3310q23.33 22 1One 00 00 33 00 0.0 0.0 0.0250.025 DCPSDCPS 44 0.8 0.8 11q24.211q24.2 00 33 00 1One 44 00 0.0 0.0 0.0070.007 DNAH1DNAH1 3030 6.0 6.0 3p21.13p21.1 55 2525 00 00 1717 1313 43.3 43.3 0.0030.003 DUSP13DUSP13 22 0.4 0.4 10q22.210q22.2 00 22 00 00 22 00 0.0 0.0 0.0840.084 ENO3ENO3 33 0.6 0.6 17p13.217p13.2 22 1One 00 00 33 00 0.0 0.0 0.0250.025 EPS15EPS15 33 0.6 0.6 1p32.31p32.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 ERFEERFE 22 0.4 0.4 2q37.32q37.3 00 22 00 00 22 00 0.0 0.0 0.0840.084 ETV7ETV7 33 0.6 0.6 6p21.316p21.31 00 33 00 00 33 00 0.0 0.0 0.0250.025 FAM131BFAM131B 44 0.8 0.8 7q347q34 1One 33 00 00 44 00 0.0 0.0 0.0070.007 FAM133AFAM133A 33 0.6 0.6 Xq21.32Xq21.32 22 1One 00 00 33 00 0.0 0.0 0.0250.025 FAM221AFAM221A 33 0.6 0.6 7p15.37p15.3 1One 22 00 00 33 00 0.0 0.0 0.0250.025 FAM227BFAM227B 33 0.6 0.6 15q21.215q21.2 00 33 00 00 33 00 0.0 0.0 0.0250.025 FANCCFANCC 22 0.4 0.4 9q22.329q22.32 00 22 00 00 22 00 0.0 0.0 0.0840.084 FBXO32FBXO32 33 0.6 0.6 8q24.138q24.13 00 33 00 00 33 00 0.0 0.0 0.0250.025 FEZF1FEZF1 44 0.8 0.8 7q31.327q31.32 00 44 00 00 44 00 0.0 0.0 0.0070.007

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I Ⅱ+ III+ⅣII+ III+IV Ⅱ+ III+Ⅳ(%)Ⅱ+ III+IV (%) FUSFUS 55 1.0 1.0 16p11.216p11.2 22 1One 00 22 33 22 40.0 40.0 0.150.15 GJC3GJC3 33 0.6 0.6 7q22.17q22.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 GLCCI1GLCCI1 33 0.6 0.6 7p21.37p21.3 1One 22 00 00 33 00 0.0 0.0 0.0250.025 GPC1GPC1 33 0.6 0.6 2q37.32q37.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 GPR87GPR87 33 0.6 0.6 3q25.13q25.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 GPR88GPR88 33 0.6 0.6 1p21.21p21.2 00 33 00 00 33 00 0.0 0.0 0.0250.025 GREB1GREB1 2626 5.2 5.2 2p25.12p25.1 22 2222 1One 1One 1515 1111 42.3 42.3 0.0030.003 GRNGRN 44 0.8 0.8 17q21.3117q21.31 1One 33 00 00 44 00 0.0 0.0 0.0070.007 GYS2GYS2 33 0.6 0.6 12p12.112p12.1 1One 22 00 00 33 00 0.0 0.0 0.0250.025 H3F3BH3F3B 44 0.8 0.8 17q25.117q25.1 00 44 00 00 44 00 0.0 0.0 0.0070.007 HOXD12HOXD12 33 0.6 0.6 2q31.12q31.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 HPGDSHPGDS 66 1.2 1.2 4q22.34q22.3 33 33 00 00 55 1One 16.7 16.7 0.010.01 HSPA12BHSPA12B 33 0.6 0.6 20p1320p13 00 33 00 00 33 00 0.0 0.0 0.0250.025 IER5LIER5L 33 0.6 0.6 9q34.119q34.11 1One 22 00 00 33 00 0.0 0.0 0.0250.025 IL22IL22 33 0.6 0.6 12q1512q15 1One 22 00 00 33 00 0.0 0.0 0.0250.025 INTS6LINTS6L 33 0.6 0.6 Xq26.3Xq26.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 KAZALD1KAZALD1 33 0.6 0.6 10q24.3110q24.31 00 33 00 00 33 00 0.0 0.0 0.0250.025 KCNK9KCNK9 33 0.6 0.6 8q24.38q24.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 KIAA1524KIAA1524 66 1.2 1.2 3q13.133q13.13 1One 55 00 00 55 1One 16.7 16.7 0.010.01 KRT17KRT17 55 1.0 1.0 17q21.217q21.2 22 33 00 00 55 00 0.0 0.0 0.0020.002

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I Ⅱ+ III+ⅣII+ III+IV Ⅱ+ III+Ⅳ(%)Ⅱ+ III+IV (%) KRT39KRT39 33 0.6 0.6 17q21.217q21.2 00 33 00 00 33 00 0.0 0.0 0.0250.025 LAS1LLAS1L 33 0.6 0.6 Xq12Xq12 00 22 1One 00 33 00 0.0 0.0 0.0250.025 MAT1AMAT1A 33 0.6 0.6 10q22.310q22.3 1One 22 00 00 33 00 0.0 0.0 0.0250.025 MBOAT7MBOAT7 33 0.6 0.6 19q13.4219q13.42 00 33 00 00 33 00 0.0 0.0 0.0250.025 MED16MED16 77 1.4 1.4 19p13.319p13.3 1One 66 00 00 66 1One 14.3 14.3 0.0030.003 MFSD6MFSD6 44 0.8 0.8 2q32.22q32.2 00 44 00 00 44 00 0.0 0.0 0.0070.007 MRM2MRM2 33 0.6 0.6 7p22.37p22.3 00 33 00 00 33 00 0.0 0.0 0.0250.025 NEDD1NEDD1 66 1.2 1.2 12q23.112q23.1 22 44 00 00 55 1One 16.7 16.7 0.010.01 NNMTNNMT 44 0.8 0.8 11q23.211q23.2 22 22 00 00 44 00 0.0 0.0 0.0070.007 NUBP2NUBP2 22 0.4 0.4 16p13.316p13.3 00 22 00 00 22 00 0.0 0.0 0.0840.084 NUP58NUP58 55 1.0 1.0 13q12.1313q12.13 33 22 00 00 55 00 0.0 0.0 0.0020.002 OR1L8OR1L8 33 0.6 0.6 9q33.29q33.2 00 33 00 00 33 00 0.0 0.0 0.0250.025 OR1N2OR1N2 33 0.6 0.6 9q33.29q33.2 00 33 00 00 33 00 0.0 0.0 0.0250.025 OR2AK2OR2AK2 44 0.8 0.8 1q441q44 00 44 00 00 44 00 0.0 0.0 0.0070.007 OR5H15OR5H15 44 0.8 0.8 3q11.23q11.2 22 22 00 00 44 00 0.0 0.0 0.0070.007 OR5L1OR5L1 33 0.6 0.6 11q12.111q12.1 1One 22 00 00 33 00 0.0 0.0 0.0250.025 PARVBPARVB 33 0.6 0.6 22q13.3122q13.31 1One 22 00 00 33 00 0.0 0.0 0.0250.025 PLEKHO2PLEKHO2 33 0.6 0.6 15q22.3115q22.31 1One 22 00 00 33 00 0.0 0.0 0.0250.025 PNPT1PNPT1 77 1.4 1.4 2p16.12p16.1 22 55 00 00 66 1One 14.3 14.3 0.0030.003 POU4F1POU4F1 33 0.6 0.6 13q31.113q31.1 00 22 1One 00 33 00 0.0 0.0 0.0250.025

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc I Ⅱ+ III +IVⅡ+ III +IV Ⅱ+III+IV(%)Ⅱ+III+IV(%) PPM1HPPM1H 66 1.2 1.2 12q14.1-q14.212q14.1-q14.2 1One 55 00 00 55 1One 16.7 16.7 0.010.01 PREPLPREPL 44 0.8 0.8 2p212p21 00 44 00 00 44 00 0.0 0.0 0.0070.007 SAGSAG 44 0.8 0.8 2q37.12q37.1 1One 33 00 00 44 00 0.0 0.0 0.0070.007 SLC43A1SLC43A1 33 0.6 0.6 11q12.111q12.1 00 33 00 00 33 00 0.0 0.0 0.0250.025 SPDYASPDYA 44 0.8 0.8 2p23.22p23.2 1One 33 00 00 44 00 0.0 0.0 0.0070.007 STXBP2STXBP2 88 1.6 1.6 19p13.219p13.2 1One 77 00 00 77 1One 12.5 12.5 0.0010.001 SYTL1SYTL1 66 1.2 1.2 1p36.111p36.11 1One 55 00 00 55 1One 16.7 16.7 0.010.01 TBL1XTBL1X 44 0.8 0.8 Xp22.31-p22.2Xp22.31-p22.2 00 44 00 00 44 00 0.0 0.0 0.0070.007 TIE1TIE1 77 1.4 1.4 1p34.21p34.2 00 77 00 00 66 1One 14.3 14.3 0.0030.003 TMEM229ATMEM229A 88 1.6 1.6 7q31.327q31.32 00 33 55 00 88 00 0.0 0.0 0.0000560.000056 TMPRSS13TMPRSS13 1212 2.4 2.4 11q23.311q23.3 00 1010 22 00 99 33 25.0 25.0 0.0010.001 TRAPPC5TRAPPC5 44 0.8 0.8 19p13.219p13.2 00 44 00 00 44 00 0.0 0.0 0.0070.007 TTC22TTC22 44 0.8 0.8 1p32.31p32.3 00 44 00 00 44 00 0.0 0.0 0.0070.007 UNC5AUNC5A 44 0.8 0.8 5q35.25q35.2 00 44 00 00 44 00 0.0 0.0 0.0070.007 UNC5DUNC5D 1212 2.4 2.4 8p128p12 1One 1010 1One 00 00 1212 100.0 100.0 0.0240.024 VRK3VRK3 55 1.0 1.0 19q13.3319q13.33 00 55 00 00 44 1One 20.0 20.0 0.0280.028 ZNF730ZNF730 77 1.4 1.4 19p1219p12 1One 66 00 00 66 1One 14.3 14.3 0.0030.003

분석 결과, 각 전이기간 그룹에서 돌연변이가 있는 유전자이더라도 다른 그룹과 비교하였을 때 P-value가 0.05 이상으로 나타난 유전자가 있는 한편, 돌연변이가 있으면서, P-value가 0.05 미만으로 나타난 유전자가 확인되었다. 다른 그룹과 비교하였을 때 P-value가 0.05 미만인 돌연변이 유전자들은 다른 그룹에 비해서 특정 전이기간 그룹과 상호 관련성이 있는 것이므로 전이기간 특이적 유전자로 정하였고, 도 2a 내지 2e에 유전자의 돌연변이와 전이기간과의 연관성을 분석한 결과를 나타내었고, 12개월 전후 전이기간 특이적 전이성 고형암 환자의 마커 돌연변이에 대한 정보를 MSKCC에서 제공하는 데이터를 통해 확인하였다.As a result of the analysis, in each transition period group, there were genes with a P-value of 0.05 or more when compared with other groups, even if they had a mutation, while genes with a mutation and a P-value of less than 0.05 were identified. Mutant genes with a P-value of less than 0.05 compared to other groups were correlated with a specific transition period group compared to other groups, so they were defined as transition period-specific genes. The results of analyzing the association of

2-3. 36개월 전후 비교분석 (테스트 세트 3 - 전이기간 그룹 I + II vs III + Ⅳ)2-3. Comparative analysis before and after 36 months (test set 3 - transition period group I + II vs III + IV)

표 2에서 그룹별로 구분된 4개의 전이기간 그룹 중, 36개월 이하(Ⅰ + II)와 37개월 이상(III + IV)인 그룹에 대하여, 후보 유전자들의 돌연변이 발생과 고형암 환자의 전이기간과의 연관성을 확인하였다. 0.05 미만의 P-value를 통계적으로 유의한 것으로 간주하여 전이기간 특이적 마커로 발굴 하였다. 하기 표 12 내지 15에 테스트 세트 3에 관련된 후보 유전자들의 정보를 나타낸다.Among the four metastasis period groups divided by group in Table 2, for the group with less than 36 months (I + II) and longer than 37 months (III + IV), the association between the occurrence of mutations in candidate genes and the metastasis period of solid cancer patients was confirmed. A P-value of less than 0.05 was considered as statistically significant and excavated as a metastasis period-specific marker. Information on candidate genes related to test set 3 is shown in Tables 12 to 15 below.

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+ⅡⅠ+Ⅱ III+IVIII+IV III+IV(%)III+IV(%) AAK1AAK1 44 0.8 0.8 2p13.32p13.3 00 44 00 00 00 44 100.0 100.0 0.030.03 ABCC9ABCC9 1515 3.0 3.0 12p12.112p12.1 1One 1414 00 00 77 88 53.3 53.3 0.4280.428 ADGRF5ADGRF5 1111 2.2 2.2 6p12.36p12.3 22 99 00 00 55 66 54.5 54.5 0.2780.278 ANO9ANO9 44 0.8 0.8 11p15.511p15.5 00 44 00 00 00 44 100.0 100.0 0.030.03 ASPDHASPDH 44 0.8 0.8 19q13.3319q13.33 1One 33 00 00 00 44 100.0 100.0 0.030.03 B4GALT3B4GALT3 44 0.8 0.8 1q23.31q23.3 1One 33 00 00 00 44 100.0 100.0 0.030.03 BHLHE22BHLHE22 44 0.8 0.8 8q12.38q12.3 00 22 22 00 00 44 100.0 100.0 0.030.03 CCNJLCCNJL 44 0.8 0.8 5q33.35q33.3 00 44 00 00 00 44 100.0 100.0 0.030.03 CDH22CDH22 1313 2.6 2.6 20q13.1220q13.12 00 1313 00 00 66 77 53.8 53.8 0.630.63 COL4A3COL4A3 1212 2.4 2.4 2q36.32q36.3 00 1212 00 00 66 66 50.0 50.0 0.3710.371 CR1CR1 99 1.8 1.8 1q32.21q32.2 00 99 00 00 22 77 77.8 77.8 0.0390.039 CREBBPCREBBP 2727 5.4 5.4 16p13.316p13.3 44 1818 22 33 1111 1616 59.3 59.3 0.050.05 DNAH9DNAH9 4545 9.0 9.0 17p1217p12 99 3636 00 00 1616 2929 64.4 64.4 0.0040.004 ELFN2ELFN2 1111 2.2 2.2 22q13.122q13.1 00 1111 00 00 55 66 54.5 54.5 0.2780.278 EMILIN3EMILIN3 88 1.6 1.6 20q1220q12 1One 77 00 00 22 66 75.0 75.0 0.0730.073 ESR1ESR1 2020 4.0 4.0 6q25.1-q25.26q25.1-q25.2 33 1717 00 00 33 1717 85.0 85.0 0.0001130.000113 FLI1FLI1 33 0.6 0.6 11q24.311q24.3 00 33 00 00 00 33 100.0 100.0 0.710.71 FMNL3FMNL3 88 1.6 1.6 12q13.1212q13.12 1One 77 00 00 44 44 50.0 50.0 0.7230.723 FXR1FXR1 66 1.2 1.2 3q26.333q26.33 1One 44 00 1One 1One 55 83.3 83.3 0.0480.048 FZD1FZD1 55 1.0 1.0 7q21.137q21.13 00 33 22 00 00 55 100.0 100.0 0.0120.012

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+ⅡⅠ+Ⅱ III+IVIII+IV III+IV(%)III+IV(%) GATA3GATA3 88 1.6 1.6 10p1410p14 44 44 00 00 00 88 100.0 100.0 0.0010.001 GDAGDA 77 1.4 1.4 9q21.139q21.13 00 77 00 00 00 77 100.0 100.0 0.0020.002 GLI4GLI4 44 0.8 0.8 8q24.38q24.3 00 44 00 00 00 44 100.0 100.0 0.030.03 GMPPAGMPPA 44 0.8 0.8 2q352q35 00 44 00 00 00 44 100.0 100.0 0.030.03 GRM5GRM5 99 1.8 1.8 11q14.2-q14.311q14.2-q14.3 22 77 00 00 55 44 44.4 44.4 0.5490.549 GUCY2FGUCY2F 99 1.8 1.8 Xq22.3-q23Xq22.3-q23 22 77 00 00 33 66 66.7 66.7 0.1170.117 HEATR3HEATR3 88 1.6 1.6 16q12.116q12.1 00 88 00 00 44 44 50.0 50.0 0.7230.723 HIST2H2BEHIST2H2BE 44 0.8 0.8 1q21.21q21.2 00 44 00 00 00 44 100.0 100.0 0.030.03 HNRNPA0HNRNPA0 55 1.0 1.0 5q31.25q31.2 1One 33 1One 00 00 55 100.0 100.0 0.0120.012 IGF2RIGF2R 99 1.8 1.8 6q25.36q25.3 33 66 00 00 1One 88 88.9 88.9 0.0050.005 KCNA4KCNA4 1010 2.0 2.0 11p14.111p14.1 33 77 00 00 66 44 40.0 40.0 0.6040.604 KCND2KCND2 1010 2.0 2.0 7q31.317q31.31 1One 99 00 00 55 55 50.0 50.0 0.4010.401 KCNJ4KCNJ4 99 1.8 1.8 22q13.122q13.1 22 77 00 00 55 44 44.4 44.4 0.5490.549 LILRB4LILRB4 1414 2.8 2.8 19q13.4219q13.42 1One 1313 00 00 33 1111 78.6 78.6 0.0110.011 LRRIQ4LRRIQ4 55 1.0 1.0 3q26.23q26.2 1One 44 00 00 00 55 100.0 100.0 0.0120.012 MAGEL2MAGEL2 99 1.8 1.8 15q11.215q11.2 1One 88 00 00 55 44 44.4 44.4 0.5490.549 MAP3K6MAP3K6 99 1.8 1.8 1p36.111p36.11 22 77 00 00 55 44 44.4 44.4 0.5490.549 METTL13METTL13 55 1.0 1.0 1q24.31q24.3 22 22 1One 00 00 55 100.0 100.0 0.0120.012 MICAL3MICAL3 1111 2.2 2.2 22q11.2122q11.21 22 88 1One 00 77 44 36.4 36.4 0.5020.502 MXI1MXI1 44 0.8 0.8 10q25.210q25.2 22 22 00 00 00 44 100.0 100.0 0.030.03

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+ⅡⅠ+Ⅱ III +ⅣIII +IV III+IV(%)III+IV(%) MYH7BMYH7B 1010 2.0 2.0 20q11.2220q11.22 1One 88 1One 00 77 33 30.0 30.0 0.3560.356 MYO3AMYO3A 2525 5.0 5.0 10p12.110p12.1 22 2323 00 00 99 1616 64.0 64.0 0.3610.361 NUP133NUP133 55 1.0 1.0 1q42.131q42.13 22 33 00 00 00 55 100.0 100.0 0.0120.012 OPRM1OPRM1 88 1.6 1.6 6q25.26q25.2 1One 77 00 00 66 22 25.0 25.0 0.2940.294 OR4D10OR4D10 1212 2.4 2.4 11q12.111q12.1 22 1010 00 00 22 1010 83.3 83.3 0.0050.005 PAX1PAX1 88 1.6 1.6 20p11.2220p11.22 1One 77 00 00 55 33 37.5 37.5 0.5680.568 PCDHA12PCDHA12 1313 2.6 2.6 5q31.35q31.3 00 1313 00 00 55 88 61.5 61.5 0.1190.119 PCDHGA10PCDHGA10 1010 2.0 2.0 5q31.35q31.3 00 1010 00 00 66 44 40.0 40.0 0.6040.604 PHLDB2PHLDB2 99 1.8 1.8 3q13.23q13.2 22 77 00 00 33 66 66.7 66.7 0.1170.117 SCNN1DSCNN1D 55 1.0 1.0 1p36.331p36.33 1One 44 00 00 00 55 100.0 100.0 0.0120.012 STAT4STAT4 88 1.6 1.6 2q32.2-q32.32q32.2-q32.3 1One 77 00 00 1One 77 87.5 87.5 0.0110.011 STK38LSTK38L 88 1.6 1.6 12p11.2312p11.23 22 66 00 00 00 88 100.0 100.0 0.0010.001 SYBUSYBU 88 1.6 1.6 8q23.28q23.2 1One 77 00 00 33 55 62.5 62.5 0.1970.197 TEX13ATEX13A 88 1.6 1.6 Xq22.3Xq22.3 1One 77 00 00 22 66 75.0 75.0 0.0730.073 TFF3TFF3 33 0.6 0.6 21q22.321q22.3 1One 22 00 00 00 33 100.0 100.0 0.710.71 TMEM117TMEM117 44 0.8 0.8 12q1212q12 1One 33 00 00 00 44 100.0 100.0 0.030.03 TMEM229ATMEM229A 88 1.6 1.6 7q31.327q31.32 00 33 55 00 88 00 0.0 0.0 0.0240.024 TMPRSS13TMPRSS13 1212 2.4 2.4 11q23.311q23.3 00 1010 22 00 99 33 25.0 25.0 0.3760.376 TNRC6CTNRC6C 1111 2.2 2.2 17q25.317q25.3 22 99 00 00 77 44 36.4 36.4 0.5020.502 TSPAN10TSPAN10 55 1.0 1.0 17q25.317q25.3 1One 44 00 00 33 22 40.0 40.0 0.6620.662

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+ⅡⅠ+Ⅱ III+IVIII+IV III+IV(%)III+IV(%) UBDUBD 44 0.8 0.8 6p22.16p22.1 1One 33 00 00 00 44 100.0 100.0 0.030.03 UNKLUNKL 66 1.2 1.2 16p13.316p13.3 33 33 00 00 00 66 100.0 100.0 0.0050.005 ZC3H3ZC3H3 88 1.6 1.6 8q24.38q24.3 00 77 1One 00 1One 77 87.5 87.5 0.0110.011 ZFYVE28ZFYVE28 1010 2.0 2.0 4p16.34p16.3 22 88 00 00 44 66 60.0 60.0 0.1910.191 ZNF41ZNF41 77 1.4 1.4 Xp11.3Xp11.3 1One 66 00 00 22 55 71.4 71.4 0.1110.111 ZNF496ZNF496 88 1.6 1.6 1q441q44 22 66 00 00 55 33 37.5 37.5 0.5680.568 ZNF667ZNF667 1111 2.2 2.2 19q13.4319q13.43 33 77 1One 00 66 55 45.5 45.5 0.5030.503 ZNF71ZNF71 99 1.8 1.8 19q13.4319q13.43 00 99 00 00 55 44 44.4 44.4 0.5490.549

분석 결과, 각 전이기간 그룹에서 돌연변이가 있는 유전자이더라도 다른 그룹과 비교하였을 때 P-value가 0.05 이상으로 나타난 유전자가 있는 한편, 돌연변이가 있으면서, P-value가 0.05 미만으로 나타난 유전자가 확인되었다. 다른 그룹과 비교하였을 때 P-value가 0.05 미만인 돌연변이 유전자들은 다른 그룹에 비해서 특정 전이기간 그룹과 상호 관련성이 있는 것이므로 전이기간 특이적 유전자로 정하였고, 도 3a 내지 3b에 유전자의 돌연변이와 전이기간과의 연관성을 분석한 결과를 나타내었고, 36개월 전후 전이기간 특이적 전이성 고형암 환자의 마커 돌연변이에 대한 정보를 MSKCC에서 제공하는 데이터를 통해 확인하였다.As a result of the analysis, in each transition period group, there were genes with a P-value of 0.05 or more when compared with other groups, even if they had a mutation, while genes with a mutation and a P-value of less than 0.05 were identified. Mutant genes with a P-value of less than 0.05 compared to other groups were correlated with a specific transition period group compared to other groups, so they were designated as transition period-specific genes. showed the results of analyzing the association of , and information on marker mutations in metastatic solid cancer patients specific to metastatic period before and after 36 months was confirmed through data provided by MSKCC.

2-4. 120개월 전후 비교분석 (테스트 세트 4 - 전이기간 그룹 I + II + III vs IV)2-4. Comparative analysis before and after 120 months (test set 4 - transition period group I + II + III vs IV)

표 2에서 그룹별로 구분된 4개의 전이기간 그룹 중, 120개월 이하(I + II + III)와 121개월 이상(IV)인 그룹에 대하여, 후보 유전자들의 돌연변이 발생과 고형암 환자의 전이기간과의 연관성을 확인하였다. 0.05 미만의 P-value를 통계적으로 유의한 것으로 간주하여 전이기간 특이적 마커로 발굴 하였다. 하기 표 16 및 17에 테스트 세트 4에 관련된 후보 유전자들의 정보를 나타낸다.Among the four metastasis period groups divided by group in Table 2, for the group with less than 120 months (I + II + III) and more than 121 months (IV), the association between the occurrence of mutations in candidate genes and the metastasis period of solid cancer patients was confirmed. A P-value of less than 0.05 was considered as statistically significant and excavated as a metastasis period-specific marker. Tables 16 and 17 below show information of candidate genes related to test set 4.

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+Ⅱ+IIII+II+III IVIV IV(%)IV (%) ASB1ASB1 22 0.4 0.4 2q37.32q37.3 00 22 00 00 22 00 0.0 0.0 0.7440.744 CCPG1CCPG1 44 0.8 0.8 15q21.315q21.3 00 44 00 00 44 00 0.0 0.0 0.5540.554 EPXEPX 22 0.4 0.4 17q2217q22 00 22 00 00 22 00 0.0 0.0 0.7440.744 ETFDHETFDH 33 0.6 0.6 4q32.14q32.1 1One 22 00 00 33 00 0.0 0.0 0.1470.147 FLVCR2FLVCR2 1One 0.2 0.2 14q24.314q24.3 00 1One 00 00 1One 00 0.0 0.0 0.8620.862 HYAL1HYAL1 22 0.4 0.4 3p21.313p21.31 00 22 00 00 22 00 0.0 0.0 0.7440.744 IDH3BIDH3B 1One 0.2 0.2 20p1320p13 00 1One 00 00 1One 00 0.0 0.0 0.8620.862 KRTAP19-4KRTAP19-4 22 0.4 0.4 21q22.1121q22.11 00 22 00 00 22 00 0.0 0.0 0.7440.744 LCE4ALCE4A 22 0.4 0.4 1q21.31q21.3 1One 00 1One 00 22 00 0.0 0.0 0.7440.744 LIN7ALIN7A 22 0.4 0.4 12q21.3112q21.31 1One 1One 00 00 1One 1One 50.0 50.0 0.260.26 LINS1LINS1 44 0.8 0.8 15q26.315q26.3 00 44 00 00 44 00 0.0 0.0 0.5540.554 LRRTM2LRRTM2 22 0.4 0.4 5q31.25q31.2 00 22 00 00 22 00 0.0 0.0 0.7440.744 MRPS22MRPS22 22 0.4 0.4 3q233q23 00 22 00 00 1One 1One 50.0 50.0 0.260.26 ORMDL3ORMDL3 22 0.4 0.4 17q21.117q21.1 1One 1One 00 00 22 00 0.0 0.0 0.7440.744 PGLSPGLS 22 0.4 0.4 19p13.1119p13.11 1One 1One 00 00 1One 1One 50.0 50.0 0.260.26 PLK5PLK5 22 0.4 0.4 19p13.319p13.3 1One 00 1One 00 22 00 0.0 0.0 0.7440.744 PNKPPNKP 22 0.4 0.4 19q13.3319q13.33 00 22 00 00 22 00 0.0 0.0 0.7440.744 RAI14RAI14 55 1.0 1.0 5p13.25p13.2 22 33 00 00 55 00 0.0 0.0 0.4780.478 REG3AREG3A 22 0.4 0.4 2p122p12 00 22 00 00 22 00 0.0 0.0 0.7440.744 RIMS3RIMS3 22 0.4 0.4 1p34.21p34.2 00 22 00 00 1One 1One 50.0 50.0 0.260.26

유전자gene 돌연변이
mutation
number
돌연변이(%)Mutation (%) 사이토
밴드
Saito
band
돌연변이유형Mutation type 전이기간 그룹transition period group Fisher's exact (P-Value)Fisher's exact (P-Value)
절단cut 미스센스missense 인프레임in-frame 기타Etc Ⅰ+Ⅱ+IIII+II+III IVIV IV(%)IV (%) RNF139RNF139 44 0.8 0.8 8q24.138q24.13 1One 22 00 1One 22 22 50.0 50.0 0.0970.097 RNF19ARNF19A 22 0.4 0.4 8q22.28q22.2 00 22 00 00 1One 1One 50.0 50.0 0.260.26 RPS2RPS2 22 0.4 0.4 16p13.316p13.3 00 22 00 00 22 00 0.0 0.0 0.7440.744 SAFBSAFB 22 0.4 0.4 19p13.319p13.3 1One 1One 00 00 1One 1One 50.0 50.0 0.260.26 SPRR3SPRR3 22 0.4 0.4 1q21.31q21.3 00 22 00 00 22 00 0.0 0.0 0.7440.744 TM9SF4TM9SF4 22 0.4 0.4 20q11.2120q11.21 00 22 00 00 22 00 0.0 0.0 0.7440.744 TRAPPC13TRAPPC13 22 0.4 0.4 5q12.35q12.3 00 22 00 00 22 00 0.0 0.0 0.7440.744 VWA1VWA1 44 0.8 0.8 1p36.331p36.33 22 22 00 00 44 00 0.0 0.0 0.5540.554 YWHAGYWHAG 22 0.4 0.4 7q11.237q11.23 1One 1One 00 00 22 00 0.0 0.0 0.7440.744 ZBTB12ZBTB12 22 0.4 0.4 6p21.336p21.33 00 22 00 00 1One 1One 50.0 50.0 0.260.26 ZNF92ZNF92 22 0.4 0.4 7q11.217q11.21 00 22 00 00 1One 1One 50.0 50.0 0.260.26

분석 결과, 각 전이기간 그룹에서 돌연변이가 있는 유전자이더라도 다른 그룹과 비교하였을 때 P-value가 0.05 이상으로 나타난 유전자가 있는 한편, 돌연변이가 있으면서, P-value가 0.05 미만으로 나타난 유전자가 확인되었다. 다른 그룹과 비교하였을 때 P-value가 0.05 미만인 돌연변이 유전자들은 다른 그룹에 비해서 특정 전이기간 그룹과 상호 관련성이 있는 것이므로 전이기간 특이적 유전자로 였으나, 120개월 전후 전이기간에 대한 전이성 고형암 환자의 마커는 유의적인 p-value를 나타내는 마커가 없어, 해당 기간 특이적인 마커를 발굴해 내지 못하였다.As a result of the analysis, in each transition period group, there were genes with a P-value of 0.05 or more when compared with other groups, even if they had a mutation, while genes with a mutation and a P-value of less than 0.05 were identified. Mutant genes with a P-value of less than 0.05 compared to other groups were correlated with a specific metastatic period group compared to other groups, so they were metastasis period-specific genes. Since there was no marker indicating a significant p-value, a marker specific for the corresponding period could not be discovered.

2-5. 전이기간 그룹별 특이적 유전자 도출2-5. Derivation of specific genes for each metastasis period group

상기 실시예 2-2 내지 2-4의 분석결과를 토대로 각 전이기간 그룹별 특이적인 돌연변이 마커를 도출해 내었다.Based on the analysis results of Examples 2-2 to 2-4, specific mutation markers for each transition period group were derived.

상기 결과로부터, A2M, ADAMTSL5, ARL2BP, B4GALT3, BHLHE22, C11orf54, C8orf34, CCDC14, CCNJL, CD109, CERCAM, CFAP57, CLEC4G, CPO, CTNNBL1, DCAF13, DNAH1, DNAH9, ENG, ESR1, FGG, GATA3, GDA, GLI4, GMPPA, HNRNPA0, HOXC10, ICAM5, IL6ST, ITGB3, KCNK2, KRTAP5-2, LAMC3, LILRB4, MMP16, MRPS9, MYD88, MYH7B, NIPAL3, NUP58, OR4D10, P4HB, PCDHA12, PNPT1, PPP1R15A, PPP1R9A, PRKCD, RIPPLY2, RLN1, RNF6, SCML4, STAT4, STK38L, TGM4, TIE1, TMEM229A, TMPRSS13, UNKL, VPS37D, ZBTB17, ZC3H3, ZNF730 및 ZNF783의 돌연변이를 전이기간 그룹 Ⅰ 특이적인 마커로 사용할 수 있다는 사실을 확인하였고, 이러한 마커 중, MSKCC가 제공하는 데이터(10945 샘플들)과 일치하여 생존율과 관련한 세부 분석이 가능한 마커를 재차 선별한 결과, ESR1, GATA3 및 MYD88을 전이기간 그룹 Ⅰ 특이적인 마커로 최종 선별하였다.From the above results, A2M, ADAMTSL5, ARL2BP, B4GALT3, BHLHE22, C11orf54, C8orf34, CCDC14, CCNJL, CD109, CERCAM, CFAP57, CLEC4G, CPO, CTNNBL1, DCAF13, DNAH1, DNAH9, FGG, GSRATA3, GLI4, GMPPA, HNRNPA0, HOXC10, ICAM5, IL6ST, ITGB3, KCNK2, KRTAP5-2, LAMC3, LILRB4, MMP16, MRPS9, MYD88, MYH7B, NIPAL3, NUP58, OR4D10, P4HB, PCDHA12, PNPP1RPT1, PPP1R It was confirmed that mutations in RIPPLY2, RLN1, RNF6, SCML4, STAT4, STK38L, TGM4, TIE1, TMEM229A, TMPRSS13, UNKL, VPS37D, ZBTB17, ZC3H3, ZNF730 and ZNF783 can be used as metastatic group I-specific markers, Among these markers, as a result of reselecting markers that can be analyzed in detail related to survival in accordance with the data provided by MSKCC (10945 samples), ESR1, GATA3, and MYD88 were finally selected as metastatic period group I-specific markers.

상기 결과로부터, A2M, ADAMTSL2, ADAMTSL5, ADCK5, ADRA2C, AHCY, AIMP2, ALKBH3, AQP11, ARMC10, ASPHD2, C11orf87, C14orf28, C20orf144, C2orf68, CCDC152, CCT5, CDKL1, CEP85, CERCAM, CLEC4G, CPO, CTSO, CYP26C1, DCPS, DNAH1, ENO3, EPS15, ETV7, FAM131B, FAM113A, FAM221A, FAM227B, FBXO32, FEZF1, GJC3, GLCCI1, GPC1, GPR87, GPR88, GREB1, GRN, GYS2, H3F3B, HOXD12, HPGDS, HSPA12B, IER5L, IL22, INTS6L, KAZALD1, KCNK9, KIAA1524, KRT17, KRT39, LAS1L, MAT1A, MBOAT7, MED16, MFSD6, MRM2, NEDD1, NNMT, NUP58, OR1L8, OR1N2, OR2AK2, OR5H15, OR5L1, PARVB, PLEKHO2, PNPT1, POU4F1, PPM1H, PREPL, SAG, SLC43A1, SPDYA, STXBP2, SYTL1, TBL1X, TIE1, TMEM229A, TMPRSS113, TRAPPC5, TTC22, UNC5A, UNC5D, VRK3 및 ZNF730의 돌연변이를 전이기간 그룹 Ⅱ 특이적인 마커로 사용할 수 있다는 사실을 확인하였고, 이러한 마커 중, MSKCC가 제공하는 데이터(10945 샘플들)과 일치하여 생존율과 관련한 세부 분석이 가능한 마커를 재차 선별한 결과, H3F3B를 전이기간 그룹 Ⅱ 특이적인 마커로 최종 선별하였다.From the above results, A2M, ADAMTSL2, ADAMTSL5, ADCK5, ADRA2C, AHCY, AIMP2, ALKBH3, AQP11, ARMC10, ASPHD2, C11orf87, C14orf28, C20orf144, C2orf68, CCDC152, CCT5, CDKL1, CEP85, CERSO, CEP85, CYP26C1, DCPS, DNAH1, ENO3, EPS15, ETV7, FAM131B, FAM113A, FAM221A, FAM227B, FBXO32, FEZF1, GJC3, GLCCI1, GPC1, GPR87, GPR88, GREB1, GRN, GYS2, H3F3B, HOX D12, HPGDS IL22, INTS6L, KAZALD1, KCNK9, KIAA1524, KRT17, KRT39, LAS1L, MAT1A, MBOAT7, MED16, MFSD6, MRM2, NEDD1, NNMT, NUP58, OR1L8, OR1N2, OR2AK2, OR5H15, ORVB, PLEKHO, OR5H15, ORV5LOU Mutations of PPM1H, PREPL, SAG, SLC43A1, SPDYA, STXBP2, SYTL1, TBL1X, TIE1, TMEM229A, TMPRSS113, TRAPPC5, TTC22, UNC5A, UNC5D, VRK3 and ZNF730 can be used as metastatic group II-specific markers. Among these markers, as a result of reselecting markers that can be analyzed in detail related to survival in accordance with the data (10945 samples) provided by MSKCC, H3F3B was finally selected as a metastasis period group II-specific marker.

상기 결과로부터, AAK1, ANO9, ASPDH, B4GALT3, BHLHE22, CCNJL, CR1, CREBBP, DNAH9, ESR1, FXR1, FZD1, GATA3, GDA, GLI4, GMPPA, HIST2H2BE, HNRNPA0, IGF2R, LILRB4, LRRIQ4, METTL13, MXI1, NUP133, OR4D10, SCNN1D, STAT4, STK38L, TMEM117, TMEM229A, UBD, UNKL 및 ZC3H3의 돌연변이를 전이기간 그룹 Ⅲ 특이적인 마커로 사용할 수 있다는 사실을 확인하였고, 이러한 마커 중, MSKCC가 제공하는 데이터(10945 샘플들)과 일치하여 생존율과 관련한 세부 분석이 가능한 마커를 재차 선별한 결과, CREBBP, ESR1 및 GATA3를 전이기간 그룹 Ⅲ 특이적인 마커로 최종 선별하였다.From the above results, AAK1, ANO9, ASPDH, B4GALT3, BHLHE22, CCNJL, CR1, CREBBP, DNAH9, ESR1, FXR1, FZD1, GATA3, GDA, GLI4, GMPPA, HIST2H2BERI, HNRNPA0, IGF2R, LILRB4, It was confirmed that mutations in NUP133, OR4D10, SCNN1D, STAT4, STK38L, TMEM117, TMEM229A, UBD, UNKL and ZC3H3 can be used as metastatic group III-specific markers. Among these markers, data provided by MSKCC (sample 10945) As a result of reselecting the markers that can be analyzed in detail in relation to survival rate, CREBBP, ESR1, and GATA3 were finally selected as metastatic period group III-specific markers.

다만, 상기 결과로부터, 전이기간 그룹 Ⅳ에 유의적인 마커는 확인할 수 없었기에, 전이기간 그룹 Ⅳ 특이적인 마커는 선별하지 못하였다.However, from the above results, a significant marker for the metastasis period group IV could not be identified, so a marker specific to the metastasis period group IV could not be selected.

실시예 3. 전이기간 관련 유전자들의 생존 특이적 마커로서의 활용 가능성 확인Example 3. Confirmation of utility as survival-specific markers of metastasis-related genes

전이성 고형암 환자에서 실시예 1에서 선발한 후보 유전자들에 돌연변이가 발생했을 때, 생존에 주는 영향을 확인하기 위해, 17가지 주요 고형암에 대해서 본 발명의 마커와 생존율의 상관관계를 확인하였다. CREBBP, ESR1, GATA3, H3F3B 및 MYD88의 전체적인 암종별 OS와 DFS는 하기 표 18에 나타내었고, 유전자 각각의 OS와 DFS는 하기 표 19(CREBBP), 표 20(ESR1), 표 21(GATA3), 표 22(H3F3B) 및 표 23(MYD88)에 나타내었다. When mutations occurred in the candidate genes selected in Example 1 in metastatic solid cancer patients, the correlation between the markers of the present invention and survival rates was checked for 17 major solid cancers to determine the effect on survival. The overall OS and DFS for each cancer type of CREBBP, ESR1, GATA3, H3F3B and MYD88 are shown in Table 18 below, and the OS and DFS of each gene are shown in Table 19 (CREBBP), Table 20 (ESR1), Table 21 (GATA3), Table 22 (H3F3B) and Table 23 (MYD88) are shown.

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.09180.0918 0.7230.723 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 0.0640.064 0.3190.319 65636563 33 Colon adenocarcinomaColon adenocarcinoma 3.50E-033.50E-03 0.2310.231 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 3.52E-043.52E-04 1.08E-031.08E-03 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 2.97E-032.97E-03 0.2870.287 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.2980.298 0.1670.167 841841 77 Cutaneous melanomaCutaneous melanoma 0.05890.0589 0.3110.311 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.05820.0582 0.7030.703 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.2340.234 0.4070.407 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.290.29 0.6170.617 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.3580.358 0.2660.266 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.9760.976 0.4540.454 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.680.68 0.3470.347 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma 0.2750.275 0.1960.196 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 0.1470.147 0.03490.0349 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) 0.9740e-50.9740e-5 0.0664 0.0664 480480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.2440.244 NANA 103103

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.4820.482 0.5090.509 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 0.08970.0897 0.5570.557 65636563 33 Colon adenocarcinomaColon adenocarcinoma 0.02840.0284 0.130.13 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 9.44E-059.44E-05 0.01110.0111 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 1.20E-031.20E-03 0.9530.953 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.8180.818 0.9010.901 841841 77 Cutaneous melanomaCutaneous melanoma 0.5650.565 0.9190.919 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.06550.0655 0.4120.412 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.6290.629 0.1440.144 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.6290.629 0.1440.144 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.301 0.301 0.446 0.446 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.6120.612 0.5920.592 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.09170.0917 0.5550.555 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma 0.2520.252 0.3520.352 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 6.99E-036.99E-03 0.02230.0223 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) 1.038e-4 1.038e-4 0.172 0.172  480480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.01550.0155 0.2430.243 103103

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.5690.569 0.4730.473 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 3.58E-033.58E-03 0.3180.318 65636563 33 Colon adenocarcinomaColon adenocarcinoma 7.41E-047.41E-04 0.640.64 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 0.4040.404 0.7330.733 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 0.08750.0875 0.9050.905 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.6980.698 0.01080.0108 841841 77 Cutaneous melanomaCutaneous melanoma 0.6880.688 0.3290.329 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.8910.891 0.7990.799 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.7820.782 0.8230.823 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.7820.782 0.8230.823 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.6940.694 0.0768 0.0768 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.8020.802 0.8180.818 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.8540.854 0.7560.756 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma 0.1670.167 0.4720.472 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 0.9370.937 0.5060.506 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) 0.870 0.870 0.4710.471 480 480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.9730.973 0.6530.653 103103

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.01480.0148 0.9290.929 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 6.52E-066.52E-06 8.03E-038.03E-03 65636563 33 Colon adenocarcinomaColon adenocarcinoma 0.6340.634 0.07330.0733 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 0.1050.105 1.60E-031.60E-03 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 0.04290.0429 0.1850.185 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.8210.821 5.34E-035.34E-03 841841 77 Cutaneous melanomaCutaneous melanoma 0.1410.141 0.3340.334 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.01210.0121 NANA 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.4470.447 0.110.11 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.4470.447 0.110.11 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.819 0.819 0.9620.962 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.3510.351 0.4540.454 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.04710.0471 0.1560.156 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma 0.9170.917 0.3450.345 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 0.03290.0329 3.57E-033.57E-03 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) 0.816 0.816 0.3350.335 480480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.07780.0778 0.09690.0969 103103

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.4690.469 0.4150.415 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 0.4430.443 0.6670.667 65636563 33 Colon adenocarcinomaColon adenocarcinoma 0.7730.773 0.7940.794 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 0.0810.081 0.02940.0294 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 0.9720.972 0.4220.422 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.9780.978 0.9240.924 841841 77 Cutaneous melanomaCutaneous melanoma 1.16E-031.16E-03 0.03990.0399 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.2470.247 NANA 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.1030.103 NANA 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.1030.103 NANA 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.255 0.255 0.3680.368 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.6710.671 0.2330.233 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.5280.528 0.03610.0361 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma NANA NANA 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 0.1570.157 0.4960.496 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) NANA NANA 480480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.1490.149 0.4970.497 103103

NONO MSKCC 10945MSKCC 10945 OSOS DFSDFS Mutation data 수number of mutation data 1One Lung adenocarcinomaLung adenocarcinoma 0.06930.0693 0.2750.275 23222322 22 Breast invasive ductal carcinomaBreast invasive ductal carcinoma 0.7340.734 0.6550.655 65636563 33 Colon adenocarcinomaColon adenocarcinoma NANA NANA 135135 44 Prostate adenocarcinomaProstate adenocarcinoma 0.01780.0178 0.5580.558 45884588 55 Bladder urothelial carcinomaBladder urothelial carcinoma 0.0810.081 0.8470.847 17561756 66 Lung squamous cell carcinomaLung squamous cell carcinoma 0.6630.663 0.6280.628 841841 77 Cutaneous melanomaCutaneous melanoma 0.1650.165 0.7630.763 14201420 88 Cancer of unknown primaryCancer of unknown primary 0.1190.119 NANA 1728517285 99 Pancreatic adenocarcinomaPancreatic adenocarcinoma 0.1120.112 0.1190.119 920920 1010 Glioblastoma multiformeGlioblastoma multiforme 0.1120.112 0.1190.119 11181118 1111 Colorectal adenocarcinomaColorectal adenocarcinoma 0.778 0.778 0.5520.552 32783278 1212 High-grade serous ovarian cancerHigh-grade serous ovarian cancer 0.5410.541 0.03910.0391 11551155 1313 Stomach adenocarcinomaStomach adenocarcinoma 0.460.46 0.2710.271 12781278 1414 Renal clear cell carcinomaRenal clear cell carcinoma 0.04810.0481 0.9480.948 15961596 1515 Esophageal adenocarcinomaEsophageal adenocarcinoma 0.4710.471 0.9430.943 518518 1616 Testis(Testicular cancer)Testis (Testicular cancer) 0.870 0.870 2.54e-72.54e-7 480480 1717 Intrahepatic cholangiocarcinomaIntrahepatic cholangiocarcinoma 0.5990.599 0.6970.697 103103

각각의 후보 유전자의 전이성 고형암 실시예 1에서 확보한 임상 정보를 토대로 카플란 마이어 생존 분석법(Spss 21)으로 생존 기간(overall survival kaplan-meier estimate) 및 무병 생존 기간(disease free survival kaplan-meier estimate)을 구하였다. 총 생존 기간에서는 사망을 사건으로 정하고, 무병 생존 기간에서는 고형암의 재발을 사건으로 정하였다. 상기 유전자들 각각에서의 돌연변이 발생이 전이성 고형암 환자의 고형암에 의한 사망, 또는 고형암의 재발과 상호 관련성이 있는지 여부를 확인하기 위하여, 카플란 마이어 생존 분석법에서 얻어진 각 군의 사건 시간(event time)을 토대로 돌연변이 발생과 총 생존 기간의 연관성, 및 돌연변이 발생과 무병 생존 기간의 연관성을 로그순위 검정(log rank test)에 의해 확인하였고, 0.05 미만의 P-value를 통계적으로 유의한 것으로 간주하였다. 실험군은 본 발명의 유전자들에 돌연변이가 있는 경우(case with alterations in query gene)로 하였고, 대조군으로는 본 발명의 유전자들에 돌연변이가 없는 경우(case without alterations in query gene)로 하였다. 생존 기간 중앙값(median months survival)은 해당 군의 환자들의 생존 기간을 나열하였을 때 중앙에 위치하는 값을 의미한다. 무병 생존 기간 중앙값(median months desease free)는 해당 군의 환자들의 생존 기간을 나열하였을 때 중앙에 위치하는 값을 의미한다. 카플란 마이어 생존 분석법에 의한 생존 곡선에서의 경사도는 생존 기간에 의해 결정된다.Based on the clinical information obtained in Example 1 of metastatic solid cancer of each candidate gene, the overall survival kaplan-meier estimate and the disease free survival kaplan-meier estimate were calculated by the Kaplan Meier survival assay (Spss 21). saved In the total survival period, death was defined as an event, and in the disease-free survival period, recurrence of solid cancer was determined as an event. In order to determine whether the occurrence of mutations in each of the above genes is correlated with the death or recurrence of solid cancer in patients with metastatic solid cancer, based on the event time of each group obtained by the Kaplan Meier survival assay. The association between mutagenesis and total survival and the association between mutagenesis and disease-free survival were confirmed by log rank test, and a P-value of less than 0.05 was considered statistically significant. The experimental group was the case with alterations in query gene, and the control group was the case without alterations in query gene. The median months survival means a value located at the center when the survival periods of patients in the corresponding group are listed. The median disease-free survival period (median months desease free) means a value located at the center when the survival period of patients in the relevant group is listed. The slope in the survival curve by the Kaplan Meier survival assay is determined by the duration of survival.

본 발명자들은 대표적인 전이성 고형암 17종(폐선암(Lung adenocarcinoma), 유방침습성유관암종(Breast invasive ductal carcinoma), 결장선암(Colon adenocarcinoma), 전립선선암(Prostate adenocarcinoma), 방광요로피암종(Bladder urothelial carcinoma), 폐편평세포암종(Lung squamous cell carcinoma), 피부흑색종(Cutaneous melanoma), 원발부위불명암(Cancer of unknown primary), 췌장도관선암종(Pancreatic adenocarcinoma), 교모세포종(Glioblastoma multiforme), 대장선암(Colorectal adenocarcinoma), 고등급장액성난소암(High grade serous ovarian cancer), 위선암(Stomach adenocarcinoma), 신세포암종(Renal clear cell carcinoma), 식도암(Esophageal adenocarcinoma), 고환암(Testicular cancer) 및 간내담관암(Intrahepatic cholangiocarcinoma))을 가지고 있는 전이성 고형암 환자들에서 후보 유전자들 각각에서의 돌연변이를 MSKCC에서 제공하는 10945개의 샘플을 사용하여 도출해 내었으며, 이렇게 도출해낸 CREBBP 의 상기 17개의 암종에 대한 돌연변이를 하기 표 24 내지 표 49에 나타내었고, ESR1의 돌연변이는 하기 표 50 내지 표 63에 나타내었으며, GATA3의 돌연변이는 하기 표 64 내지 표 78에 나타내었고, H3F3B의 돌연변이는 하기 표 79 및 표 80에 나타내었으며, MYD88의 돌연변이는 하기 표 81 내지 표 83에 나타내었다.The present inventors have identified 17 representative metastatic solid cancer types (Lung adenocarcinoma, Breast invasive ductal carcinoma), Colon adenocarcinoma, Prostate adenocarcinoma, and Bladder urothelial carcinoma. , Lung squamous cell carcinoma, Cutaneous melanoma, Cancer of unknown primary, Pancreatic adenocarcinoma, Glioblastoma multiforme, Colorectal adenocarcinoma), High grade serous ovarian cancer, Stomach adenocarcinoma, Renal clear cell carcinoma, Esophageal adenocarcinoma, Testicular cancer and Intrahepatic cholangiocarcinoma ) in metastatic solid cancer patients, mutations in each of the candidate genes were derived using 10945 samples provided by MSKCC. ESR1 mutations are shown in Tables 50 to 63 below, GATA3 mutations are shown in Tables 64 to 78 below, H3F3B mutations are shown in Tables 79 and 80 below, and mutations in MYD88 are It is shown in Tables 81 to 83 below.

[표 24][Table 24]

Figure pat00001
Figure pat00001

[표 25][Table 25]

Figure pat00002
Figure pat00002

[표 26][Table 26]

Figure pat00003
Figure pat00003

[표 27][Table 27]

Figure pat00004
Figure pat00004

[표 28][Table 28]

Figure pat00005
Figure pat00005

[표 29][Table 29]

Figure pat00006
Figure pat00006

[표 30][Table 30]

Figure pat00007
Figure pat00007

[표 31][Table 31]

Figure pat00008
Figure pat00008

[표 32][Table 32]

Figure pat00009
Figure pat00009

[표 33][Table 33]

Figure pat00010
Figure pat00010

[표 34][Table 34]

Figure pat00011
Figure pat00011

[표 35][Table 35]

Figure pat00012
Figure pat00012

[표 36][Table 36]

Figure pat00013
Figure pat00013

[표 37][Table 37]

Figure pat00014
Figure pat00014

[표 38][Table 38]

Figure pat00015
Figure pat00015

[표 39][Table 39]

Figure pat00016
Figure pat00016

[표 40][Table 40]

Figure pat00017
Figure pat00017

[표 41][Table 41]

Figure pat00018
Figure pat00018

[표 42][Table 42]

Figure pat00019
Figure pat00019

[표 43][Table 43]

Figure pat00020
Figure pat00020

[표 44][Table 44]

Figure pat00021
Figure pat00021

[표 45][Table 45]

Figure pat00022
Figure pat00022

[표 46][Table 46]

Figure pat00023
Figure pat00023

[표 47][Table 47]

Figure pat00024
Figure pat00024

[표 48][Table 48]

Figure pat00025
Figure pat00025

[표 49][Table 49]

Figure pat00026
Figure pat00026

[표 50][Table 50]

Figure pat00027
Figure pat00027

[표 51][Table 51]

Figure pat00028
Figure pat00028

[표 52][Table 52]

Figure pat00029
Figure pat00029

[표 53][Table 53]

Figure pat00030
Figure pat00030

[표 54][Table 54]

Figure pat00031
Figure pat00031

[표 55][Table 55]

Figure pat00032
Figure pat00032

[표 56][Table 56]

Figure pat00033
Figure pat00033

[표 57][Table 57]

Figure pat00034
Figure pat00034

[표 58][Table 58]

Figure pat00035
Figure pat00035

[표 59][Table 59]

Figure pat00036
Figure pat00036

[표 60][Table 60]

Figure pat00037
Figure pat00037

[표 61][Table 61]

Figure pat00038
Figure pat00038

[표 62][Table 62]

Figure pat00039
Figure pat00039

[표 63][Table 63]

Figure pat00040
Figure pat00040

[표 64][Table 64]

Figure pat00041
Figure pat00041

[표 65][Table 65]

Figure pat00042
Figure pat00042

[표 66][Table 66]

Figure pat00043
Figure pat00043

[표 67][Table 67]

Figure pat00044
Figure pat00044

[표 68][Table 68]

Figure pat00045
Figure pat00045

[표 69][Table 69]

Figure pat00046
Figure pat00046

[표 70][Table 70]

Figure pat00047
Figure pat00047

[표 71][Table 71]

Figure pat00048
Figure pat00048

[표 72][Table 72]

Figure pat00049
Figure pat00049

[표 73][Table 73]

Figure pat00050
Figure pat00050

[표 74][Table 74]

Figure pat00051
Figure pat00051

[표 75][Table 75]

Figure pat00052
Figure pat00052

[표 76][Table 76]

Figure pat00053
Figure pat00053

[표 77][Table 77]

Figure pat00054
Figure pat00054

[표 78][Table 78]

Figure pat00055
Figure pat00055

[표 79][Table 79]

Figure pat00056
Figure pat00056

[표 80][Table 80]

Figure pat00057
Figure pat00057

[표 81][Table 81]

Figure pat00058
Figure pat00058

[표 82][Table 82]

Figure pat00059
Figure pat00059

[표 83][Table 83]

Figure pat00060
Figure pat00060

이렇게 도출해낸 돌연변이의 발생과 전이성 고형암 환자의 생존율과 연관성이 있는지 여부(귀무가설)를 확인하기 위하여, 실시예 1에서 확보된 500명의 고형암 환자의 예후를 분석하여, 총 생존율과 무병 생존율을 확인하였다.In order to determine whether the occurrence of the derived mutation and the survival rate of metastatic solid cancer patients is correlated (null hypothesis), the prognosis of 500 solid cancer patients obtained in Example 1 was analyzed, and the total survival rate and disease-free survival rate were confirmed. .

분석 결과, 도 4 내지 도 88에 나타낸 바와 같이, 본 발명의 전이기간 특이적 마커인 CREBBP, ESR1, GATA3, H3F3B 및 MYD88를 암호화하는 유전자의 돌연변이 발생이 전이성 고형암 환자의 생존율과 연관성이 있다는 귀무가설이 맞을 확률이 99.5% 이상으로, 즉 귀무가설이 틀릴 확률이 0.5% 미만으로 나타나므로, 위 유전자들의 돌연변이 발생과 전이성 고형암 환자의 생존율과 연관성이 있는 것을 알 수 있다. As a result of the analysis, as shown in FIGS. 4 to 88, the null hypothesis that mutations in genes encoding CREBBP, ESR1, GATA3, H3F3B, and MYD88, which are metastasis period-specific markers of the present invention, are associated with the survival rate of patients with metastatic solid cancer Since the probability of being correct is more than 99.5%, that is, the probability that the null hypothesis is incorrect is less than 0.5%, it can be seen that there is a correlation between the occurrence of mutations in the above genes and the survival rate of patients with metastatic solid cancer.

17가지 전이성 고형암에 대하여 종합적인 생존율을 확인한 결과, 도 4(CREBBP, ESR1, GATA3, H3F3B 및 MYD88), 도 5(CREBBP), 도 6(ESR1), 도 7(GATA3), 도 8(H3F3B) 및 도 9(MYD88)에 나타내었다.As a result of confirming the overall survival rate for 17 metastatic solid cancers, Fig. 4 (CREBBP, ESR1, GATA3, H3F3B and MYD88), Fig. 5 (CREBBP), Fig. 6 (ESR1), Fig. 7 (GATA3), Fig. 8 (H3F3B) and FIG. 9 (MYD88).

또한, 각각의 암종에서 본 발명의 연령 특이적 마커에 돌연변이가 발생하는 경우, 생존율과 무병생존율을 구체적으로 확인하였다In addition, when a mutation occurs in the age-specific marker of the present invention in each carcinoma, the survival rate and disease-free survival rate were specifically confirmed.

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 10에 나타내었다.In lung adenocarcinoma, one of the metastatic solid cancers, mutations in the CREBBP, ESR1, GATA3, H3F3B and MYD88 genes are shown in red, and the case in which no mutation occurs is shown in blue. Total survival rate graph (Overall Survival, left) and disease-free survival rate graph (Disease/Progression-free, right) is shown in FIG. 10 .

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 11에 나타내었다.In lung adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 11 .

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 12에 나타내었다.In lung adenocarcinoma, one of metastatic solid cancers, the case where the ESR1 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 12 .

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 13에 나타내었다.In lung adenocarcinoma, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 13 .

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 14에 나타내었다.In lung adenocarcinoma, one of metastatic solid cancers, the case where the H3F3B gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 14 .

전이성 고형암 중 하나인 폐선암(Lung adenocarcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 15에 나타내었다.In lung adenocarcinoma, one of metastatic solid cancers, the case in which the MYD88 gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 15 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 16에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case of mutations in the CREBBP, ESR1, GATA3, H3F3B and MYD88 genes is shown in red, and the case where no mutation occurs is shown in blue. Survival, left) and disease-free survival rate graph (Disease/Progression-free, right) are shown in FIG. 16 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 17에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 17 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 18에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 18 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 19에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case of mutation in the GATA3 gene is shown in red, and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 19 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 20에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case of mutation in the H3F3B gene is shown in red and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 20 .

전이성 고형암 중 하나인 유방침습성유관암종(Breast invasive ductal carcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 21에 나타내었다.In breast invasive ductal carcinoma, one of metastatic solid cancers, the case where the MYD88 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 21 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 22에 나타내었다.In colon adenocarcinoma, one of metastatic solid cancers, mutations in the CREBBP, ESR1, GATA3, H3F3B, and MYD88 genes are shown in red and non-mutations are shown in blue. Overall survival rate graph (Overall Survival, left) and disease-free survival rate graph (Disease/Progression-free, right) is shown in FIG. 22 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 23에 나타내었다.In colon adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 23 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 24에 나타내었다.In colon adenocarcinoma, one of metastatic solid cancers, the case where the ESR1 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 24 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 25에 나타내었다.In colon adenocarcinoma, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 25 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 26에 나타내었다.In colon adenocarcinoma, one of the metastatic solid cancers, the case in which the H3F3B gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 26 .

전이성 고형암 중 하나인 결장선암(Colon adenocarcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 27에 나타내었다.In colon adenocarcinoma, one of the metastatic solid cancers, the case where the MYD88 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 27 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 28에 나타내었다.In prostate adenocarcinoma, one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1, GATA3, H3F3B and MYD88 genes is shown in red, and the case in which no mutation occurs is shown in blue. Total survival rate graph (Overall Survival, left) and disease-free survival rate graph (Disease/Progression-free, right) is shown in FIG. 28 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 29에 나타내었다.In prostate adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 29 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 30에 나타내었다.In prostate adenocarcinoma, one of metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 30 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 31에 나타내었다.In prostate adenocarcinoma, one of metastatic solid cancers, the case of mutation in the GATA3 gene is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 31 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 32에 나타내었다.In prostate adenocarcinoma, one of metastatic solid cancers, the case in which the H3F3B gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 32 .

전이성 고형암 중 하나인 전립선선암(Prostate adenocarcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 33에 나타내었다.In prostate adenocarcinoma, one of metastatic solid cancers, the case in which the MYD88 gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 33 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 34에 나타내었다.In the case of mutations in the CREBBP, ESR1, GATA3, H3F3B, and MYD88 genes in Bladder urothelial carcinoma, one of the metastatic solid cancers, the case of mutations is shown in red, and the case of no mutation is shown in blue. , left) and a graph of disease-free survival rate (Disease/Progression-free, right) are shown in FIG. 34 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 35에 나타내었다.In the case of mutation in the CREBBP gene in Bladder urothelial carcinoma, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Disease/Progression-free, right) is shown in FIG. 35 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 36에 나타내었다.In Bladder urothelial carcinoma, one of the metastatic solid cancers, the case of mutation in the ESR1 gene is shown in red, and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph ( Disease/Progression-free, right) is shown in FIG. 36 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 37에 나타내었다.In the case of mutation in the GATA3 gene in Bladder urothelial carcinoma, one of the metastatic solid cancers, the case in which the GATA3 gene is mutated is shown in red, and the case in which the mutation does not occur is shown in blue. Disease/Progression-free, right) is shown in FIG. 37 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 38에 나타내었다.In the case of mutation in the H3F3B gene in Bladder urothelial carcinoma, one of the metastatic solid cancers, the case in which the mutation occurred in red and the case in which the mutation did not occur are shown in blue. Disease/Progression-free, right) is shown in FIG. 38 .

전이성 고형암 중 하나인 방광요로피암종(Bladder urothelial carcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 39에 나타내었다.In the case of mutation in the MYD88 gene in Bladder urothelial carcinoma, one of the metastatic solid cancers, the case of mutation in red and the case of no mutation are shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph ( Disease/Progression-free, right) is shown in FIG. 39 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 CREBBP, ESR1, GATA3, H3F3B 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 40에 나타내었다.In lung squamous cell carcinoma, one of the metastatic solid cancers, mutations in the CREBBP, ESR1, GATA3, H3F3B, and MYD88 genes are shown in red, and non-mutations are shown in blue. Survival, left) and disease-free survival graph (Disease/Progression-free, right) are shown in FIG. 40 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 41에 나타내었다.In lung squamous cell carcinoma, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 41 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 42에 나타내었다.In lung squamous cell carcinoma, one of the metastatic solid cancers, the case of mutation in the ESR1 gene is shown in red and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 42 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 43에 나타내었다.In lung squamous cell carcinoma, one of metastatic solid cancers, the case of mutation in the GATA3 gene is shown in red, and the case of no mutation is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 43 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 44에 나타내었다.In lung squamous cell carcinoma, one of the metastatic solid cancers, the case of mutation in the H3F3B gene is shown in red, and the case of no mutation is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 44 .

전이성 고형암 중 하나인 폐편평세포암종(Lung squamous cell carcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 45에 나타내었다.In lung squamous cell carcinoma, one of the metastatic solid cancers, the case where the MYD88 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 45 .

전이성 고형암 중 하나인 피부흑색종(Cutaneous melanoma)에서 상기 CREBBP, ESR1, GATA3 및 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 46에 나타내었다.In cutaneous melanoma, one of metastatic solid cancers, the case of mutations in the CREBBP, ESR1, GATA3 and H3F3B genes is shown in red, and the case in which no mutation occurs is shown in blue, showing the total survival rate graph (Overall Survival, left) and A disease-free survival rate graph (Disease/Progression-free, right) is shown in FIG. 46 .

전이성 고형암 중 하나인 피부흑색종(Cutaneous melanoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 47에 나타내었다.In cutaneous melanoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Progression-free, right) is shown in FIG. 47 .

전이성 고형암 중 하나인 피부흑색종(Cutaneous melanoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 48에 나타내었다.In cutaneous melanoma, one of metastatic solid cancers, the case where the ESR1 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Progression-free, right) is shown in FIG. 48 .

전이성 고형암 중 하나인 피부흑색종(Cutaneous melanoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 49에 나타내었다.In cutaneous melanoma, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Progression-free, right) is shown in FIG. 49 .

전이성 고형암 중 하나인 피부흑색종(Cutaneous melanoma)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 50에 나타내었다.In cutaneous melanoma, one of metastatic solid cancers, the case of mutation in the H3F3B gene is shown in red and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/ Progression-free, right) is shown in FIG. 50 .

전이성 고형암 중 하나인 원발부위불명암(Cancer of unknown primary)에서 상기 CREBBP, ESR1, GATA3 및 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 51에 나타내었다.In Cancer of unknown primary, which is one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1, GATA3 and H3F3B genes is shown in red, and the case in which no mutation occurs is shown in blue. Overall survival rate graph (Overall Survival, The left) and disease-free survival rate graph (Disease/Progression-free, right) are shown in FIG. 51 .

전이성 고형암 중 하나인 원발부위불명암(Cancer of unknown primary)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 52에 나타내었다.In Cancer of unknown primary, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red and the case where the mutation does not occur is shown in blue. Total survival rate graph (Overall Survival, left) and disease-free survival rate graph (Disease/Progression-free, right) is shown in FIG. 52 .

전이성 고형암 중 하나인 원발부위불명암(Cancer of unknown primary)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 53에 나타내었다.In Cancer of unknown primary, one of metastatic solid cancers, the case where the ESR1 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 53 .

전이성 고형암 중 하나인 원발부위불명암(Cancer of unknown primary)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 54에 나타내었다.In Cancer of unknown primary, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 54 .

전이성 고형암 중 하나인 원발부위불명암(Cancer of unknown primary)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 55에 나타내었다.In Cancer of unknown primary, which is one of the metastatic solid cancers, the case in which the H3F3B gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 55 .

전이성 고형암 중 하나인 췌장도관선암종(Pancreatic adenocarcinoma)에서 상기 CREBBP, ESR1 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 56에 나타내었다.In Pancreatic adenocarcinoma, one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1 and MYD88 genes is shown in red and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival rate A graph (Disease/Progression-free, right) is shown in FIG. 56 .

전이성 고형암 중 하나인 췌장도관선암종(Pancreatic adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 57에 나타내었다.In Pancreatic adenocarcinoma, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Progression-free, right) is shown in FIG. 57 .

전이성 고형암 중 하나인 췌장도관선암종(Pancreatic adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 58에 나타내었다.In Pancreatic adenocarcinoma, one of metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. Progression-free, right) is shown in FIG. 58 .

전이성 고형암 중 하나인 췌장도관선암종(Pancreatic adenocarcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 59에 나타내었다.In Pancreatic adenocarcinoma, one of the metastatic solid cancers, the case where the MYD88 gene is mutated is shown in red and the case where the mutation does not occur is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/ Progression-free, right) is shown in FIG. 59 .

전이성 고형암 중 하나인 교모세포종(Glioblastoma multiforme)에서 상기 CREBBP, ESR1 및 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 60에 나타내었다.In Glioblastoma multiforme, one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1 and GATA3 genes is shown in red and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/Progression-free, right) is shown in FIG. 60 .

전이성 고형암 중 하나인 교모세포종(Glioblastoma multiforme)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 61에 나타내었다.In Glioblastoma multiforme, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 61 .

전이성 고형암 중 하나인 교모세포종(Glioblastoma multiforme)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 62에 나타내었다.In Glioblastoma multiforme, one of the metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 62 .

전이성 고형암 중 하나인 교모세포종(Glioblastoma multiforme)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 63에 나타내었다.In glioblastoma multiforme, one of the metastatic solid cancers, the case in which the GATA3 gene is mutated is shown in red, and the case in which no mutation occurs is shown in blue. -free, right) is shown in FIG. 63 .

전이성 고형암 중 하나인 대장선암(Colorectal adenocarcinoma)에서 상기 CREBBP 및 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 64에 나타내었다.In colorectal adenocarcinoma, one of metastatic solid cancers, the case of mutations in the CREBBP and GATA3 genes is shown in red and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph (Disease) /Progression-free, right) is shown in FIG. 64 .

전이성 고형암 중 하나인 대장선암(Colorectal adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 65에 나타내었다.In colorectal adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 65 .

전이성 고형암 중 하나인 대장선암(Colorectal adenocarcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 66에 나타내었다.In colorectal adenocarcinoma, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 66 .

전이성 고형암 중 하나인 고등급장액성난소암(High grade serous ovarian cancer)에서 상기 CREBBP, ESR1 및 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 67에 나타내었다.In High grade serous ovarian cancer, one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1 and GATA3 genes is shown in red, and the case of no mutation is shown in blue. Overall survival rate graph (Overall Survival, Left) and a graph of disease-free survival rate (Disease/Progression-free, right) are shown in FIG. 67 .

전이성 고형암 중 하나인 고등급장액성난소암(High grade serous ovarian cancer)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 68에 나타내었다.In high grade serous ovarian cancer, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. A survival rate graph (Disease/Progression-free, right) is shown in FIG. 68 .

전이성 고형암 중 하나인 고등급장액성난소암(High grade serous ovarian cancer)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 69에 나타내었다.In high grade serous ovarian cancer, one of the metastatic solid cancers, the case of mutation in the ESR1 gene is shown in red, and the case of no mutation is shown in blue. A graph of survival rate (Disease/Progression-free, right) is shown in FIG. 69 .

전이성 고형암 중 하나인 고등급장액성난소암(High grade serous ovarian cancer)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 70에 나타내었다.In High grade serous ovarian cancer, one of the metastatic solid cancers, the case of mutation in the GATA3 gene is shown in red and the case of no mutation is shown in blue, showing a graph of overall survival rate (Overall Survival, left) and disease-free A survival rate graph (Disease/Progression-free, right) is shown in FIG. 70 .

전이성 고형암 중 하나인 위선암(Stomach adenocarcinoma)에서 상기 CREBBP, ESR1 및 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 71에 나타내었다.In Stomach adenocarcinoma, one of metastatic solid cancers, the case of mutations in the CREBBP, ESR1 and MYD88 genes is shown in red and the case in which no mutation occurs is shown in blue. Overall survival graph (Overall Survival, left) and disease-free survival graph ( Disease/Progression-free, right) is shown in FIG. 71 .

전이성 고형암 중 하나인 위선암(Stomach adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 72에 나타내었다.In gastric adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 72 .

전이성 고형암 중 하나인 위선암(Stomach adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 73에 나타내었다.In gastric adenocarcinoma, one of metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. free, right) is shown in FIG. 73 .

전이성 고형암 중 하나인 위선암(Stomach adenocarcinoma)에서 상기 MYD88 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 74에 나타내었다.In gastric adenocarcinoma, one of metastatic solid cancers, the case in which the MYD88 gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. free, right) is shown in FIG. 74 .

전이성 고형암 중 하나인 신세포암종(Renal clear cell carcinoma)에서 상기 CREBBP 및 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 75에 나타내었다.In Renal clear cell carcinoma, which is one of the metastatic solid cancers, the case where the CREBBP and GATA3 genes are mutated is shown in red, and the case where the mutation does not occur is shown in blue. A graph (Disease/Progression-free, right) is shown in FIG. 75 .

전이성 고형암 중 하나인 신세포암종(Renal clear cell carcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 76에 나타내었다.In Renal clear cell carcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Disease/Progression-free, right) is shown in FIG. 76 .

전이성 고형암 중 하나인 신세포암종(Renal clear cell carcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 77에 나타내었다.In Renal clear cell carcinoma, one of the metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. Disease/Progression-free, right) is shown in FIG. 77 .

전이성 고형암 중 하나인 식도암(Esophageal adenocarcinoma)에서 상기 ESR1 및 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 78에 나타내었다.In esophageal adenocarcinoma, one of metastatic solid cancers, the case of mutations in the ESR1 and GATA3 genes is shown in red, and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival graph (Disease/ Progression-free, right) is shown in FIG. 78 .

전이성 고형암 중 하나인 식도암(Esophageal adenocarcinoma)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 79에 나타내었다.In esophageal adenocarcinoma, one of metastatic solid cancers, the case in which the ESR1 gene is mutated is shown in red and the case in which no mutation occurs is shown in blue. free, right) is shown in FIG. 79 .

전이성 고형암 중 하나인 식도암(Esophageal adenocarcinoma)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 80에 나타내었다.In esophageal adenocarcinoma, one of the metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 80 .

전이성 고형암 중 하나인 식도암(Esophageal adenocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 81에 나타내었다.In esophageal adenocarcinoma, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 81 .

전이성 고형암 중 하나인 고환암(Testicular cancer)에서 상기 CREBBP, ESR1, GATA3 및 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 82에 나타내었다.In testicular cancer, one of the metastatic solid cancers, the case of mutations in the CREBBP, ESR1, GATA3 and H3F3B genes is shown in red and the case in which no mutation occurs is shown in blue. Total survival graph (Overall Survival, left) and disease-free survival rate A graph (Disease/Progression-free, right) is shown in FIG. 82 .

전이성 고형암 중 하나인 고환암(Testicular cancer)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 83에 나타내었다.In testicular cancer, one of metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 83 .

전이성 고형암 중 하나인 고환암(Testicular cancer)에서 상기 ESR1 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 84에 나타내었다.In testicular cancer, one of the metastatic solid cancers, the case where the ESR1 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 84 .

전이성 고형암 중 하나인 고환암(Testicular cancer)에서 상기 GATA3 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 85에 나타내었다.In testicular cancer, one of metastatic solid cancers, the case where the GATA3 gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 85 .

전이성 고형암 중 하나인 고환암(Testicular cancer)에서 상기 H3F3B 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 86에 나타내었다.In testicular cancer, one of metastatic solid cancers, the case where the H3F3B gene is mutated is shown in red and the case where the mutation does not occur is shown in blue. free, right) is shown in FIG. 86 .

전이성 고형암 중 하나인 간내담관암(Intrahepatic cholangiocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 87에 나타내었다.In intrahepatic cholangiocarcinoma, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 87 .

전이성 고형암 중 하나인 간내담관암(Intrahepatic cholangiocarcinoma)에서 상기 CREBBP 유전자에 돌연변이가 발생한 경우를 적색, 돌연변이가 발생하지 않은 경우를 청색으로 나타내어 총 생존율 그래프(Overall Survival, 왼쪽)와 무병 생존율 그래프(Disease/Progression-free, 오른쪽)를 도 88에 나타내었다.In intrahepatic cholangiocarcinoma, one of the metastatic solid cancers, the case where the CREBBP gene is mutated is shown in red, and the case where the mutation does not occur is shown in blue. -free, right) is shown in FIG. 88 .

위 결과를 통해서, CREBBP, ESR1, GATA3, H3F3B 및 MYD88로 이루어진 군으로부터 선택되는 어느 하나를 암호화하는 유전자에 돌연변이 발생 여부에 따른 환자의 생존율과 재발 여부와 확인하였고, 이를 통해 돌연변이가 발생한 전이성 고형암 환자의 예후, 특히 생존 또는 재발 여부를 예측할 수 있음을 확인하였다.Through the above results, the survival rate and recurrence of the patient according to the occurrence of mutation in the gene encoding any one selected from the group consisting of CREBBP, ESR1, GATA3, H3F3B and MYD88 was confirmed. It was confirmed that it can predict the prognosis, in particular, survival or recurrence.

상기에서는 본 발명의 바람직한 실시예를 예시적으로 설명하였으나, 본 발명의 범위는 상기와 같은 특정 실시예에만 한정되지 아니하며, 해당 분야에서 통상의 지식을 가진 자라면 본 발명의 특허청구범위에 기재된 범주 내에서 적절하게 변경이 가능할 것이다.In the above, preferred embodiments of the present invention have been exemplarily described, but the scope of the present invention is not limited to the specific embodiments as described above, and those of ordinary skill in the art will It can be appropriately changed within.

<110> THE CATHOLIC UNIVERSITY OF KOREA INDUSTRY-ACADEMIC COOPERATION FOUNDATION <120> Metastic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients <130> PD20-211 <160> 5 <170> KoPatentIn 3.0 <210> 1 <211> 10790 <212> DNA <213> CREBBP(CREB Binding Protein) <400> 1 aattgaggaa tcaacagccg ccatcttgtc gcggacccga ccggggcttc gagcgcgatc 60 tactcggccc cgccggtccc gggccccaca accgcccgcg caccccgctc cgcccggccg 120 gcccgctccg cccggccctc ggcgcccgcc ccggcggccc cgctcgcctc tcggctcggc 180 ctcccggagc ccggcggcgg cggcggcggc agcggcggcg gcggcggcgg aacggggggt 240 gggggggccg cggcggcggc ggcgaccccg ctcggcgcat tgtttttcct cacggcggcg 300 gcggcggcgg gccgcgggcc gggagcggag cccggagccc cctcgtcgtc gggccgcgag 360 cgaattcatt aagtggggcg cgggggggga gcgaggcggc ggcggcggcg gcaccatgtt 420 ctcggggact gcctgagccg cccggccggg cgccgtcgct gccagccggg cccggggggg 480 cggccgggcc gccggggcgc ccccaccgcg gagtgtcgcg ctcgggaggc gggcagggga 540 tgagggggcc gcggccggcg gcggcggcgg cggccggggg cgggcggtga gcgctgcggg 600 gcgctgttgc tgtggctgag atttggccgc cgcctccccc acccggcctg cgccctccct 660 ctccctcggc gcccgcccgc ccgctcgcgg cccgcgctcg ctcctctccc tcgcagccgg 720 cagggccccc gacccccgtc cgggccctcg ccggcccggc cgcccgtgcc cggggctgtt 780 ttcgcgagca ggtgaaaatg gctgagaact tgctggacgg accgcccaac cccaaaagag 840 ccaaactcag ctcgcccggt ttctcggcga atgacagcac agattttgga tcattgtttg 900 acttggaaaa tgatcttcct gatgagctga tacccaatgg aggagaatta ggccttttaa 960 acagtgggaa ccttgttcca gatgctgctt ccaaacataa acaactgtcg gagcttctac 1020 gaggaggcag cggctctagt atcaacccag gaataggaaa tgtgagcgcc agcagccccg 1080 tgcagcaggg cctgggtggc caggctcaag ggcagccgaa cagtgctaac atggccagcc 1140 tcagtgccat gggcaagagc cctctgagcc agggagattc ttcagccccc agcctgccta 1200 aacaggcagc cagcacctct gggcccaccc ccgctgcctc ccaagcactg aatccgcaag 1260 cacaaaagca agtggggctg gcgactagca gccctgccac gtcacagact ggacctggta 1320 tctgcatgaa tgctaacttt aaccagaccc acccaggcct cctcaatagt aactctggcc 1380 atagcttaat taatcaggct tcacaagggc aggcgcaagt catgaatgga tctcttgggg 1440 ctgctggcag aggaagggga gctggaatgc cgtaccctac tccagccatg cagggcgcct 1500 cgagcagcgt gctggctgag accctaacgc aggtttcccc gcaaatgact ggtcacgcgg 1560 gactgaacac cgcacaggca ggaggcatgg ccaagatggg aataactggg aacacaagtc 1620 catttggaca gccctttagt caagctggag ggcagccaat gggagccact ggagtgaacc 1680 cccagttagc cagcaaacag agcatggtca acagtttgcc caccttccct acagatatca 1740 agaatacttc agtcaccaac gtgccaaata tgtctcagat gcaaacatca gtgggaattg 1800 tacccacaca agcaattgca acaggcccca ctgcagatcc tgaaaaacgc aaactgatac 1860 agcagcagct ggttctactg cttcatgctc ataagtgtca gagacgagag caagcaaacg 1920 gagaggttcg ggcctgctcg ctcccgcatt gtcgaaccat gaaaaacgtt ttgaatcaca 1980 tgacgcattg tcaggctggg aaagcctgcc aagttgccca ttgtgcatct tcacgacaaa 2040 tcatctctca ttggaagaac tgcacacgac atgactgtcc tgtttgcctc cctttgaaaa 2100 atgccagtga caagcgaaac caacaaacca tcctggggtc tccagctagt ggaattcaaa 2160 acacaattgg ttctgttggc acagggcaac agaatgccac ttctttaagt aacccaaatc 2220 ccatagaccc cagctccatg cagcgagcct atgctgctct cggactcccc tacatgaacc 2280 agccccagac gcagctgcag cctcaggttc ctggccagca accagcacag cctcaaaccc 2340 accagcagat gaggactctc aaccccctgg gaaataatcc aatgaacatt ccagcaggag 2400 gaataacaac agatcagcag cccccaaact tgatttcaga atcagctctt ccgacttccc 2460 tgggggccac aaacccactg atgaacgatg gctccaactc tggtaacatt ggaaccctca 2520 gcactatacc aacagcagct cctccttcta gcaccggtgt aaggaaaggc tggcacgaac 2580 atgtcactca ggacctgcgg agccatctag tgcataaact cgtccaagcc atcttcccaa 2640 cacctgatcc cgcagctcta aaggatcgcc gcatggaaaa cctggtagcc tatgctaaga 2700 aagtggaagg ggacatgtac gagtctgcca acagcaggga tgaatattat cacttattag 2760 cagagaaaat ctacaagata caaaaagaac tagaagaaaa acggaggtcg cgtttacata 2820 aacaaggcat cttggggaac cagccagcct taccagcccc gggggctcag ccccctgtga 2880 ttccacaggc acaacctgtg agacctccaa atggacccct gtccctgcca gtgaatcgca 2940 tgcaagtttc tcaagggatg aattcattta accccatgtc cttggggaac gtccagttgc 3000 cacaagcacc catgggacct cgtgcagcct ccccaatgaa ccactctgtc cagatgaaca 3060 gcatgggctc agtgccaggg atggccattt ctccttcccg aatgcctcag cctccgaaca 3120 tgatgggtgc acacaccaac aacatgatgg cccaggcgcc cgctcagagc cagtttctgc 3180 cacagaacca gttcccgtca tccagcgggg cgatgagtgt gggcatgggg cagccgccag 3240 cccaaacagg cgtgtcacag ggacaggtgc ctggtgctgc tcttcctaac cctctcaaca 3300 tgctggggcc tcaggccagc cagctacctt gccctccagt gacacagtca ccactgcacc 3360 caacaccgcc tcctgcttcc acggctgctg gcatgccatc tctccagcac acgacaccac 3420 ctgggatgac tcctccccag ccagcagctc ccactcagcc atcaactcct gtgtcgtctt 3480 ccgggcagac tcccaccccg actcctggct cagtgcccag tgctacccaa acccagagca 3540 cccctacagt ccaggcagca gcccaggccc aggtgacccc gcagcctcaa accccagttc 3600 agcccccgtc tgtggctacc cctcagtcat cgcagcaaca gccgacgcct gtgcacgccc 3660 agcctcctgg cacaccgctt tcccaggcag cagccagcat tgataacaga gtccctaccc 3720 cctcctcggt ggccagcgca gaaaccaatt cccagcagcc aggacctgac gtacctgtgc 3780 tggaaatgaa gacggagacc caagcagagg acactgagcc cgatcctggt gaatccaaag 3840 gggagcccag gtctgagatg atggaggagg atttgcaagg agcttcccaa gttaaagaag 3900 aaacagacat agcagagcag aaatcagaac caatggaagt ggatgaaaag aaacctgaag 3960 tgaaagtaga agttaaagag gaagaagaga gtagcagtaa cggcacagcc tctcagtcaa 4020 catctccttc gcagccgcgc aaaaaaatct ttaaaccaga ggagttacgc caggccctca 4080 tgccaaccct agaagcactg tatcgacagg acccagagtc attacctttc cggcagcctg 4140 tagatcccca gctcctcgga attccagact attttgacat cgtaaagaat cccatggacc 4200 tctccaccat caagcggaag ctggacacag ggcaatacca agagccctgg cagtacgtgg 4260 acgacgtctg gctcatgttc aacaatgcct ggctctataa tcgcaagaca tcccgagtct 4320 ataagttttg cagtaagctt gcagaggtct ttgagcagga aattgaccct gtcatgcagt 4380 cccttggata ttgctgtgga cgcaagtatg agttttcccc acagactttg tgctgctatg 4440 ggaagcagct gtgtaccatt cctcgcgatg ctgcctacta cagctatcag aataggtatc 4500 atttctgtga gaagtgtttc acagagatcc agggcgagaa tgtgaccctg ggtgacgacc 4560 cttcacagcc ccagacgaca atttcaaagg atcagtttga aaagaagaaa aatgatacct 4620 tagaccccga acctttcgtt gattgcaagg agtgtggccg gaagatgcat cagatttgcg 4680 ttctgcacta tgacatcatt tggccttcag gttttgtgtg cgacaactgc ttgaagaaaa 4740 ctggcagacc tcgaaaagaa aacaaattca gtgctaagag gctgcagacc acaagactgg 4800 gaaaccactt ggaagaccga gtgaacaaat ttttgcggcg ccagaatcac cctgaagccg 4860 gggaggtttt tgtccgagtg gtggccagct cagacaagac ggtggaggtc aagcccggga 4920 tgaagtcacg gtttgtggat tctggggaaa tgtctgaatc tttcccatat cgaaccaaag 4980 ctctgtttgc ttttgaggaa attgacggcg tggatgtctg cttttttgga atgcacgtcc 5040 aagaatacgg ctctgattgc ccccctccaa acacgaggcg tgtgtacatt tcttatctgg 5100 atagtattca tttcttccgg ccacgttgcc tccgcacagc cgtttaccat gagatcctta 5160 ttggatattt agagtatgtg aagaaattag ggtatgtgac agggcacatc tgggcctgtc 5220 ctccaagtga aggagatgat tacatcttcc attgccaccc acctgatcaa aaaataccca 5280 agccaaaacg actgcaggag tggtacaaaa agatgctgga caaggcgttt gcagagcgga 5340 tcatccatga ctacaaggat attttcaaac aagcaactga agacaggctc accagtgcca 5400 aggaactgcc ctattttgaa ggtgatttct ggcccaatgt gttagaagag agcattaagg 5460 aactagaaca agaagaagag gagaggaaaa aggaagagag cactgcagcc agtgaaacca 5520 ctgagggcag tcagggcgac agcaagaatg ccaagaagaa gaacaacaag aaaaccaaca 5580 agaacaaaag cagcatcagc cgcgccaaca agaagaagcc cagcatgccc aacgtgtcca 5640 atgacctgtc ccagaagctg tatgccacca tggagaagca caaggaggtc ttcttcgtga 5700 tccacctgca cgctgggcct gtcatcaaca ccctgccccc catcgtcgac cccgaccccc 5760 tgctcagctg tgacctcatg gatgggcgcg acgccttcct caccctcgcc agagacaagc 5820 actgggagtt ctcctccttg cgccgctcca agtggtccac gctctgcatg ctggtggagc 5880 tgcacaccca gggccaggac cgctttgtct acacctgcaa cgagtgcaag caccacgtgg 5940 agacgcgctg gcactgcact gtgtgcgagg actacgacct ctgcatcaac tgctataaca 6000 cgaagagcca tgcccataag atggtgaagt gggggctggg cctggatgac gagggcagca 6060 gccagggcga gccacagtca aagagccccc aggagtcacg ccggctgagc atccagcgct 6120 gcatccagtc gctggtgcac gcgtgccagt gccgcaacgc caactgctcg ctgccatcct 6180 gccagaagat gaagcgggtg gtgcagcaca ccaagggctg caaacgcaag accaacgggg 6240 gctgcccggt gtgcaagcag ctcatcgccc tctgctgcta ccacgccaag cactgccaag 6300 aaaacaaatg ccccgtgccc ttctgcctca acatcaaaca caagctccgc cagcagcaga 6360 tccagcaccg cctgcagcag gcccagctca tgcgccggcg gatggccacc atgaacaccc 6420 gcaacgtgcc tcagcagagt ctgccttctc ctacctcagc accgcccggg acccccacac 6480 agcagcccag cacaccccag acgccgcagc cccctgccca gccccaaccc tcacccgtga 6540 gcatgtcacc agctggcttc cccagcgtgg cccggactca gccccccacc acggtgtcca 6600 cagggaagcc taccagccag gtgccggccc ccccaccccc ggcccagccc cctcctgcag 6660 cggtggaagc ggctcggcag atcgagcgtg aggcccagca gcagcagcac ctgtaccggg 6720 tgaacatcaa caacagcatg cccccaggac gcacgggcat ggggaccccg gggagccaga 6780 tggcccccgt gagcctgaat gtgccccgac ccaaccaggt gagcgggccc gtcatgccca 6840 gcatgcctcc cgggcagtgg cagcaggcgc cccttcccca gcagcagccc atgccaggct 6900 tgcccaggcc tgtgatatcc atgcaggccc aggcggccgt ggctgggccc cggatgccca 6960 gcgtgcagcc acccaggagc atctcaccca gcgctctgca agacctgctg cggaccctga 7020 agtcgcccag ctcccctcag cagcaacagc aggtgctgaa cattctcaaa tcaaacccgc 7080 agctaatggc agctttcatc aaacagcgca cagccaagta cgtggccaat cagcccggca 7140 tgcagcccca gcctggcctc cagtcccagc ccggcatgca accccagcct ggcatgcacc 7200 agcagcccag cctgcagaac ctgaatgcca tgcaggctgg cgtgccgcgg cccggtgtgc 7260 ctccacagca gcaggcgatg ggaggcctga acccccaggg ccaggccttg aacatcatga 7320 acccaggaca caaccccaac atggcgagta tgaatccaca gtaccgagaa atgttacgga 7380 ggcagctgct gcagcagcag cagcaacagc agcagcaaca acagcagcaa cagcagcagc 7440 agcaagggag tgccggcatg gctgggggca tggcggggca cggccagttc cagcagcctc 7500 aaggacccgg aggctaccca ccggccatgc agcagcagca gcgcatgcag cagcatctcc 7560 ccctccaggg cagctccatg ggccagatgg cggctcagat gggacagctt ggccagatgg 7620 ggcagccggg gctgggggca gacagcaccc ccaacatcca gcaagccctg cagcagcgga 7680 ttctgcagca acagcagatg aagcagcaga ttgggtcccc aggccagccg aaccccatga 7740 gcccccagca acacatgctc tcaggacagc cacaggcctc gcatctccct ggccagcaga 7800 tcgccacgtc ccttagtaac caggtgcggt ctccagcccc tgtccagtct ccacggcccc 7860 agtcccagcc tccacattcc agcccgtcac cacggataca gccccagcct tcgccacacc 7920 acgtctcacc ccagactggt tccccccacc ccggactcgc agtcaccatg gccagctcca 7980 tagatcaggg acacttgggg aaccccgaac agagtgcaat gctcccccag ctgaacaccc 8040 ccagcaggag tgcgctgtcc agcgaactgt ccctggtcgg ggacaccacg ggggacacgc 8100 tagagaagtt tgtggagggc ttgtagcatt gtgagagcat caccttttcc ctttcatgtt 8160 cttggacctt ttgtactgaa aatccaggca tctaggttct ttttattcct agatggaact 8220 gcgacttccg agccatggaa gggtggattg atgtttaaag aaacaataca aagaatatat 8280 ttttttgtta aaaaccagtt gatttaaata tctggtctct ctctttggtt tttttttggc 8340 gggggggtgg ggggggttct tttttttccg ttttgttttt gtttgggggg aggggggttt 8400 tgtttggatt ctttttgtcg tcattgctgg tgactcatgc ctttttttaa cgggaaaaac 8460 aagttcatta tattcatatt ttttatttgt attttcaaga ctttaaacat ttatgtttaa 8520 aagtaagaag aaaaataata ttcagaactg attcctgaaa taatgcaagc ttataatgta 8580 tcccgataac tttgtgatgt ttcgggaaga tttttttcta tagtgaactc tgtgggcgtc 8640 tcccagtatt accctggatg ataggaattg actccggcgt gcacacacgt acacacccac 8700 acacatctat ctatacataa tggctgaagc caaacttgtc ttgcagatgt agaaattgtt 8760 gctttgtttc tctgataaaa ctggttttag acaaaaaata gggatgatca ctcttagacc 8820 atgctaatgt tactagagaa gaagccttct tttctttctt ctatgtgaaa cttgaaatga 8880 ggaaaagcaa ttctagtgta aatcatgcaa gcgctctaat tcctataaat acgaaactcg 8940 agaagattca atcactgtat agaatggtaa aataccaact catttcttat atcatattgt 9000 taaataaact gtgtgcaaca gacaaaaagg gtggtccttc ttgaattcat gtacatggta 9060 ttaacactta gtgttcgggg ttttttgtta tgaaaatgct gttttcaaca ttgtatttgg 9120 actatgcatg tgttttttcc ccattgtata taaagtaccg cttaaaattg atataaatta 9180 ctgaggtttt taacatgtat tctgttcttt aagatccctg taagaatgtt taaggttttt 9240 atttatttat atatattttt tgagtctgtt ctttgtaaga catggttctg gttgttcgct 9300 catagcggag aggctggggc tgcggttgtg gttgtggcgg cgtgggtggt ggctgggaac 9360 tgtggcccag gcttagcggc cgcccggagg cttttcttcc cggagactga ggtgggcgac 9420 tgaggtgggc ggctcagcgt tggccccaca cattcgaggc tcacaggtga ttgtcgctca 9480 cacagttagg gtcgtcagtt ggtctgaaac tgcatttggc ccactcctcc atcctccctg 9540 tccgtcgtag ctgccacccc cagaggcggc gcttcttccc gtgttcaggc ggctcccccc 9600 ccccgtacac gactcccaga atctgaggca gagagtgctc caggctcgcg aggtgctttc 9660 tgacttcccc ccaaatcctg ccgctgccgc gcagcatgtc ccgtgtggcg tttgaggaaa 9720 tgctgaggga cagacacctt ggagcaccag ctccggtccc tgttacagtg agaaaggtcc 9780 cccacttcgg gggatacttg cacttagcca catggtcctg cctcccttgg agtccagttc 9840 caggctccct tactgagtgg gtgagacaag ttcacaaaaa ccgtaaaact gagaggagga 9900 ccatgggcag gggagctgaa gttcatcccc taagtctacc acccccagca cccagagaac 9960 ccactttatc cctagtcccc caacaaaggc tggtctaggt gggggtgatg gtaattttag 10020 aaatcacgcc ccaaatagct tccgtttggg cccttacatt cacagatagg ttttaaatag 10080 ctgaatactt ggtttgggaa tctgaattcg aggaaccttt ctaagaagtt ggaaaggtcc 10140 gatctagttt tagcacagag ctttgaacct tgagttataa aatgcagaat aattcaagta 10200 aaaataagac caccatctgg cacccctgac cagcccccat tcaccccatc ccaggagggg 10260 aagcacaggc cgggcctccg gtggagattg ctgccactgc tcggcctgct gggttcttaa 10320 cctccagtgt cctcttcatc ttttccaccc gtagggaaac cttgagccat gtgttcaaac 10380 aagaagtggg gctagagccc gagagcagca gctctaagcc cacactcaga aagtggcgcc 10440 ctcctggttg tgcagccttt taatgtgggc agtggagggg cctctgtttc aggttatcct 10500 ggaattcaaa acgttatgta ccaacctcat cctctttgga gtctgcatcc tgtgcaaccg 10560 tcttgggcaa tccagatgtc gaaggatgtg accgagagca tggtctgtgg atgctaaccc 10620 taagtttgtc gtaaggaaat ttctgtaaga aacctggaaa gccccaacgc tgtgtctcat 10680 gctgtatact taagaggaga agaaaaagtc ctatatttgt gatcaaaaag aggaaacttg 10740 aaatgtgatg gtgtttataa taaaagatgg taaaactact tggattcaaa 10790 <210> 2 <211> 6327 <212> DNA <213> ESR1(Estrogen Receptor 1) <400> 2 agctggcgga gggcgttcgt cctgggactg cacttgctcc cgtcgggtcg cccggcttca 60 ccggacccgc aggctcccgg ggcagggccg gggccagagc tcgcgtgtcg gcgggacatg 120 cgctgcgtcg cctctaacct cgggctgtgc tctttttcca ggtggcccgc cggtttctga 180 gccttctgcc ctgcggggac acggtctgca ccctgcccgc ggccacggac catgaccatg 240 accctccaca ccaaagcatc tgggatggcc ctactgcatc agatccaagg gaacgagctg 300 gagcccctga accgtccgca gctcaagatc cccctggagc ggcccctggg cgaggtgtac 360 ctggacagca gcaagcccgc cgtgtacaac taccccgagg gcgccgccta cgagttcaac 420 gccgcggccg ccgccaacgc gcaggtctac ggtcagaccg gcctccccta cggccccggg 480 tctgaggctg cggcgttcgg ctccaacggc ctggggggtt tccccccact caacagcgtg 540 tctccgagcc cgctgatgct actgcacccg ccgccgcagc tgtcgccttt cctgcagccc 600 cacggccagc aggtgcccta ctacctggag aacgagccca gcggctacac ggtgcgcgag 660 gccggcccgc cggcattcta caggccaaat tcagataatc gacgccaggg tggcagagaa 720 agattggcca gtaccaatga caagggaagt atggctatgg aatctgccaa ggagactcgc 780 tactgtgcag tgtgcaatga ctatgcttca ggctaccatt atggagtctg gtcctgtgag 840 ggctgcaagg ccttcttcaa gagaagtatt caaggacata acgactatat gtgtccagcc 900 accaaccagt gcaccattga taaaaacagg aggaagagct gccaggcctg ccggctccgt 960 aaatgctacg aagtgggaat gatgaaaggt gggatacgaa aagaccgaag aggagggaga 1020 atgttgaaac acaagcgcca gagagatgat ggggagggca ggggtgaagt ggggtctgct 1080 ggagacatga gagctgccaa cctttggcca agcccgctca tgatcaaacg ctctaagaag 1140 aacagcctgg ccttgtccct gacggccgac cagatggtca gtgccttgtt ggatgctgag 1200 cccccgatac tctattccga gtatgatcct accagaccct tcagtgaagc ttcgatgatg 1260 ggcttactga ccaacctggc agacagggag ctggttcaca tgatcaactg ggcgaagagg 1320 gtgccaggct ttgtggattt gaccctccat gatcaggtcc accttctaga atgtgcctgg 1380 ctagagatcc tgatgattgg tctcgtctgg cgctccatgg agcacccagg gaagctactg 1440 tttgctccta acttgctctt ggacaggaac cagggaaaat gtgtagaggg catggtggag 1500 atcttcgaca tgctgctggc tacatcatct cggttccgca tgatgaatct gcagggagag 1560 gagtttgtgt gcctcaaatc tattattttg cttaattctg gagtgtacac atttctgtcc 1620 agcaccctga agtctctgga agagaaggac catatccacc gagtcctgga caagatcaca 1680 gacactttga tccacctgat ggccaaggca ggcctgaccc tgcagcagca gcaccagcgg 1740 ctggcccagc tcctcctcat cctctcccac atcaggcaca tgagtaacaa aggcatggag 1800 catctgtaca gcatgaagtg caagaacgtg gtgcccctct atgacctgct gctggagatg 1860 ctggacgccc accgcctaca tgcgcccact agccgtggag gggcatccgt ggaggagacg 1920 gaccaaagcc acttggccac tgcgggctct acttcatcgc attccttgca aaagtattac 1980 atcacggggg aggcagaggg tttccctgcc acggtctgag agctccctgg ctcccacacg 2040 gttcagataa tccctgctgc attttaccct catcatgcac cactttagcc aaattctgtc 2100 tcctgcatac actccggcat gcatccaaca ccaatggctt tctagatgag tggccattca 2160 tttgcttgct cagttcttag tggcacatct tctgtcttct gttgggaaca gccaaaggga 2220 ttccaaggct aaatctttgt aacagctctc tttccccctt gctatgttac taagcgtgag 2280 gattcccgta gctcttcaca gctgaactca gtctatgggt tggggctcag ataactctgt 2340 gcatttaagc tacttgtaga gacccaggcc tggagagtag acattttgcc tctgataagc 2400 actttttaaa tggctctaag aataagccac agcaaagaat ttaaagtggc tcctttaatt 2460 ggtgacttgg agaaagctag gtcaagggtt tattatagca ccctcttgta ttcctatggc 2520 aatgcatcct tttatgaaag tggtacacct taaagctttt atatgactgt agcagagtat 2580 ctggtgattg tcaattcatt ccccctatag gaatacaagg ggcacacagg gaaggcagat 2640 cccctagttg gcaagactat tttaacttga tacactgcag attcagatgt gctgaaagct 2700 ctgcctctgg ctttccggtc atgggttcca gttaattcat gcctcccatg gacctatgga 2760 gagcagcaag ttgatcttag ttaagtctcc ctatatgagg gataagttcc tgatttttgt 2820 ttttattttt gtgttacaaa agaaagccct ccctccctga acttgcagta aggtcagctt 2880 caggacctgt tccagtgggc actgtacttg gatcttcccg gcgtgtgtgt gccttacaca 2940 ggggtgaact gttcactgtg gtgatgcatg atgagggtaa atggtagttg aaaggagcag 3000 gggccctggt gttgcattta gccctggggc atggagctga acagtacttg tgcaggattg 3060 ttgtggctac tagagaacaa gagggaaagt agggcagaaa ctggatacag ttctgaggca 3120 cagccagact tgctcagggt ggccctgcca caggctgcag ctacctagga acattccttg 3180 cagaccccgc attgcccttt gggggtgccc tgggatccct ggggtagtcc agctcttctt 3240 catttcccag cgtggccctg gttggaagaa gcagctgtca cagctgctgt agacagctgt 3300 gttcctacaa ttggcccagc accctggggc acgggagaag ggtggggacc gttgctgtca 3360 ctactcaggc tgactggggc ctggtcagat tacgtatgcc cttggtggtt tagagataat 3420 ccaaaatcag ggtttggttt ggggaagaaa atcctccccc ttcctccccc gccccgttcc 3480 ctaccgcctc cactcctgcc agctcatttc cttcaatttc ctttgaccta taggctaaaa 3540 aagaaaggct cattccagcc acagggcagc cttccctggg cctttgcttc tctagcacaa 3600 ttatgggtta cttccttttt cttaacaaaa aagaatgttt gatttcctct gggtgacctt 3660 attgtctgta attgaaaccc tattgagagg tgatgtctgt gttagccaat gacccaggtg 3720 agctgctcgg gcttctcttg gtatgtcttg tttggaaaag tggatttcat tcatttctga 3780 ttgtccagtt aagtgatcac caaaggactg agaatctggg agggcaaaaa aaaaaaaaaa 3840 gtttttatgt gcacttaaat ttggggacaa ttttatgtat ctgtgttaag gatatgttta 3900 agaacataat tcttttgttg ctgtttgttt aagaagcacc ttagtttgtt taagaagcac 3960 cttatatagt ataatatata tttttttgaa attacattgc ttgtttatca gacaattgaa 4020 tgtagtaatt ctgttctgga tttaatttga ctgggttaac atgcaaaaac caaggaaaaa 4080 tatttagttt tttttttttt ttttgtatac ttttcaagct accttgtcat gtatacagtc 4140 atttatgcct aaagcctggt gattattcat ttaaatgaag atcacatttc atatcaactt 4200 ttgtatccac agtagacaaa atagcactaa tccagatgcc tattgttgga tactgaatga 4260 cagacaatct tatgtagcaa agattatgcc tgaaaaggaa aattattcag ggcagctaat 4320 tttgctttta ccaaaatatc agtagtaata tttttggaca gtagctaatg ggtcagtggg 4380 ttctttttaa tgtttatact tagattttct tttaaaaaaa ttaaaataaa acaaaaaaaa 4440 atttctagga ctagacgatg taataccagc taaagccaaa caattataca gtggaaggtt 4500 ttacattatt catccaatgt gtttctattc atgttaagat actactacat ttgaagtggg 4560 cagagaacat cagatgattg aaatgttcgc ccaggggtct ccagcaactt tggaaatctc 4620 tttgtatttt tacttgaagt gccactaatg gacagcagat attttctggc tgatgttggt 4680 attgggtgta ggaacatgat ttaaaaaaaa actcttgcct ctgctttccc ccactctgag 4740 gcaagttaaa atgtaaaaga tgtgatttat ctggggggct caggtatggt ggggaagtgg 4800 attcaggaat ctggggaatg gcaaatatat taagaagagt attgaaagta tttggaggaa 4860 aatggttaat tctgggtgtg caccagggtt cagtagagtc cacttctgcc ctggagacca 4920 caaatcaact agctccattt acagccattt ctaaaatggc agcttcagtt ctagagaaga 4980 aagaacaaca tcagcagtaa agtccatgga atagctagtg gtctgtgttt cttttcgcca 5040 ttgcctagct tgccgtaatg attctataat gccatcatgc agcaattatg agaggctagg 5100 tcatccaaag agaagaccct atcaatgtag gttgcaaaat ctaaccccta aggaagtgca 5160 gtctttgatt tgatttccct agtaaccttg cagatatgtt taaccaagcc atagcccatg 5220 ccttttgagg gctgaacaaa taagggactt actgataatt tacttttgat cacattaagg 5280 tgttctcacc ttgaaatctt atacactgaa atggccattg atttaggcca ctggcttaga 5340 gtactccttc ccctgcatga cactgattac aaatactttc ctattcatac tttccaatta 5400 tgagatggac tgtgggtact gggagtgatc actaacacca tagtaatgtc taatattcac 5460 aggcagatct gcttggggaa gctagttatg tgaaaggcaa atagagtcat acagtagctc 5520 aaaaggcaac cataattctc tttggtgcag gtcttgggag cgtgatctag attacactgc 5580 accattccca agttaatccc ctgaaaactt actctcaact ggagcaaatg aactttggtc 5640 ccaaatatcc atcttttcag tagcgttaat tatgctctgt ttccaactgc atttcctttc 5700 caattgaatt aaagtgtggc ctcgttttta gtcatttaaa attgttttct aagtaattgc 5760 tgcctctatt atggcacttc aattttgcac tgtcttttga gattcaagaa aaatttctat 5820 tctttttttt gcatccaatt gtgcctgaac ttttaaaata tgtaaatgct gccatgttcc 5880 aaacccatcg tcagtgtgtg tgtttagagc tgtgcaccct agaaacaaca tattgtccca 5940 tgagcaggtg cctgagacac agaccccttt gcattcacag agaggtcatt ggttatagag 6000 acttgaatta ataagtgaca ttatgccagt ttctgttctc tcacaggtga taaacaatgc 6060 tttttgtgca ctacatactc ttcagtgtag agctcttgtt ttatgggaaa aggctcaaat 6120 gccaaattgt gtttgatgga ttaatatgcc cttttgccga tgcatactat tactgatgtg 6180 actcggtttt gtcgcagctt tgctttgttt aatgaaacac acttgtaaac ctcttttgca 6240 ctttgaaaaa gaatccagcg ggatgctcga gcacctgtaa acaattttct caacctattt 6300 gatgttcaaa taaagaatta aactaaa 6327 <210> 3 <211> 3083 <212> DNA <213> GATA3(GATA Binding Protein 3) <400> 3 gaacactgag ctgcctggcg ccgtcttgat actttcagaa agaatgcatt ccctgtaaaa 60 aaaaaaaaaa aatactgaga gagggagaga gagagagaag aagagagaga gacggaggga 120 gagcgagaca gagcgagcaa cgcaatctga ccgagcaggt cgtacgccgc cgcctcctcc 180 tcctctctgc tcttcgctac ccaggtgacc cgaggaggga ctccgcctcc gagcggctga 240 ggaccccggt gcagaggagc ctggctcgca gaattgcaga gtcgtcgccc ctttttacaa 300 cctggtcccg ttttattctg ccgtacccag tttttggatt tttgtcttcc ccttcttctc 360 tttgctaaac gacccctcca agataatttt taaaaaacct tctcctttgc tcacctttgc 420 ttcccagcct tcccatcccc ccaccgaaag caaatcattc aacgaccccc gaccctccga 480 cggcaggagc cccccgacct cccaggcgga ccgccctccc tccccgcgcg cgggttccgg 540 gcccggcgag agggcgcgag cacagccgag gccatggagg tgacggcgga ccagccgcgc 600 tgggtgagcc accaccaccc cgccgtgctc aacgggcagc acccggacac gcaccacccg 660 ggcctcagcc actcctacat ggacgcggcg cagtacccgc tgccggagga ggtggatgtg 720 ctttttaaca tcgacggtca aggcaaccac gtcccgccct actacggaaa ctcggtcagg 780 gccacggtgc agaggtaccc tccgacccac cacgggagcc aggtgtgccg cccgcctctg 840 cttcatggat ccctaccctg gctggacggc ggcaaagccc tgggcagcca ccacaccgcc 900 tccccctgga atctcagccc cttctccaag acgtccatcc accacggctc cccggggccc 960 ctctccgtct accccccggc ctcgtcctcc tccttgtcgg ggggccacgc cagcccgcac 1020 ctcttcacct tcccgcccac cccgccgaag gacgtctccc cggacccatc gctgtccacc 1080 ccaggctcgg ccggctcggc ccggcaggac gagaaagagt gcctcaagta ccaggtgccc 1140 ctgcccgaca gcatgaagct ggagtcgtcc cactcccgtg gcagcatgac cgccctgggt 1200 ggagcctcct cgtcgaccca ccaccccatc accacctacc cgccctacgt gcccgagtac 1260 agctccggac tcttcccccc cagcagcctg ctgggcggct cccccaccgg cttcggatgc 1320 aagtccaggc ccaaggcccg gtccagcaca gaaggcaggg agtgtgtgaa ctgtggggca 1380 acctcgaccc cactgtggcg gcgagatggc acgggacact acctgtgcaa cgcctgcggg 1440 ctctatcaca aaatgaacgg acagaaccgg cccctcatta agcccaagcg aaggctgtct 1500 gcagccagga gagcagggac gtcctgtgcg aactgtcaga ccaccacaac cacactctgg 1560 aggaggaatg ccaatgggga ccctgtctgc aatgcctgtg ggctctacta caagcttcac 1620 aatattaaca gacccctgac tatgaagaag gaaggcatcc agaccagaaa ccgaaaaatg 1680 tctagcaaat ccaaaaagtg caaaaaagtg catgactcac tggaggactt ccccaagaac 1740 agctcgttta acccggccgc cctctccaga cacatgtcct ccctgagcca catctcgccc 1800 ttcagccact ccagccacat gctgaccacg cccacgccga tgcacccgcc atccagcctg 1860 tcctttggac cacaccaccc ctccagcatg gtcaccgcca tgggttagag ccctgctcga 1920 tgctcacagg gcccccagcg agagtccctg cagtcccttt cgacttgcat ttttgcagga 1980 gcagtatcat gaagcctaaa cgcgatggat atatgttttt gaaggcagaa agcaaaatta 2040 tgtttgccac tttgcaaagg agctcactgt ggtgtctgtg ttccaaccac tgaatctgga 2100 ccccatctgt gaataagcca ttctgactca tatcccctat ttaacagggt ctctagtgct 2160 gtgaaaaaaa aaatgctgaa cattgcatat aacttatatt gtaagaaata ctgtacaatg 2220 actttattgc atctgggtag ctgtaaggca tgaaggatgc caagaagttt aaggaatatg 2280 ggagaaatag tgtggaaatt aagaagaaac taggtctgat attcaaatgg acaaactgcc 2340 agttttgttt cctttcactg gccacagttg tttgatgcat taaaagaaaa taaaaaaaag 2400 aaaaaagaga aaagaaaaaa aaagaaaaaa gttgtaggcg aatcatttgt tcaaagctgt 2460 tggcctctgc aaaggaaata ccagttctgg gcaatcagtg ttaccgttca ccagttgccg 2520 ttgagggttt cagagagcct ttttctaggc ctacatgctt tgtgaacaag tccctgtaat 2580 tgttgtttgt atgtataatt caaagcacca aaataagaaa agatgtagat ttatttcatc 2640 atattataca gaccgaactg ttgtataaat ttatttactg ctagtcttaa gaactgcttt 2700 ctttcgtttg tttgtttcaa tattttcctt ctctctcaat ttttggttga ataaactaga 2760 ttacattcag ttggcctaag gtggttgtgc tcggagggtt tcttgtttct tttccatttt 2820 gtttttggat gatatttatt aaatagcttc taagagtccg gcggcatctg tcttgtccct 2880 attcctgcag cctgtgctga gggtagcagt gtatgagcta ccagcgtgca tgtcagcgac 2940 cctggcccga caggccacgt cctgcaatcg gcccggctgc ctcttcgccc tgtcgtgttc 3000 tgtgttagtg atcactgcct ttaatacagt ctgttggaat aatattataa gcataataat 3060 aaagtgaaaa tattttaaaa cta 3083 <210> 4 <211> 2705 <212> DNA <213> H3F3B(H3.3 Histone B) <400> 4 gagcgcagag cggtttggtc gttcgttggg cggtgctggt ttttcgctcg tcgactgcgg 60 ctcttcctcg ggcagcggaa gcggcgcggc ggtcggagaa gtggcctaaa acttcggcgt 120 tgggtgaaag aaaatggccc gaaccaagca gactgctcgt aagtccaccg gtgggaaagc 180 cccccgcaaa cagctggcca cgaaagccgc caggaaaagc gctccctcta ccggcggggt 240 gaagaagcct catcgctaca ggcccgggac cgtggcgctt cgagagattc gtcgttatca 300 gaagtcgacc gagctgctca tccggaagct gcccttccag aggttggtga gggagatcgc 360 gcaggatttc aaaaccgacc tgaggtttca gagcgcagcc atcggtgcgc tgcaggaggc 420 tagcgaagcg tacctggtgg gtctgttcga agataccaac ctgtgtgcca tccacgctaa 480 gagagtcacc atcatgccca aagacatcca gttggctcgc cggatacggg gagagagagc 540 ttaagtgaag gcagttttta tggcgttttg tagtaaattc tgtaaaatac tttggtttaa 600 tttgtgactt tttttgtaag aaattgttta taatatgttg catttgtact taagtcattc 660 catctttcac tcaggatgaa tgcgaaaagt gactgttcac agacctcagt gatgtgagca 720 ctgttgctca ggagtgacaa gttgctaata tgcagaaggg atgggtgata cttcttgctt 780 ctcatgatgc atgtttctgt atgttaatga cttgttgggt agctattaag gtactagagt 840 tgataaatgt gtacagggtc cttttgcaat aaaactggtt atgacttgat ccaagtgttt 900 aacaattggg gctgttaagt ctgaccatac atcactgtga tagaatgtgg gctttttcaa 960 gggtgaagat acaagtctta accacagtgt aacttacagt ttcctttaaa aaaaaaaaaa 1020 gtaaacctgg cagctataga atacactatg tgcatttata atagctattt tatatattgt 1080 agtatcaaca tttttaaatt aaatgtttta cattcacaag tggtggggag tcttgtcatt 1140 aaggtgtgtg taatttagag tccagttggt tttcttctga ctgcacttgt tctcatagta 1200 gtaaaatgct atgcgcattt ataccttgca taagtcctca ttctaccaca tgttaaccct 1260 ctagctgata atgcaaacac taactggggg attttattta taagggctct agaaaaaacg 1320 agttattcac accagcatca tcttaactaa cattctgaac tagttagtgc agcttttcat 1380 tgtgttgtgt ggttggtctc ataactaggt tgagtttttc tcctctgctg aggaaacagt 1440 accgaagttc tttttcttgt ggcatttgta ttataaaaac ttggtgtggg ggaggagcac 1500 aaaactccag cccactgaac ctctgccaat taagatggtg ttgggttagg ttacatctgg 1560 ttactgtcct gggaaaatca tttttataga gatggccttc caagtggttt taaaatttac 1620 tgaagttttt aggtcaatta tgtatgttga ctaaatttac aaataaactt gtttatccaa 1680 ctaagtgtcc aaaacctaaa ttgaatgtac taagttttca catgtcccat tatctaggtc 1740 cttgtatact aatgttttga acttagatca tttcaggtgt tgtttggtgg ataaaggaac 1800 cttttattta taaagatact gtagaaagca tgtgaacagc tctctgcttg attaagatgc 1860 cataatagtg ctgtatttgc agtgtgggct aagacaaagt atattaataa gcttttcagc 1920 ccccccactc ccgttccgta gtgtagaagc ccacaggtgt agaactcagt cttaaacttc 1980 agtatgaaac cagtttcctt gtgcgatgat ggccactaaa gcatagtacg tggatgtcag 2040 tgagacagca tgagagccag cagtcatcaa agcgttccac gtttgaagtt agcaactgct 2100 taaagttata ccccattaaa attgctttct caaaagtttg ggttagtttc aaatgtgata 2160 ttttggaggg aaggtaaagt aggtatcttt caggtcgtga taatgagctc ctatgaaagg 2220 atgcaatata atgacccgct tttctagaaa gttcataatc agctctggaa caagcacact 2280 tgattcctca ctgtgcttca gaatgagatt aagatcagat gttggaacgt gctatgctgt 2340 agcgtgtctg gaaacaaagt acacaaacct ggctacggtg atgagttagc ttctgcttac 2400 tacctgtgac aacccaagtg ggtgacacta gtgaaccttc tccagtctgc aggctggcat 2460 agaaggctct tagattatat tgggcagctt gcaatctgcc gaagcagtga cttgcatttc 2520 cacacttggc ttgagcactc aacccagaag gcgaagatag cttttggttg taggcggctt 2580 cctgtatggg atatccctcg gtaagggtaa aggagcagag gcaaaggaga aaagcagaag 2640 ttgcagctga tgcaggtatc ctatgccctt gatggatgag actaaaataa aatttttgaa 2700 gttaa 2705 <210> 5 <211> 2691 <212> DNA <213> MYD88(MYD88 Innate Immune Signal Transduction Adaptor) <400> 5 aatgcgaccc gaccgcgctg aggctccagg accgcccgcc atggctgcag gaggtcccgg 60 cgcggggtct gcggccccgg tctcctccac atcctccctt cccctggctg ctctcaacat 120 gcgagtgcgg cgccgcctgt ctctgttctt gaacgtgcgg acacaggtgg cggccgactg 180 gaccgcgctg gcggaggaga tggactttga gtacttggag atccggcaac tggagacaca 240 agcggacccc actggcaggc tgctggacgc ctggcaggga cgccctggcg cctctgtagg 300 ccgactgctc gagctgctta ccaagctggg ccgcgacgac gtgctgctgg agctgggacc 360 cagcattgag gaggattgcc aaaagtatat cttgaagcag cagcaggagg aggctgagaa 420 gcctttacag gtggccgctg tagacagcag tgtcccacgg acagcagagc tggcgggcat 480 caccacactt gatgaccccc tggggcatat gcctgagcgt ttcgatgcct tcatctgcta 540 ttgccccagc gacatccagt ttgtgcagga gatgatccgg caactggaac agacaaacta 600 tcgactgaag ttgtgtgtgt ctgaccgcga tgtcctgcct ggcacctgtg tctggtctat 660 tgctagtgag ctcatcgaaa agaggttggc tagaaggcca cggggtgggt gccgccggat 720 ggtggtggtt gtctctgatg attacctgca gagcaaggaa tgtgacttcc agaccaaatt 780 tgcactcagc ctctctccag gtgcccatca gaagcgactg atccccatca agtacaaggc 840 aatgaagaaa gagttcccca gcatcctgag gttcatcact gtctgcgact acaccaaccc 900 ctgcaccaaa tcttggttct ggactcgcct tgccaaggcc ttgtccctgc cctgaagact 960 gttctgaggc cctgggtgtg tgtgtatctg tctgcctgtc catgtacttc tgccctgcct 1020 cctcctttcg ttgtaggagg aatctgtgct ctacttacct ctcaattcct ggagatgcca 1080 acttcacaga cacgtctgca gcagctggac atcacatttc atgtcctgca tggaaccagt 1140 ggctgtgagt ggcatgtcca cttgctggat tatcagccag gacactatag aacaggacca 1200 gctgagacta agaaggacca gcagagccag ctcagctctg agccattcac acatcttcac 1260 cctcagtttc ctcacttgag gagtgggatg gggagaacag agagtagctg tgtttgaatc 1320 cctgtaggaa atggtgaagc atagctctgg gtctcctggg ggagaccagg cttggctgcg 1380 ggagagctgg ctgttgctgg actacatgct ggccactgct gtgaccacga cactgctggg 1440 gcagcttctt ccacagtgat gcctactgat gcttcagtgc ctctgcacac cgcccattcc 1500 acttcctcct tccccacagg gcaggtgggg aagcagtttg gcccagccca aggagacccc 1560 accttgagcc ttatttccta atgggtccac ctctcatctg catctttcac acctcccagc 1620 ttctgcccaa ccttcagcag tgacaagtcc ccaagagact cgcctgagca gcttgggctg 1680 cttttcattt ccacctgtca ggatgcctgt ggtcatgctc tcagctccac ctggcatgag 1740 aagggatcct ggcctctggc atattcatca agtatgagtt ctggggatga gtcactgtaa 1800 tgatgtgagc agggagcctt cctccctggg ccacctgcag agagctttcc caccaacttt 1860 gtaccttgat tgccttacaa agttatttgt ttacaaacag cgaccatata aaagcctcct 1920 gccccaaagc ttgtgggcac atgggcacat acagactcac atacagacac acacatatat 1980 gtacagacat gtactctcac acacacaggc accagcatac acacgttttt ctaggtacag 2040 ctcccaggaa cagctaggtg ggaaagtccc atcactgagg gagcctaacc atgtccctga 2100 acaaaaattg ggcactcatc tattcctttt ctcttgtgtc cctactcatt gaaaccaaac 2160 tctggaaagg acccaatgta ccagtattta tacctctaat gaagcacaga gagaggaaga 2220 gagctgctta aactcacaca acaatgaact gcagacacag ctgttctctc cctctctcct 2280 tcccagagca atttatactt taccctcagg ctgtcctctg gggagaaggt gccatggtct 2340 taggtgtctg tgccccagga cagaccctag gaccctaaat ccaatagaaa atgcatatct 2400 ttgctccact ttcagccagg ctggagcaag gtaccttttc ttaggatctt gggagggaat 2460 ggatgcccct ctctgcatga tcttgttgag gcatttagct gccatgcacc tgtccccctt 2520 taatactggg cattttaaag ccatctcaag aggcatcttc tacatgtttt gtacgcatta 2580 aaataatttc aaagatatct gagaaaagcc gatatttgcc attcttccta tatcctggaa 2640 tatatcttgc atcctgagtt tataataata aataatattc taccttggaa a 2691 <110> THE CATHOLIC UNIVERSITY OF KOREA INDUSTRY-ACADEMIC COOPERATION FOUNDATION <120> Metastic interval-specific markers for diagnosing prognosis and determining treatment strategies in metastatic solid cancer patients <130> PD20-211 <160> 5 <170> KoPatentIn 3.0 <210 > 1 <211> 10790 <212> DNA <213> CREBBP(CREB Binding Protein) <400> 1 aattgaggaa tcaacagccg ccatcttgtc gcggacccga ccggggcttc gagcgcgatc 60 tactcggccc cgccggtccc gggccccaca accgcccgcg caccccgctc cgcccggccg 120 gcccgctccg cccggccctc ggcgcccgcc ccggcggccc cgctcgcctc tcggctcggc 180 ctcccggagc ccggcggcgg cggcggcggc agcggcggcg gcggcggcgg aacggggggt 240 gggggggccg cggcggcggc ggcgaccccg ctcggcgcat tgtttttcct cacggcggcg 300 gcggcggcgg gccgcgggcc gggagcggag cccggagccc cctcgtcgtc gggccgcgag 360 cgaattcatt aagtggggcg cgggggggga gcgaggcggc ggcggcggcg gcaccatgtt 420 ctcggggact gcctgagccg cccggccggg cgccgtcgct gccagccggg cccggggggg 480 cggccgggcc gccggggcgc ccccaccgcg gagtgtcgcg ctcgggaggc gggcagggga 540 tgagggggcc gcggccggcg gcggcggcgg cg gccggggg cgggcggtga gcgctgcggg 600 gcgctgttgc tgtggctgag atttggccgc cgcctccccc acccggcctg cgccctccct 660 ctccctcggc gcccgcccgc ccgctcgcgg cccgcgctcg ctcctctccc tcgcagccgg 720 cagggccccc gacccccgtc cgggccctcg ccggcccggc cgcccgtgcc cggggctgtt 780 ttcgcgagca ggtgaaaatg gctgagaact tgctggacgg accgcccaac cccaaaagag 840 ccaaactcag ctcgcccggt ttctcggcga atgacagcac agattttgga tcattgtttg 900 acttggaaaa tgatcttcct gatgagctga tacccaatgg aggagaatta ggccttttaa 960 acagtgggaa ccttgttcca gatgctgctt ccaaacataa acaactgtcg gagcttctac 1020 gaggaggcag cggctctagt atcaacccag gaataggaaa tgtgagcgcc agcagccccg 1080 tgcagcaggg cctgggtggc caggctcaag ggcagccgaa cagtgctaac atggccagcc 1140 tcagtgccat gggcaagagc cctctgagcc agggagattc ttcagccccc agcctgccta 1200 aacaggcagc cagcacctct gggcccaccc ccgctgcctc ccaagcactg aatccgcaag 1260 cacaaaagca agtggggctg gcgactagca gccctgccac gtcacagact ggacctggta 1320 tctgcatgaa tgctaacttt aaccagaccc acccaggcct cctcaatagt aactctggcc 1380 atagcttaat taatcaggct tcacaagggc aggcgcaagt catg aatgga tctcttgggg 1440 ctgctggcag aggaagggga gctggaatgc cgtaccctac tccagccatg cagggcgcct 1500 cgagcagcgt gctggctgag accctaacgc aggtttcccc gcaaatgact ggtcacgcgg 1560 gactgaacac cgcacaggca ggaggcatgg ccaagatggg aataactggg aacacaagtc 1620 catttggaca gccctttagt caagctggag ggcagccaat gggagccact ggagtgaacc 1680 cccagttagc cagcaaacag agcatggtca acagtttgcc caccttccct acagatatca 1740 agaatacttc agtcaccaac gtgccaaata tgtctcagat gcaaacatca gtgggaattg 1800 tacccacaca agcaattgca acaggcccca ctgcagatcc tgaaaaacgc aaactgatac 1860 agcagcagct ggttctactg cttcatgctc ataagtgtca gagacgagag caagcaaacg 1920 gagaggttcg ggcctgctcg ctcccgcatt gtcgaaccat gaaaaacgtt ttgaatcaca 1980 tgacgcattg tcaggctggg aaagcctgcc aagttgccca ttgtgcatct tcacgacaaa 2040 tcatctctca ttggaagaac tgcacacgac atgactgtcc tgtttgcctc cctttgaaaa 2100 atgccagtga caagcgaaac caacaaacca tcctggggtc tccagctagt ggaattcaaa 2160 acacaattgg ttctgttggc acagggcaac agaatgccac ttctttaagt aacccaaatc 2220 ccatagaccc cagctccatg cagcgagcct atgctgctct cggactcccc tacatgaacc 2280 agccccagac gcagctgcag cctcaggttc ctggccagca accagcacag cctcaaaccc 2340 accagcagat gaggactctc aaccccctgg gaaataatcc aatgaacatt ccagcaggag 2400 gaataacaac agatcagcag cccccaaact tgatttcaga atcagctctt ccgacttccc 2460 tgggggccac aaacccactg atgaacgatg gctccaactc tggtaacatt ggaaccctca 2520 gcactatacc aacagcagct cctccttcta gcaccggtgt aaggaaaggc tggcacgaac 2580 atgtcactca ggacctgcgg agccatctag tgcataaact cgtccaagcc atcttcccaa 2640 cacctgatcc cgcagctcta aaggatcgcc gcatggaaaa cctggtagcc tatgctaaga 2700 aagtggaagg ggacatgtac gagtctgcca acagcaggga tgaatattat cacttattag 2760 cagagaaaat ctacaagata caaaaagaac tagaagaaaa acggaggtcg cgtttacata 2820 aacaaggcat cttggggaac cagccagcct taccagcccc gggggctcag ccccctgtga 2880 ttccacaggc acaacctgtg agacctccaa atggacccct gtccctgcca gtgaatcgca 2940 tgcaagtttc tcaagggatg aattcattta accccatgtc cttggggaac gtccagttgc 3000 cacaagcacc catgggacct cgtgcagcct ccccaatgaa ccactctgtc cagatgaaca 3060 gcatgggctc agtgccaggg atggccattt ctccttcccg aatgcctcag cctcc gaaca 3120 tgatgggtgc acacaccaac aacatgatgg cccaggcgcc cgctcagagc cagtttctgc 3180 cacagaacca gttcccgtca tccagcgggg cgatgagtgt gggcatgggg cagccgccag 3240 cccaaacagg cgtgtcacag ggacaggtgc ctggtgctgc tcttcctaac cctctcaaca 3300 tgctggggcc tcaggccagc cagctacctt gccctccagt gacacagtca ccactgcacc 3360 caacaccgcc tcctgcttcc acggctgctg gcatgccatc tctccagcac acgacaccac 3420 ctgggatgac tcctccccag ccagcagctc ccactcagcc atcaactcct gtgtcgtctt 3480 ccgggcagac tcccaccccg actcctggct cagtgcccag tgctacccaa acccagagca 3540 cccctacagt ccaggcagca gcccaggccc aggtgacccc gcagcctcaa accccagttc 3600 agcccccgtc tgtggctacc cctcagtcat cgcagcaaca gccgacgcct gtgcacgccc 3660 agcctcctgg cacaccgctt tcccaggcag cagccagcat tgataacaga gtccctaccc 3720 cctcctcggt ggccagcgca gaaaccaatt cccagcagcc aggacctgac gtacctgtgc 3780 tggaaatgaa gacggagacc caagcagagg acactgagcc cgatcctggt gaatccaaag 3840 gggagcccag gtctgagatg atggaggagg atttgcaagg agcttcccaa gttaaagaag 3900 aaacagacat agcagagcag aaatcagaac caatggaagt ggatgaaaag aaacctgaag 3960 tgaaagtaga agttaaagag gaagaagaga gtagcagtaa cggcacagcc tctcagtcaa 4020 catctccttc gcagccgcgc aaaaaaatct ttaaaccaga ggagttacgc caggccctca 4080 tgccaaccct agaagcactg tatcgacagg acccagagtc attacctttc cggcagcctg 4140 tagatcccca gctcctcgga attccagact attttgacat cgtaaagaat cccatggacc 4200 tctccaccat caagcggaag ctggacacag ggcaatacca agagccctgg cagtacgtgg 4260 acgacgtctg gctcatgttc aacaatgcct ggctctataa tcgcaagaca tcccgagtct 4320 ataagttttg cagtaagctt gcagaggtct ttgagcagga aattgaccct gtcatgcagt 4380 cccttggata ttgctgtgga cgcaagtatg agttttcccc acagactttg tgctgctatg 4440 ggaagcagct gtgtaccatt cctcgcgatg ctgcctacta cagctatcag aataggtatc 4500 atttctgtga gaagtgtttc acagagatcc agggcgagaa tgtgaccctg ggtgacgacc 4560 cttcacagcc ccagacgaca atttcaaagg atcagtttga aaagaagaaa aatgatacct 4620 tagaccccga acctttcgtt gattgcaagg agtgtggccg gaagatgcat cagatttgcg 4680 ttctgcacta tgacatcatt tggccttcag gttttgtgtg cgacaactgc ttgaagaaaa 4740 ctggcagacc tcgaaaagaa aacaaattca gtgctaagag gctgcagacc acaagactgg 4800 g aaaccactt ggaagaccga gtgaacaaat ttttgcggcg ccagaatcac cctgaagccg 4860 gggaggtttt tgtccgagtg gtggccagct cagacaagac ggtggaggtc aagcccggga 4920 tgaagtcacg gtttgtggat tctggggaaa tgtctgaatc tttcccatat cgaaccaaag 4980 ctctgtttgc ttttgaggaa attgacggcg tggatgtctg cttttttgga atgcacgtcc 5040 aagaatacgg ctctgattgc ccccctccaa acacgaggcg tgtgtacatt tcttatctgg 5100 atagtattca tttcttccgg ccacgttgcc tccgcacagc cgtttaccat gagatcctta 5160 ttggatattt agagtatgtg aagaaattag ggtatgtgac agggcacatc tgggcctgtc 5220 ctccaagtga aggagatgat tacatcttcc attgccaccc acctgatcaa aaaataccca 5280 agccaaaacg actgcaggag tggtacaaaa agatgctgga caaggcgttt gcagagcgga 5340 tcatccatga ctacaaggat attttcaaac aagcaactga agacaggctc accagtgcca 5400 aggaactgcc ctattttgaa ggtgatttct ggcccaatgt gttagaagag agcattaagg 5460 aactagaaca agaagaagag gagaggaaaa aggaagagag cactgcagcc agtgaaacca 5520 ctgagggcag tcagggcgac agcaagaatg ccaagaagaa gaacaacaag aaaaccaaca 5580 agaacaaaag cagcatcagc cgcgccaaca agaagaagcc cagcatgccc aacgtgtcca 5640 atgacct gtc ccagaagctg tatgccacca tggagaagca caaggaggtc ttcttcgtga 5700 tccacctgca cgctgggcct gtcatcaaca ccctgccccc catcgtcgac cccgaccccc 5760 tgctcagctg tgacctcatg gatgggcgcg acgccttcct caccctcgcc agagacaagc 5820 actgggagtt ctcctccttg cgccgctcca agtggtccac gctctgcatg ctggtggagc 5880 tgcacaccca gggccaggac cgctttgtct acacctgcaa cgagtgcaag caccacgtgg 5940 agacgcgctg gcactgcact gtgtgcgagg actacgacct ctgcatcaac tgctataaca 6000 cgaagagcca tgcccataag atggtgaagt gggggctggg cctggatgac gagggcagca 6060 gccagggcga gccacagtca aagagccccc aggagtcacg ccggctgagc atccagcgct 6120 gcatccagtc gctggtgcac gcgtgccagt gccgcaacgc caactgctcg ctgccatcct 6180 gccagaagat gaagcgggtg gtgcagcaca ccaagggctg caaacgcaag accaacgggg 6240 gctgcccggt gtgcaagcag ctcatcgccc tctgctgcta ccacgccaag cactgccaag 6300 aaaacaaatg ccccgtgccc ttctgcctca acatcaaaca caagctccgc cagcagcaga 6360 tccagcaccg cctgcagcag gcccagctca tgcgccggcg gatggccacc atgaacaccc 6420 gcaacgtgcc tcagcagagt ctgccttctc ctacctcagc accgcccggg acccccacac 6480 agcagcccag ca caccccag acgccgcagc cccctgccca gccccaaccc tcacccgtga 6540 gcatgtcacc agctggcttc cccagcgtgg cccggactca gccccccacc acggtgtcca 6600 cagggaagcc taccagccag gtgccggccc ccccaccccc ggcccagccc cctcctgcag 6660 cggtggaagc ggctcggcag atcgagcgtg aggcccagca gcagcagcac ctgtaccggg 6720 tgaacatcaa caacagcatg cccccaggac gcacgggcat ggggaccccg gggagccaga 6780 tggcccccgt gagcctgaat gtgccccgac ccaaccaggt gagcgggccc gtcatgccca 6840 gcatgcctcc cgggcagtgg cagcaggcgc cccttcccca gcagcagccc atgccaggct 6900 tgcccaggcc tgtgatatcc atgcaggccc aggcggccgt ggctgggccc cggatgccca 6960 gcgtgcagcc acccaggagc atctcaccca gcgctctgca agacctgctg cggaccctga 7020 agtcgcccag ctcccctcag cagcaacagc aggtgctgaa cattctcaaa tcaaacccgc 7080 agctaatggc agctttcatc aaacagcgca cagccaagta cgtggccaat cagcccggca 7140 tgcagcccca gcctggcctc cagtcccagc ccggcatgca accccagcct ggcatgcacc 7200 agcagcccag cctgcagaac ctgaatgcca tgcaggctgg cgtgccgcgg cccggtgtgc 7260 ctccacagca gcaggcgatg ggaggcctga acccccaggg ccaggccttg aacatcatga 7320 acccaggaca caacccca ac atggcgagta tgaatccaca gtaccgagaa atgttacgga 7380 ggcagctgct gcagcagcag cagcaacagc agcagcaaca acagcagcaa cagcagcagc 7440 agcaagggag tgccggcatg gctgggggca tggcggggca cggccagttc cagcagcctc 7500 aaggacccgg aggctaccca ccggccatgc agcagcagca gcgcatgcag cagcatctcc 7560 ccctccaggg cagctccatg ggccagatgg cggctcagat gggacagctt ggccagatgg 7620 ggcagccggg gctgggggca gacagcaccc ccaacatcca gcaagccctg cagcagcgga 7680 ttctgcagca acagcagatg aagcagcaga ttgggtcccc aggccagccg aaccccatga 7740 gcccccagca acacatgctc tcaggacagc cacaggcctc gcatctccct ggccagcaga 7800 tcgccacgtc ccttagtaac caggtgcggt ctccagcccc tgtccagtct ccacggcccc 7860 agtcccagcc tccacattcc agcccgtcac cacggataca gccccagcct tcgccacacc 7920 acgtctcacc ccagactggt tccccccacc ccggactcgc agtcaccatg gccagctcca 7980 tagatcaggg acacttgggg aaccccgaac agagtgcaat gctcccccag ctgaacaccc 8040 ccagcaggag tgcgctgtcc agcgaactgt ccctggtcgg ggacaccacg ggggacacgc 8100 tagagaagtt tgtggagggc ttgtagcatt gtgagagcat caccttttcc ctttcatgtt 8160 cttggacctt ttgtactgaa aat ccaggca tctaggttct ttttattcct agatggaact 8220 gcgacttccg agccatggaa gggtggattg atgtttaaag aaacaataca aagaatatat 8280 ttttttgtta aaaaccagtt gatttaaata tctggtctct ctctttggtt tttttttggc 8340 gggggggtgg ggggggttct tttttttccg ttttgttttt gtttgggggg aggggggttt 8400 tgtttggatt ctttttgtcg tcattgctgg tgactcatgc ctttttttaa cgggaaaaac 8460 aagttcatta tattcatatt ttttatttgt attttcaaga ctttaaacat ttatgtttaa 8520 aagtaagaag aaaaataata ttcagaactg attcctgaaa taatgcaagc ttataatgta 8580 tcccgataac tttgtgatgt ttcgggaaga tttttttcta tagtgaactc tgtgggcgtc 8640 tcccagtatt accctggatg ataggaattg actccggcgt gcacacacgt acacacccac 8700 acacatctat ctatacataa tggctgaagc caaacttgtc ttgcagatgt agaaattgtt 8760 gctttgtttc tctgataaaa ctggttttag acaaaaaata gggatgatca ctcttagacc 8820 atgctaatgt tactagagaa gaagccttct tttctttctt ctatgtgaaa cttgaaatga 8880 ggaaaagcaa ttctagtgta aatcatgcaa gcgctctaat tcctataaat acgaaactcg 8940 agaagattca atcactgtat agaatggtaa aataccaact catttcttat atcatattgt 9000 taaataaact gtgtgcaaca gacaaaaag g gtggtccttc ttgaattcat gtacatggta 9060 ttaacactta gtgttcgggg ttttttgtta tgaaaatgct gttttcaaca ttgtatttgg 9120 actatgcatg tgttttttcc ccattgtata taaagtaccg cttaaaattg atataaatta 9180 ctgaggtttt taacatgtat tctgttcttt aagatccctg taagaatgtt taaggttttt 9240 atttatttat atatattttt tgagtctgtt ctttgtaaga catggttctg gttgttcgct 9300 catagcggag aggctggggc tgcggttgtg gttgtggcgg cgtgggtggt ggctgggaac 9360 tgtggcccag gcttagcggc cgcccggagg cttttcttcc cggagactga ggtgggcgac 9420 tgaggtgggc ggctcagcgt tggccccaca cattcgaggc tcacaggtga ttgtcgctca 9480 cacagttagg gtcgtcagtt ggtctgaaac tgcatttggc ccactcctcc atcctccctg 9540 tccgtcgtag ctgccacccc cagaggcggc gcttcttccc gtgttcaggc ggctcccccc 9600 ccccgtacac gactcccaga atctgaggca gagagtgctc caggctcgcg aggtgctttc 9660 tgacttcccc ccaaatcctg ccgctgccgc gcagcatgtc ccgtgtggcg tttgaggaaa 9720 tgctgaggga cagacacctt ggagcaccag ctccggtccc tgttacagtg agaaaggtcc 9780 cccacttcgg gggatacttg cacttagcca catggtcctg cctcccttgg agtccagttc 9840 caggctccct tactgagtgg gtgagacaag ttca caaaaa ccgtaaaact gagaggagga 9900 ccatgggcag gggagctgaa gttcatcccc taagtctacc acccccagca cccagagaac 9960 ccactttatc cctagtcccc caacaaaggc tggtctaggt gggggtgatg gtaattttag 10020 aaatcacgcc ccaaatagct tccgtttggg cccttacatt cacagatagg ttttaaatag 10080 ctgaatactt ggtttgggaa tctgaattcg aggaaccttt ctaagaagtt ggaaaggtcc 10140 gatctagttt tagcacagag ctttgaacct tgagttataa aatgcagaat aattcaagta 10200 aaaataagac caccatctgg cacccctgac cagcccccat tcaccccatc ccaggagggg 10260 aagcacaggc cgggcctccg gtggagattg ctgccactgc tcggcctgct gggttcttaa 10320 cctccagtgt cctcttcatc ttttccaccc gtagggaaac cttgagccat gtgttcaaac 10380 aagaagtggg gctagagccc gagagcagca gctctaagcc cacactcaga aagtggcgcc 10440 ctcctggttg tgcagccttt taatgtgggc agtggagggg cctctgtttc aggttatcct 10500 ggaattcaaa acgttatgta ccaacctcat cctctttgga gtctgcatcc tgtgcaaccg 10560 tcttgggcaa tccagatgtc gaaggatgtg accgagagca tggtctgtgg atgctaaccc 10620 taagtttgtc gtaaggaaat ttctgtaaga aacctggaaa gccccaacgc tgtgtctcat 10680 gctgtatact taagaggaga agaaaaagt c ctatatttgt gatcaaaaag aggaaacttg 10740 aaatgtgatg gtgtttataa taaaagatgg taaaactact tggattcaaa 10790 <210> 2 <211> 6327 <212> DNA <213> ESR1(Estrogen Receptor 1) <400> 2 agctggcgga gggcgttcgt cctgggactg cacttgctcc cgtcgggtcg cccggcttca 60 ccggacccgc aggctcccgg ggcagggccg gggccagagc tcgcgtgtcg gcgggacatg 120 cgctgcgtcg cctctaacct cgggctgtgc tctttttcca ggtggcccgc cggtttctga 180 gccttctgcc ctgcggggac acggtctgca ccctgcccgc ggccacggac catgaccatg 240 accctccaca ccaaagcatc tgggatggcc ctactgcatc agatccaagg gaacgagctg 300 gagcccctga accgtccgca gctcaagatc cccctggagc ggcccctggg cgaggtgtac 360 ctggacagca gcaagcccgc cgtgtacaac taccccgagg gcgccgccta cgagttcaac 420 gccgcggccg ccgccaacgc gcaggtctac ggtcagaccg gcctccccta cggccccggg 480 tctgaggctg cggcgttcgg ctccaacggc ctggggggtt tccccccact caacagcgtg 540 tctccgagcc cgctgatgct actgcacccg ccgccgcagc tgtcgccttt cctgcagccc 600 cacggccagc aggtgcccta ctacctggag aacgagccca gcggctacac ggtgcgcgag 660 gccggcccgc cggcaaat tcagg cagg gagaa 720 agattggcca gtaccaatga caagggaagt atggctatgg aatctgccaa ggagactcgc 780 tactgtgcag tgtgcaatga ctatgcttca ggctaccatt atggagtctg gtcctgtgag 840 ggctgcaagg ccttcttcaa gagaagtatt caaggacata acgactatat gtgtccagcc 900 accaaccagt gcaccattga taaaaacagg aggaagagct gccaggcctg ccggctccgt 960 aaatgctacg aagtgggaat gatgaaaggt gggatacgaa aagaccgaag aggagggaga 1020 atgttgaaac acaagcgcca gagagatgat ggggagggca ggggtgaagt ggggtctgct 1080 ggagacatga gagctgccaa cctttggcca agcccgctca tgatcaaacg ctctaagaag 1140 aacagcctgg ccttgtccct gacggccgac cagatggtca gtgccttgtt ggatgctgag 1200 cccccgatac tctattccga gtatgatcct accagaccct tcagtgaagc ttcgatgatg 1260 ggcttactga ccaacctggc agacagggag ctggttcaca tgatcaactg ggcgaagagg 1320 gtgccaggct ttgtggattt gaccctccat gatcaggtcc accttctaga atgtgcctgg 1380 ctagagatcc tgatgattgg tctcgtctgg cgctccatgg agcacccagg gaagctactg 1440 tttgctccta acttgctctt ggacaggaac cagggaaaat gtgtagaggg catggtggag 1500 atcttcgaca tgctgctggc tacatcatct cggttccgca tgatgaatct gcagggagag 1560gagtttgtgt gcctcaaatc tattattttg cttaattctg gagtgtacac atttctgtcc 1620 agcaccctga agtctctgga agagaaggac catatccacc gagtcctgga caagatcaca 1680 gacactttga tccacctgat ggccaaggca ggcctgaccc tgcagcagca gcaccagcgg 1740 ctggcccagc tcctcctcat cctctcccac atcaggcaca tgagtaacaa aggcatggag 1800 catctgtaca gcatgaagtg caagaacgtg gtgcccctct atgacctgct gctggagatg 1860 ctggacgccc accgcctaca tgcgcccact agccgtggag gggcatccgt ggaggagacg 1920 gaccaaagcc acttggccac tgcgggctct acttcatcgc attccttgca aaagtattac 1980 atcacggggg aggcagaggg tttccctgcc acggtctgag agctccctgg ctcccacacg 2040 gttcagataa tccctgctgc attttaccct catcatgcac cactttagcc aaattctgtc 2100 tcctgcatac actccggcat gcatccaaca ccaatggctt tctagatgag tggccattca 2160 tttgcttgct cagttcttag tggcacatct tctgtcttct gttgggaaca gccaaaggga 2220 ttccaaggct aaatctttgt aacagctctc tttccccctt gctatgttac taagcgtgag 2280 gattcccgta gctcttcaca gctgaactca gtctatgggt tggggctcag ataactctgt 2340 gcatttaagc tacttgtaga gacccaggcc tggagagtag acattttgcc tctgataagc 2400 actttt taaa tggctctaag aataagccac agcaaagaat ttaaagtggc tcctttaatt 2460 ggtgacttgg agaaagctag gtcaagggtt tattatagca ccctcttgta ttcctatggc 2520 aatgcatcct tttatgaaag tggtacacct taaagctttt atatgactgt agcagagtat 2580 ctggtgattg tcaattcatt ccccctatag gaatacaagg ggcacacagg gaaggcagat 2640 cccctagttg gcaagactat tttaacttga tacactgcag attcagatgt gctgaaagct 2700 ctgcctctgg ctttccggtc atgggttcca gttaattcat gcctcccatg gacctatgga 2760 gagcagcaag ttgatcttag ttaagtctcc ctatatgagg gataagttcc tgatttttgt 2820 ttttattttt gtgttacaaa agaaagccct ccctccctga acttgcagta aggtcagctt 2880 caggacctgt tccagtgggc actgtacttg gatcttcccg gcgtgtgtgt gccttacaca 2940 ggggtgaact gttcactgtg gtgatgcatg atgagggtaa atggtagttg aaaggagcag 3000 gggccctggt gttgcattta gccctggggc atggagctga acagtacttg tgcaggattg 3060 ttgtggctac tagagaacaa gagggaaagt agggcagaaa ctggatacag ttctgaggca 3120 cagccagact tgctcagggt ggccctgcca caggctgcag ctacctagga acattccttg 3180 cagaccccgc attgcccttt gggggtgccc tgggatccct ggggtagtcc agctcttctt 3240 catttcccag cgtggccctg gttggaagaa gcagctgtca cagctgctgt agacagctgt 3300 gttcctacaa ttggcccagc accctggggc acgggagaag ggtggggacc gttgctgtca 3360 ctactcaggc tgactggggc ctggtcagat tacgtatgcc cttggtggtt tagagataat 3420 ccaaaatcag ggtttggttt ggggaagaaa atcctccccc ttcctccccc gccccgttcc 3480 ctaccg cctc cactcctgcc agctcatttc cttcaatttc ctttgaccta taggctaaaa 3540 aagaaaggct cattccagcc acagggcagc cttccctggg cctttgcttc tctagcacaa 3600 ttatgggtta cttccttttt cttaacaaaa aagaatgttt gatttcctct gggtgacctt 3660 attgtctgta attgaaaccc tattgagagg tgatgtctgt gttagccaat gacccaggtg 3720 agctgctcgg gcttctcttg gtatgtcttg tttggaaaag tggatttcat tcatttctga 3780 ttgtccagtt aagtgatcac caaaggactg agaatctggg agggcaaaaa aaaaaaaaaa 3840 gtttttatgt gcacttaaat ttggggacaa ttttatgtat ctgtgttaag gatatgttta 3900 agaacataat tcttttgttg ctgtttgttt aagaagcacc ttagtttgtt taagaagcac 3960 cttatatagt ataatatata tttttttgaa attacattgc ttgtttatca gacaattgaa 4020 tgtagtaatt ctgttctgga tttaatttga ctgggttaac atgcaaaaac caaggaaaaa 4080 tatttagttt tttttttttt ttttgtatac ttttcaagct accttgtcat gtatacagtc 4140 atttatgcct aaagcctggt gattattcat ttaaatgaag atcacatttc atatcaactt 4200 ttgtatccac agtagacaaa atagcactaa tccagatgcc tattgttgga tactgaatga 4260 cagacaatct tatgtagcaa agattatgcc tgaaaaggaa aattattcag ggcagctaat 4320 tttgctttta c caaaatatc agtagtaata tttttggaca gtagctaatg ggtcagtggg 4380 ttctttttaa tgtttatact tagattttct tttaaaaaaa ttaaaataaa acaaaaaaaa 4440 atttctagga ctagacgatg taataccagc taaagccaaa caattataca gtggaaggtt 4500 ttacattatt catccaatgt gtttctattc atgttaagat actactacat ttgaagtggg 4560 cagagaacat cagatgattg aaatgttcgc ccaggggtct ccagcaactt tggaaatctc 4620 tttgtatttt tacttgaagt gccactaatg gacagcagat attttctggc tgatgttggt 4680 attgggtgta ggaacatgat ttaaaaaaaa actcttgcct ctgctttccc ccactctgag 4740 gcaagttaaa atgtaaaaga tgtgatttat ctggggggct caggtatggt ggggaagtgg 4800 attcaggaat ctggggaatg gcaaatatat taagaagagt attgaaagta tttggaggaa 4860 aatggttaat tctgggtgtg caccagggtt cagtagagtc cacttctgcc ctggagacca 4920 caaatcaact agctccattt acagccattt ctaaaatggc agcttcagtt ctagagaaga 4980 aagaacaaca tcagcagtaa agtccatgga atagctagtg gtctgtgttt cttttcgcca 5040 ttgcctagct tgccgtaatg attctataat gccatcatgc agcaattatg agaggctagg 5100 tcatccaaag agaagaccct atcaatgtag gttgcaaaat ctaaccccta aggaagtgca 5160 gtctttgatt tgatttc cct agtaaccttg cagatatgtt taaccaagcc atagcccatg 5220 ccttttgagg gctgaacaaa taagggactt actgataatt tacttttgat cacattaagg 5280 tgttctcacc ttgaaatctt atacactgaa atggccattg atttaggcca ctggcttaga 5340 gtactccttc ccctgcatga cactgattac aaatactttc ctattcatac tttccaatta 5400 tgagatggac tgtgggtact gggagtgatc actaacacca tagtaatgtc taatattcac 5460 aggcagatct gcttggggaa gctagttatg tgaaaggcaa atagagtcat acagtagctc 5520 aaaaggcaac cataattctc tttggtgcag gtcttgggag cgtgatctag attacactgc 5580 accattccca agttaatccc ctgaaaactt actctcaact ggagcaaatg aactttggtc 5640 ccaaatatcc atcttttcag tagcgttaat tatgctctgt ttccaactgc atttcctttc 5700 caattgaatt aaagtgtggc ctcgttttta gtcatttaaa attgttttct aagtaattgc 5760 tgcctctatt atggcacttc aattttgcac tgtcttttga gattcaagaa aaatttctat 5820 tctttttttt gcatccaatt gtgcctgaac ttttaaaata tgtaaatgct gccatgttcc 5880 aaacccatcg tcagtgtgtg tgtttagagc tgtgcaccct agaaacaaca tattgtccca 5940 tgagcaggtg cctgagacac agaccccttt gcattcacag agaggtcatt ggttatagag 6000 acttgaatta ataagtgaca tt atgccagt ttctgttctc tcacaggtga taaacaatgc 6060 tttttgtgca ctacatactc ttcagtgtag agctcttgtt ttatgggaaa aggctcaaat 6120 gccaaattgt gtttgatgga ttaatatgcc cttttgccga tgcatactat tactgatgtg 6180 actcggtttt gtcgcagctt tgctttgttt aatgaaacac acttgtaaac ctcttttgca 6240 ctttgaaaaa gaatccagcg ggatgctcga gcacctgtaa acaattttct caacctattt 6300 gatgttcaaa taaagaatta aactaaa 6327 <210> 3 <211> 3083 <212> DNA < 213> GATA3(GATA Binding Protein 3) <400> 3 gaacactgag ctgcctggcg ccgtcttgat actttcagaa agaatgcatt ccctgtaaaa 60 aaaaaaaaaa aatactgaga gagggagaga gagagagaag aagagagaga gacggaggga 120 gagcgagaca gagcgagcaa cgcaatctga ccgagcaggt cgtacgccgc cgcctcctcc 180 tcctctctgc tcttcgctac ccaggtgacc cgaggaggga ctccgcctcc gagcggctga 240 ggaccccggt gcagaggagc ctggctcgca gaattgcaga gtcgtcgccc ctttttacaa 300 cctggtcccg ttttattctg ccgtacccag tttttggatt tttgtcttcc ccttcttctc 360 tttgctaaac gacccctcca agataatttt taaaaaacct tctcctttgc tcacctttgc 420 ttcccagcct ccttcccagcct ccctgacccc caaat gacc gcaggagc cccccgacct cccaggcgga ccgccctccc tccccgcgcg cgggttccgg 540 gcccggcgag agggcgcgag cacagccgag gccatggagg tgacggcgga ccagccgcgc 600 tgggtgagcc accaccaccc cgccgtgctc aacgggcagc acccggacac gcaccacccg 660 ggcctcagcc actcctacat ggacgcggcg cagtacccgc tgccggagga ggtggatgtg 720 ctttttaaca tcgacggtca aggcaaccac gtcccgccct actacggaaa ctcggtcagg 780 gccacggtgc agaggtaccc tccgacccac cacgggagcc aggtgtgccg cccgcctctg 840 cttcatggat ccctaccctg gctggacggc ggcaaagccc tgggcagcca ccacaccgcc 900 tccccctgga atctcagccc cttctccaag acgtccatcc accacggctc cccggggccc 960 ctctccgtct accccccggc ctcgtcctcc tccttgtcgg ggggccacgc cagcccgcac 1020 ctcttcacct tcccgcccac cccgccgaag gacgtctccc cggacccatc gctgtccacc 1080 ccaggctcgg ccggctcggc ccggcaggac gagaaagagt gcctcaagta ccaggtgccc 1140 ctgcccgaca gcatgaagct ggagtcgtcc cactcccgtg gcagcatgac cgccctgggt 1200 ggagcctcct cgtcgaccca ccaccccatc accacctacc cgccctacgt gcccgagtac 1260 agctccggac tcttcccccc cagcagcctg ctgggcggct cccccaccgg cttcggatgc 1320 aagtccaggc ccaag gcccg gtccagcaca gaaggcaggg agtgtgtgaa ctgtggggca 1380 acctcgaccc cactgtggcg gcgagatggc acgggacact acctgtgcaa cgcctgcggg 1440 ctctatcaca aaatgaacgg acagaaccgg cccctcatta agcccaagcg aaggctgtct 1500 gcagccagga gagcagggac gtcctgtgcg aactgtcaga ccaccacaac cacactctgg 1560 aggaggaatg ccaatgggga ccctgtctgc aatgcctgtg ggctctacta caagcttcac 1620 aatattaaca gacccctgac tatgaagaag gaaggcatcc agaccagaaa ccgaaaaatg 1680 tctagcaaat ccaaaaagtg caaaaaagtg catgactcac tggaggactt ccccaagaac 1740 agctcgttta acccggccgc cctctccaga cacatgtcct ccctgagcca catctcgccc 1800 ttcagccact ccagccacat gctgaccacg cccacgccga tgcacccgcc atccagcctg 1860 tcctttggac cacaccaccc ctccagcatg gtcaccgcca tgggttagag ccctgctcga 1920 tgctcacagg gcccccagcg agagtccctg cagtcccttt cgacttgcat ttttgcagga 1980 gcagtatcat gaagcctaaa cgcgatggat atatgttttt gaaggcagaa agcaaaatta 2040 tgtttgccac tttgcaaagg agctcactgt ggtgtctgtg ttccaaccac tgaatctgga 2100 ccccatctgt gaataagcca ttctgactca tatcccctat ttaacagggt ctctagtgct 2160 gtgaaaaaaa aaatgctgaa cattgcatat aacttatatt gtaagaaata ctgtacaatg 2220 actttattgc atctgggtag ctgtaaggca tgaaggatgc caagaagttt aaggaatatg 2280 ggagaaatag tgtggaaatt aagaagaaac taggtctgat attcaaatgg acaaactgcc 2340 agttttgttt cctttcactg gccacagttg tttgatgcat taaaagaaaa taaaaaaaag 2400 aaaaaagaga aaagaaaaaa aaagaaaaaa gttgtaggcg aatcatttgt tcaaagctgt 2460 tggcctctgc aaaggaaata ccagttctgg gcaatcagtg ttaccgttca ccagttgccg 2520 ttgagggttt cagagagcct ttttctaggc ctacatgctt tgtgaacaag tccctgtaat 2580 tgttgtttgt atgtataatt caaagcacca aaataagaaa agatgtagat ttatttcatc 2640 atattataca gaccgaactg ttgtataaat ttatttactg ctagtcttaa gaactgcttt 2700 ctttcgtttg tttgtttcaa tattttcctt ctctctcaat ttttggttga ataaactaga 2760 ttacattcag ttggcctaag gtggttgtgc tcggagggtt tcttgtttct tttccatttt 2820 gtttttggat gatatttatt aaatagcttc taagagtccg gcggcatctg tcttgtccct 2880 attcctgcag cctgtgctga gggtagcagt gtatgagcta ccagcgtgca tgtcagcgac 2940 cctggcccga caggccacgt cctgcaatcg gcccggctgc ctcttcgccc tgtcgtgttc 3000 tgtgttagtg atcactgcct ttaata cagt ctgttggaat aatattataa gcataataat 3060 aaagtgaaaa tattttaaaa cta 3083 <210> 4 <211> 2705 <212> DNA <213> H3F3B(H3.3 Histone B) <400> 4 gagcgcagag cggtttggtc gttcgttggg cggtgctggt ttttcgctcg tcgactgcgg 60 ctcttcctcg ggcagcggaa gcggcgcggc ggtcggagaa gtggcctaaa acttcggcgt 120 tgggtgaaag aaaatggccc gaaccaagca gactgctcgt aagtccaccg gtgggaaagc 180 cccccgcaaa cagctggcca cgaaagccgc caggaaaagc gctccctcta ccggcggggt 240 gaagaagcct catcgctaca ggcccgggac cgtggcgctt cgagagattc gtcgttatca 300 gaagtcgacc gagctgctca tccggaagct gcccttccag aggttggtga gggagatcgc 360 gcaggatttc aaaaccgacc tgaggtttca gagcgcagcc atcggtgcgc tgcaggaggc 420 tagcgaagcg tacctggtgg gtctgttcga agataccaac ctgtgtgcca tccacgctaa 480 gagagtcacc atcatgccca aagacatcca gttggctcgc cggatacggg gagagagagc 540 ttaagtgaag gcagttttta tggcgttttg tagtaaattc tgtaaaatac tttggtttaa 600 tttgtgactt tttttgtaag aaattgttta taatatgttg catttgtact taagtcattc 660 catctttcgtac tcaggatgatagtcagtga tga gaacttcgtac tg c gttgctaata tgcagaaggg atgggtgata cttcttgctt 780 ctcatgatgc atgtttctgt atgttaatga cttgttgggt agctattaag gtactagagt 840 tgataaatgt gtacagggtc cttttgcaat aaaactggtt atgacttgat ccaagtgttt 900 aacaattggg gctgttaagt ctgaccatac atcactgtga tagaatgtgg gctttttcaa 960 gggtgaagat acaagtctta accacagtgt aacttacagt ttcctttaaa aaaaaaaaaa 1020 gtaaacctgg cagctataga atacactatg tgcatttata atagctattt tatatattgt 1080 agtatcaaca tttttaaatt aaatgtttta cattcacaag tggtggggag tcttgtcatt 1140 aaggtgtgtg taatttagag tccagttggt tttcttctga ctgcacttgt tctcatagta 1200 gtaaaatgct atgcgcattt ataccttgca taagtcctca ttctaccaca tgttaaccct 1260 ctagctgata atgcaaacac taactggggg attttattta taagggctct agaaaaaacg 1320 agttattcac accagcatca tcttaactaa cattctgaac tagttagtgc agcttttcat 1380 tgtgttgtgt ggttggtctc ataactaggt tgagtttttc tcctctgctg aggaaacagt 1440 accgaagttc tttttcttgt ggcatttgta ttataaaaac ttggtgtggg ggaggagcac 1500 aaaactccag cccactgaac ctctgccaat taagatggtg ttgggttagg ttacatctgg 1560 ttactgtcct gggaaaatca tttttataga gatggccttc caagtggttt taaaatttac 1620 tgaagttttt aggtcaatta tgtatgttga ctaaatttac aaataaactt gtttatccaa 1680 ctaagtgtcc aaaacctaaa ttgaatgtac taagttttca catgtcccat tatctaggtc 1740 cttgtatact aatgttttga acttagatca tttcaggtgt tgtttggtgg ataaaggaac 1800 cttttattta taaagatact gtagaaagca tgtgaacagc tctctgcttg attaagatgc 1860 cataatagtg ctgtatttgc agtgtgggct aagacaaagt atattaataa gcttttcagc 1920 ccccccactc ccgttccgta gtgtagaagc ccacaggtgt agaactcagt cttaaacttc 1980 agtatgaaac cagtttcctt gtgcgatgat ggccactaaa gcatagtacg tggatgtcag 2040 tgagacagca tgagagccag cagtcatcaa agcgttccac gtttgaagtt agcaactgct 2100 taaagttata ccccattaaa attgctttct caaaagtttg ggttagtttc aaatgtgata 2160 ttttggaggg aaggtaaagt aggtatcttt caggtcgtga taatgagctc ctatgaaagg 2220 atgcaatata atgacccgct tttctagaaa gttcataatc agctctggaa caagcacact 2280 tgattcctca ctgtgcttca gaatgagatt aagatcagat gttggaacgt gctatgctgt 2340 agcgtgtctg gaaacaaagt acacaaacct ggctacggtg atgagttagc ttctgcttac 2400 tacctgtgac aacccaagtg ggtgacacta gtgaa ccttc tccagtctgc aggctggcat 2460 agaaggctct tagattatat tgggcagctt gcaatctgcc gaagcagtga cttgcatttc 2520 cacacttggc ttgagcactc aacccagaag gcgaagatag cttttggttg taggcggctt 2580 cctgtatggg atatccctcg gtaagggtaa aggagcagag gcaaaggaga aaagcagaag 2640 ttgcagctga tgcaggtatc ctatgccctt gatggatgag actaaaataa aatttttgaa 2700 gttaa 2705 <210> 5 <211> 2691 <212> DNA <213> MYD88 (MYD88 Innate Immune Signal Transduction Adaptor) <400> 5 aatgcgaccc gaccgcgctg aggctccagg accgcccgcc atggctgcag gaggtcccgg 60 cgcggggtct gcggccccgg tctcctccac atcctccctt cccctggctg ctctcaacat 120 gcgagtgcgg cgccgcctgt ctctgttctt gaacgtgcgg acacaggtgg cggccgactg 180 gaccgcgctg gcggaggaga tggactttga gtacttggag atccggcaac tggagacaca 240 agcggacccc actggcaggc tgctggacgc ctggcaggga cgccctggcg cctctgtagg 300 ccgactgctc gagctgctta ccaagctggg ccgcgacgac gtgctgctgg agctgggacc 360 cagcattgag gaggattgcc aaaagtatat cttgaagcag cagcaggagg aggctgagaa 420 gcctttacag gtggccgctg tagacagcag tgtccccacgg acagcagggcat 480 accccc tggggcatat gcctgagcgt ttcgatgcct tcatctgcta 540 ttgccccagc gacatccagt ttgtgcagga gatgatccgg caactggaac agacaaacta 600 tcgactgaag ttgtgtgtgt ctgaccgcga tgtcctgcct ggcacctgtg tctggtctat 660 tgctagtgag ctcatcgaaa agaggttggc tagaaggcca cggggtgggt gccgccggat 720 ggtggtggtt gtctctgatg attacctgca gagcaaggaa tgtgacttcc agaccaaatt 780 tgcactcagc ctctctccag gtgcccatca gaagcgactg atccccatca agtacaaggc 840 aatgaagaaa gagttcccca gcatcctgag gttcatcact gtctgcgact acaccaaccc 900 ctgcaccaaa tcttggttct ggactcgcct tgccaaggcc ttgtccctgc cctgaagact 960 gttctgaggc cctgggtgtg tgtgtatctg tctgcctgtc catgtacttc tgccctgcct 1020 cctcctttcg ttgtaggagg aatctgtgct ctacttacct ctcaattcct ggagatgcca 1080 acttcacaga cacgtctgca gcagctggac atcacatttc atgtcctgca tggaaccagt 1140 ggctgtgagt ggcatgtcca cttgctggat tatcagccag gacactatag aacaggacca 1200 gctgagacta agaaggacca gcagagccag ctcagctctg agccattcac acatcttcac 1260 cctcagtttc ctcacttgag gagtgggatg gggagaacag agagtagctg tgtttgaatc 1320 cctgtaggaa atggtgaagc atagctc tgg gtctcctggg ggagaccagg cttggctgcg 1380 ggagagctgg ctgttgctgg actacatgct ggccactgct gtgaccacga cactgctggg 1440 gcagcttctt ccacagtgat gcctactgat gcttcagtgc ctctgcacac cgcccattcc 1500 acttcctcct tccccacagg gcaggtgggg aagcagtttg gcccagccca aggagacccc 1560 accttgagcc ttatttccta atgggtccac ctctcatctg catctttcac acctcccagc 1620 ttctgcccaa ccttcagcag tgacaagtcc ccaagagact cgcctgagca gcttgggctg 1680 cttttcattt ccacctgtca ggatgcctgt ggtcatgctc tcagctccac ctggcatgag 1740 aagggatcct ggcctctggc atattcatca agtatgagtt ctggggatga gtcactgtaa 1800 tgatgtgagc agggagcctt cctccctggg ccacctgcag agagctttcc caccaacttt 1860 gtaccttgat tgccttacaa agttatttgt ttacaaacag cgaccatata aaagcctcct 1920 gccccaaagc ttgtgggcac atgggcacat acagactcac atacagacac acacatatat 1980 gtacagacat gtactctcac acacacaggc accagcatac acacgttttt ctaggtacag 2040 ctcccaggaa cagctaggtg ggaaagtccc atcactgagg gagcctaacc atgtccctga 2100 acaaaaattg ggcactcatc tattcctttt ctcttgtgtc cctactcatt gaaaccaaac 2160 tctggaaagg acccaatgta ccagtattta ta cctctaat gaagcacaga gagaggaaga 2220 gagctgctta aactcacaca acaatgaact gcagacacag ctgttctctc cctctctcct 2280 tcccagagca atttatactt taccctcagg ctgtcctctg gggagaaggt gccatggtct 2340 taggtgtctg tgccccagga cagaccctag gaccctaaat ccaatagaaa atgcatatct 2400 ttgctccact ttcagccagg ctggagcaag gtaccttttc ttaggatctt gggagggaat 2460 ggatgcccct ctctgcatga tcttgttgag gcatttagct gccatgcacc tgtccccctt 2520 taatactggg cattttaaag ccatctcaag aggcatcttc tacatgtttt gtacgcatta 2580 aaataatttc aaagatatct gagaaaagcc gatatttgcc attcttccta tatcctggaa 2640tatatcttgc atcctgagtt tataataata aataatattc taccttggaa a 2691

Claims (21)

CREBBP(CREB Binding Protein), ESR1(Estrogen Receptor 1), GATA3(GATA Binding Protein 3), H3F3B(H3.3 Histone B) 및 MYD88(MYD88 Innate Immune Signal Transduction Adaptor)로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 마커 조성물.
Encodes at least one selected from the group consisting of CREBBP (CREB Binding Protein), ESR1 (Estrogen Receptor 1), GATA3 (GATA Binding Protein 3), H3F3B (H3.3 Histone B) and MYD88 (MYD88 Innate Immune Signal Transduction Adapter) A marker composition for predicting treatment effect or prognostic diagnosis according to the metastasis period of a solid cancer patient, comprising a mutation of a gene.
제 1항에 있어서,
상기 CREBBP을 암호화하는 유전자의 돌연변이는 서열번호 1이 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1502C, Y1450D, D1435G, W1472R, Y1503H, R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, S1778L, T396K, A1782V, E1550Q, S2372L, T1688M, R2104C, R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A259T, V1634M, T872M, R1427W, S1136Y, D1481N, E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, A557T, R669W, R1392Q, S71L, S32L, G896R, R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q249H, R1498Q, N530S, S1923R, G1145W, K1139T, R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, T959A, S2076L, H1451R, Q887K, L1211S, R1800L, V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, V89M, A2066T, R1964C, E1000K, D1156N, T1902M, S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271R, R1960Q, E1528K, Y1433H, L1329R, A2392T, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S2372W, D2282H, Y1433N, P704L, L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, E1963D, V2002M, Q786P, Q887E, G822A, P528L, A924T, L1181R, F22L, V1818M, P432S, Q2103K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, G57E, R1441Q, P173L, T586I, Q842H, P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, E1285K, G1374E, S2322L, L353V, G2306V, H1712Y, L2171F, M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, A1870P, C398Y, L2254F, E2191K, K1269N, R218T, G214V, S121I, G1411R, N1350I, T1332P, P1488T, D1480H 및 I1483S로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928*, Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148*, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* 및 W1158*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*70, L545Ffs*16, N1612Tfs*23, S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, Y659Tfs*7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16 및 I1189Lfs*61로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 및 S1598Kfs*19로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
M2115_G2120dup인 인프레임 삽입(inframe insert) 돌연변이;
S1680del K1588del 및 Q2216del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;
X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice) 돌연변이; 및
CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion 및 CREBBP-DNASE1 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
The method of claim 1,
The mutation of the gene encoding CREBBP is characterized in that at least one selected from the group consisting of the following mutations encoded by SEQ ID NO: 1, a marker composition:
Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1472R W Y Y, R1446H, W1472R R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, T396K1778L, R1782V, E5503N, V1802M, T396K1778L, R1782V R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A2591, S136M, R1427W16341, T872, V E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, S1392Q, S945L, S32557T, R669W, R32557T R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q11249H, K1498Q, N530S, K1498Q, N530S R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, L1451211S, Q1941L, L1451211R, S2065N, L1451211R, S2065N, K1269N, Q1928H, A259S V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, D1156M, T2066T, R1964C, A190 S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271T, R1433H, L1271T, R1433H, K1271T, R, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S237704 L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, G786P, H2384R, E5281963D A924T, L1181R, F22L, V1818M, P432S, Q21 03K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, P1429A, G2132V P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, H17E12Y, S232V2L, H17E12Y2, L232V21374 M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, K1870P, C398Y, G1870N, C398Y at least one missense mutation selected from the group consisting of S121I, G1411R, N1350I, T1332P, P1488T, D1480H and I1483S;
G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928* , Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148 *, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, at least one nonsense mutation selected from the group consisting of K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* and W1158*;
I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*2316, L516F , S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, E371Kfs*53 7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16, and I1783Afs*16 at least one frame shift delete mutation selected from the group consisting of 61;
At least one frame shift selected from the group consisting of L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 and S1598Kfs*19. frame shift insert mutation;
M2115_G2120dup, an inframe insert mutation;
at least one inframe delete mutation selected from the group consisting of S1680del K1588del and Q2216del;
X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice ) mutations; and
CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion and CREBBP-DNASE1 fusion consisting of at least one fusion mutation selected from the group.
제 1항에 있어서,
상기 ESR1를 암호화하는 유전자의 돌연변이는 서열번호 2이 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, R211I, R548C, S341L, T311M, V533M, V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576L, A87T, S294R, D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V478L, A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, T224I, E385D, R277S, R151K, G590S, L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K449R, P325S, R363K, E470K, P147Q, V478I 및 R183C로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Y60*, C245*, E444*, R256* 및 K401*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 및 *594fs*로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
L100Tfs*57, G521Rfs*18 및 E275Gfs*5로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
D538_L539insHD 및 Q500dup로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 삽입(inframe insert) 돌연변이;
V422del 및 Y328_S329del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이; 및
TACR1-ESR1 fusion, ESR1-NCOA3 fusion 및 ESR1-C6orf97 fusion 로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
The method of claim 1,
The mutation of the gene encoding ESR1 is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 2, a marker composition:
S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, V2153I, R463P, V V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576R, A269H, S576R D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V4 A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, R277S, E385D, T224I, G selected from the group consisting of L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K4349R, P325S, R363K, E470K, P147Q, V478I and R18349C at least one missense mutation;
at least one nonsense mutation selected from the group consisting of Y60*, C245*, E444*, R256* and K401*;
at least one frame shift delete mutation selected from the group consisting of L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 and *594fs*;
at least one frame shift insert mutation selected from the group consisting of L100Tfs*57, G521Rfs*18 and E275Gfs*5;
at least one inframe insert mutation selected from the group consisting of D538_L539insHD and Q500dup;
at least one inframe delete mutation selected from the group consisting of V422del and Y328_S329del; and
At least one fusion mutation selected from the group consisting of TACR1-ESR1 fusion, ESR1-NCOA3 fusion and ESR1-C6orf97 fusion.
제 1항에 있어서,
상기 GATA3를 암호화하는 유전자의 돌연변이는 서열번호 3이 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S426F, R305Q, E262V, L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P95L, K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S397Y, G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, D335Y, A176G, P135T 및 P95H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Q73*, R366*, R390*, K377* 및 S381*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394Lfs*110, S436Pfs*39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396Hfs*107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 및 C284Afs*10로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*21, S426Ifs*81, P408Afs*99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66, N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330Efs*22, T417Dfs*90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85, S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 및 A313Sfs*39로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
T221delinsPACCELLYVPYVL인 인프레임 삽입(inframe insert) 돌연변이;
K358del, Y345del 및 M356_K387del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;
X349_splice 및 X350_splice로 이루어진 군으로부터 선택되는 적어도 하나의 스플라이스(splice) 돌연변이; 및
GATA3-intragenic 및 LOC100128811-GATA3 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
The method of claim 1,
The mutation of the gene encoding GATA3 is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 3, a marker composition:
N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S4 L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P148T K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S372F, P134S, S397Y G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, T335M at least one missense mutation selected from the group consisting of A176G, P135T and P95H;
at least one nonsense mutation selected from the group consisting of Q73*, R366*, R390*, K377* and S381*;
E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394436Pfs*110, A394436Pfs* 39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396RfsHfs At least one frame shift delete selected from the group consisting of *107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 and C284Afs*10. ) mutations;
A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*81, S426AIf 99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66 , N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330E4 *90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85 , S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 and A313Sfs*39. shift insert) mutation;
an inframe insert mutation that is T221delinsPACCELLYVPYVL;
at least one inframe delete mutation selected from the group consisting of K358del, Y345del and M356_K387del;
at least one splice mutation selected from the group consisting of X349_splice and X350_splice; and
At least one fusion mutation selected from the group consisting of GATA3-intragenic and LOC100128811-GATA3 fusion.
제 1항에 있어서,
상기 H3F3B를 암호화하는 유전자의 돌연변이는 서열번호 4가 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T 및 Q6H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
E60*, E98* 및 R50*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
R135Sfs*12, F105Kfs*33 및 A2Pfs*35로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
Q94Afs*4인 프레임 시프트 삽입(frame shift insert) 돌연변이; 및
X37_splice인 스플라이스(splice) 돌연변이.
The method of claim 1,
The mutation of the gene encoding H3F3B is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 4, a marker composition:
at least one missense mutation selected from the group consisting of E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T and Q6H;
at least one nonsense mutation selected from the group consisting of E60*, E98* and R50*;
at least one frame shift delete mutation selected from the group consisting of R135Sfs*12, F105Kfs*33 and A2Pfs*35;
Q94Afs*4, a frame shift insert mutation; and
A splice mutation that is X37_splice.
상기 MYD88를 암호화하는 유전자의 돌연변이는 서열번호 5가 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P9L, R41P, R94H 및 K271T로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Q159*, Q189* 및 E172*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
R101Afs*19인 프레임 시프트 결실(frame shift delete) 돌연변이;
X228_splice인 스플라이스(splice) 돌연변이; 및
MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion 및 MYD88-VILL fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
The mutation of the gene encoding MYD88 is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 5, a marker composition:
K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P83S at least one missense mutation selected from the group consisting of P9L, R41P, R94H and K271T;
at least one nonsense mutation selected from the group consisting of Q159*, Q189* and E172*;
a frame shift delete mutation that is R101Afs*19;
a splice mutation that is X228_splice; and
At least one fusion mutation selected from the group consisting of MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion and MYD88-VILL fusion.
제 1항에 있어서,
상기 고형암은 방광암(Bladder cancer), 대장암(Colon cancer), 위암(Stomach cancer), 폐암(Lung cancer), 폐선암(Lung adenocarcinoma), 유방침습성유관암종(Breast invasive ductal carcinoma), 결장선암(Colon adenocarcinoma), 전립선선암(Prostate adenocarcinoma), 방광요로피암종(Bladder urothelial carcinoma), 폐편평세포암종(Lung squamous cell carcinoma), 피부흑색종(Cutaneous melanoma), 원발부위불명암(Cancer of unknown primary), 췌장도관선암종(Pancreatic adenocarcinoma), 교모세포종(Glioblastoma multiforme), 대장선암(Colorectal adenocarcinoma), 고등급장액성난소암(High grade serous ovarian cancer), 위선암(Stomach adenocarcinoma), 신세포암종(Renal clear cell carcinoma), 식도암(Esophageal adenocarcinoma), 고환암(Testicular cancer) 및 간내담관암(Intrahepatic cholangiocarcinoma)으로 이루어진 군에서 선택되는 것을 특징으로 하는, 마커 조성물.
The method of claim 1,
The solid cancer is bladder cancer, colon cancer, stomach cancer, lung cancer, lung adenocarcinoma, breast invasive ductal carcinoma (Breast invasive ductal carcinoma), colon adenocarcinoma (Colon) adenocarcinoma, Prostate adenocarcinoma, Bladder urothelial carcinoma, Lung squamous cell carcinoma, Cutaneous melanoma, Cancer of unknown primary, Pancreatic adenocarcinoma, Glioblastoma multiforme, Colorectal adenocarcinoma, High grade serous ovarian cancer, Stomach adenocarcinoma, Renal clear cell carcinoma , Esophageal adenocarcinoma, testicular cancer, and intrahepatic cholangiocarcinoma, characterized in that selected from the group consisting of, the marker composition.
제 1항에 있어서,
상기 고형암은 전이성 고형암인 것을 특징으로 하는, 마커 조성물.
The method of claim 1,
The solid cancer is characterized in that the metastatic solid cancer, marker composition.
CREBBP(CREB Binding Protein), ESR1(Estrogen Receptor 1), GATA3(GATA Binding Protein 3), H3F3B(H3.3 Histone B) 및 MYD88(MYD88 Innate Immune Signal Transduction Adaptor)로 이루어진 군으로부터 선택되는 하나 이상을 암호화하는 유전자의 돌연변이를 검출할 수 있는 제제를 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 조성물.
Encodes at least one selected from the group consisting of CREBBP (CREB Binding Protein), ESR1 (Estrogen Receptor 1), GATA3 (GATA Binding Protein 3), H3F3B (H3.3 Histone B) and MYD88 (MYD88 Innate Immune Signal Transduction Adapter) A composition for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising an agent capable of detecting a mutation in a gene.
제 9항에 있어서,
상기 CREBBP를 암호화하는 유전자의 돌연변이는 서열번호 1이 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 조성물:
Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1502C, Y1450D, D1435G, W1472R, Y1503H, R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, S1778L, T396K, A1782V, E1550Q, S2372L, T1688M, R2104C, R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A259T, V1634M, T872M, R1427W, S1136Y, D1481N, E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, A557T, R669W, R1392Q, S71L, S32L, G896R, R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q249H, R1498Q, N530S, S1923R, G1145W, K1139T, R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, T959A, S2076L, H1451R, Q887K, L1211S, R1800L, V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, V89M, A2066T, R1964C, E1000K, D1156N, T1902M, S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271R, R1960Q, E1528K, Y1433H, L1329R, A2392T, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S2372W, D2282H, Y1433N, P704L, L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, E1963D, V2002M, Q786P, Q887E, G822A, P528L, A924T, L1181R, F22L, V1818M, P432S, Q2103K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, G57E, R1441Q, P173L, T586I, Q842H, P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, E1285K, G1374E, S2322L, L353V, G2306V, H1712Y, L2171F, M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, A1870P, C398Y, L2254F, E2191K, K1269N, R218T, G214V, S121I, G1411R, N1350I, T1332P, P1488T, D1480H 및 I1483S로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928*, Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148*, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* 및 W1158*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*70, L545Ffs*16, N1612Tfs*23, S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, Y659Tfs*7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16 및 I1189Lfs*61로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 및 S1598Kfs*19로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
M2115_G2120dup인 인프레임 삽입(inframe insert) 돌연변이;
S1680del K1588del 및 Q2216del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;
X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice) 돌연변이; 및
CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion 및 CREBBP-DNASE1 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
10. The method of claim 9,
The mutation of the gene encoding CREBBP is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 1, composition:
Y2189S, Q1756E, S2394F, L829F, S977L, A259T, R1328M, G587R, R672L, T345I, Y1622H, D1480N, P988S, P1096A, R351H, G689R, A2265V, Q662H, R1446C, R1446H, W1472R W Y Y, R1446H, W1472R R1446S, L1499Q, D1435N, R1446P, Y1450N, Y1482C, W1502R, Y1482N, Y1482D, L1499R, W1502C, W1472G, W1502L, I1431S, R1446C, I1431N, Y1503N, V1802M, T396K1778L, R1782V, E5503N, V1802M, T396K1778L, R1782V R1664C, T1260M, T950M, C1408Y, R424Q, R625H, R1081H, R601Q, P248L, M1798I, S1072F, P949L, A1824T, R1682H, R1428C, A206V, Y1167C, A2144V, V1650I, A2591, S136M, R1427W16341, T872, V E1243D, F1439L, R1319Q, R714C, E1012K, R1347W, D1481G, D1273N, A1944P, K1809R, E1247K, P2038L, G706R, P766L, P928S, R1800Q, V1371F, R714H, S945L, S1392Q, S945L, S32557T, R669W, R32557T R1602H, R519K, C1240Y, N645K, P107L, Y1973H, N2141K, S554F, R742L, Q963H, T862M, G21D, A698V, A533T, G2010E, A1510V, P907S, R1851H, Q2292R, Q11249H, K1498Q, N530S, K1498Q, N530S R1866C, P2285H, A1398V, M2192I, T1932M, Q1698L, G1699D, E1020G, N522S, P1889L, H2178Y, P2011S, I1455N, S2065N, K1269N, Q1928H, A259S, R2353W, Y1828C, N797K, P496L, R1378L, S791T, G1404S, Q1941L, L1451211S, Q1941L, L1451211R, S2065N, L1451211R, S2065N, K1269N, Q1928H, A259S V992L, I678M, G252C, H1470L, Q1113H, Q102R, D2433G, E1099K, T1210A, L869F, T537P, V460F, E2404K, A787V, M1021I, P552L, L833V, E637K, P2331S, D1156M, T2066T, R1964C, A190 S767Y, E1459Q, E1452K, N374I, Q1879E, G2162R, E1400Q, F1540S, S893W, E1501K, H1351D, S479I, H1485Y, D1276H, Q2299K, E1626Q, T320I, Q1152E, S2377L, K1271T, R1433H, L1271T, R1433H, K1271T, R, A2419V, Y1125H, S1207F, E1088K, R1317K, V2149M, S139N, P975S, G1305D, R624C, T4668S, P1953S, S247F, S2361F, T1242S, V1429M, L33F, D1543V, S566F, R1341P, P2383L, S237704 L2198Q, S554F, P2352L, P2415L, G219V, P1489T, QP1257HS, P1488L, E548K, D1309N, V1371D, E1400K, E1576D, A1739V, Q610H, L161M, W1545L, C1199F, H2384R, G786P, H2384R, E5281963D A924T, L1181R, F22L, V1818M, P432S, Q21 03K, V1704F, E371Q, D1420A, P2331L, R2195K, P1110L, V824M, D599N, G268R, P2187L, P2155S, S2345F, E996K, G591S, A2046V, Q2324K, M2391I, V1429A, G2132V, P1429A, G2132V P248S, P308S, S1030F, P957A, S646N, R1985L, G1418V, M481V, P543L, P2311L, A2170T, A924V, E1715K, D1263N, P1997L, P1951L, R1173G, P1991L, H17E12Y, S232V2L, H17E12Y2, L232V21374 M1625N, P1208S, H1738N, M1981I, Q1863R, L679F, W1745C, G2236E, G1753V, A1093V, V2056M, A476T, H1413P, V1722E, A924S, R1866L, R1926W, F1632V, K1870P, C398Y, G1870N, C398Y at least one missense mutation selected from the group consisting of S121I, G1411R, N1350I, T1332P, P1488T, D1480H and I1483S;
G572*, Q771*, Q497*, R1360*, R1173*, Q1073*, Q1796*, R1498*, R1103*, R1341*, Q1756*, Q887*, Q1856*, S985*, E349*, R1672*, Q1928* , Y1230*, S1065*, Q2235*, Y1726*, R440*, Y659*, E1243*, Q719*, E1205*, R1392*, R386*, L243*, Q540*, R424*, Q517*, E1000*, Q1148 *, S547*, Q357*, R370*, E1626*, S381*, Q2103*, S331*, Q1852*, Y1828*, K68*, Q963*, Q356*, R2004*, E1559*, Q203*, Q919*, at least one nonsense mutation selected from the group consisting of K1051*, Q1041*, Q1941*, Y1460*, S1030_K1033delins* and W1158*;
I1084Sfs*15, P1946Hfs*30, F1523Sfs*27, H2384Tfs*12, T1574Pfs*61, S801Qfs*29, L524Wfs*6, Q232Rfs*12, P1423Lfs*36, S1065*, P928Rfs*2316, L516F , S893Pfs*27, S1382Yfs*2, L243*, H408Ifs*26, C1444Hfs*6, K1505Rfs*45, E1054Dfs*4, G1815Pfs*149, E72Afs*10, V2012Sfs*28, N2181Kfs*5, E371Kfs*53, E371Kfs*53 7, E1061Rfs*4, K1051Rfs*5, V1057*, L1692Rfs*50, C1178Afs*72, G587Kfs*19, C1311*, M784Ifs*17, T163Afs*13, I1493Yfs*57, E594Dfs*11, C1783Afs*16, and I1783Afs*16 at least one frame shift delete mutation selected from the group consisting of 61;
At least one frame shift selected from the group consisting of L1346Ffs*8, I1084Nfs*3, Q1209Tfs*25, P1947Tfs*19, S1172Qfs*7, P2077Afs*264, H397Afs*30, S1737Rfs*8, G77Afs*9 and S1598Kfs*19. frame shift insert mutation;
M2115_G2120dup, an inframe insert mutation;
at least one inframe delete mutation selected from the group consisting of S1680del K1588del and Q2216del;
X1203_splice, X1305_splice, X406_splice, X1021_splice, X1427_splice, X961_splice, X1465_splice, X1084_splice, X29_splice, X705_splice, X1378_splice, X406_splice, X1305_splice, X1576_splice, X266_splice, X525_splice 및 X406_splice X1465_splice로 이루어진 군으로부터 선택되는 적어도 하나의 적어도 하나의 스플라이스(splice ) mutations; and
CREBBP-CRAMP1L fusion, CREBP-NARFL fusion, TRAP1-CREBBP fusion, CREBBP-intragenic, CREBBP-TRAP1 fusion, CREBBP-TIGD7 fusion, TSG1-CREBBP fusion, CREBBP-SRRM2 fusion, CREBBP-TBL3 fusion and CREBBP-DNASE1 fusion consisting of at least one fusion mutation selected from the group.
제 9항에 있어서,
상기 ESR1를 암호화하는 유전자의 돌연변이는 서열번호 2가 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, R211I, R548C, S341L, T311M, V533M, V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576L, A87T, S294R, D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V478L, A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, T224I, E385D, R277S, R151K, G590S, L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K449R, P325S, R363K, E470K, P147Q, V478I 및 R183C로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Y60*, C245*, E444*, R256* 및 K401*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 및 *594fs*로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
L100Tfs*57, G521Rfs*18 및 E275Gfs*5로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
D538_L539insHD 및 Q500dup로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 삽입(inframe insert) 돌연변이;
V422del 및 Y328_S329del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이; 및
TACR1-ESR1 fusion, ESR1-NCOA3 fusion 및 ESR1-C6orf97 fusion 로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
10. The method of claim 9,
The mutation of the gene encoding ESR1 is characterized in that at least one selected from the group consisting of the following mutations encoded by SEQ ID NO: 2, a marker composition:
S554N, D538G, N290K, Y537S, D538G, S433P, G77D, P38L, Y537C, Y537N, D538G, E380Q, L536Q, L536R, Y537S, S463P, L536H, L536P, Y537D, S463P, V2153I, R463P, V V392I, D218N, Q159L, R37L, R243C, R394H, R477Q, R28H, R243H, A361V, E56K, E330K, L370F, H488Y, N519S, T585M, T228A, Q506H, R259Q, M109T, A350E, R269H, S576R, A269H, S576R D564Y, A307P, L410S, Y54C, K206T, L26M, G57C, C237Y, P113L, Q314K, R158C, R157Q, E203V, S338R, D369Y, A65V, D258Y, K32Q, A361E, A361T, R269C, G344D, P333T, R548H, V4 A207T, P25T, D374Y, N532K, S432L, A546D, E542G, V534E, G442R, V418E, F461V, L466Q, G442R, S329Y, Y80H, G160D, M421V, K252N, L540Q, L403R, R277S, E385D, T224I, G L117Q, M437I, G57S, G284E, D564N, N304H, H398P, R193G, K48N, P324S, A593V, A288T, T4A, R211S, R260K, L15V, K4349R, P325S, R363K, E470K, P147Q, V478I and R18349C at least one missense mutation;
at least one nonsense mutation selected from the group consisting of Y60*, C245*, E444*, R256* and K401*;
at least one frame shift delete mutation selected from the group consisting of L536Qfs*2, P99Hfs*10, I326Yfs*17, P99Hfs*10, G96Vfs*13 and *594fs*;
at least one frame shift insert mutation selected from the group consisting of L100Tfs*57, G521Rfs*18 and E275Gfs*5;
at least one inframe insert mutation selected from the group consisting of D538_L539insHD and Q500dup;
at least one inframe delete mutation selected from the group consisting of V422del and Y328_S329del; and
At least one fusion mutation selected from the group consisting of TACR1-ESR1 fusion, ESR1-NCOA3 fusion and ESR1-C6orf97 fusion.
제 9항에 있어서,
상기 GATA3를 암호화하는 유전자의 돌연변이는 서열번호 3이 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S426F, R305Q, E262V, L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P95L, K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S397Y, G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, D335Y, A176G, P135T 및 P95H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Q73*, R366*, R390*, K377* 및 S381*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394Lfs*110, S436Pfs*39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396Hfs*107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 및 C284Afs*10로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*21, S426Ifs*81, P408Afs*99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66, N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330Efs*22, T417Dfs*90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85, S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 및 A313Sfs*39로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 삽입(frame shift insert) 돌연변이;
T221delinsPACCELLYVPYVL인 인프레임 삽입(inframe insert) 돌연변이;
K358del, Y345del 및 M356_K387del로 이루어진 군으로부터 선택되는 적어도 하나의 인프레임 결실(inframe delete) 돌연변이;
X349_splice 및 X350_splice로 이루어진 군으로부터 선택되는 적어도 하나의 스플라이스(splice) 돌연변이; 및
GATA3-intragenic 및 LOC100128811-GATA3 fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
10. The method of claim 9,
The mutation of the gene encoding GATA3 is characterized in that at least one selected from the group consisting of the following mutations encoded by SEQ ID NO: 3, a marker composition:
N331I, S175W, Y229H, C266S, M293K, R364S, R364G, R364T, R298W, P421L, M356V, G248R, E359K, T420M, S118F, T418M, S407L, A146T, S137L, G100S, P223L, G128W, S4 L347R, R366Q, R305L, P148L, S142L, S402F, P158L, P425I, R9H, H281R, V132I, S369Y, P148T, K387N, G342W, T279M, L347I, S172L, L114I, S213L, A286T, P163Q, G241F, R311S, P148T K358N, K292E, P98T, S82R, G232R, S82I, G143E, C287F, R275W, R9C, S93F, M356I, V337D, S121F, C183R, G278D, Q296K, L190P, S370R, A173T, L130H, S175L, S372F, P134S, S372F, P134S, S397Y G99S, S243Y, A310T, Q362R, N285K, D6H, A207D, P111S, S389I, G55C, S238R, W328C, T215I, H13R, L428Q, S139F, P424S, P111H, T108I, P299L, S230N, A441D, T71M, D335E, T335M at least one missense mutation selected from the group consisting of A176G, P135T and P95H;
at least one nonsense mutation selected from the group consisting of Q73*, R366*, R390*, K377* and S381*;
E359Afs*44, S407Afs*99, S237Afs*28, V378Cfs*26, P135Rfs*60, D335Pfs*16, P408Lfs*98, R329Gfs*17, G246Afs*19, L396Qfs*109, H123Pfs*69, A394436Pfs*110, A394436Pfs* 39, P408Qfs*97, T418Afs*86, P432Tfs*74, G443Vfs*32, P408Qfs*97, M438Wfs*37, T355Qfs*97, F430Sfs*38, G431Tfs*41, T355*, L416Pfs*83, S437Rfs*38, L396RfsHfs At least one frame shift delete selected from the group consisting of *107, S390Rfs*112, A441Pfs*34, P424Rfs*51, K387Rfs*17, C320Wfs*18, R330Mfs*20, N331Gfs*17 and C284Afs*10. ) mutations;
A441Hfs*44, D335Gfs*17, R330Efs*22, H434Pfs*42, S426Yfs*50, P408Afs*99, D335Gfs*17, P408Afs*99, G431Wfs*76, H434Pfs*73, D335Gfs*81, S426AIf 99, S436Lfs*71, G334Wfs*18, C320Lfs*32, S237Qfs*66, S237Qfs*66, S401Vfs*106, S413Qfs*94, P435Tfs*41, M422Dfs*85, V47Gfs*6, *444Lfs*63, A441Rfs*66 , N331Efs*21, S401Ffs*106, S426Afs*82, G314Rfs*38, H405Efs*103, N319Efs*33, T315Kfs*37, R330Nfs*24, H434Tfs*42, R69Qfs*234, C338Lfs*14, R330E4 *90, M356Nfs*15, T440Sfs*68, A332Cfs*20, T332Dfs*30, Y344Sfs*12, N333Kfs*19, G443Pfs*34, P419Afs*88, F430Lfs*77, S402Pfs*3, P435Rfs*42, M422Dfs*85 , S404Hfs*107, M442Hfs*65, N351Kfs*20, V337Gfs*21, H411Pfs*96, D335Vfs*35, T332Rfs*34, I361Rfs*11 and A313Sfs*39. shift insert) mutation;
an inframe insert mutation that is T221delinsPACCELLYVPYVL;
at least one inframe delete mutation selected from the group consisting of K358del, Y345del and M356_K387del;
at least one splice mutation selected from the group consisting of X349_splice and X350_splice; and
At least one fusion mutation selected from the group consisting of GATA3-intragenic and LOC100128811-GATA3 fusion.
제 9항에 있어서,
상기 H3F3B를 암호화하는 유전자의 돌연변이는 서열번호 4가 암호화하는 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T 및 Q6H로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
E60*, E98* 및 R50*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
R135Sfs*12, F105Kfs*33 및 A2Pfs*35로 이루어진 군으로부터 선택되는 적어도 하나의 프레임 시프트 결실(frame shift delete) 돌연변이;
Q94Afs*4인 프레임 시프트 삽입(frame shift insert) 돌연변이; 및
X37_splice인 스플라이스(splice) 돌연변이.
10. The method of claim 9,
The mutation of the gene encoding H3F3B is characterized in that at least one selected from the group consisting of the following mutations encoded by SEQ ID NO: 4, a marker composition:
at least one missense mutation selected from the group consisting of E106K, V47G, D78N, F105L, D107N, E106K, G13R, K5M, R3G, E98K, S32C, Q69K, R18L, A25V, R9S, Q6P, I78T and Q6H;
at least one nonsense mutation selected from the group consisting of E60*, E98* and R50*;
at least one frame shift delete mutation selected from the group consisting of R135Sfs*12, F105Kfs*33 and A2Pfs*35;
Q94Afs*4, a frame shift insert mutation; and
A splice mutation that is X37_splice.
상기 MYD88를 암호화하는 유전자의 돌연변이는 서열번호 5가 암호화하는 아미노산 서열에서 하기 돌연변이로 이루어진 군에서 선택된 하나 이상인 것을 특징으로 하는, 마커 조성물:
K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P9L, R41P, R94H 및 K271T로 이루어진 군으로부터 선택되는 적어도 하나의 미스센스 돌연변이;
Q159*, Q189* 및 E172*로 이루어진 군으로부터 선택되는 적어도 하나의 넌센스 돌연변이;
R101Afs*19인 프레임 시프트 결실(frame shift delete) 돌연변이;
X228_splice인 스플라이스(splice) 돌연변이; 및
MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion 및 MYD88-VILL fusion로 이루어진 군으로부터 선택되는 적어도 하나의 퓨전(fusion) 돌연변이.
The mutation of the gene encoding MYD88 is characterized in that at least one selected from the group consisting of the following mutations in the amino acid sequence encoded by SEQ ID NO: 5, a marker composition:
K275T, L265P, E139K, S243N, S219C, R301C, R5C, A13V, D184N, M67V, V27A, D288N, P19S, E70K, R301H, S296C, T84A, Y240C, P292T, I130M, T61I, G96D, Q262E, P83S, P11L, P83S at least one missense mutation selected from the group consisting of P9L, R41P, R94H and K271T;
at least one nonsense mutation selected from the group consisting of Q159*, Q189* and E172*;
a frame shift delete mutation that is R101Afs*19;
a splice mutation that is X228_splice; and
At least one fusion mutation selected from the group consisting of MYD88-ACAA1 fusion, MYD88-CTDSPL fusion, OXSR1-MYD88 fusion and MYD88-VILL fusion.
제 9항에 있어서,
상기 고형암은 방광암(Bladder cancer), 대장암(Colon cancer), 위암(Stomach cancer), 폐암(Lung cancer), 폐선암(Lung adenocarcinoma), 유방침습성유관암종(Breast invasive ductal carcinoma), 결장선암(Colon adenocarcinoma), 전립선선암(Prostate adenocarcinoma), 방광요로피암종(Bladder urothelial carcinoma), 폐편평세포암종(Lung squamous cell carcinoma), 피부흑색종(Cutaneous melanoma), 원발부위불명암(Cancer of unknown primary), 췌장도관선암종(Pancreatic adenocarcinoma), 교모세포종(Glioblastoma multiforme), 대장선암(Colorectal adenocarcinoma), 고등급장액성난소암(High grade serous ovarian cancer), 위선암(Stomach adenocarcinoma), 신세포암종(Renal clear cell carcinoma), 식도암(Esophageal adenocarcinoma), 고환암(Testicular cancer) 및 간내담관암(Intrahepatic cholangiocarcinoma)으로 이루어진 군에서 선택되는 것을 특징으로 하는, 조성물.
10. The method of claim 9,
The solid cancer is bladder cancer, colon cancer, stomach cancer, lung cancer, lung adenocarcinoma, breast invasive ductal carcinoma (Breast invasive ductal carcinoma), colon adenocarcinoma (Colon) adenocarcinoma, Prostate adenocarcinoma, Bladder urothelial carcinoma, Lung squamous cell carcinoma, Cutaneous melanoma, Cancer of unknown primary, Pancreatic adenocarcinoma, Glioblastoma multiforme, Colorectal adenocarcinoma, High grade serous ovarian cancer, Stomach adenocarcinoma, Renal clear cell carcinoma , Esophageal adenocarcinoma, testicular cancer, and intrahepatic cholangiocarcinoma, characterized in that selected from the group consisting of, the composition.
제 9항에 있어서,
상기 고형암은 전이성 고형암인 것을 특징으로 하는, 조성물.
10. The method of claim 9,
The composition, characterized in that the solid cancer is metastatic solid cancer.
제 9항에 있어서,
상기 제제는 상기 유전자의 돌연변이에 대한 프라이머 세트, 프로브 또는 항체를 포함하는 것을 특징으로 하는, 조성물.
10. The method of claim 9,
The agent is characterized in that it comprises a primer set, a probe or an antibody for the mutation of the gene, the composition.
제 9항의 조성물을 포함하는, 고형암 환자의 전이기간에 따른 치료 효과 예측 또는 예후 진단용 키트.
A kit for predicting treatment effect or prognosis diagnosis according to the metastasis period of a solid cancer patient, comprising the composition of claim 9.
고형암 환자의 샘플로부터 시료 DNA를 준비하는 단계;
상기 시료 DNA를 청구항 18의 키트를 이용하여 증폭하는 단계; 및
상기 증폭 결과로부터 전이기간 특이적 마커의 유무를 확인하는 단계;를 포함하는 고형암 환자의 전이기간에 따른 고형암의 예후 진단을 위해 필요한 정보를 제공하는 방법.
preparing sample DNA from a sample of a solid cancer patient;
amplifying the sample DNA using the kit of claim 18; and
A method of providing information necessary for prognostic diagnosis of solid cancer according to the metastasis period of a solid cancer patient, comprising the step of confirming the presence or absence of a metastasis period-specific marker from the amplification result.
제 19항에 있어서,
상기 방법은 고형암 환자의 총 생존율 또는 무병 생존율을 예측하는 방법.
20. The method of claim 19,
The method is a method of predicting the total survival rate or disease-free survival rate of a patient with solid cancer.
제 19항에 있어서,
상기 고형암 환자는 CREBBP, ESR1, GATA3, H3F3B 및 MYD88를 암호화하는 유전자에서 돌연변이가 확인되고, 상기 고형암 환자의 생존율이 상기 유전자에서 돌연변이가 확인되지 않은 사람의 생존율보다 낮거나, 상기 고형암 환자의 고형암 재발율이 상기 유전자에서 돌연변이가 확인되지 않은 사람의 고형암 재발율보다 높은 것으로 판단하는 단계;를 더 포함하는 방법.
20. The method of claim 19,
The solid cancer patient has a mutation in the genes encoding CREBBP, ESR1, GATA3, H3F3B and MYD88, and the survival rate of the solid cancer patient is lower than the survival rate of a person whose mutation is not confirmed in the gene, or the solid cancer recurrence rate of the solid cancer patient The method further comprising; determining that the mutation in the gene is higher than the solid cancer recurrence rate of the unconfirmed person.
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