KR20240072348A - Biomarkers for diagnosing lung cancer and uses thereof - Google Patents
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Abstract
본 발명은 신규 miRNA 바이오마커를 이용하여 폐암을 진단하는 폐암 진단용 조성물 및 키트, 및 이를 이용한 폐암 진단을 위한 정보의 제공 방법에 관한 것으로, 상기 폐암을 예측할 수 있는 신규 바이오마커를 제시함으로써 폐암 진단용 조성물 및 키트를 제공하여 폐암 여부 또는 폐암의 각 병기별 진행 여부를 신속하고 정확하게 진단할 수 있으며, 환자 상태에 맞는 치료법을 제공할 수 있다.The present invention relates to a composition and kit for diagnosing lung cancer using a new miRNA biomarker, and a method for providing information for diagnosing lung cancer using the same. A composition for diagnosing lung cancer is provided by presenting a new biomarker that can predict the lung cancer. and kits to quickly and accurately diagnose lung cancer or the progress of each stage of lung cancer, and provide treatment tailored to the patient's condition.
Description
본 발명은 신규 miRNA 바이오마커를 이용하여 폐암을 진단하는 폐암 진단용 조성물 및 키트, 및 이를 이용한 폐암 진단을 위한 정보의 제공 방법에 관한 것이다.The present invention relates to a lung cancer diagnostic composition and kit for diagnosing lung cancer using a novel miRNA biomarker, and a method of providing information for lung cancer diagnosis using the same.
폐암은 국내 암 사망률 1위로, 우리나라뿐만 아니라 전 세계적으로도 높은 치사율을 보이는 암 중 하나이다. 오늘날 현대 의학이 비약적으로 발전하고 있음에도 불구하고 폐암의 발생 및 사망률은 지속적으로 증가하는 추세이다. 폐암의 경우 초기 자각 증상이 거의 없거나 경미하기 때문에 대부분 말기에 발견되며, 이로 인해 진단 이후 다양한 치료법을 적용할 수 없다는 한계가 있다.Lung cancer ranks first in cancer mortality in Korea and is one of the cancers with a high mortality rate not only in Korea but also around the world. Despite the rapid progress of modern medicine, the incidence and mortality rates of lung cancer continue to increase. In the case of lung cancer, it is mostly discovered at a late stage because there are few or mild initial symptoms, which limits the application of various treatments after diagnosis.
현재 폐암의 진단 방법으로는 X-ray, CT, MRI 등의 영상진단이 주로 이용된다. 하지만 이러한 방법은 폐암을 조기 진단하거나 정확한 병기를 결정하기 어려우며, 검사 방법 또한 번거롭고 정기 검사 시 방사선에 노출된다는 문제가 있다. 또한 이마저도 민감도가 낮다는 단점이 있다.Currently, imaging methods such as X-ray, CT, and MRI are mainly used to diagnose lung cancer. However, these methods are difficult to diagnose lung cancer early or determine the exact stage, and the test method is also cumbersome and has the problem of being exposed to radiation during regular tests. This also has the disadvantage of low sensitivity.
따라서 증상이 발생하기 전에, 검진을 통해 치료가 가능한 시기에 폐암을 조기에 발견하고 각 폐암의 병기를 정확하게 파악하기 위해서는 간편하면서도 진단율이 높은 새로운 폐암 진단 방법의 개발이 절실히 요구된다.Therefore, in order to detect lung cancer early, before symptoms occur, when treatment is possible through screening, and to accurately determine the stage of each lung cancer, the development of a new lung cancer diagnosis method that is simple and has a high diagnosis rate is urgently needed.
본 발명은 신규 miRNA 바이오마커를 이용한 폐암 진단용 조성물 및 키트를 제공하는 것을 목적으로 한다.The purpose of the present invention is to provide a composition and kit for diagnosing lung cancer using a novel miRNA biomarker.
또한, 본 발명은 신규 miRNA 바이오마커를 이용한 폐암 진단을 위한 정보의 제공 방법을 제공하는 것을 목적으로 한다.Additionally, the present invention aims to provide a method of providing information for lung cancer diagnosis using a novel miRNA biomarker.
본 발명의 일 양상은 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR-1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR-652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807-5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR-766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa-miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 폐암 진단용 조성물을 제공한다.One aspect of the present invention is hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR- 1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1- 5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa- miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR- 144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d- 3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a- 3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR- 2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa- miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa- miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR- 4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR- 519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa- miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR- 652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807- 5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR- 766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa- miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Provided is a composition for diagnosing lung cancer comprising an agent for measuring the expression level of one or more types of miRNA selected from the group consisting of Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 and Mature_787.
본 발명에서 사용된 "폐암"은 폐에 생긴 악성종양을 말하며, 폐 자체에서 발생하거나 (원발성 폐암) 다른 장기에서 생긴 암이 폐로 전이되어 발생하기도 한다 (전이성 폐암). 원발성 폐암은 암세포의 크기와 형태 등 병리조직학적 기준에 따라 크게 비소세포폐암과 소세포폐암으로 구분되며, 대부분의 폐암은 비소세포폐암에 해당한다. “Lung cancer” as used in the present invention refers to a malignant tumor in the lung, which may occur in the lung itself (primary lung cancer) or may occur when cancer originating in another organ spreads to the lung (metastatic lung cancer). Primary lung cancer is largely divided into non-small cell lung cancer and small cell lung cancer based on histopathological criteria such as the size and shape of cancer cells, and most lung cancers fall under non-small cell lung cancer.
본 발명에서는 폐암, 특히 비소세포폐암 진단을 위한 바이오마커로써 miRNA를 이용할 수 있다. 여기서 바이오마커(biomarker)란 일반적으로 생물학적 시료에서 검출 가능한 물질로서 생체 변화를 알아낼 수 있는 폴리펩티드, 단백질, 핵산, 유전자, 지질, 당지질, 당단백질, 당 등과 같은 유기 생체 분자들을 모두 포함한다.In the present invention, miRNA can be used as a biomarker for diagnosing lung cancer, especially non-small cell lung cancer. Here, a biomarker is a substance that can generally be detected in a biological sample and includes all organic biomolecules such as polypeptides, proteins, nucleic acids, genes, lipids, glycolipids, glycoproteins, and sugars that can detect biological changes.
본 발명에서 사용된 "miRNA"는 마이크로 RNA(micro RNA)라고도 하며, 표적 RNA의 분해를 촉진시키거나 또는 그들의 번역을 억제시킴으로써 유전자 발현을 전사 후에 조절하는 21 내지 23개의 비암호화(non-coding) RNA를 의미한다. 일반적으로 miRNA는 pre-miRNA라 불리는 헤어핀(hairpin) 구조를 가지는 약 70-80 nt (nucleotide) 길이의 전구체로 전사된 후 RNAse III 효소인 Dicer에 의해 잘려 성숙된 형태로 생성된다. 30% 이상의 인간 miRNA는 클러스터로 존재하며, 하나의 전구체로 전사된 후 절단과정을 거쳐 최종 성숙 miRNA(mature miRNA)가 형성된다."miRNA" used in the present invention is also called micro RNA, and is a 21 to 23 non-coding RNA that regulates gene expression post-transcriptionally by promoting the degradation of target RNA or suppressing their translation. It means RNA. Generally, miRNA is transcribed into a precursor about 70-80 nt (nucleotide) long with a hairpin structure called pre-miRNA, and then cleaved by Dicer, an RNAse III enzyme, to produce a mature form. More than 30% of human miRNAs exist in clusters, and are transcribed as a single precursor and then undergo a cleavage process to form the final mature miRNA.
이러한 miRNA는 차세대 염기서열분석(next-generation sequencing, NGS)을 통해 확인된 폐암 환자에서 특이적인 발현 수준 변화를 보이는 특정 miRNA로 구성되며, 폐암 진단을 위한 바이오마커로 제시될 수 있다.These miRNAs consist of specific miRNAs that show specific expression level changes in lung cancer patients identified through next-generation sequencing (NGS), and can be presented as biomarkers for lung cancer diagnosis.
상기 NGS는 수십만 개의 반응을 동시에 수행하는 다중화(multiplexing) 능력이 있으며, 적은 양의 샘플로도 시퀀싱이 가능하다. NGS는 상용화된 기술에 따라 구체적인 적용 기법이 다소 다르지만, 일반적으로 클론증폭(clonal amplification), 대량병렬 시퀀싱 및 Sanger 방법과 작용기전이 다른 새로운 염기서열결정법을 사용한다. 상용화 기술로는 2007년에 Roche가 출시한 454 GS 개량형 FLX model sequencer, 2006년에 Illumina가 출시한 Genome Analyzer HiSeq, 2007년에 Applied Biosystems가 출시한 SOLiD 등이 있다. 이러한 세 가지의 플랫폼은 공통적으로 복잡한 라이브러리 구축과 클로닝 과정을 버리고 클론증폭기술을 채택하였고, 한꺼번에 대량으로 처리할 수 있는 대량병렬방식(massively parallel sequencing) 기술을 택하였으며, 순환 시퀀싱(cyclic sequencing)을 통한 합성신호읽기(sequencing by synthesis)로 염기서열을 결정하여 번잡한 전기영동과정을 배제하였다. 또한 shotgun 방식을 사용하여 읽혀진 짧은 리드(read)를 컴퓨터로 배열하여 중복된 부분을 찾아 전체를 완성하는 알고리즘을 사용한다.The NGS has the multiplexing ability to perform hundreds of thousands of reactions simultaneously, and sequencing is possible even with a small amount of sample. NGS has somewhat different specific application techniques depending on the commercialized technology, but generally uses clonal amplification, massively parallel sequencing, and a new sequencing method that has a different mechanism of action from the Sanger method. Commercialized technologies include the 454 GS improved FLX model sequencer released by Roche in 2007, Genome Analyzer HiSeq released by Illumina in 2006, and SOLiD released by Applied Biosystems in 2007. These three platforms have in common the adoption of clone amplification technology, abandoning complex library construction and cloning processes, massively parallel sequencing technology that can process large quantities at once, and cyclic sequencing. By determining the base sequence through sequencing by synthesis, a complicated electrophoresis process was eliminated. In addition, short reads read using the shotgun method are arranged by a computer, and an algorithm is used to find duplicated parts and complete the whole.
이러한 폐암 진단을 위한 174개의 miRNA는 기존에 확인된 miRNA뿐만 아니라 본 발명자들에 의해 miRNA로 처음 확인된 신규 miRNA를 포함한다. These 174 miRNAs for lung cancer diagnosis include not only previously identified miRNAs but also novel miRNAs first identified as miRNAs by the present inventors.
상기 신규 miRNA는 기존 레퍼런스에 보고된 바 없는 것으로, Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 및 Mature_787가 해당한다.The new miRNAs have not been reported in existing references and include Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684, and Mature_787.
본 발명의 일 구체예에 따르면, 상기 Mature_1143는 서열번호 1로 표시되는 것이고, 상기 Mature_1175는 서열번호 2로 표시되는 것이고, 상기 Mature_1655는 서열번호 3으로 표시되는 것이고, 상기 Mature_1719는 서열번호 4로 표시되는 것이고, 상기 Mature_1813는 서열번호 5로 표시되는 것이고, 상기 Mature_1850는 서열번호 6으로 표시되는 것이고, 상기 Mature_2015는 서열번호 7로 표시되는 것이고, 상기 Mature_2474는 서열번호 8로 표시되는 것이고, 상기 Mature_2598는 서열번호 9로 표시되는 것이고, 상기 Mature_405는 서열번호 10으로 표시되는 것이고, 상기 Mature_684는 서열번호 11로 표시되는 것이고, 및 상기 Mature_787는 서열번호 12로 표시되는 것일 수 있다.According to one embodiment of the present invention, Mature_1143 is represented by SEQ ID NO: 1, Mature_1175 is represented by SEQ ID NO: 2, Mature_1655 is represented by SEQ ID NO: 3, and Mature_1719 is represented by SEQ ID NO: 4 Mature_1813 is represented by SEQ ID NO: 5, Mature_1850 is represented by SEQ ID NO: 6, Mature_2015 is represented by SEQ ID NO: 7, Mature_2474 is represented by SEQ ID NO: 8, and Mature_2598 is represented by SEQ ID NO: It is represented by SEQ ID NO: 9, Mature_405 is represented by SEQ ID NO: 10, Mature_684 is represented by SEQ ID NO: 11, and Mature_787 may be represented by SEQ ID NO: 12.
이러한 174개의 miRNA는 폐암 진단을 위한 바이오마커로써 단독으로 사용되거나, 또는 2종 이상의 복수로 사용될 수 있다.These 174 miRNAs can be used alone or in combination of two or more types as biomarkers for lung cancer diagnosis.
보다 구체적으로, 174개의 miRNA 중에서 보다 정확한 폐암 진단을 위해 통계적으로 유의성이 높은 발현 차이 (|fc| > 2)를 가지는 miRNA 단독 또는 miRNA 조합을 이용하는 것이 바람직하다.More specifically, for more accurate lung cancer diagnosis among the 174 miRNAs, it is desirable to use either a single miRNA or a combination of miRNAs with a statistically significant expression difference (|fc| > 2).
본 발명의 일 구체예에 따르면, 상기 miRNA는 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-2355-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-3605-3p, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR-652-5p, hsa-miR-660-5p, hsa-miR-6779-5p, hsa-miR-6804-5p, hsa-miR-6807-5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7854-3p, hsa-miR-885-5p, hsa-miR-940, Mature_1143, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상인 것일 수 있다.According to one embodiment of the present invention, the miRNA is hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-1268a, hsa-miR- 1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-140-5p, hsa- miR-150-5p, hsa-miR-155-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR- 194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-200b-5p, hsa- miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-2355- 5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-3605-3p, hsa-miR-3682-3p, hsa- miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-455- 3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa- miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR- 483-5p, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR-652-5p, hsa-miR-660-5p, hsa-miR-6779-5p, hsa-miR- 6804-5p, hsa-miR-6807-5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa- miR-769-3p, hsa-miR-7704, hsa-miR-7854-3p, hsa-miR-885-5p, hsa-miR-940, Mature_1143, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405 and It may be one or more types selected from the group consisting of Mature_787.
본 발명에 따른 miRNA는 생물학적 시료에서 그 발현 수준을 측정할 수 있다.The expression level of miRNA according to the present invention can be measured in biological samples.
본 발명에서 사용된 "생물학적 시료"는 생체에서 유래되어 생체 변화를 알아낼 수 있는 핵산, 유전자, 펩티드, 아미노산, 단백질, 지질, 당, 당지질, 당단백질 등과 같은 유기 생체 분자들뿐만 아니라 세포, 조직을 포함하는 시료를 의미한다. 본 발명에서는 miRNA를 포함하는 시료라면 제한되지 않는다.“Biological samples” used in the present invention include cells and tissues as well as organic biomolecules such as nucleic acids, genes, peptides, amino acids, proteins, lipids, sugars, glycolipids, and glycoproteins that are derived from living organisms and can detect biological changes. It refers to the sample containing. In the present invention, there is no limitation as long as the sample contains miRNA.
본 발명의 일 구체예에 따르면, 상기 생물학적 시료는 혈액, 혈장, 혈청, 림프액, 타액, 소변 및 조직으로 이루어진 군에서 선택된 1종 이상인 것일 수 있다.According to one embodiment of the present invention, the biological sample may be one or more types selected from the group consisting of blood, plasma, serum, lymph, saliva, urine, and tissue.
상기 제제는 miRNA에 결합하는 물질일 수 있다.The agent may be a substance that binds to miRNA.
본 발명의 일 구체예에 따르면, 상기 제제는 miRNA에 특이적으로 결합하는 프라이머, 프로브 및 안티센스 올리고뉴클레오티드로 이루어진 군에서 선택된 1종 이상인 것일 수 있다.According to one embodiment of the present invention, the agent may be one or more selected from the group consisting of primers, probes, and antisense oligonucleotides that specifically bind to miRNA.
본 발명에서 사용된 "특이적으로 결합하는"이란 결합에 의해 표적 물질의 존재 여부를 검출할 수 있을 정도로 다른 물질에 비해 표적 물질에 대한 결합력이 뛰어남을 의미한다.As used in the present invention, “specifically binding” means that the binding ability to the target substance is superior to that of other substances to the extent that the presence of the target substance can be detected by binding.
본 발명에서 사용된 "프라이머(primer)"는 짧은 자유 3 말단 수산화기를 가지는 핵산 서열로, 상보적인 주형(template)과 염기쌍을 형성할 수 있고 주형 가닥 복사를 위한 시작 지점으로 기능을 하는 단일 가닥 올리고뉴클레오티드(single strand oligonucleotide)를 의미한다. 상기 프라이머는 적절한 완충용액 및 온도에서 중합반응 (즉, DNA 중합효소 또는 역전사효소)을 위한 시약 및 상이한 4가지 뉴클레오사이드 트리포스페이트의 존재하에서 DNA 합성을 개시할 수 있다. 또한, 상기 프라이머는 7개 내지 50개의 뉴클레오티드 서열을 가진 센스(sense) 및 안티센스(antisense) 핵산으로 구성되며, DNA 합성의 개시점으로 작용하는 프라이머의 기본 성질을 변화시키지 않는 수준에서 15 ~ 30개의 뉴클레오티드 서열을 가질 수 있다.As used herein, a “primer” is a nucleic acid sequence with a short free 3-terminal hydroxyl group, a single-stranded oligomer that can base pair with a complementary template and serves as a starting point for copying the template strand. It means nucleotide (single strand oligonucleotide). The primers can initiate DNA synthesis in the presence of four different nucleoside triphosphates and a reagent for polymerization (i.e., DNA polymerase or reverse transcriptase) in an appropriate buffer solution and temperature. In addition, the primer consists of sense and antisense nucleic acids with a 7 to 50 nucleotide sequence, and contains 15 to 30 nucleotides at a level that does not change the basic properties of the primer, which serves as the starting point for DNA synthesis. It may have a nucleotide sequence.
본 발명에서 사용된 "프로브(probe)"는 자연의 또는 변형된 모노머(monomer) 또는 연쇄(linkages)의 선형 올리고머를 의미하며, 디옥시리보뉴클레오티드 및 리보뉴클레오티드를 포함하고, 표적 뉴클레오티드 서열에 특이적으로 혼성화할 수 있으며, 자연적으로 존재하거나 또는 인위적으로 합성된 것이다.As used herein, “probe” refers to a linear oligomer of natural or modified monomers or linkages, including deoxyribonucleotides and ribonucleotides, and specifically hybridizing to the target nucleotide sequence. It can exist naturally or be artificially synthesized.
이와 같은 폐암 진단용 조성물은 상기 바이오마커, 즉 miRNA의 발현 수준을 측정하여 폐암 여부 또는 폐암의 각 병기별 진행 여부를 효과적으로 진단할 수 있다.Such a composition for diagnosing lung cancer can effectively diagnose lung cancer or whether lung cancer has progressed to each stage by measuring the expression level of the biomarker, that is, miRNA.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅰ기로의 진행 여부를 진단하기 위해 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-1229-3p, hsa-miR-125a-5p, hsa-miR-126-3p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-497-5p, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2015, Mature_2474, Mature_2598 및 Mature_684로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition includes hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-1229-3p, and hsa-miR-125a-5p, hsa-miR-126-3p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa- miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR- 144-3p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa- miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR- 301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605- 3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732- 3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-497-5p, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR- 574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, 1 species selected from the group consisting of hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2015, Mature_2474, Mature_2598 and Mature_684 It may include an agent that measures the expression level of the above-mentioned miRNA.
특히, 폐 양성종양에서의 폐암 Ⅰ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-128-1-5p, hsa-miR-140-5p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-3605-3p, hsa-miR-4444, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-642b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-7854-3p, Mature_1143, Mature_1813, Mature_2015, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of stage 1 lung cancer diagnosis in benign lung tumors, hsa-miR-128-1-5p, hsa-miR-140-5p, hsa-miR-150-5p, hsa-miR-190a -5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR -2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-3605-3p, hsa-miR-4444 , hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-642b-3p, hsa-miR-6807 -5p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-7854-3p, Mature_1143, Mature_1813, Mature_2015, Mature_2474 and Mature_2598. It is desirable to include an agent.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅱ기로의 진행 여부를 진단하기 위해 hsa-miR-150-5p, hsa-miR-181c-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-652-5p, hsa-miR-885-5p, Mature_1143, Mature_1719, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition includes hsa-miR-150-5p, hsa-miR-181c-5p, hsa-miR-194-5p, and hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, It may include an agent for measuring the expression level of one or more types of miRNA selected from the group consisting of hsa-miR-652-5p, hsa-miR-885-5p, Mature_1143, Mature_1719, Mature_1813 and Mature_2474.
특히, 폐 양성종양에서의 폐암 Ⅱ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-181c-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-652-5p, hsa-miR-885-5p, Mature_1143, Mature_1719, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage Ⅱ diagnosis in benign lung tumors, hsa-miR-181c-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR -202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-652-5p, hsa-miR-885-5p , Mature_1143, Mature_1719, Mature_1813, and Mature_2474. It is preferable to include an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅲ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1270, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-132-3p, hsa-miR-144-3p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-940, Mature_1143, Mature_1719 및 Mature_405로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition is used to diagnose whether lung cancer has progressed from benign lung tumor to stage III. hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1260a, hsa- miR-1268a, hsa-miR-1270, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-132-3p, hsa-miR-144-3p, hsa- miR-155-5p, hsa-miR-15b-5p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR- 197-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-223-3p, hsa-miR-2278, hsa- miR-27a-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-32-5p, hsa- miR-369-3p, hsa-miR-4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR- It may include an agent for measuring the expression level of one or more types of miRNA selected from the group consisting of 6855-5p, hsa-miR-940, Mature_1143, Mature_1719, and Mature_405.
특히, 폐 양성종양에서의 폐암 Ⅲ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-122-3p, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-155-5p, hsa-miR-194-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-940, Mature_1143, Mature_1719 및 Mature_405로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage Ⅲ diagnosis in benign lung tumors, hsa-miR-122-3p, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1290 , hsa-miR-132-3p, hsa-miR-155-5p, hsa-miR-194-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR -223-3p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p , hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772 -5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa -It is preferable to include an agent for measuring the expression level of at least one type of miRNA selected from the group consisting ofmiR-940, Mature_1143, Mature_1719 and Mature_405.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6735-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_1175, Mature_1719 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition is used to diagnose whether lung cancer has progressed from a benign lung tumor to stage IV lung cancer. 3p, hsa-miR-1290, hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa- miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375- 3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR- 483-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa- miR-627-5p, hsa-miR-6516-3p, hsa-miR-6735-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR- 762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_1175, Mature_1719, and Mature_787.
특히, 폐 양성종양에서의 폐암 Ⅳ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-1246, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-181c-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, Mature_1719 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage Ⅳ diagnosis in benign lung tumors, hsa-miR-1246, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-181c -5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa -miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753 -5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa -miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa In the group consisting of -miR-627-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, Mature_1719 and Mature_787 It is desirable to include an agent that measures the expression level of one or more selected types of miRNA.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅰ 내지 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-532-5p, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-769-3p, Mature_1143, Mature_1719, Mature_1813, Mature_2474, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition includes hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, and hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa- miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR- 3158-5p, hsa-miR-32-5p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-532-5p, hsa-miR-5585- 3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR- A group consisting of 660-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-769-3p, Mature_1143, Mature_1719, Mature_1813, Mature_2474, Mature_405 and Mature_787. It may include an agent that measures the expression level of one or more types of miRNA selected from.
특히, 폐 양성종양에서의 폐암 Ⅰ 내지 Ⅳ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-128-1-5p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-301b-3p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_1143, Mature_1719 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage I to IV diagnosis in benign lung tumors, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-128-1-5p, hsa-miR-1290 , hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-301b-3p, hsa-miR-3605 -3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-5585-3p, hsa-miR-610, hsa -An agent for measuring the expression level of at least one type of miRNA selected from the group consisting ofmiR-6125, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_1143, Mature_1719 and Mature_787 It is desirable to include it.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅰ 및 Ⅱ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-369-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2474, Mature_2598 및 Mature_684로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition is used to diagnose whether lung cancer progresses from benign lung tumor to stage I or II lung cancer. hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-128- 1-5p, hsa-miR-1292-5p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150- 5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR- 202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b- 3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa- miR-369-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa- miR-532-3p, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b- 1 species selected from the group consisting of 3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2474, Mature_2598 and Mature_684 It may include an agent that measures the expression level of the above-mentioned miRNA.
특히, 폐 양성종양에서의 폐암 Ⅰ 및 Ⅱ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-128-1-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-4444, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_1143, Mature_1813, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage I and II diagnosis in benign lung tumors, hsa-miR-128-1-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, and hsa-miR -1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa -miR-3605-3p, hsa-miR-369-3p, hsa-miR-4444, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6807-5p, hsa-miR-6873-3p , hsa-miR-769-3p, Mature_1143, Mature_1813, Mature_2474, and Mature_2598.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐 양성종양에서 폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-765, hsa-miR-766-5p, hsa-miR-7847-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1719, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition includes hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, and hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa- miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197- 5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa- miR-20b-5p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158- 5p, hsa-miR-32-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR- 4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-486- 5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR- 6516-3p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-765, hsa-miR-766-5p, hsa-miR-7847-3p, It may include an agent for measuring the expression level of one or more types of miRNA selected from the group consisting of hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1719, Mature_405 and Mature_787.
특히, 폐 양성종양에서의 폐암 Ⅲ 및 Ⅳ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-2278, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-455-3p, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-6855-5p, hsa-miR-765, hsa-miR-940, Mature_1143, Mature_1719, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, to improve the accuracy and reliability of lung cancer stage III and IV diagnosis in benign lung tumors, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1290, hsa-miR -193b-3p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-2278, hsa-miR-301b-3p, hsa -miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-455-3p, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4753 -5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-6855-5p, hsa It is preferable to include an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of -miR-765, hsa-miR-940, Mature_1143, Mature_1719, Mature_405 and Mature_787.
본 발명의 일 구체예에 따르면, 상기 조성물은 폐암 Ⅰ 및 Ⅱ기에서 폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-140-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-2110, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-375-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_684 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것일 수 있다.According to one embodiment of the present invention, the composition contains hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR- to diagnose whether lung cancer has progressed from stage I and II to lung cancer stage III and IV. 1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-140-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa- miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-2110, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa- miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR- 3615, hsa-miR-3682-3p, hsa-miR-375-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR- 4525, hsa-miR-455-3p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa- miR-4750-5p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6837-5p, hsa- miR-765, hsa-miR-7704, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, It may include an agent for measuring the expression level of one or more types of miRNA selected from the group consisting of Mature_2474, Mature_2598, Mature_684, and Mature_787.
특히, 폐암 Ⅰ 및 Ⅱ기에서의 폐암 Ⅲ 및 Ⅳ기 진단의 정확도 및 신뢰도를 향상시키기 위해 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1290, hsa-miR-181d-3p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-3200-5p, hsa-miR-3682-3p, hsa-miR-375-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-455-3p, hsa-miR-4669, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4750-5p, hsa-miR-4772-3p, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-6779-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, Mature_1719, Mature_1850, Mature_2015, Mature_2598 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것이 바람직하다.In particular, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1290 to improve the accuracy and reliability of lung cancer stage Ⅲ and Ⅳ diagnosis in lung cancer stage Ⅰ and Ⅱ. , hsa-miR-181d-3p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-3200-5p, hsa-miR-3682-3p, hsa-miR-375-3p, hsa -miR-4444, hsa-miR-4492, hsa-miR-455-3p, hsa-miR-4669, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4750-5p, hsa -miR-4772-3p, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-6779-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, Mature_1719 , Mature_1850, Mature_2015, Mature_2598, and Mature_787.
본 발명의 다른 양상은 전술한 폐암 진단용 조성물을 포함하는 폐암 진단용 키트를 제공한다.Another aspect of the present invention provides a kit for diagnosing lung cancer, including the composition for diagnosing lung cancer described above.
본 발명에서 사용된 "폐암 진단용 키트"는 검사 대상자로부터 채취한 생물학적 시료를 통해 폐암 여부 또는 폐암의 각 병기별 진행 여부를 진단할 수 있는 물질을 의미하며, 이를 통해 폐암을 신속하고 정확하게 그리고 간편하게 진단할 수 있다. 본 발명에서는 폐암 진단용 키트가 miRNA 발현 수준을 측정할 수 있는 제제를 포함하며, 그 제제로서 프라이머 또는 프라이머 세트를 포함하는 것이 바람직하다.“Lung cancer diagnostic kit” used in the present invention refers to a substance that can diagnose lung cancer or the progress of each stage of lung cancer through biological samples collected from test subjects, thereby quickly, accurately, and conveniently diagnosing lung cancer. can do. In the present invention, the lung cancer diagnostic kit includes an agent capable of measuring the expression level of miRNA, and the agent preferably includes a primer or primer set.
본 발명의 일 구체예에 따르면, 상기 키트는 핵산 증폭용 시약을 더 포함하는 것일 수 있다.According to one embodiment of the present invention, the kit may further include a reagent for nucleic acid amplification.
상기 핵산 증폭용 시약은 당업계에 공지된 통상적인 PCR용 시약을 포함할 수 있으며, 일례로 뉴클레오시드 트리포스페이트, (디옥시)리보뉴클레아제 저해제, 내열성 중합효소 및 반응 완충액 등을 포함할 수 있으나, 이에 제한되지 않는다. The nucleic acid amplification reagent may include conventional PCR reagents known in the art, and examples may include nucleoside triphosphate, (deoxy)ribonuclease inhibitor, heat-stable polymerase, and reaction buffer. may, but is not limited to this.
상기 뉴클레오시드 트리포스페이트는 퓨린(purine)계 또는 피리미딘(pyrimidine)계 뉴클리오시드가 리보스(ribose) 또는 디옥시리보스(deoxyribose)에 결합하여 세 개의 인산기와 결합된 분자를 의미하며, (디옥시)아데노신 트리포스페이트((deoxy)adenosine triphosphate, ATP 또는 dATP), (디옥시)구아노신 트리포스페이트((deoxy)guanosine triphosphate, GTP 또는 dGTP), (디옥시)사이티딘 트리포스페이트((deoxy)cytidine triphosphate, CTP 또는 dCTP) 및 (디옥시)티아미딘 트리포스페이트((deoxy)thymidine triphosphate, TTP 또는 dTTP)를 포함한다.The nucleoside triphosphate refers to a molecule in which a purine-based or pyrimidine-based nucleoside is bound to ribose or deoxyribose and is bound to three phosphate groups, (deoxyribose ) Adenosine triphosphate ((deoxy)adenosine triphosphate, ATP or dATP), (deoxy)guanosine triphosphate ((deoxy)guanosine triphosphate, GTP or dGTP), (deoxy)cytidine triphosphate ((deoxy)cytidine triphosphate , CTP or dCTP) and (deoxy)thymidine triphosphate (TTP or dTTP).
상기 반응 완충액은 Taq 중합효소 완충액, PCR 완충액 등일 수 있으며, 증폭 반응의 pH를 조절함으로써 증폭 반응의 하나 이상의 성분들의 안정성, 활성 및/또는 지속성(longevity)을 변화시키는 증폭 반응에 첨가되는 화합물이다. 이러한 반응 완충액은 효율적인 PCR 반응을 최적화하기 위한 첨가물질들을 더 포함할 수 있다. The reaction buffer may be Taq polymerase buffer, PCR buffer, etc., and is a compound added to the amplification reaction that changes the stability, activity, and/or longevity of one or more components of the amplification reaction by adjusting the pH of the amplification reaction. This reaction buffer may further contain additives to optimize efficient PCR reaction.
본 발명의 일 구체예에 따르면, 상기 키트는 PCR, RT-PCR 키트, 실시간 PCR 키트 및 마이크로어레이 칩 키트로 이루어진 군에서 선택된 1종 이상인 것일 수 있다.According to one embodiment of the present invention, the kit may be one or more types selected from the group consisting of PCR, RT-PCR kit, real-time PCR kit, and microarray chip kit.
본 발명의 일 구체예에 따르면, 상기 키트는 핵산 분리용 시약을 더 포함하는 것일 수 있다.According to one embodiment of the present invention, the kit may further include a reagent for nucleic acid isolation.
상기 핵산 분리용 시약은 당업계에 공지된 통상적인 RNA 또는 miRNA 추출용 시약으로, 세포 용해(lysis)가 가능한 염, 계면활성제, 금속 이온, 당, 환원제 (예, DTT) 등을 포함할 수 있다.The nucleic acid isolation reagent is a typical RNA or miRNA extraction reagent known in the art, and may include salts capable of cell lysis, surfactants, metal ions, sugars, reducing agents (e.g., DTT), etc. .
본 발명에 따른 키트는 통상적인 유전자 정량 분석에 기반한 진단 키트를 제한 없이 포함할 수 있다.The kit according to the present invention may include a diagnostic kit based on conventional quantitative gene analysis without limitation.
예를 들면, 상기 키트가 PCR 증폭 과정에 적용되는 경우, 본 발명의 키트는 선택적으로 PCR 증폭에 필요한 시약, 예컨대, 완충액, DNA 중합효소, DNA 중합 효소 보조인자 및 dNTPs를 포함할 수 있다. 또한, 본 발명에 따른 키트는 상기한 시약 성분을 포함하는 다수의 별도 패키징 또는 컴파트먼트로 제작될 수 있으며, 본 발명의 키트는 DNA 또는 RNA 칩을 수행하기 위해 필요한 필수 요소를 포함하는 진단용 키트일 수 있다. For example, when the kit is applied to a PCR amplification process, the kit of the present invention may optionally include reagents necessary for PCR amplification, such as buffer, DNA polymerase, DNA polymerase cofactor, and dNTPs. In addition, the kit according to the present invention can be manufactured in a number of separate packaging or compartments containing the above-mentioned reagent components, and the kit according to the present invention is a diagnostic kit containing the essential elements required to perform DNA or RNA chipping. It can be.
본 발명의 다른 양상은 a) 진단이 필요한 개체로부터 생물학적 시료를 채취하는 단계; b) 상기 생물학적 시료에서 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR-1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR-652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807-5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR-766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa-miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 단계; 및 c) 상기 측정된 miRNA 발현 수준을 대조군과 비교하는 단계를 포함하는 폐암 진단을 위한 정보의 제공 방법을 제공한다.Another aspect of the invention includes a) collecting a biological sample from an individual in need of diagnosis; b) In the biological sample, hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR- 1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1- 5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa- miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR- 144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d- 3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a- 3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR- 2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa- miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa- miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR- 4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR- 519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa- miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR- 652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807- 5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR- 766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa- miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Measuring the expression level of one or more types of miRNA selected from the group consisting of Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 and Mature_787; and c) providing a method of providing information for lung cancer diagnosis, including the step of comparing the measured miRNA expression level with a control group.
상기 a) 내지 c) 단계에 대해 다음에서 자세히 살펴보며, 전술한 내용과 공통된 내용은 과도한 복잡성을 회피하기 위하여 그 기재를 생략한다.The above steps a) to c) will be discussed in detail below, and description of content in common with the above-described content will be omitted to avoid excessive complexity.
상기 a) 단계는 폐암 발병 여부 또는 폐암의 병기 결정에 대한 검사가 필요한 대상자로부터 생물학적 시료를 채취하는 과정이다.Step a) is a process of collecting biological samples from a subject who needs to be tested for lung cancer or to determine the stage of lung cancer.
본 발명의 일 구체예에 따르면, 상기 a) 단계의 생물학적 시료는 혈액, 혈장, 혈청, 림프액, 타액, 소변 및 조직으로 이루어진 군에서 선택된 1종 이상인 것일 수 있다.According to one embodiment of the present invention, the biological sample in step a) may be one or more types selected from the group consisting of blood, plasma, serum, lymph, saliva, urine, and tissue.
상기 b) 단계는 생물학적 시료에서 바이오마커 miRNA의 존재 여부와 함께 발현 수준을 측정하는 과정이다.Step b) is a process of measuring the presence or absence of biomarker miRNA and the expression level in the biological sample.
본 발명의 일 구체예에 따르면, 상기 b) 단계의 miRNA 발현 수준은 중합효소 연쇄반응(PCR), 역전사 중합효소 연쇄반응(RT-PCR), 경쟁적 RT-PCR, 실시간 RT-PCR, 핵산분해효소 보호 분석(nuclease protection assay), in situ 교잡법, 마이크로어레이 및 노던 블롯으로 이루어진 군에서 선택된 1종 이상의 방법으로 측정되는 것일 수 있다.According to one embodiment of the present invention, the level of miRNA expression in step b) is determined by polymerase chain reaction (PCR), reverse transcription polymerase chain reaction (RT-PCR), competitive RT-PCR, real-time RT-PCR, nuclease It may be measured by one or more methods selected from the group consisting of nuclease protection assay, in situ hybridization, microarray, and Northern blot.
이러한 miRNA 발현 수준은 전술한 본 발명에 따른 폐암 진단용 조성물 또는 키트를 이용하는 것이 바람직하다.It is preferable to use the composition or kit for diagnosing lung cancer according to the present invention described above to determine the level of expression of this miRNA.
상기 c) 단계는 생물학적 시료에서 측정된 miRNA 발현량을 대조군과 비교하여 폐암 발병 여부 또는 폐암의 병기를 판단하는 과정이다.Step c) is a process of determining whether lung cancer has occurred or the stage of lung cancer by comparing the level of miRNA expression measured in the biological sample with the control group.
본 발명의 일 구체예에 따르면, 상기 대조군은 폐 양성종양 환자 또는 폐암 Ⅲ 및 Ⅳ기 환자, 또는 이로부터 수득한 생물학적 시료인 것일 수 있다.According to one embodiment of the present invention, the control group may be a patient with a benign lung tumor, a patient with stage III or IV lung cancer, or a biological sample obtained therefrom.
본 발명의 일 구체예에 따르면, 상기 c) 단계는 개체에서 miRNA 발현 수준이 통계 분석에 따른 fc를 기준으로 대조군에 비해 높거나 낮은 경우를 폐암으로 진단하는 것일 수 있다.According to one embodiment of the present invention, step c) may be to diagnose lung cancer when the individual's miRNA expression level is higher or lower than that of the control group based on fc according to statistical analysis.
보다 구체적으로, 상기 c) 단계는 개체에서 hsa-miR-1229-3p, hsa-miR-125a-5p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-30d-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143 및 Mature_2015로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-424-5p, hsa-miR-4444, hsa-miR-497-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ기로의 진행을 진단하는 것일 수 있다.More specifically, step c) is performed in an individual by performing hsa-miR-1229-3p, hsa-miR-125a-5p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p , hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR -1976, hsa-miR-30d-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa -miR-4286, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-551a, hsa -miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR -874-5p, Mature_1143, and Mature_2015, the expression level of one or more miRNAs selected from the group is higher than the control group, or hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-126 in the individual -3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p , hsa-miR-190a-5p, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa -miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-424-5p, hsa-miR-4444, hsa-miR-497 -5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 and Mature_2598. If the expression level of one or more types of miRNA selected from the group is lower than that of the control group, progression from a benign lung tumor to stage I lung cancer may be diagnosed.
또한, 상기 c) 단계는 개체에서 hsa-miR-150-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-885-5p, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-181c-5p, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-652-5p, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅱ기로의 진행을 진단하는 것일 수 있다.Additionally, step c) may be performed in an individual by performing hsa-miR-150-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-3605-3p, and hsa-miR-4449. , the expression level of one or more miRNAs selected from the group consisting of hsa-miR-885-5p, Mature_1143, and Mature_1719 is higher than that of the control group, or hsa-miR-181c-5p, hsa-miR-202-3p, and hsa in the individual. -If the expression level of one or more miRNAs selected from the group consisting of -miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-652-5p, Mature_1813, and Mature_2474 is lower than that of the control group, the lung tumor changes from benign lung tumor to lung cancer stage II. It may be to diagnose the progression of .
또한, 상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1268a, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-223-3p, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-30c-1-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-940, Mature_405, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-1270, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-574-5p, hsa-miR-660-5p 및 hsa-miR-6855-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅲ기로의 진행을 진단하는 것일 수 있다.Additionally, step c) may be performed in an individual by performing hsa-miR-122-3p, hsa-miR-1268a, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-132-3p, and hsa-miR-155. -5p, hsa-miR-15b-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-223-3p, hsa-miR-27a-5p, hsa -miR-29a-3p, hsa-miR-30c-1-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR -551a, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-940, Mature_405, Mature_1143 and Mature_1719, the expression level of one or more types of miRNA is higher than the control group, or the individual hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-1270, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-188 -5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa -miR-301b-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-574 If the expression level of one or more types of miRNA selected from the group consisting of -5p, hsa-miR-660-5p, and hsa-miR-6855-5p is lower than that of the control group, progression from benign lung tumor to stage III lung cancer may be diagnosed. .
또한, 상기 c) 단계는 개체에서 hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_787, Mature_1175 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-196b-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-5010-5p, hsa-miR-543, hsa-miR-610, hsa-miR-6125, hsa-miR-6735-5p 및 hsa-miR-6804-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅳ기로의 진행을 진단하는 것일 수 있다.Additionally, step c) may be performed in an individual in hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa -miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-483-5p , hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR -523-5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6837-5p, hsa-miR-6873-3p , the expression level of one or more miRNAs selected from the group consisting of hsa-miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_787, Mature_1175 and Mature_1719 is higher than the control group, or hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-196b-5p, hsa-miR-27b-5p, hsa-miR-301b-3p in the individual. , hsa-miR-3158-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-5010-5p, hsa-miR -543, hsa-miR-610, hsa-miR-6125, hsa-miR-6735-5p, and hsa-miR-6804-5p. Lung benign tumor when the expression level of one or more types of miRNAs is lower than that of the control group. It may be a diagnosis of progression from lung cancer to stage IV.
또한 상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-205-5p, hsa-miR-3605-3p, hsa-miR-375-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-627-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_405, Mature_787, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-378h, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-532-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-7-5p, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ 내지 Ⅳ기로의 진행을 진단하는 것일 수 있다.In addition, step c) is performed in an individual in hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128- 3p, hsa-miR-1290, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-205- 5p, hsa-miR-3605-3p, hsa-miR-375-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR- 1 species selected from the group consisting of 5585-3p, hsa-miR-574-3p, hsa-miR-627-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_405, Mature_787, Mature_1143 and Mature_1719 The expression level of the above miRNAs is higher than that of the control group, or the individual has hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-130b- 3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR- 32-5p, hsa-miR-369-3p, hsa-miR-378h, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-532-5p, hsa-miR-574-5p, A group consisting of hsa-miR-610, hsa-miR-6125, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-7-5p, Mature_1813 and Mature_2474. If the expression level of one or more selected types of miRNA is lower than that of the control group, progression from benign lung tumor to lung cancer stage I to IV may be diagnosed.
또한, 상기 c) 단계는 개체에서 hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-30d-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p 및 Mature_1143로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-369-3p, hsa-miR-4444, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ 및 Ⅱ기로의 진행을 진단하는 것일 수 있다.Additionally, step c) may be performed in an individual in hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa -miR-1976, hsa-miR-30d-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa -miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873 -3p, hsa-miR-769-3p, hsa-miR-874-5p, and Mature_1143, the expression level of one or more types of miRNAs is higher than that of the control group, or hsa-miR-101-3p, hsa in the individual -miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR -196b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b -5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-369-3p, hsa-miR-4444, hsa 1 selected from the group consisting of -miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 and Mature_2598 If the expression level of more than one type of miRNA is lower than that of the control group, it may be a diagnosis of progression from a benign lung tumor to lung cancer stages I and II.
또한 상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27a-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-940, Mature_405, Mature_787, Mature_1143, Mature_1175 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-766-5p 및 hsa-miR-92b-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅲ 및 Ⅳ기로의 진행을 진단하는 것일 수 있다.In addition, step c) may be performed in an individual by performing hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27a-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR- 5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-940, Mature_405, Mature_787, The expression level of one or more miRNAs selected from the group consisting of Mature_1143, Mature_1175, and Mature_1719 is higher than that of the control group, or hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa- miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR- 202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR- 4753-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-660-5p, hsa-miR-6735-5p, When the expression level of at least one type of miRNA selected from the group consisting of hsa-miR-6855-5p, hsa-miR-766-5p, and hsa-miR-92b-5p is lower than that of the control group, it can change from a benign lung tumor to lung cancer stages III and IV. It may be a diagnosis of progression.
또한 상기 c) 단계는 개체에서 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-140-5p, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-335-5p, hsa-miR-375-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-455-3p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6779-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-940, Mature_684, Mature_787, Mature_1719, Mature_1813, Mature_1850, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는 개체에서 hsa-miR-1292-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-2110, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4525, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6780a-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, Mature_1655 및 Mature_2015로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐암 Ⅰ 및 Ⅱ에서 폐암 Ⅲ 및 Ⅳ기로의 진행을 진단하는 것일 수 있다.In addition, step c) may be performed in an individual by performing hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-140- 5p, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-335-5p, hsa-miR-375-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-455- 3p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6779-5p, hsa- The expression level of one or more miRNAs selected from the group consisting of miR-6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-940, Mature_684, Mature_787, Mature_1719, Mature_1813, Mature_1850, Mature_2474 and Mature_2598 was compared to the control group. higher compared to, or in an individual, hsa-miR-1292-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR- 2110, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4525, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-484, hsa-miR- 486-5p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6780a-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b- If the expression level of one or more types of miRNA selected from the group consisting of 5p, Mature_1655, and Mature_2015 is lower than that of the control group, progression from lung cancer I and II to lung cancer stages III and IV may be diagnosed.
본 발명에서는 폐암을 예측할 수 있는 신규 바이오마커를 제시함으로써 폐암 진단용 조성물 및 키트를 제공하여 폐암 여부 또는 폐암의 각 병기별 진행 여부를 신속하고 정확하게 진단할 수 있으며, 환자 상태에 맞는 치료법을 제공할 수 있다.The present invention provides a composition and kit for lung cancer diagnosis by presenting a new biomarker that can predict lung cancer, enabling rapid and accurate diagnosis of lung cancer or progression of each stage of lung cancer, and providing treatment tailored to the patient's condition. there is.
도 1은 본 발명의 일 실시예에 따른 전체 시료 76개에서 공통적으로 관찰되는 성숙 miRNA의 수를 나타낸 것이다.
도 2는 본 발명의 일 실시예에 따른 원본 데이터 (리드 수), 리드 백만개당 개수(CPM)의 로그 변환 및 TMN 정규화를 기반으로 각 시료의 발현 분포를 나타낸 것이다.
도 3은 본 발명의 일 실시예에 따른 원본 데이터 (리드 수), 리드 백만개당 개수(CPM)에 대한 로그 변환 및 TMN 정규화를 기반으로 각 시료의 발현 밀도를 나타낸 것이다.
도 4는 본 발명의 일 실시예에 따른 정규 값에 대한 피어슨 상관계수를 이용하여 각 시료들 간의 유사도를 나타낸 것이다.
도 5는 본 발명의 일 실시예에 따른 정규 값을 이용한 계층적 군집화 분석을 나타낸 것이다.
도 6은 본 발명의 일 실시예에 따른 정규 값을 이용한 다차원 척도 분석을 나타낸 것이다.
도 7은 본 발명의 일 실시예에 따른 폐 양성종양 환자와 각 병기별 폐암 환자, 또는 병기가 다른 폐암 환자 그룹 간의 배수 변화(fold change, fc) 또는 p 값에 기반하여 상향 및 하향 조절된 성숙 miRNA 수를 나타낸 것이다.
도 8은 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅰ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 9는 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅱ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 10은 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅲ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 11은 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅳ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 12는 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅰ 내지 Ⅳ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 13은 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅰ 및 Ⅱ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 14는 본 발명의 일 실시예에 따른 폐 양성종양 환자와 폐암 Ⅲ 및 Ⅳ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐 양성종양 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.
도 15는 본 발명의 일 실시예에 따른 폐암 Ⅰ 및 Ⅱ기 환자와 폐암 Ⅲ 및 Ⅳ기 환자 간의 (a) 발현 수준, (b) 로그 변환된 fc 및 p 값, 그리고 (c) 폐암 Ⅰ 및 Ⅱ기 환자에 비해 발현 차이가 있는 miRNA를 나타낸 것이다.Figure 1 shows the number of mature miRNAs commonly observed in all 76 samples according to an embodiment of the present invention.
Figure 2 shows the expression distribution of each sample based on original data (number of reads), log transformation of reads per million (CPM), and TMN normalization according to an embodiment of the present invention.
Figure 3 shows the expression density of each sample based on original data (number of reads), log transformation to reads per million (CPM), and TMN normalization according to an embodiment of the present invention.
Figure 4 shows the similarity between each sample using the Pearson correlation coefficient for normal values according to an embodiment of the present invention.
Figure 5 shows hierarchical clustering analysis using normal values according to an embodiment of the present invention.
Figure 6 shows multidimensional scale analysis using normal values according to an embodiment of the present invention.
Figure 7 shows up- and down-regulated maturation based on fold change (fc) or p value between lung benign tumor patients and lung cancer patients at each stage, or groups of lung cancer patients at different stages, according to an embodiment of the present invention. This indicates the number of miRNAs.
Figure 8 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage I patients according to an embodiment of the present invention, and (c) expression difference compared to lung benign tumor patients. This shows the miRNA with .
Figure 9 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage II patients according to an embodiment of the present invention, and (c) expression difference compared to lung benign tumor patients. This shows the miRNA with .
Figure 10 shows (a) expression level, (b) log-transformed fc and p value between a patient with a benign lung tumor and a patient with stage III lung cancer according to an embodiment of the present invention, and (c) the difference in expression compared to a patient with a benign lung tumor. This shows the miRNA with .
Figure 11 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage IV patients according to an embodiment of the present invention, and (c) expression difference compared to lung benign tumor patients. This shows the miRNA with .
Figure 12 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage I to IV patients according to an embodiment of the present invention, and (c) compared to lung benign tumor patients. This shows miRNAs with expression differences.
Figure 13 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage I and II patients according to an embodiment of the present invention, and (c) compared to lung benign tumor patients. This shows miRNAs with expression differences.
Figure 14 shows (a) expression levels, (b) log-transformed fc and p values between lung benign tumor patients and lung cancer stage III and IV patients according to an embodiment of the present invention, and (c) compared to lung benign tumor patients. This shows miRNAs with expression differences.
Figure 15 shows (a) expression levels, (b) log-transformed fc and p values, and (c) lung cancer stages I and II between patients with lung cancer stages I and II and patients with lung cancer stages III and IV according to an embodiment of the present invention. This shows miRNAs that have differences in expression compared to patients with pre-existing conditions.
이하, 실시예를 통하여 본 발명의 구성 및 효과를 더욱 상세히 설명하고자 한다. 이들 실시예는 오로지 본 발명을 예시하기 위한 것일 뿐, 본 발명의 범위가 이들 실시예에 의해 한정되는 것은 아니다.Hereinafter, the configuration and effects of the present invention will be described in more detail through examples. These examples are only for illustrating the present invention, and the scope of the present invention is not limited by these examples.
실시예: 폐암 진단용 신규 바이오마커 발굴Example: Discovery of new biomarkers for lung cancer diagnosis
1. 모집단 선정1. Population selection
하기 표 1에서와 같이, 폐 양성종양(benign tumor) 환자 16명과 비소세포폐암 환자 60명 (Ⅰ기 19명, Ⅱ기 8명, Ⅲ기 12명 및 Ⅳ기 21명)을 포함한 총 76명으로 모집단을 구성하였다. As shown in Table 1 below, a total of 76 patients, including 16 patients with benign lung tumor and 60 patients with non-small cell lung cancer (19 in stage I, 8 in stage II, 12 in stage III, and 21 in stage IV). A population was formed.
2. miNRA 서열분석2. miRNA sequence analysis
폐 양성종양 환자와 각 병기별 폐암 환자 간의, 또는 병기가 다른 폐암 환자 그룹 간의 유전자 발현 패턴을 분석하기 위해 환자의 혈액으로부터 엑소좀을 분리하여 엑소좀 miRNA 서열분석(exosome miRNA sequencing)을 실시하였다.To analyze gene expression patterns between lung benign tumor patients and lung cancer patients at each stage, or between groups of lung cancer patients at different stages, exosomes were isolated from the patient's blood and exosome miRNA sequencing was performed.
2-1. 엑소좀 및 RNA 분리2-1. Exosome and RNA isolation
엑소좀 분리는 miRCURY® Exosome Serum/Plasma Kit (cat 76603, Qiagen)를 사용하여 제조사 지침에 따라 진행하였다. 1 mL의 혈청(serum)을 2 mL의 마이크로원심분리기 튜브에 넣고 3,000 g (약 2,000 rpm)에서 5 ~ 10분간 원심분리하여 무세포(cell-free) 시료를 얻었다. 이후 튜브에 1 mL의 시료와 400 uL의 침전 완충액(Precipitation buffer) A를 넣고 튜브 뚜껑을 닫아 5초간 볼텡싱하였다(vortexing). 이어서 튜브를 2 ~ 8℃에서 60분간 인큐베이션(incubation) 후 20℃, 30분간 1,500 g에서 원심분리하였다. 상등액을 버리거나 필요에 따라 보관하였고. 펠렛(pellet)을 다시 원심분리하여 잔여 상등액을 버렸다. 펠렛이 담긴 튜브에 255 uL의 재현탁 완충액(Resuspension buffer)을 첨가한 후 볼텍싱하였다 (잔여 용량 약 300 uL).Exosome isolation was performed using the miRCURY® Exosome Serum/Plasma Kit (cat 76603, Qiagen) according to the manufacturer's instructions. 1 mL of serum was placed in a 2 mL microcentrifuge tube and centrifuged at 3,000 g (approximately 2,000 rpm) for 5 to 10 minutes to obtain a cell-free sample. Afterwards, 1 mL of sample and 400 uL of precipitation buffer A were added to the tube, the tube cap was closed, and vortexing was performed for 5 seconds. The tube was then incubated at 2 to 8°C for 60 minutes and then centrifuged at 1,500 g for 30 minutes at 20°C. The supernatant was discarded or stored as needed. The pellet was centrifuged again and the remaining supernatant was discarded. 255 uL of resuspension buffer was added to the tube containing the pellet and then vortexed (remaining volume approximately 300 uL).
miRNA를 포함한 총(total) RNA는 miRNeasy Serum/Plasma Kit (cat 217184, Qiagen)를 사용하여 제조사 지침에 따라 진행하였고, 20 uL의 RNase-free water를 이용하여 용출(elution)하였다.Total RNA, including miRNA, was extracted using the miRNeasy Serum/Plasma Kit (cat 217184, Qiagen) according to the manufacturer's instructions, and eluted using 20 uL of RNase-free water.
2-2. NGS2-2. NGS
RNA (10 ng)를 사용하여 각각의 라이브러리를 제작하였다. 먼저, SMARTer smRNA-Seq Kit (Illumina, Takara Bio)를 사용하여 작은 RNA 라이브러리(small RNA library)를 제작한 후 폴리아데닐화(polyadenylation), 상보적 DNA(complementary DNA, cDNA) 합성, 그리고 PCR 증폭과정을 거쳐 라이브러리 시퀀싱(Library sequencing)을 진행하였다. 라이브러리 품질은 Agilent 2100 Bioanalyzer (Agilent Technologies)로 측정하였다. Illumina HiSeq 2500 instrument (Illumina)를 이용하여 각 라이브러리마다 동일한 몰(mole)을 사용해 시퀀싱을 실시하여 51 bp 길이의 리드(reads)를 생산하였다. 일루미나 파이프라인 모듈(Illumina pipeline module)을 이용하여 이미지 분해(image decomposition)과 품질 가치(quality value) 계산을 하였다. miRNA 판별을 위해 miRBase v22.1의 표준 유전체(reference genome)에 clustered reads를 정렬(alignment)하였다. 기존에 보고된 바 없는 miRNA를 신규 miRNA로 판단하였고, 결과적으로 총 76개의 환자 시료 중 성숙 miRNA 6,527개를 선별하였다. Each library was constructed using RNA (10 ng). First, a small RNA library was created using the SMARTer smRNA-Seq Kit (Illumina, Takara Bio), followed by polyadenylation, complementary DNA (cDNA) synthesis, and PCR amplification process. Library sequencing was performed. Library quality was measured with an Agilent 2100 Bioanalyzer (Agilent Technologies). Sequencing was performed using the same mole for each library using the Illumina HiSeq 2500 instrument (Illumina) to produce reads of 51 bp in length. Image decomposition and quality value calculation were performed using the Illumina pipeline module. To identify miRNAs, clustered reads were aligned to the reference genome of miRBase v22.1. MiRNAs that had not previously been reported were judged to be new miRNAs, and as a result, 6,527 mature miRNAs were selected out of a total of 76 patient samples.
3. 데이터 분석3. Data analysis
3-1. 데이터 전처리 및 품질 검사3-1. Data preprocessing and quality checking
원본 데이터(Raw data)에서 성숙 miRNA별, 시료별로 품질이 낮은 데이터를 제외하기 위해 데이터 전처리(pre-processing) 및 품질 검사(quality check)를 실시하였다. Data pre-processing and quality check were performed to exclude low-quality data for each mature miRNA and sample from the raw data.
먼저, 총 76개의 환자 시료 중 성숙 miRNA 6,527개 (원본 데이터)에서 5,397개가 전체 시료에서 전혀 관찰되지 않으며, 전체 시료의 51% 이상 O 값을 가지는 성숙 miRNA를 제외하였다. 따라서 38개 이상의 시료에서 공통적으로 관찰되는 성숙 miRNA 661개 (가공 데이터)를 분석에 이용하였다 (도 1). 이후, 시료 간의 비교에 있어서 생물학적 의미(biological meaning)에 영향을 줄 수 있는 데이터의 체계적인 편향(systematic bias)을 줄이기 위해 데이터 변환 및 정규화를 수행하였다. calcNormFactors 방법으로 원본 데이터의 리드 크기를 추정하여 리드 수를 리드 백만개당 개수(counts per million read, CPM)로 로그 변환하였으며, 이를 TMM(Trimmed mean of M-values) 방법으로 정규화하였다 (도 2). 여기서 음(-)의 값을 방지하기 위해 CPM 또는 정규화된 리드 수에 1을 더하였다. 그리고 원본 데이터, 로그 변환 및 TMM 정규화를 시각화하여 시료당 발현 밀도를 나타내었다 (도 3). 각 시료들 간의 연관성 분석을 위해 각 시료에 대한 정규 값(normalized value)의 피어슨 상관계수(Pearson's coefficient, r)를 이용하여 각 시료들 간의 유사도(similarity)를 파악하였다. 상관계수(r)는 약 0.8 내지 1.0의 범위로 나타났다 (도 4). 이어서 계층적 군집화((Hierarchical clustering) 분석에서는 각 시료의 정규 값을 이용하여 높은 발현 유사성을 가지는 시료들을 그룹화하였다 (도 5). 여기서 거리 척도(Distance metric)로는 유클리드 거리(Euclidean distance)를, 연결법(Linkage method)으로는 완전 연결(Complete Linkage)을 사용하였다. 전체 데이터의 변동성을 나타내기 위해 다차원 척도(multidimensional scaling, MDS) 분석을 통해 각 시료의 정규 값을 이용하여 시료들 간의 유사성을 2차원 그래프로 나타내었다 (도 6). 그래프에서는 이상점(outlier)을 갖는 샘플 유무 및 그룹 간 발현 패턴 유사성을 확인할 수 있었다.First, out of 6,527 mature miRNAs (original data) among a total of 76 patient samples, 5,397 were not observed at all in all samples, and mature miRNAs with an O value of more than 51% of the total samples were excluded. Therefore, 661 mature miRNAs (processed data) commonly observed in more than 38 samples were used for analysis (Figure 1). Afterwards, data transformation and normalization were performed to reduce systematic bias in the data that may affect biological meaning in comparisons between samples. The read size of the original data was estimated using the calcNormFactors method, the number of reads was log-transformed into counts per million reads (CPM), and this was normalized using the Trimmed mean of M-values (TMM) method (Figure 2). Here, 1 was added to the CPM or normalized number of reads to prevent negative values. Then, the raw data, log-transformed and TMM normalized were visualized to show the expression density per sample (Figure 3). To analyze the correlation between each sample, the similarity between each sample was determined using Pearson's coefficient (r) of the normalized value for each sample. The correlation coefficient (r) was found to range from about 0.8 to 1.0 (Figure 4). Subsequently, in the hierarchical clustering analysis, samples with high expression similarity were grouped using the normal value of each sample (Figure 5). Here, the distance metric is Euclidean distance, and the connection method As a linkage method, complete linkage was used to measure the similarity between samples in two dimensions using the normal value of each sample through multidimensional scaling (MDS) analysis. It was shown in a graph (FIG. 6). In the graph, the presence or absence of samples with outliers and the similarity of expression patterns between groups were confirmed.
3-2. 통계 분석3-2. statistical analysis
성숙 miRNA 661개에 대해 통계 분석 (fold change 및 exactTest)을 수행하여 폐 양성종양 환자와 각 병기별 폐암 환자 간의, 또는 병기가 다른 폐암 환자 그룹 간의 상향 및 하향조절된 성숙 miRNA를 확인하였다. 배수 변화(fold change, fc)를 기준으로 |fc| ≥ 1.1 인 성숙 miRNA를 선별하고, 이 중 exactTest 초기 p 값(raw.p) < 0.05의 조건을 만족하는 174개의 성숙 miRNA를 핵심 데이터(significant data)로 선택하였다 (도 7 및 하기 표 2). 핵심 데이터는 기존에 보고된 성숙 miRNA 162개와 이번 서열분석에서 처음 확인된 신규 성숙 miRNA 13개를 포함하였으며, 신규 성숙 miRNA의 서열은 하기 표 3에 나타내었다.Statistical analysis (fold change and exactTest) was performed on 661 mature miRNAs to identify up- and down-regulated mature miRNAs between lung benign tumor patients and lung cancer patients at each stage, or between groups of lung cancer patients at different stages. Based on fold change (fc) |fc| Mature miRNAs with ≥ 1.1 were selected, and among them, 174 mature miRNAs that satisfied the condition of exactTest initial p value (raw.p) < 0.05 were selected as significant data (Figure 7 and Table 2 below). The core data included 162 previously reported mature miRNAs and 13 new mature miRNAs identified for the first time in this sequence analysis, and the sequences of the new mature miRNAs are shown in Table 3 below.
각 환자 또는 그룹 간의 발현 수준을 비교하였고 (도 8 내지 13의 a), fc와 p 값을 로그 변환하였다 (도 8 내지 13의 b). 또한 전체 평균 발현 수준에 따라 각 환자 또는 그룹에 비해 발현 차이가 큰 miRNA를 확인하기 위해 산점도로 나타내었다 (도 8 내지 13의 c).Expression levels between each patient or group were compared (FIGS. 8 to 13 a), and fc and p values were log-transformed (FIGS. 8 to 13 b). Additionally, a scatterplot was used to identify miRNAs with large expression differences compared to each patient or group according to the overall average expression level (Figures 8 to 13, c).
① 폐 양성종양 환자와 폐암 I 기 환자의 비교① Comparison of patients with benign lung tumors and patients with stage I lung cancer
도 8 및 하기 표 4를 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅰ기 환자에서 발현 차이가 큰 성숙 miRNA 65개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅰ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 65개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 32개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅰ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 8 and Table 4 below, 65 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences in lung cancer stage I patients compared to lung benign tumor patients were identified, which indicates arsenic in lung benign tumor. It can be used as a biomarker to check whether cell lung cancer has progressed to stage I. In particular, among the 65, 32 mature miRNAs (|fc| > 2, p < 0.05) with an expression level fc exceeding twice that of patients with lung benign tumors are expected to improve the accuracy and reliability of diagnosis of stage I non-small cell lung cancer. do.
② 폐 양성종양 환자와 폐암 Ⅱ기 환자의 비교② Comparison of patients with benign lung tumors and patients with stage Ⅱ lung cancer
도 9 및 하기 표 5를 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅱ기 환자에서 발현 차이가 큰 성숙 miRNA 16개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅱ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 16개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 15개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅱ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 9 and Table 5 below, 16 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences in lung cancer stage Ⅱ patients compared to lung benign tumor patients were identified, which indicates arsenic in lung benign tumor. It can be used as a biomarker to check whether cellular lung cancer has progressed to stage II. In particular, among the 16, 15 mature miRNAs (|fc| > 2, p < 0.05) whose expression level fc exceeds twice that of patients with benign lung tumors are expected to improve the accuracy and reliability of diagnosis of stage Ⅱ non-small cell lung cancer. do.
③ 폐 양성종양 환자와 폐암 Ⅲ기 환자의 비교③ Comparison of patients with benign lung tumors and patients with stage Ⅲ lung cancer
도 10 및 하기 표 6을 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅲ기 환자에서 발현 차이가 큰 성숙 miRNA 47개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅲ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 47개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 35개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅲ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 10 and Table 6 below, 47 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences in lung cancer stage Ⅲ patients compared to lung benign tumor patients were identified, which indicates arsenic in lung benign tumor. It can be used as a biomarker to check whether cell lung cancer has progressed to stage III. In particular, among the 47, 35 mature miRNAs (|fc| > 2, p < 0.05) with an expression level fc exceeding twice that of patients with lung benign tumors are expected to improve the accuracy and reliability of diagnosis of stage Ⅲ non-small cell lung cancer. do.
④ 폐 양성종양 환자와 폐암 Ⅳ기 환자의 비교④ Comparison of patients with benign lung tumors and patients with stage IV lung cancer
도 11 및 하기 표 7을 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅳ기 환자에서 발현 차이가 큰 성숙 miRNA 50개 (|fc| ≥ 1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅳ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 50개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 39개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅳ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 11 and Table 7 below, 50 mature miRNAs (|fc| ≥ 1.1, p < 0.05) with greater expression differences in lung cancer stage Ⅳ patients compared to lung benign tumor patients were identified, which indicates arsenic in lung benign tumor. It can be used as a biomarker to confirm whether cell lung cancer has progressed to stage IV. In particular, among the 50, 39 mature miRNAs (|fc| > 2, p < 0.05) whose expression level fc exceeds twice that of patients with benign lung tumors are expected to improve the accuracy and reliability of diagnosis of stage Ⅳ non-small cell lung cancer. do.
⑤ 폐 양성종양 환자와 폐암 Ⅰ 내지 Ⅳ기 환자의 비교⑤ Comparison of patients with benign lung tumors and patients with stage I to IV lung cancer
도 12 및 하기 표 8을 참조하면, 폐 양성종양 환자에 비해 폐암 환자, 보다 구체적으로 폐암 Ⅰ 내지 Ⅳ기 환자에서 발현 차이가 큰 성숙 miRNA 60개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅰ 내지 Ⅳ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 60개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 24개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 12 and Table 8 below, 60 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences were identified in lung cancer patients, more specifically, lung cancer stage I to IV patients compared to lung benign tumor patients. This can be used as a biomarker to check whether a benign lung tumor progresses from stage I to stage IV non-small cell lung cancer. In particular, among the 60, 24 mature miRNAs (|fc| > 2, p < 0.05) with an expression level fc exceeding twice that of patients with benign lung tumors are expected to improve the accuracy and reliability of non-small cell lung cancer diagnosis.
⑥ 폐 양성종양 환자와 폐암 Ⅰ 및 Ⅱ기 환자의 비교⑥ Comparison of patients with benign lung tumors and patients with lung cancer stages I and II
도 13 및 하기 표 9를 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅰ 및 Ⅱ기 환자에서 발현 차이가 큰 성숙 miRNA 51개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅰ 및 Ⅱ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 51개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 22개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅰ 및 Ⅱ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 13 and Table 9 below, 51 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences in lung cancer stage I and II patients compared to lung benign tumor patients were identified, which are It can be used as a biomarker to check whether non-small cell lung cancer has progressed to stages I and II. In particular, among the 51, 22 mature miRNAs (|fc| > 2, p < 0.05) whose expression level fc exceeds twice that of patients with lung benign tumors (|fc| > 2, p < 0.05) will improve the accuracy and reliability of diagnosis of stage I and II non-small cell lung cancer. It is expected that
⑦ 폐 양성종양 환자와 폐암 Ⅲ 및 Ⅳ기 환자의 비교⑦ Comparison of patients with benign lung tumors and patients with stage Ⅲ and Ⅳ lung cancer
도 14 및 하기 표 10을 참조하면, 폐 양성종양 환자에 비해 폐암 Ⅲ 및 Ⅳ기 환자에서 발현 차이가 큰 성숙 miRNA 63개 (|fc| ≥1.1, p < 0.05)를 확인하였으며, 이는 폐 양성종양에서 비소세포폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 63개 중 폐 양성종양 환자 대비 발현 수준의 fc가 2배를 초과하는 30개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅲ 및 Ⅳ기 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 14 and Table 10 below, 63 mature miRNAs (|fc| ≥1.1, p < 0.05) with greater expression differences in lung cancer stage Ⅲ and Ⅳ patients compared to lung benign tumor patients were identified, which are It can be used as a biomarker to check whether non-small cell lung cancer has progressed to stages III and IV. In particular, among the 63, 30 mature miRNAs (|fc| > 2, p < 0.05) whose expression level fc exceeds twice that of patients with benign lung tumors can improve the accuracy and reliability of diagnosis of stage Ⅲ and Ⅳ non-small cell lung cancer. It is expected that
⑧ 폐암 Ⅲ 및 Ⅳ기 환자와 폐암 Ⅰ 및 Ⅱ기 환자의 비교⑧ Comparison of lung cancer stage Ⅲ and Ⅳ patients with lung cancer stage Ⅰ and Ⅱ patients
도 15 및 하기 표 11을 참조하면, 폐암 Ⅰ 및 Ⅱ기 환자에 비해 폐암 Ⅲ 및 Ⅳ기 환자에서 발현 차이가 큰 성숙 miRNA 70개 (|fc| ≥ 1.1, p < 0.05)를 확인하였으며, 이는 비소세포폐암 Ⅰ 및 Ⅱ기에서 비소세포폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 확인할 수 있는 바이오마커로 이용될 수 있다. 특히 70개 중 폐암 Ⅰ 및 Ⅱ기 환자 대비 발현 수준의 fc가 2배를 초과하는 29개의 성숙 miRNA (|fc| > 2, p < 0.05)는 비소세포폐암 Ⅰ 및 Ⅱ기에서 비소세포폐암 Ⅲ 및 Ⅳ기로의 진단의 정확도 및 신뢰도를 향상시킬 것으로 기대된다.Referring to Figure 15 and Table 11 below, 70 mature miRNAs (|fc| ≥ 1.1, p < 0.05) with greater expression differences in lung cancer stage Ⅲ and Ⅳ patients compared to lung cancer stage Ⅰ and Ⅱ patients were identified, which are arsenic It can be used as a biomarker to check whether cell lung cancer has progressed from stage I and II to non-small cell lung cancer stage III and IV. In particular, among the 70, 29 mature miRNAs (|fc| > 2, p < 0.05) with an expression level fc exceeding 2-fold compared to patients with lung cancer stages I and II were found in non-small cell lung cancer stages I and II. It is expected to improve the accuracy and reliability of stage IV diagnosis.
이제까지 본 발명에 대하여 그 바람직한 실시예들을 중심으로 살펴보았다. 본 발명이 속하는 기술 분야에서 통상의 지식을 가진 자는 본 발명이 본 발명의 본질적인 특성에서 벗어나지 않는 범위에서 변형된 형태로 구현될 수 있음을 이해할 수 있을 것이다. 그러므로 개시된 실시예들은 한정적인 관점이 아니라 설명적인 관점에서 고려되어야 한다. 본 발명의 범위는 전술한 설명이 아니라 특허청구범위에 나타나 있으며, 그와 동등한 범위 내에 있는 모든 차이점은 본 발명에 포함된 것으로 해석되어야 할 것이다.So far, the present invention has been examined focusing on its preferred embodiments. A person skilled in the art to which the present invention pertains will understand that the present invention may be implemented in a modified form without departing from the essential characteristics of the present invention. Therefore, the disclosed embodiments should be considered from an illustrative rather than a restrictive perspective. The scope of the present invention is indicated in the claims rather than the foregoing description, and all differences within the equivalent scope should be construed as being included in the present invention.
서열목록 전자파일 첨부Sequence list electronic file attached
Claims (25)
hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR-1246, hsa-miR- 125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR- 128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa- miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR- 185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b- 5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR- 19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a- 5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2278, hsa-miR- 2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b- 3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200- 3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940- 3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa- miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491- 5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa- miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR-652-5p, hsa- miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807-5p, hsa-miR- 6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR-766-3p, hsa- miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa-miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, A composition for diagnosing lung cancer comprising an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 and Mature_787.
상기 Mature_1143는 서열번호 1로 표시되는 것이고,
상기 Mature_1175는 서열번호 2로 표시되는 것이고,
상기 Mature_1655는 서열번호 3으로 표시되는 것이고,
상기 Mature_1719는 서열번호 4로 표시되는 것이고,
상기 Mature_1813는 서열번호 5로 표시되는 것이고,
상기 Mature_1850는 서열번호 6으로 표시되는 것이고,
상기 Mature_2015는 서열번호 7로 표시되는 것이고,
상기 Mature_2474는 서열번호 8로 표시되는 것이고,
상기 Mature_2598는 서열번호 9로 표시되는 것이고,
상기 Mature_405는 서열번호 10으로 표시되는 것이고,
상기 Mature_684는 서열번호 11로 표시되는 것이고, 및
상기 Mature_787는 서열번호 12로 표시되는 것인 조성물.
In claim 1,
The Mature_1143 is represented by SEQ ID NO: 1,
The Mature_1175 is represented by SEQ ID NO: 2,
The Mature_1655 is represented by SEQ ID NO: 3,
The Mature_1719 is represented by SEQ ID NO: 4,
The Mature_1813 is represented by SEQ ID NO: 5,
The Mature_1850 is represented by SEQ ID NO: 6,
The Mature_2015 is represented by SEQ ID NO: 7,
The Mature_2474 is represented by SEQ ID NO: 8,
The Mature_2598 is represented by SEQ ID NO: 9,
The Mature_405 is represented by SEQ ID NO: 10,
The Mature_684 is represented by SEQ ID NO: 11, and
The composition where Mature_787 is represented by SEQ ID NO: 12.
상기 제제는 miRNA에 특이적으로 결합하는 프라이머, 프로브 및 안티센스 올리고뉴클레오티드로 이루어진 군에서 선택된 1종 이상인 것인 조성물.
In claim 1,
A composition wherein the agent is at least one selected from the group consisting of primers, probes, and antisense oligonucleotides that specifically bind to miRNA.
상기 조성물은 폐 양성종양에서 폐암 Ⅰ기로의 진행 여부를 진단하기 위해 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-1229-3p, hsa-miR-125a-5p, hsa-miR-126-3p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-497-5p, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2015, Mature_2474, Mature_2598 및 Mature_684로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition is used to diagnose whether lung cancer progresses from benign lung tumor to stage I. -miR-126-3p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR -130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150 -5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR -19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b -3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa -miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p , hsa-miR-484, hsa-miR-497-5p, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610 , hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa -An agent for measuring the expression level of one or more types of miRNA selected from the group consisting of -miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2015, Mature_2474, Mature_2598 and Mature_684 A composition comprising:
상기 조성물은 폐 양성종양에서 폐암 Ⅱ기로의 진행 여부를 진단하기 위해 hsa-miR-150-5p, hsa-miR-181c-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-652-5p, hsa-miR-885-5p, Mature_1143, Mature_1719, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition is used to diagnose whether lung cancer progresses from benign lung tumor to stage Ⅱ. -1976, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-652-5p, hsa A composition comprising an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of -miR-885-5p, Mature_1143, Mature_1719, Mature_1813 and Mature_2474.
상기 조성물은 폐 양성종양에서 폐암 Ⅲ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1270, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-132-3p, hsa-miR-144-3p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-940, Mature_1143, Mature_1719 및 Mature_405로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition contains hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1260a, hsa-miR-1268a, and hsa-miR-1270 to diagnose whether lung cancer has progressed from benign lung tumor to stage III. , hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-132-3p, hsa-miR-144-3p, hsa-miR-155-5p, hsa-miR -15b-5p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976 , hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-223-3p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR -29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR -4429, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa -miR-551a, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-627-5p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-940 , Mature_1143, Mature_1719, and Mature_405. A composition comprising an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of Mature_1143, Mature_1719, and Mature_405.
상기 조성물은 폐 양성종양에서 폐암 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6735-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_1175, Mature_1719 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition is used to diagnose whether lung cancer has progressed from benign lung tumor to stage IV. -miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-200b -5p, hsa-miR-205-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-375-3p, hsa-miR-378h, hsa -miR-4449, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5010 -5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa -miR-523-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR -6516-3p, hsa-miR-6735-5p, hsa-miR-6804-5p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa A composition comprising an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of -miR-7847-3p, hsa-miR-8485, Mature_1175, Mature_1719 and Mature_787.
상기 조성물은 폐 양성종양에서 폐암 Ⅰ 내지 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-532-5p, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-769-3p, Mature_1143, Mature_1719, Mature_1813, Mature_2474, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition includes hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, and hsa-miR to diagnose whether lung cancer progresses from benign lung tumor to stage I to IV. -126-3p, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa -miR-130b-3p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR -196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa -miR-205-5p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32 -5p, hsa-miR-3605-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-423-3p, hsa-miR-4286, hsa-miR -4449, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-4787-3p, hsa-miR-532-5p, hsa-miR-5585-3p, hsa-miR-574-3p , hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-627-5p, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855 -5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-769-3p, Mature_1143, Mature_1719, Mature_1813, Mature_2474, Mature_405 and Mature_787. A composition comprising an agent to be measured.
상기 조성물은 폐 양성종양에서 폐암 Ⅰ 및 Ⅱ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-369-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2474, Mature_2598 및 Mature_684로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition contains hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-128-1-5p, hsa-miR-1292 to diagnose whether lung cancer progresses from benign lung tumor to stage I and II. -5p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-5p, hsa-miR-190a-5p , hsa-miR-193b-3p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a -3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30d-5p , hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-369-3p, hsa-miR -423-3p, hsa-miR-4286, hsa-miR-4444, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR -5585-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511b-3p, hsa-miR-6807-5p , hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p, Mature_1143, Mature_1813, Mature_2474, Mature_2598, and Mature_684. An agent for measuring the expression level of one or more types of miRNA selected from the group consisting of A composition comprising:
상기 조성물은 폐 양성종양에서 폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-101-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1260a, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-27a-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-765, hsa-miR-766-5p, hsa-miR-7847-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1719, Mature_405 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition is used to diagnose whether lung cancer progresses from benign lung tumor to stage Ⅲ or Ⅳ lung cancer. -1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR -185-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa -miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20b-5p, hsa-miR -2278, hsa-miR-27a-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p , hsa-miR-375-3p, hsa-miR-378h, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732 -5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-486-5p, hsa-miR-5010-5p , hsa-miR-532-5p, hsa-miR-543, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-660 -5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-765, hsa-miR-766-5p, hsa-miR-7847-3p, hsa-miR-92b-5p, hsa -A composition comprising an agent for measuring the expression level of at least one type of miRNA selected from the group consisting of -miR-940, Mature_1143, Mature_1175, Mature_1719, Mature_405 and Mature_787.
상기 조성물은 폐암 Ⅰ 및 Ⅱ기에서 폐암 Ⅲ 및 Ⅳ기로의 진행 여부를 진단하기 위해 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-140-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-2110, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-375-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_684 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 제제를 포함하는 것인 조성물.
In claim 1,
The composition is used to diagnose whether lung cancer has progressed from stage I and II to lung cancer stage III and IV. , hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-140-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR -1976, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-2110, hsa-miR-223-3p, hsa-miR-223-5p, hsa -miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR -3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p , hsa-miR-375-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p , hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR -4772-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa -miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704 , hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_684 and Mature_787. A composition comprising an agent for measuring the expression level of at least one type of miRNA selected from the group.
A kit for diagnosing lung cancer comprising the composition of any one of claims 1 to 11.
상기 키트는 핵산 증폭용 시약을 더 포함하는 것인 키트.
In claim 12,
The kit further includes a reagent for nucleic acid amplification.
b) 상기 생물학적 시료에서 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR-1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d-3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR-652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807-5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR-766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa-miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 및 Mature_787로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준을 측정하는 단계; 및
c) 상기 측정된 miRNA 발현 수준을 대조군과 비교하는 단계
를 포함하는 폐암 진단을 위한 정보의 제공 방법.
a) collecting a biological sample from an individual in need of diagnosis;
b) In the biological sample, hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1229-3p, hsa-miR- 1246, hsa-miR-125a-5p, hsa-miR-1260a, hsa-miR-126-3p, hsa-miR-1268a, hsa-miR-1270, hsa-miR-1273c, hsa-miR-128-1- 5p, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa- miR-130a-3p, hsa-miR-130b-3p, hsa-miR-132-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR- 144-3p, hsa-miR-150-3p, hsa-miR-150-5p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-181c-5p, hsa-miR-181d- 3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-18a-5p, hsa-miR-190a-5p, hsa-miR-193b-3p, hsa-miR-194-5p, hsa-miR-196b-5p, hsa-miR-1972, hsa-miR-197-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-199b-5p, hsa-miR-19a- 3p, hsa-miR-19b-3p, hsa-miR-200b-5p, hsa-miR-200c-3p, hsa-miR-202-3p, hsa-miR-205-5p, hsa-miR-20a-3p, hsa-miR-20a-5p, hsa-miR-20b-5p, hsa-miR-2110, hsa-miR-21-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR- 2278, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-27b-5p, hsa-miR-29a-3p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30c-1-3p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3150b-3p, hsa-miR-3158-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-32-5p, hsa-miR-329-3p, hsa-miR-335-5p, hsa-miR-337-3p, hsa- miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-369-3p, hsa-miR-375-3p, hsa-miR-378h, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-423-3p, hsa-miR-424-5p, hsa-miR-4286, hsa-miR-4429, hsa-miR-4444, hsa-miR-4449, hsa-miR-4492, hsa-miR-4525, hsa-miR-455-3p, hsa-miR-4646-5p, hsa-miR-4669, hsa-miR-4685-3p, hsa- miR-4701-5p, hsa-miR-4716-3p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR- 4753-5p, hsa-miR-4772-3p, hsa-miR-4772-5p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-491-5p, hsa-miR-497-5p, hsa-miR-5010-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR- 519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-532-3p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-6126, hsa- miR-627-5p, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6511a-3p, hsa-miR-6511b-3p, hsa-miR-6516-3p, hsa-miR- 652-5p, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6779-5p, hsa-miR-6780a-5p, hsa-miR-6804-5p, hsa-miR-6807- 5p, hsa-miR-6837-5p, hsa-miR-6855-5p, hsa-miR-6873-3p, hsa-miR-7-5p, hsa-miR-762, hsa-miR-765, hsa-miR- 766-3p, hsa-miR-766-5p, hsa-miR-769-3p, hsa-miR-7704, hsa-miR-7847-3p, hsa-miR-7854-3p, hsa-miR-8485, hsa- miR-874-5p, hsa-miR-885-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, hsa-miR-940, Mature_1143, Mature_1175, Mature_1655, Measuring the expression level of one or more types of miRNA selected from the group consisting of Mature_1719, Mature_1813, Mature_1850, Mature_2015, Mature_2474, Mature_2598, Mature_405, Mature_684 and Mature_787; and
c) comparing the measured miRNA expression level with the control group
A method of providing information for lung cancer diagnosis, including.
상기 a) 단계의 생물학적 시료는 혈액, 혈장, 혈청, 림프액, 타액, 소변 및 조직으로 이루어진 군에서 선택된 1종 이상인 것인 방법.
In claim 14,
A method wherein the biological sample in step a) is one or more selected from the group consisting of blood, plasma, serum, lymph, saliva, urine, and tissue.
상기 b) 단계의 miRNA 발현 수준은 중합효소 연쇄반응(PCR), 역전사 중합효소 연쇄반응(RT-PCR), 경쟁적 RT-PCR, 실시간 RT-PCR, 핵산분해효소 보호 분석(nuclease protection assay), in situ 교잡법, 마이크로어레이 및 노던 블롯으로 이루어진 군에서 선택된 1종 이상의 방법으로 측정되는 것인 방법.
In claim 14,
The expression level of miRNA in step b) was determined by polymerase chain reaction (PCR), reverse transcription polymerase chain reaction (RT-PCR), competitive RT-PCR, real-time RT-PCR, nuclease protection assay, in A method that is measured by one or more methods selected from the group consisting of situ hybridization, microarray, and Northern blot.
상기 c) 단계의 대조군은 폐 양성종양 환자 또는 폐암 ²및 ₃기 환자, 또는 이로부터 수득한 생물학적 시료인 것인 방법.
In claim 14,
The control group in step c) is a patient with a benign lung tumor or a patient with stage 2 and ₃ lung cancer, or a biological sample obtained therefrom.
상기 c) 단계는 개체에서 hsa-miR-1229-3p, hsa-miR-125a-5p, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-1306-5p, hsa-miR-1307-3p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-30d-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p, Mature_1143 및 Mature_2015로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-424-5p, hsa-miR-4444, hsa-miR-497-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is carried out in the individual by -1306-5p, hsa-miR-1307-3p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa -miR-30d-5p, hsa-miR-337-3p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286 , hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-4787-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-551a, hsa-miR-5585 -3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-766-3p, hsa-miR-769-3p, hsa-miR-7854-3p, hsa-miR-874-5p , the expression level of one or more miRNAs selected from the group consisting of Mature_1143 and Mature_2015 is higher than that of the control group, or
In the individual, hsa-let-7a-3p, hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-140-5p, hsa-miR-142-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-199b-5p, hsa-miR-19a-3p, hsa- miR-19b-3p, hsa-miR-202-3p, hsa-miR-21-5p, hsa-miR-2355-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR- 32-5p, hsa-miR-424-5p, hsa-miR-4444, hsa-miR-497-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa- When the expression level of one or more miRNAs selected from the group consisting of miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 and Mature_2598 is lower than the control group, it is used to diagnose progression from benign lung tumor to stage I lung cancer. How to do it.
상기 c) 단계는 개체에서 hsa-miR-150-5p, hsa-miR-194-5p, hsa-miR-1972, hsa-miR-1976, hsa-miR-3605-3p, hsa-miR-4449, hsa-miR-885-5p, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-181c-5p, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-652-5p, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅱ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is carried out in the subject by: -The expression level of one or more miRNAs selected from the group consisting ofmiR-885-5p, Mature_1143, and Mature_1719 is higher than that of the control group, or
selected from the group consisting of hsa-miR-181c-5p, hsa-miR-202-3p, hsa-miR-301b-3p, hsa-miR-3150b-3p, hsa-miR-652-5p, Mature_1813 and Mature_2474 in the individual. A method for diagnosing progression from benign lung tumor to stage II lung cancer when the expression level of one or more types of miRNA is lower than that in the control group.
상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1268a, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-155-5p, hsa-miR-15b-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-223-3p, hsa-miR-27a-5p, hsa-miR-29a-3p, hsa-miR-30c-1-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a, hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-940, Mature_405, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-1270, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-188-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR-574-5p, hsa-miR-660-5p 및 hsa-miR-6855-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅲ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is performed in an individual in hsa-miR-122-3p, hsa-miR-1268a, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-132-3p, hsa-miR-155-5p , hsa-miR-15b-5p, hsa-miR-194-5p, hsa-miR-197-3p, hsa-miR-1976, hsa-miR-223-3p, hsa-miR-27a-5p, hsa-miR -29a-3p, hsa-miR-30c-1-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4772-5p, hsa-miR-491-5p, hsa-miR-551a , hsa-miR-5585-3p, hsa-miR-627-5p, hsa-miR-940, Mature_405, Mature_1143 and Mature_1719, the expression level of one or more types of miRNAs is higher than the control group, or
In the individual, hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-1270, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR- 188-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-4429, hsa-miR-4749-5p, hsa-miR-4750-5p, hsa-miR- When the expression level of one or more types of miRNA selected from the group consisting of 574-5p, hsa-miR-660-5p, and hsa-miR-6855-5p is lower than the control group, progression from benign lung tumor to stage III lung cancer is diagnosed. method.
상기 c) 단계는 개체에서 hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523-5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa-miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_787, Mature_1175 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-196b-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-5010-5p, hsa-miR-543, hsa-miR-610, hsa-miR-6125, hsa-miR-6735-5p 및 hsa-miR-6804-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅳ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is performed in the subject in hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR -1972, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-483-5p, hsa -miR-5100, hsa-miR-518e-5p, hsa-miR-519a-5p, hsa-miR-519b-5p, hsa-miR-519c-5p, hsa-miR-522-5p, hsa-miR-523 -5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-6837-5p, hsa-miR-6873-3p, hsa -The expression level of one or more miRNAs selected from the group consisting of -miR-762, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-8485, Mature_787, Mature_1175 and Mature_1719 is higher than the control group, or
In an individual, hsa-miR-181c-5p, hsa-miR-185-5p, hsa-miR-18a-5p, hsa-miR-196b-5p, hsa-miR-27b-5p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4732-5p, hsa-miR-4753-5p, hsa-miR-5010-5p, hsa-miR- 543, in benign lung tumors when the expression level of one or more miRNAs selected from the group consisting of hsa-miR-610, hsa-miR-6125, hsa-miR-6735-5p, and hsa-miR-6804-5p is lower than that in the control group. A method for diagnosing the progression of lung cancer to stage IV.
상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-1-5p, hsa-miR-128-3p, hsa-miR-1290, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-205-5p, hsa-miR-3605-3p, hsa-miR-375-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-5585-3p, hsa-miR-574-3p, hsa-miR-627-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_405, Mature_787, Mature_1143 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-378h, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-532-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-7-5p, Mature_1813 및 Mature_2474로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ 내지 Ⅳ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is carried out in the subject by: , hsa-miR-1290, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-205-5p , hsa-miR-3605-3p, hsa-miR-375-3p, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4449, hsa-miR-4787-3p, hsa-miR-5585 One or more species selected from the group consisting of -3p, hsa-miR-574-3p, hsa-miR-627-5p, hsa-miR-6873-3p, hsa-miR-769-3p, Mature_405, Mature_787, Mature_1143 and Mature_1719 The level of miRNA expression is higher than that of the control group, or
In the individual hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-144-3p, hsa- miR-185-5p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR- 20a-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-369-3p, hsa-miR-378h, hsa-miR-4716-3p, hsa-miR-4749-5p, hsa-miR-532-5p, hsa-miR-574-5p, hsa-miR-610, hsa-miR-6125, The expression level of one or more miRNAs selected from the group consisting of hsa-miR-642b-3p, hsa-miR-660-5p, hsa-miR-6855-5p, hsa-miR-7-5p, Mature_1813 and Mature_2474 compared to the control group In low cases, the method is to diagnose progression from a benign lung tumor to lung cancer stages I to IV.
상기 c) 단계는 개체에서 hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-30d-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa-miR-4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p, hsa-miR-769-3p, hsa-miR-874-5p 및 Mature_1143로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR-369-3p, hsa-miR-4444, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, Mature_1813, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅰ 및 Ⅱ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is performed in the subject in hsa-miR-128-1-5p, hsa-miR-1292-5p, hsa-miR-150-5p, hsa-miR-193b-3p, hsa-miR-1972, hsa-miR -1976, hsa-miR-30d-5p, hsa-miR-342-3p, hsa-miR-3605-3p, hsa-miR-3615, hsa-miR-423-3p, hsa-miR-4286, hsa-miR -4685-3p, hsa-miR-4732-3p, hsa-miR-484, hsa-miR-532-3p, hsa-miR-5585-3p, hsa-miR-6511b-3p, hsa-miR-6873-3p , the expression level of one or more miRNAs selected from the group consisting of hsa-miR-769-3p, hsa-miR-874-5p, and Mature_1143 is higher than the control group, or
In an individual, hsa-miR-101-3p, hsa-miR-126-3p, hsa-miR-130a-3p, hsa-miR-130b-3p, hsa-miR-142-5p, hsa-miR-144-3p, hsa-miR-190a-5p, hsa-miR-196b-5p, hsa-miR-19a-3p, hsa-miR-202-3p, hsa-miR-20a-3p, hsa-miR-223-5p, hsa- miR-2355-5p, hsa-miR-26b-5p, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-32-5p, hsa-miR-335-5p, hsa-miR- 369-3p, hsa-miR-4444, hsa-miR-574-5p, hsa-miR-610, hsa-miR-642a-3p, hsa-miR-642b-3p, hsa-miR-6807-5p, Mature_684, A method for diagnosing progression from benign lung tumor to lung cancer stages I and II when the expression level of one or more types of miRNA selected from the group consisting of Mature_1813, Mature_2474, and Mature_2598 is lower than that of the control group.
상기 c) 단계는 개체에서 hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-200b-5p, hsa-miR-205-5p, hsa-miR-27a-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5585-3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-940, Mature_405, Mature_787, Mature_1143, Mature_1175 및 Mature_1719로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa-miR-197-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a-3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa-miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR-532-5p, hsa-miR-543, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-766-5p 및 hsa-miR-92b-5p로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐 양성종양에서 폐암 Ⅲ 및 Ⅳ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is performed in the subject in hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1268a, hsa-miR-1273c, hsa-miR-128-3p, hsa-miR-1285-3p, hsa -miR-1290, hsa-miR-193b-3p, hsa-miR-197-3p, hsa-miR-1972, hsa-miR-1976, hsa-miR-200b-5p, hsa-miR-205-5p, hsa -miR-27a-5p, hsa-miR-375-3p, hsa-miR-4449, hsa-miR-455-3p, hsa-miR-4787-3p, hsa-miR-483-5p, hsa-miR-5585 -3p, hsa-miR-6126, hsa-miR-627-5p, hsa-miR-6516-3p, hsa-miR-765, hsa-miR-7847-3p, hsa-miR-940, Mature_405, Mature_787, Mature_1143 , the expression level of one or more miRNAs selected from the group consisting of Mature_1175 and Mature_1719 is higher than that of the control group, or
In the individual, hsa-miR-101-3p, hsa-miR-1260a, hsa-miR-130a-3p, hsa-miR-144-3p, hsa-miR-185-5p, hsa-miR-190a-5p, hsa- miR-197-5p, hsa-miR-19a-3p, hsa-miR-19b-3p, hsa-miR-202-3p, hsa-miR-20b-5p, hsa-miR-2278, hsa-miR-301a- 3p, hsa-miR-301b-3p, hsa-miR-30e-5p, hsa-miR-3158-5p, hsa-miR-32-5p, hsa-miR-378h, hsa-miR-4646-5p, hsa- miR-4716-3p, hsa-miR-4732-5p, hsa-miR-4749-5p, hsa-miR-4753-5p, hsa-miR-486-5p, hsa-miR-5010-5p, hsa-miR- 532-5p, hsa-miR-543, hsa-miR-660-5p, hsa-miR-6735-5p, hsa-miR-6855-5p, hsa-miR-766-5p and hsa-miR-92b-5p. A method for diagnosing progression from a benign lung tumor to lung cancer stages III and IV when the expression level of one or more types of miRNA selected from the group is lower than that of the control group.
상기 c) 단계는 개체에서 hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-140-5p, hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa-miR-26b-5p, hsa-miR-27a-5p, hsa-miR-335-5p, hsa-miR-375-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-455-3p, hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6779-5p, hsa-miR-6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-940, Mature_684, Mature_787, Mature_1719, Mature_1813, Mature_1850, Mature_2474 및 Mature_2598로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 높거나, 또는
개체에서 hsa-miR-1292-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-2110, hsa-miR-27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-342-3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4525, hsa-miR-4669, hsa-miR-4685-3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-484, hsa-miR-486-5p, hsa-miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6780a-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, Mature_1655 및 Mature_2015로 이루어진 군에서 선택된 1종 이상의 miRNA 발현 수준이 대조군에 비해 낮은 경우 폐암 Ⅰ 및 Ⅱ에서 폐암 Ⅲ 및 Ⅳ기로의 진행을 진단하는 것인 방법.
In claim 14,
Step c) is performed in an individual by performing hsa-miR-10a-3p, hsa-miR-122-3p, hsa-miR-1246, hsa-miR-1285-3p, hsa-miR-1290, hsa-miR-140-5p , hsa-miR-199b-5p, hsa-miR-200c-3p, hsa-miR-205-5p, hsa-miR-223-3p, hsa-miR-223-5p, hsa-miR-2355-5p, hsa -miR-26b-5p, hsa-miR-27a-5p, hsa-miR-335-5p, hsa-miR-375-3p, hsa-miR-4444, hsa-miR-4492, hsa-miR-455-3p , hsa-miR-4772-3p, hsa-miR-483-5p, hsa-miR-5100, hsa-miR-627-5p, hsa-miR-642a-3p, hsa-miR-6779-5p, hsa-miR -6837-5p, hsa-miR-765, hsa-miR-7704, hsa-miR-940, Mature_684, Mature_787, Mature_1719, Mature_1813, Mature_1850, Mature_2474, and Mature_2598. The expression level of one or more miRNAs in the control group was higher than that, or
In the individual hsa-miR-1292-5p, hsa-miR-150-3p, hsa-miR-181d-3p, hsa-miR-197-5p, hsa-miR-1976, hsa-miR-2110, hsa-miR- 27b-5p, hsa-miR-30d-5p, hsa-miR-30e-5p, hsa-miR-3200-3p, hsa-miR-3200-5p, hsa-miR-329-3p, hsa-miR-342- 3p, hsa-miR-3615, hsa-miR-3682-3p, hsa-miR-3940-3p, hsa-miR-409-3p, hsa-miR-4525, hsa-miR-4669, hsa-miR-4685- 3p, hsa-miR-4701-5p, hsa-miR-4732-3p, hsa-miR-4732-5p, hsa-miR-4750-5p, hsa-miR-484, hsa-miR-486-5p, hsa- With miR-6511a-3p, hsa-miR-6735-5p, hsa-miR-6780a-5p, hsa-miR-92a-3p, hsa-miR-92b-3p, hsa-miR-92b-5p, Mature_1655 and Mature_2015 A method for diagnosing progression from lung cancer I and II to lung cancer stages III and IV when the expression level of one or more types of miRNA selected from the group is lower than that of the control group.
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