KR20240035686A - Composition for diagnosing diabetic retinopathy using biomarkers, method for providing information for diagnosing diabetic retinopathy, and screening method for substances for treatment of diabetic retinopathy - Google Patents
Composition for diagnosing diabetic retinopathy using biomarkers, method for providing information for diagnosing diabetic retinopathy, and screening method for substances for treatment of diabetic retinopathy Download PDFInfo
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Abstract
본 발명은 바이오마커를 이용한 당뇨망막병증 진단용 조성물, 당뇨망막병증 진단을 위한 정보제공방법 및 당뇨망막병증 치료용 물질의 스크리닝 방법을 제공하며, 상기 바이오마커는 명세서에 상세하게 기술된다.The present invention provides a composition for diagnosing diabetic retinopathy using a biomarker, a method for providing information for diagnosing diabetic retinopathy, and a method for screening a substance for treating diabetic retinopathy, and the biomarkers are described in detail in the specification.
Description
본 발명은 바이오마커를 이용한 당뇨망막병증 진단용 조성물, 당뇨망막병증 진단을 위한 정보제공방법 및 당뇨망막병증 치료용 물질의 스크리닝 방법에 관한 것이다. The present invention relates to a composition for diagnosing diabetic retinopathy using a biomarker, a method for providing information for diagnosing diabetic retinopathy, and a method for screening a substance for treating diabetic retinopathy.
당뇨망막병증(Diabetic Retinopathy, DR)은 염증을 포함하며 미토콘드리아가 변하는 대사성 질환으로서, 전 세계 성인 실명의 주된 원인이다. 당뇨망막병증은 당뇨병의 합병증이며, 주로 미세혈관의 병리학적 변화로 진단하고 망막의 비정상적 혈관 누출, 새롭고 연약한 혈관의 발달, 출혈, 체액 누출, 염증, 망막 세포 사멸 등의 메커니즘을 보인다.Diabetic retinopathy (DR) is a metabolic disease that involves inflammation and changes in mitochondria, and is the leading cause of blindness in adults worldwide. Diabetic retinopathy is a complication of diabetes, and is mainly diagnosed by pathological changes in microcirculation, with mechanisms including abnormal vascular leakage in the retina, development of new and fragile blood vessels, hemorrhage, fluid leakage, inflammation, and retinal cell death.
당뇨망막병증의 초기 단계는 시냅스 단백질 변화, 신경변성, 망막색소상피 (RPE) 세포 사멸 및 내부 핵층의 얇아짐, 미토콘드리아 기능 장애, 산화 스트레스 증가, 증가된 최종 당화 산물, 광수용체 세포의 세포자멸사 등의 현상을 포함한다. 또한, 당뇨망막병증의 발병은 폴리올 경로의 활성화를 포함하며, 활성산소의 과잉 생성, VEGF 활성화, 신생혈관 및 혈액-망막 장벽 (BRB) 손상, 미토콘드리아 기능 장애 및 인슐린-PI3K를 포함하는 대사체-단백질체 간의 상호 작용을 포함한다. 그러나 이러한 변화를 감지하는 것은 어렵고, 관련 분자의 메커니즘도 완전히 밝혀지지 않았다.The early stages of diabetic retinopathy include synaptic protein changes, neurodegeneration, retinal pigment epithelium (RPE) cell death and thinning of the inner nuclear layer, mitochondrial dysfunction, increased oxidative stress, increased advanced glycation end products, and apoptosis of photoreceptor cells. Includes the phenomenon of Additionally, the pathogenesis of diabetic retinopathy involves activation of the polyol pathway, excessive production of reactive oxygen species, VEGF activation, neovascularization and blood-retinal barrier (BRB) damage, mitochondrial dysfunction, and metabolites, including insulin-PI3K. Includes interactions between protein bodies. However, detecting these changes is difficult, and the molecular mechanisms involved are not fully understood.
본 발명자는 당뇨망막병증 모델에 대해 단백질체, 대사체 등을 추출 및 분석하고 대사체 지도를 작성하는 등의 프로테오믹(proteomic) 분석을 통해 당뇨망막병증의 분자 수준에서의 메커니즘을 규명하고 당뇨망막병증의 진단 또는 치료제 스크리닝 등에 활용할 수 있는 바이오마커를 발견하여 본 발명을 완성하였다.The present inventor identified the mechanism of diabetic retinopathy at the molecular level through proteomic analysis, such as extracting and analyzing proteomes and metabolites and creating a metabolite map, for a diabetic retinopathy model, and identified diabetic retina. The present invention was completed by discovering a biomarker that can be used for diagnosis of diseases or screening for treatments.
이에, 본 발명이 해결하고자 하는 과제는 당뇨망막병증을 효과적으로 진단할 수 있는 조성물 및 방법을 제공하고, 당뇨망막병증의 치료용 물질을 스크리닝할 수 있는 방법을 제공하는 것이다. Accordingly, the problem to be solved by the present invention is to provide a composition and method that can effectively diagnose diabetic retinopathy and a method that can screen substances for the treatment of diabetic retinopathy.
본 발명의 과제들은 이상에서 언급한 기술적 과제로 제한되지 않으며, 언급되지 않은 또 다른 기술적 과제들은 아래의 기재로부터 당업자에게 명확하게 이해될 수 있을 것이다.The problems of the present invention are not limited to the technical problems mentioned above, and other technical problems not mentioned will be clearly understood by those skilled in the art from the description below.
상기 과제를 해결하기 위해 본 발명은 일 실시예에 따라 당뇨망막병증(Diabetic Retinopathy, DR) 진단용 조성물을 제공한다.In order to solve the above problem, the present invention provides a composition for diagnosing diabetic retinopathy (DR) according to one embodiment.
당뇨망막병증 진단용 조성물은 당뇨망막병증과 관련된 바이오마커의 수준을 측정하는 제제를 포함하는데, 상기 바이오마커는 하기 표 1과 같은 바이오마커 중 하나 이상을 포함한다.A composition for diagnosing diabetic retinopathy includes an agent that measures the level of a biomarker related to diabetic retinopathy, and the biomarker includes one or more of the biomarkers shown in Table 1 below.
상기 표 1에서 CAC2PBS 단백질, VIMIII 단백질, FAM81B 단백질 및 ADAM18 단백질은 각각 서열번호 1, 2, 3 및 4의 아미노산 서열과 각각 독립적으로 80% 이상, 85% 이상, 90% 이상, 95% 이상, 96% 이상, 97% 이상, 98% 이상, 또는 99% 이상의 서열 상동성을 갖는 단백질일 수 있다. 또는, CAC2PBS 단백질, VIMIII 단백질, FAM81B 단백질 및 ADAM18 단백질은 각각 서열번호 1, 2, 3 및 4의 아미노산 서열을 갖는 단백질일 수 있다. 본 명세서에서, 특정 서열번호의 아미노산 서열을 갖는 단백질이란 그 기능적 동등물도 포함한다. 상기 “기능적 동등물"은 아미노산의 부가, 치환 또는 결실의 결과, 상기 특정 서열번호의 아미노산 서열과 80% 이상, 85% 이상, 90% 이상, 95% 이상, 96% 이상, 97% 이상, 98% 이상, 또는 99% 이상의 서열 상동성을 가지는 것으로, 상기 특정 서열번호의 아미노산 서열을 갖는 단백질과 실질적으로 동질의 생리활성을 가지는 것을 의미한다. 예를 들어, 상기 서열 상동성을 갖는 단백질은 상기 특정 서열번호의 아미노산 서열을 갖는 단백질에서 1개 이상의 아미노산, 2개 이상의 아미노산, 3개 이상의 아미노산, 4개 이상의 아미노산, 또는 5개 이상의 아미노산이 치환(substitution)된 것일 수 있다.In Table 1, the CAC2PBS protein, VIMIII protein, FAM81B protein, and ADAM18 protein have 80% or more, 85% or more, 90% or more, 95% or more, and 96 independently of the amino acid sequences of SEQ ID NOs: 1, 2, 3, and 4, respectively. It may be a protein having sequence homology of at least %, at least 97%, at least 98%, or at least 99%. Alternatively, the CAC2PBS protein, VIMIII protein, FAM81B protein, and ADAM18 protein may be proteins having the amino acid sequences of SEQ ID NOs: 1, 2, 3, and 4, respectively. In this specification, a protein having an amino acid sequence of a specific sequence number also includes its functional equivalent. The “functional equivalent” refers to an amino acid sequence that is at least 80%, at least 85%, at least 90%, at least 95%, at least 96%, at least 97%, at least 98% of the amino acid sequence of the specific sequence number, as a result of addition, substitution or deletion of amino acids. % or more, or 99% or more sequence homology, meaning that it has substantially the same physiological activity as the protein having the amino acid sequence of the specific sequence number. For example, the protein having the sequence homology is In a protein having an amino acid sequence of a specific sequence number, one or more amino acids, two or more amino acids, three or more amino acids, four or more amino acids, or five or more amino acids may be substituted.
상기 "실질적으로 동질의 생리활성"은 상기 단백질의 구조적, 기능적 상동성으로 인한 당뇨망막병증의 예방 또는 치료 활성을 의미한다. 또한, 상기 단백질은 아미노산의 부가, 치환 또는 결실의 결과 물리화학적 특성을 수반하거나 수반하지 않을 수 있다. 예시적인 실시예에서, 상기 아미노산 치환은 단백질의 열안정성을 향상시키거나, 기질 특이성을 변경시키거나, 최적의 pH를 변화시킬 수 있다. 다만 이에 제한되는 것은 아니다.The “substantially homogeneous physiological activity” refers to the prevention or treatment activity of diabetic retinopathy due to the structural and functional homology of the protein. Additionally, the protein may or may not have physicochemical properties as a result of addition, substitution, or deletion of amino acids. In exemplary embodiments, the amino acid substitutions may improve the thermal stability of the protein, change the substrate specificity, or change the optimal pH. However, it is not limited to this.
특정 서열번호의 아미노산 서열을 갖는 단백질의 N 또는 C-말단은 특정 관능기가 결합될 수 있다. 상기 단백질은 상기 변형에 의해 안정성이 개선될 수 있다. 상기 안정성은 in vivo 안정성뿐만 아니라, 저장 안정성도 포함하는 개념이다. 상기 보호기는 생체 내의 단백질 절단효소의 공격으로부터 상기 단백질을 보호할 수 있다.The N or C-terminus of a protein having an amino acid sequence of a specific sequence number may be bound to a specific functional group. The stability of the protein can be improved by the modification. The above stability is a concept that includes not only in vivo stability but also storage stability. The protecting group can protect the protein from attack by protein-cleaving enzymes in vivo.
바이오마커의 수준을 측정하는 것은 바이오마커의 함량이나 농도 등 그 존재량을 측정하는 것일 수도 있고, 바이오마커를 직접 발현하거나 바이오마커의 증가에 관여하는 유전자의 mRNA나 단백질의 발현 수준을 측정하는 것일 수도 있다. 바이오마커의 증가에 관여하는 유전자란 해당 유전자의 발현을 통해 생성된 단백질 등의 물질이 해당 바이오마커의 존재량을 증가시키는 경우를 의미할 수 있다.Measuring the level of a biomarker may mean measuring the amount of the biomarker, such as its content or concentration, or measuring the expression level of mRNA or protein of a gene that directly expresses the biomarker or is involved in the increase of the biomarker. It may be possible. A gene involved in the increase of a biomarker may mean that a substance such as a protein produced through expression of the gene increases the abundance of the biomarker.
상기 표 1과 같은 바이오마커의 수준을 측정하는 제제로서, 상기 바이오마커와 관련된 유전자의 mRNA 발현 수준을 측정할 경우에는 상기 유전자에 특이적으로 결합하는 프라이머쌍, 프로브 및 안티센스 뉴클레오타이드 중 하나 이상을 포함할 수 있다. 적어도 하나 이상의 상기 유전자들의 핵산 정보가 GeneBank 등에 알려져 있으므로 통상의 기술자는 상기 서열을 바탕으로 이들의 프라이머쌍, 프로브 또는 안티센스 뉴클레오타이드를 디자인할 수 있다.An agent for measuring the level of a biomarker as shown in Table 1, and when measuring the mRNA expression level of a gene related to the biomarker, it contains at least one of a primer pair, a probe, and an antisense nucleotide that specifically binds to the gene. can do. Since the nucleic acid information of at least one of the genes is known in GeneBank, etc., a person skilled in the art can design primer pairs, probes, or antisense nucleotides based on the sequences.
상기 프로브란 시료 내의 검출하고자 하는 표적 물질과 특이적으로 결합함으로써 표적 물질의 존재를 확인할 수 있는 물질을 의미하며, PNA(peptide nucleic acid), LNA(locked nucleic acid), 펩티드, 폴리펩티드, 단백질, RNA 또는 DNA일 수 있으나, 이에 제한되는 것은 아니다.The probe refers to a substance that can confirm the presence of a target substance by specifically binding to the target substance to be detected in a sample, such as PNA (peptide nucleic acid), LNA (locked nucleic acid), peptide, polypeptide, protein, RNA. Alternatively, it may be DNA, but is not limited thereto.
mRNA 발현 수준을 측정하는 방법으로 역전사 중합효소반응(RT-PCR), 경쟁적 역전사 중합효소반응(Competitive RT-PCR), 실시간 역전사 중합효소반응(Real-time RT-PCR), RNase 보호 분석법(RPA; RNase protection assay), 노던 블랏팅(Northern blotting), DNA 칩 등이 있으나, 이에 제한되는 것은 아니다.Methods for measuring mRNA expression levels include reverse transcription polymerase reaction (RT-PCR), competitive reverse transcription polymerase reaction (Competitive RT-PCR), real-time reverse transcription polymerase reaction (Real-time RT-PCR), and RNase protection assay (RPA). RNase protection assay), Northern blotting, DNA chip, etc., but are not limited thereto.
또는, 상기 바이오마커에 특이적으로 결합하는 항체, 상호작용 단백질, 리간드, 나노입자(nanoparticles) 및 압타머(aptamer) 중 하나 이상을 포함할 수도 있다.Alternatively, it may include one or more of antibodies, interacting proteins, ligands, nanoparticles, and aptamers that specifically bind to the biomarker.
상기 항체는 다클론 항체, 단클론 항체 및 재조합 항체를 모두 포함할 수 있다.The antibodies may include polyclonal antibodies, monoclonal antibodies, and recombinant antibodies.
상기 다른 과제를 해결하기 위해 본 발명은 일 실시예에 따라 당뇨망막병증 진단용 키트를 제공한다. 당뇨망막병증 진단용 키트는 상술한 바와 같은 당뇨망막병증 진단용 조성물을 포함한다. 당뇨망막병증 진단용 키트는 RT-PCR(reverse transcription polymerase chain reaction) 키트, DNA 칩 키트, ELISA(Enzyme linked immunosorbent assay) 키트, 단백질 칩 키트, 래피드(rapid) 키트 또는 MRM(Multiple reaction monitoring) 키트일 수 있다.In order to solve the above other problems, the present invention provides a kit for diagnosing diabetic retinopathy according to one embodiment. The kit for diagnosing diabetic retinopathy includes the composition for diagnosing diabetic retinopathy as described above. Kits for diagnosing diabetic retinopathy may be RT-PCR (reverse transcription polymerase chain reaction) kits, DNA chip kits, ELISA (Enzyme linked immunosorbent assay) kits, protein chip kits, rapid kits, or MRM (multiple reaction monitoring) kits. there is.
또한, 상기 키트는 질량분석에 이용될 수 있다. 이 경우, 상기 단백질의 특정 아미노산 잔기는 미리스토일화(myristoylation), 이소프레닐화, 프레닐화, 글리피칸화(glypiation), 리포일화(lipoylation), 아실화, 알킬화, 메틸화, 탈메틸화, 아미드화, 유비퀴틴화, 인산화, 탈아미드화, 글리코실화, 산화, 또는 아세틸화 등과 같은 변형을 가질 수 있다.Additionally, the kit can be used for mass spectrometry. In this case, specific amino acid residues of the protein may be myristoylated, isoprenylated, prenylated, glypiated, lipoylated, acylated, alkylated, methylated, demethylated, amidated, It may have modifications such as ubiquitination, phosphorylation, deamidation, glycosylation, oxidation, or acetylation.
당뇨망막병증 진단용 키트는 통상의 기술자에게 알려져 있는 방법에 의해 제조될 수 있다. 당뇨망막병증 진단용 키트는 예를 들어, 동결 건조 형태의 항체와 완충액, 안정화제, 불활성 단백질 등을 포함할 수 있다. 상기 항체는 방사종(radionuclides), 형광원(fluorescors), 효소(enzymes) 등에 의해 표지화될 수 있다.A kit for diagnosing diabetic retinopathy can be manufactured by methods known to those skilled in the art. A kit for diagnosing diabetic retinopathy may include, for example, a freeze-dried antibody, a buffer solution, a stabilizer, an inactive protein, etc. The antibody may be labeled with radionuclides, fluoresces, enzymes, etc.
상기 또 다른 과제를 해결하기 위해 본 발명은 일 실시예에 따라 당뇨망막병증 진단을 위한 정보제공 방법을 제공한다. 당뇨망막병증 진단을 위한 정보제공 방법은 (a) 대상(subject)의 생물학적 시료에서 당뇨망막병증과 관련된 바이오마커의 수준을 측정하는 단계; (b) 상기 측정된 수준을 대조군 시료와 비교하는 단계; 및 (c) 상기 측정된 수준이 상기 대조군 시료에 비해 증가 또는 감소하면 당뇨망막병증의 유병 가능성이 있는 것으로 진단하는 단계를 포함한다. 당뇨망막병증과 관련된 바이오마커란 상기 표 1의 바이오마커 중 하나 이상이다.In order to solve the above problem, the present invention provides a method of providing information for diagnosing diabetic retinopathy according to an embodiment. A method of providing information for diagnosing diabetic retinopathy includes (a) measuring the level of a biomarker related to diabetic retinopathy in a biological sample of a subject; (b) comparing the measured level to a control sample; and (c) diagnosing the possibility of diabetic retinopathy if the measured level increases or decreases compared to the control sample. A biomarker related to diabetic retinopathy is one or more of the biomarkers in Table 1 above.
구체적으로, 상기 표 1의 바이오마커들 중 제1 바이오마커는 당뇨망막병증을 갖는 세포 또는 환자에서 mRNA(또는 단백질) 발현 수준이나 존재량이 정상 대조군에 비해 증가한(또는 더 많은) 특징을 갖는다. 따라서, 제1 바이오마커의 수준이 상기 대조군 시료에 비해 증가하면(또는 더 많으면) 대상이 당뇨망막병증의 유병 가능성이 있는 것으로 진단할 수 있다. 즉, 대상이 당뇨망막병증을 갖고 있을 가능성이 높거나 발병할 가능성이 높은 것으로 진단(또는 판단, 판정)할 수 있다.Specifically, the first biomarker among the biomarkers in Table 1 has the characteristic of increased (or greater) mRNA (or protein) expression level or abundance in cells or patients with diabetic retinopathy compared to the normal control group. Accordingly, if the level of the first biomarker increases (or exceeds) compared to the control sample, the subject may be diagnosed as having the possibility of having diabetic retinopathy. In other words, it can be diagnosed (or determined, determined) that the subject is likely to have or develop diabetic retinopathy.
반대로, 상기 표 1의 바이오마커들 중 제2 바이오마커는 당뇨망막병증을 갖는 세포 또는 환자에서 mRNA(또는 단백질) 발현 수준이나 존재량이 정상 대조군에 비해 감소한(또는 더 적은) 특징을 갖는다. 따라서, 제2 바이오마커의 수준이 상기 대조군 시료에 비해 감소하면(또는 더 적으면) 대상이 당뇨망막병증의 유병 가능성이 있는 것으로 진단할 수 있다. 즉, 대상이 당뇨망막병증을 갖고 있을 가능성이 높거나 발병할 가능성이 높은 것으로 진단(또는 판단, 판정)할 수 있다.Conversely, the second biomarker among the biomarkers in Table 1 has the characteristic that the mRNA (or protein) expression level or abundance is reduced (or less) in cells or patients with diabetic retinopathy compared to the normal control group. Accordingly, if the level of the second biomarker is reduced (or less) compared to the control sample, the subject may be diagnosed as having the possibility of having diabetic retinopathy. In other words, it can be diagnosed (or determined, determined) that the subject is likely to have or develop diabetic retinopathy.
또한, 더 많은 종류의 제1 바이오마커가 증가한 것으로 측정될수록(또는 더 많은 종류의 제2 바이오마커가 감소한 것으로 측정될수록) 유병 가능성이 더 높은 것으로 진단할 수도 있다.Additionally, the more types of first biomarkers are measured to be increased (or the more types of second biomarkers are measured to be decreased), the higher the possibility of disease prevalence may be diagnosed.
상기 생물학적 시료는 대상의 혈관 영역 또는 비혈관 영역에서 유래된 것일 수 있다.The biological sample may be derived from a vascular region or a non-vascular region of the subject.
혈관 영역이란 대상의 혈관을 포함하는 조직으로서, 혈관 영역에서 유래된 생물학적 시료란 예를 들어, 혈액, 혈장 및/또는 혈관 조직(혈관 내피, 혈관 중피, 혈관 외피 등)을 포함하는 시료일 수 있다. 보다 구체적으로, 혈관 영역에서 유래된 생물학적 시료란 진단하고자 하는 질환과 관련 있는 조직 내의 혈관 영역에서 유래된 것일 수 있는데, 예를 들어 당뇨망막병증을 진단하고자 할 경우에는 망막, 황반, 망막신경, 망막색소상피 등에서 채취한 혈액, 혈장 및/또는 혈관 조직일 수 있다.The vascular region is a tissue containing the blood vessels of the target, and a biological sample derived from the vascular region may be, for example, a sample containing blood, plasma, and/or vascular tissue (vascular endothelium, vascular mesothelium, vascular envelope, etc.). . More specifically, a biological sample derived from a vascular region may be one derived from a vascular region within a tissue related to the disease to be diagnosed. For example, in the case of diagnosing diabetic retinopathy, the sample may be the retina, macula, retinal nerve, or retina. It may be blood, plasma, and/or vascular tissue collected from pigment epithelium, etc.
비혈관 영역이란 대상의 혈관을 포함하지 않는 조직으로서, 비혈관 영역에서 유래된 생물학적 시료란 혈관 외 세포들의 조직을 포함하는 시료일 수 있다. 보다 구체적으로, 비혈관 영역에서 유래된 생물학적 시료란 진단하고자 하는 질환과 관련 있는 조직의 혈관 외 조직일 수 있는데, 예를 들어 당뇨망막병증을 진단하고자 할 경우에는 망막, 황반, 망막신경, 망막색소상피 등에서 채취한 혈관 외 영역의 조직일 수 있다.The non-vascular area is tissue that does not contain blood vessels of interest, and a biological sample derived from the non-vascular area may be a sample containing tissue of extravascular cells. More specifically, a biological sample derived from a non-vascular area may be an extravascular tissue related to the disease to be diagnosed. For example, in the case of diagnosing diabetic retinopathy, the retina, macula, retinal nerve, and retinal pigment may be used. It may be tissue from an extravascular area collected from epithelium, etc.
보다 구체적인 예시로서, 망막혈관의 경우 전체 망막 세포를 채취하여 당뇨망막병증 관련 바이오마커를 분석할 수 있다. 당뇨병의 경우 갈색지방조직 또는 백색지방조직의 아디포스(adipose) 조직을 분리하여 분석할 수 있다. 다만 본 발명의 실시예가 이에 제한되는 것은 아니다.As a more specific example, in the case of retinal blood vessels, entire retinal cells can be collected to analyze biomarkers related to diabetic retinopathy. In the case of diabetes, adipose tissue of brown adipose tissue or white adipose tissue can be separated and analyzed. However, embodiments of the present invention are not limited thereto.
몇몇 실시예에서, 본 발명의 당뇨망막병증 진단을 위한 정보제공 방법은 상기 (a) 단계가 대상의 생물학적 시료에서 제1 바이오마커 중 하나 이상과 제2 바이오마커 중 하나 이상의 수준을 측정하는 단계일 수 있다. 이와 같이 제1 및 제2 바이오마커를 함께 측정 및 비교함으로써, 당뇨망막병증의 진단에 대한 정확도를 보다 높일 수 있다. 이 경우, 제1 바이오마커만 증거하거나 제2 바이오마커만 감소한 경우보다 제1 바이오마커가 증가하고 제2 바이오마커가 감소한 경우의 유병 가능성이 더 높은 것으로 진단할 수 있다.In some embodiments, in the method of providing information for diagnosing diabetic retinopathy of the present invention, step (a) may be a step of measuring the level of one or more of the first biomarker and one or more of the second biomarker in the biological sample of the subject. You can. By measuring and comparing the first and second biomarkers together, the accuracy of diagnosing diabetic retinopathy can be further improved. In this case, it can be diagnosed that the likelihood of prevalence is higher when the first biomarker increases and the second biomarker decreases than when only the first biomarker is evidenced or only the second biomarker is decreased.
상기 바이오마커의 수준 측정 및 비교는 상술한 진단용 조성물 또는 키트를 이용하여 수행할 수 있다.Measurement and comparison of the level of the biomarker can be performed using the diagnostic composition or kit described above.
상기 바이오마커의 수준을 분석하기 위해 SDS-PAGE(sodium dodecyl sulfate-polyacrylamide gel electrophoresis), MALDI-TOF(Matrix-assisted laser desorption/ionization), GC-MS (Gas chromatography-mass spectrometry) 분석, LC-MS (Liquid chromatography-mass spectrometry) 분석, 콜레스테롤 옥시데이스(oxidase) 분석, 리피드 패널(lipid panel) 분석 등을 단독으로 또는 추가적으로 더 사용할 수 있으나, 본 발명의 실시예가 이에 제한되는 것은 아니다.To analyze the levels of the biomarkers, SDS-PAGE (sodium dodecyl sulfate-polyacrylamide gel electrophoresis), MALDI-TOF (Matrix-assisted laser desorption/ionization), GC-MS (Gas chromatography-mass spectrometry) analysis, and LC-MS (Liquid chromatography-mass spectrometry) analysis, cholesterol oxidase analysis, lipid panel analysis, etc. may be used alone or additionally, but embodiments of the present invention are not limited thereto.
또한, (a) 내지 (c) 단계의 분석은 진단의 정확도를 향상시키기 위해 통계적 방법 또는 알고리즘을 사용하여 분석할 수 있으며, 선형 또는 비선형 회귀 분석방법, 선행 또는 비선형 분류(classification) 분석방법, 로지스틱 회귀 분석 방법(logistic regression), 분산분석(Analysis of Variance; ANOVA), 신경망 분석방법, 유전적 분석방법, 서포트 벡터 머신 분석방법, 계층 분석 또는 클러스터링 분석방법, 결정 트리를 이용한 계층 알고리즘 또는 커널 주성분(Kernel principal component) 분석방법, 마르코프 블랭킷(Markov Blanket) 분석방법, 회귀 특성 소거(recursive feature elimination) 또는 엔트로피-기본 회귀 특성 소거 분석방법 및 전방 플로팅 서치(floating search) 또는 후방 플로팅 서치(floating search) 분석방법으로 이루어진 군에서 선택되는 하나 이상의 분석방법을 사용할 수 있다.In addition, the analysis in steps (a) to (c) can be analyzed using statistical methods or algorithms to improve the accuracy of diagnosis, such as linear or non-linear regression analysis methods, a priori or non-linear classification analysis methods, and logistic Logistic regression, Analysis of Variance (ANOVA), neural network analysis method, genetic analysis method, support vector machine analysis method, hierarchical analysis or clustering analysis method, hierarchical algorithm using decision tree or kernel principal component ( Kernel principal component) analysis method, Markov Blanket analysis method, recursive feature elimination or entropy-basic regression feature elimination analysis method, and forward floating search or backward floating search analysis. One or more analysis methods selected from the group consisting of methods may be used.
상기 과제를 해결하기 위해 본 발명은 다른 실시예에 따라 (d) 상기 (a) 단계에서 수준을 측정한 바이오마커를 감소(또는 증가)시킬 수 있는 치료용 제제(therapeutic agent)를 투여하는 단계를 더 포함하는 당뇨망막병증의 치료방법을 제공한다. 즉, (a) 내지 (c) 단계를 통해 특정 바이오마커가 증가하여 해당 질환의 유병 가능성이 있는 것으로 판단될 경우, 해당 바이오마커를 직간접적으로 저해하는 등으로 작용할 수 있는 치료용 제제를 투여함으로써 대상을 치료할 수 있다. 한편, 상기 수준을 측정한 바이오마커가 제1 바이오마커일 경우 이를 감소시킬 수 있는 치료용 제제를 투여하고, 제2 바이오마커일 경우 이를 증가시킬 수 있는 치료용 제제를 투여한다.In order to solve the above problem, the present invention, according to another embodiment, includes the step (d) of administering a therapeutic agent capable of reducing (or increasing) the biomarker level measured in step (a). Provides a treatment method for diabetic retinopathy that further includes. In other words, if a specific biomarker increases through steps (a) to (c) and it is determined that there is a possibility of the disease, by administering a therapeutic agent that can act by directly or indirectly inhibiting the relevant biomarker. Can heal the target. Meanwhile, if the biomarker measuring the level is a first biomarker, a therapeutic agent capable of reducing it is administered, and if the level is a second biomarker, a therapeutic agent capable of increasing it is administered.
상기 치료용 제제는 약학적 조성물(pharmaceutical composition)의 형태로 투여될 수 있는데, 치료용 제제는 약제학적 분야에서 공지된 방법에 의해 약학적으로 허용되는 담체, 부형제, 희석제 등과 혼합하여 주사제 등의 제형으로 제조되어 정맥주사 등으로 투여될 수 있다.The therapeutic preparation may be administered in the form of a pharmaceutical composition. The therapeutic preparation is mixed with a pharmaceutically acceptable carrier, excipient, diluent, etc. by a method known in the pharmaceutical field to form a dosage form such as an injection. It can be manufactured and administered by intravenous injection.
본 발명의 당뇨망막병증의 치료방법은 (e) 상기 (d) 단계의 약제학적 제제 투여 후 상기 바이오마커의 수준을 다시 측정하는 단계를 더 포함할 수도 있다.The method for treating diabetic retinopathy of the present invention may further include (e) measuring the level of the biomarker again after administration of the pharmaceutical agent in step (d).
상기 또 다른 과제를 해결하기 위해 본 발명은 일 실시예에 따라 당뇨망막병증 치료용 물질의 스크리닝 방법을 제공한다. 당뇨망막병증 치료용 물질의 스크리닝 방법은 (a) 실험 모델에 후보물질을 처리하는 단계; (b) 처리된 실험 모델에서 상술한 바이오마커 중 하나 이상의 수준을 측정하는 단계; 및 (c) 측정된 수준을 대조군 모델과 비교하여 바이오마커가 감소 또는 증가하였는지 여부를 확인하는 단계를 포함한다.In order to solve the above problem, the present invention provides a screening method for a substance for treating diabetic retinopathy according to an embodiment. A screening method for a substance for treating diabetic retinopathy includes (a) treating a candidate substance in an experimental model; (b) measuring the level of one or more of the above-described biomarkers in the treated experimental model; and (c) comparing the measured level with the control model to determine whether the biomarker has decreased or increased.
본 발명의 바이오마커는 정상 대조군 대비 증가(제1 바이오마커) 또는 감소(제2 바이오마커)하는 물질이므로, 특정 후보물질을 처리하여 바이오마커가 감소(제1 바이오마커) 또는 증가(제2 바이오마커)하였다면 해당 후보물질을 당뇨망막병증 치료 가능성이 있는 물질로 판단하고 전임상, 임상 등 다음 단계의 실험을 수행하는데 활용할 수 있다.The biomarker of the present invention is a substance that increases (first biomarker) or decreases (second biomarker) compared to the normal control group, so the biomarker decreases (first biomarker) or increases (second biomarker) by treating a specific candidate material. marker), the candidate substance can be judged as a substance with the potential to treat diabetic retinopathy and used to conduct next-stage experiments such as preclinical and clinical trials.
후보물질을 처리하는 단계는 in vitro, in vivo, ex vitro, ex vivo 및 in silico 중 하나 이상의 방식으로 수행될 수 있고, 실험 모델은 세포, 동물 모델, 인간, 또는 동물이나 인간으로부터 분리되거나 유래된 세포 또는 조직일 수 있고, 혈관 영역 또는 비혈관 영역일 수 있다.The step of processing the candidate material may be performed in one or more of the following ways: in vitro, in vivo, ex vitro, ex vivo, and in silico, and the experimental model may be a cell, animal model, human, or a cell isolated or derived from an animal or human. It may be a cell or tissue, and may be a vascular area or a non-vascular area.
실험 모델은 당뇨망막병증이 유발된 세포 모델 또는 동물 모델이거나 당뇨망막병증을 갖는 세포, 동물, 인간, 또는 동물이나 인간으로부터 분리되거나 유래된 세포 또는 조직일 수 있다.The experimental model may be a cell model or animal model in which diabetic retinopathy is induced, or a cell, animal, or human having diabetic retinopathy, or a cell or tissue isolated or derived from an animal or human.
기타 실시예의 구체적인 사항들은 상세한 설명에 포함되어 있다.Specific details of other embodiments are included in the detailed description.
본 발명의 실시예들에 따르면, 당뇨망막병증과 관련된 특정 바이오마커들을 이용함으로써 당뇨망막병증을 효과적으로 진단할 수 있고, 당뇨망막병증의 치료용 물질을 스크리닝할 수 있다.According to embodiments of the present invention, diabetic retinopathy can be effectively diagnosed by using specific biomarkers related to diabetic retinopathy, and substances for treating diabetic retinopathy can be screened.
본 발명의 실시예들에 따른 효과는 이상에서 예시된 내용에 의해 제한되지 않으며, 더욱 다양한 효과들이 본 명세서 내에 포함되어 있다.Effects according to embodiments of the present invention are not limited to the contents exemplified above, and further various effects are included in the present specification.
도 1는 본 발명의 실험예를 통해 고혈당에서 미토콘드리아의 프로히비틴 (prohibitin, PHB)이 감소하는 것을 확인한 그래프이다.Figure 1 is a graph confirming that mitochondrial prohibitin (PHB) decreases in high blood sugar through an experimental example of the present invention.
본 발명의 이점 및 특징, 그리고 그것들을 달성하는 방법은 상세하게 후술되어 있는 실시예들을 참조하면 명확해질 것이다. 그러나 본 발명은 이하에서 개시되는 실시예들에 한정되는 것이 아니라 서로 다른 다양한 형태로 구현될 것이며, 단지 실시예들은 본 발명의 개시가 완전하도록 하며, 본 발명이 속하는 기술분야에서 통상의 지식을 가진 자에게 발명의 범주를 완전하게 알려주기 위해 제공되는 것이며, 본 발명은 청구항의 범주에 의해 정의될 뿐이다.The advantages and features of the present invention and methods for achieving them will become clear with reference to the embodiments described in detail below. However, the present invention is not limited to the embodiments disclosed below and will be implemented in various different forms, and only the embodiments serve to ensure that the disclosure of the present invention is complete, and those skilled in the art It is provided to fully inform the person of the scope of the invention, and the present invention is only defined by the scope of the claims.
본 명세서에서 사용된 용어는 실시예들을 설명하기 위한 것이며 본 발명을 제한하고자 하는 것은 아니다. 본 명세서에서, '및/또는'은 언급된 아이템들의 각각 및 하나 이상의 모든 조합을 포함한다. 또, 단수형은 문구에서 특별히 언급하지 않는 한 복수형도 포함한다. 명세서에서 사용되는 '포함한다(comprises)' 및/또는 '포함하는(comprising)'은 언급된 구성요소 외에 하나 이상의 다른 구성요소의 존재 또는 추가를 배제하지 않는다. '-' 또는 '내지'를 사용하여 나타낸 수치 범위는 다른 언급이 없는 한 그 앞과 뒤에 기재된 값을 각각 하한과 상한으로서 포함하는 수치 범위를 나타낸다. '약' 또는 '대략'은 그 뒤에 기재된 값 또는 수치 범위의 20% 이내의 값 또는 수치 범위를 의미한다.The terminology used herein is for describing embodiments and is not intended to limit the invention. As used herein, 'and/or' includes each and every combination of one or more of the mentioned items. Additionally, the singular form also includes the plural form unless specifically stated in the phrase. As used in the specification, 'comprises' and/or 'comprising' do not exclude the presence or addition of one or more other components in addition to the mentioned components. The numerical range indicated using '-' or 'to' indicates a numerical range that includes the values written before and after it as the lower and upper limits, respectively, unless otherwise specified. ‘About’ or ‘approximately’ means a value or numerical range within 20% of the value or numerical range stated thereafter.
또한, 본 발명의 실시예의 구성 요소를 설명하는 데 있어서, 제1, 제2, A, B, (a), (b) 등의 용어를 사용할 수 있다. 이러한 용어는 그 구성 요소를 다른 구성 요소와 구별하기 위한 것일 뿐, 그 용어에 의해 해당 구성 요소의 본질이나 차례 또는 순서 등이 한정되지 않는다.Additionally, when describing the components of an embodiment of the present invention, terms such as first, second, A, B, (a), and (b) may be used. These terms are only used to distinguish the component from other components, and the nature, sequence, or order of the component is not limited by the term.
다른 정의가 없다면, 본 명세서에서 사용되는 모든 용어(기술 및 과학적 용어를 포함)는 본 발명이 속하는 기술분야에서 통상의 지식을 가진 자에게 공통적으로 이해될 수 있는 의미로 사용될 수 있을 것이다. 또 일반적으로 사용되는 사전에 정의되어 있는 용어들은 명백하게 특별히 정의되어 있지 않는 한 이상적으로 또는 과도하게 해석되지 않는다.Unless otherwise defined, all terms (including technical and scientific terms) used in this specification may be used with meanings that can be commonly understood by those skilled in the art to which the present invention pertains. Additionally, terms defined in commonly used dictionaries are not interpreted ideally or excessively unless clearly specifically defined.
그리고 본 발명의 실시예를 설명함에 있어, 관련된 공지 구성 또는 기능에 대한 구체적인 설명이 본 발명의 실시예에 대한 이해를 방해한다고 판단되는 경우에는 그 상세한 설명은 생략한다.Also, in describing embodiments of the present invention, if detailed descriptions of related known configurations or functions are judged to impede understanding of the embodiments of the present invention, the detailed descriptions will be omitted.
본 명세서에서, '예방'이란 증상 또는 질환은 아직 없으나, 이러한 증상 또는 질환에 걸릴 수 있는 개체에서 증상 또는 질환의 발생을 억제하거나 지연시키는 것을 의미한다. In this specification, 'prevention' means suppressing or delaying the occurrence of symptoms or diseases in an individual who does not yet have symptoms or diseases but may develop such symptoms or diseases.
본 명세서에서, '치료'란 개체에서 증세가 호전되거나 이롭게 변경되는 모든 행위를 의미하며, 예를 들어 (a) 증상 또는 질환의 발전(악화)의 억제, (b) 증상 또는 질환의 경감 또는 개선, 또는 (c) 증상 또는 질환의 제거를 의미한다. As used herein, ‘treatment’ refers to any action that improves or beneficially changes symptoms in an individual, such as (a) suppressing the development (worsening) of a symptom or disease, (b) alleviating or improving a symptom or disease. , or (c) means elimination of symptoms or disease.
본 명세서에서, '개체' 또는 '대상'이란 본 발명을 이용하여 특정 질병 또는 질환을 진단, 예방 또는 치료하려는 세포, 조직, 동물 또는 인간을 의미한다.In this specification, 'individual' or 'subject' means a cell, tissue, animal, or human for which a specific disease or condition is to be diagnosed, prevented, or treated using the present invention.
본 명세서에서, '진단'이란 본 발명의 조성물 또는 키트를 이용하여 특정 질병 또는 질환의 발병 여부 또는 발병 위험성을 판단하는 행위는 물론 병리 상태의 특징을 확인하는 등 상기 질병 또는 질환과 관련된 정보를 제공할 수 있는 모든 행위를 의미한다.In this specification, 'diagnosis' refers to the act of determining whether or not a specific disease or condition has developed or the risk of developing it using the composition or kit of the present invention, as well as providing information related to the disease or condition, such as confirming the characteristics of the pathological state. It means all actions that can be done.
본 명세서에서, '유병 가능성'이란 특정 질병 또는 질환이 발병하였을 가능성과 발병할 가능성을 모두 포함하는 의미이다.In this specification, 'possibility of disease' means both the possibility of developing a specific disease or disease and the possibility of developing it.
본 명세서에서, '생물학적 시료'란 대상의 혈액, 혈장, 혈청, 세포, 조직, 체액, 타액, 뇨, 안방수, 전방수 등을 의미한다.In this specification, 'biological sample' refers to the subject's blood, plasma, serum, cells, tissues, body fluids, saliva, urine, aqueous humor, anterior chamber fluid, etc.
본 명세서에서, '유래'란 특정 대상 또는 특정 부위에서 분리되는 것뿐만 아니라 대상 또는 부위 그 자체를 의미할 수도 있다.In this specification, 'derived from' may mean not only separation from a specific object or part, but also the object or part itself.
본 명세서에서, '바이오마커'란 특정 질병 또는 질환을 가진 개체에서 정상 대조군(특정 질병 또는 질환이 없는 개체)에 비하여 유전자 또는 단백질 발현 수준의 유의적인 증가 또는 감소 양상을 보이는 펩티드, 폴리펩티드, 핵산, 지질, 당지질, 당단백질, 당(단당류, 이당류, 올리고당류 등) 등과 같은 유기 생체 분자 등을 포함한다.As used herein, 'biomarker' refers to a peptide, polypeptide, nucleic acid, or protein that shows a significant increase or decrease in the expression level of a gene or protein in an individual with a specific disease or condition compared to a normal control group (an individual without a specific disease or condition). Includes organic biomolecules such as lipids, glycolipids, glycoproteins, and sugars (monosaccharides, disaccharides, oligosaccharides, etc.).
본 명세서에서, '대조군'이란 특정 질병 또는 질환이 없거나 유발되지 않은 정상 세포 또는 환자 등을 의미한다.In this specification, 'control group' refers to normal cells or patients that do not have or are not caused by a specific disease or disease.
본 명세서에서, '수준'이란 바이오마커를 포함한 특정 인자의 mRNA 또는 단백질 발현 수준을 의미할 수도 있고, 특정 인자의 존재량을 측정 또는 분석하여 확인할 수 있는 함량, 농도 등도 의미할 수 있다.In this specification, 'level' may mean the mRNA or protein expression level of a specific factor, including a biomarker, or may also mean a content, concentration, etc. that can be confirmed by measuring or analyzing the abundance of a specific factor.
본 명세서에서, 아미노산 서열을 명명하는 일반적인 규칙은 구체적으로 지시된 예외사항이 없는 경우 3문자 또는 1문자 아미노산 코드를 기초로 할 수 있다. 예컨대, 아미노산 구조의 중심부를 3문자 코드(예컨대, Ala, Lys)로 표시하며, 3문자 코드의 앞에 "D-"를 적음으로써 D-입체형태(예컨대, D-Ala, D-Lys)를 구체적으로 지시하지 않은 경우라면 L-입체형태로 가정할 수 있다. 단백질 또는 펩타이드를 구성하는 아미노산 잔기는 천연 또는 비-천연아미노산 잔기일 수 있다.In this specification, general rules for naming amino acid sequences may be based on three-letter or one-letter amino acid codes unless there are specifically indicated exceptions. For example, the center of the amino acid structure is indicated by a three-letter code (e.g., Ala, Lys), and the D-stereotype (e.g., D-Ala, D-Lys) is specified by writing “D-” in front of the three-letter code. Unless otherwise indicated, the L-stereotype can be assumed. The amino acid residues that make up a protein or peptide may be natural or non-natural amino acid residues.
이하, 본 발명의 실시예들을 제조예와 실험예를 통해 상세하게 설명하나, 본 발명의 효과가 하기 실험예에 의해 제한되지 아니함은 자명하다.Hereinafter, embodiments of the present invention will be described in detail through manufacturing examples and experimental examples, but it is obvious that the effect of the present invention is not limited by the following experimental examples.
실험예: 당뇨망막병증(Diabetic Retinopathy, DR) 모델을 이용한 바이오마커 분석Experimental example: Biomarker analysis using Diabetic Retinopathy (DR) model
실험 방법Experimental method
1) 세포모델 제조 및 단백질체 및 대사체 분석1) Cell model production and proteomic and metabolite analysis
망막색소상피세포(ARPE-19)를 ATCC(Manassas, VA)로부터 입수하였다. 망막전구세포는 노스 텍사스 대학의 Harold J. Sheeldo 교수가 기증하였다. Retinal pigment epithelial cells (ARPE-19) were obtained from ATCC (Manassas, VA). Retinal progenitor cells were donated by Professor Harold J. Sheeldo of the University of North Texas.
세포를 5% CO2 인큐베이터 37 ℃에서 100 mm 접시(Nalge Nunc International, Naperville, IL) Dulbecco의 변형된 Eagle 배지(DMEM)를 사용하여 소태아혈청(10%) 및 페니실린/스트렙토마이신(1%) 하에서 배양하고 트립신 처리하였다(37 ℃에서 5-7분). 세포는 2-4일 동안 H2O2(200 μM)와 강렬한 빛(7,000-10,000 lx, 1-24시간) 또는 일정한 빛(700 lx, 48시간) 하에서 산화 스트레스를 주고 단백질체와 대사체 변화를 관찰하였다. Cells were cultured in 100 mm dishes (Nalge Nunc International, Naperville, IL) at 37°C in a 5% CO 2 incubator using Dulbecco's modified Eagle's medium (DMEM) with fetal bovine serum (10%) and penicillin/streptomycin (1%). and trypsinized (5-7 minutes at 37°C). Cells were subjected to oxidative stress under H 2 O 2 (200 μM) and intense light (7,000-10,000 lx, 1-24 hours) or constant light (700 lx, 48 hours) for 2-4 days, resulting in proteome and metabolite changes. observed.
PBS 및 IP 용해 버퍼(25 mM Tris, 150 mM NaCl, 1 mM EDTA, 1% NP-40, 5% 글리세롤 및 프로테아제 억제제)를 사용하여 주기적 초음파 처리(3 x 5)로 세포를 파괴시키고(0 ℃, pH 7.4, 5분) 원심분리하였다(10분, 13,000 x g). 분리된 단백질은 Laemmli 샘플 버퍼(5X, 5% β-mercaptoethanol)를 사용하여 SDS-PAGE로 분리하고 시각화하였다(Coomassie blue(Pierce, IL) 또는 은 염색).Cells were disrupted by periodic sonication (3 x 5) using PBS and IP lysis buffer (25 mM Tris, 150 mM NaCl, 1 mM EDTA, 1% NP-40, 5% glycerol, and protease inhibitors) at 0 °C. , pH 7.4, 5 min) and centrifuged (10 min, 13,000 x g). The isolated proteins were separated by SDS-PAGE using Laemmli sample buffer (5X, 5% β-mercaptoethanol) and visualized (Coomassie blue (Pierce, IL) or silver staining).
2) 동물모델 제조 및 단백질체 분석 2) Animal model preparation and proteome analysis
수컷 Wistar 쥐(250-350 g/rat, 8주령, Charles River Laboratories)는 대조군 또는 당뇨병 군에 무작위로 할당되었다. 모든 절차는 지침 2010/63/EU, NIH 지침 및 ARVO 지침을 따랐다. 쥐들은 스트렙토조토신(10 mM 시트르산나트륨 중의 STZ, 65 mg/kg, pH 4.5, Sigma, St. Louis, MO, USA)을 주사맞고 당뇨병이 유발되었으며, 혈당 250 mg/dl를 초과하는 수치가 고혈당으로 간주되었다. STZ 투여는 당뇨병성 망막병증의 유도를 위한 검증된 모델 제조방법임을 공지의 문헌을 통해 확인하였다(Chen-Yuan Gong et al, Streptozotocin induced diabetic retinopathy in rat and the expression of vascular endothelial growth factor and its receptor, Int J Ophthalomol, Vol. 6, No. 5, Oct.18, 2013 등). STZ 주사 2일 후 혈당 측정기(Elite, Bayer, Portugal)로 혈당을 확인하고, 포도당 분석을 위해 혈액을 수집하고 동물을 무게, 연령이 일치하는 대조군과 당뇨병 쥐로 준비하였다. 이후, 후술되는 방법과 같이 단백질 및 대사체 분석을 실시하였다.Male Wistar rats (250-350 g/rat, 8 weeks old, Charles River Laboratories) were randomly assigned to control or diabetic groups. All procedures followed Directive 2010/63/EU, NIH Directive, and ARVO Directive. Mice were induced to develop diabetes by injecting streptozotocin (STZ in 10 mM sodium citrate, 65 mg/kg, pH 4.5, Sigma, St. Louis, MO, USA), and blood glucose levels exceeding 250 mg/dl were considered hyperglycemia. was considered. It was confirmed through known literature that STZ administration is a proven model manufacturing method for inducing diabetic retinopathy (Chen-Yuan Gong et al, Streptozotocin induced diabetic retinopathy in rat and the expression of vascular endothelial growth factor and its receptor, Int J Ophthalomol, Vol. 6, No. 5, Oct.18, 2013, etc.). Two days after STZ injection, blood sugar was checked with a glucometer (Elite, Bayer, Portugal), blood was collected for glucose analysis, and animals were prepared as weight- and age-matched control and diabetic rats. Afterwards, protein and metabolite analysis was performed as described below.
3) 당뇨망막병증 환자의 기증안구를 통한 망막 단백질 추출 및 분석3) Extraction and analysis of retinal proteins from donor eyes of diabetic retinopathy patients
유타 안구병원과 조지아 안구병원에서 당뇨망막병증 환자의 안구를 기증받았다. 당뇨병 환자와 연령이 일치하는 대조군 눈을 적출하여 망막 단백질을 추출하였다.Utah Eye Hospital and Georgia Eye Hospital donated eyes from patients with diabetic retinopathy. Diabetic patients and age-matched control eyes were enucleated and retinal proteins were extracted.
인산완충식염수(2.7 mM KCl, 10 mM Na2HPO4, 1.8 mM KH2PO4, 137 mM NaCl, pH 7.4, 4 ℃)를 사용하여 망막을 해부하고 RIPA 완충액(0.1% SDS,1 mM DTT, 50 mM Tris-HCl, 150 mM NaCl, 1% 트리톤 X-100, 5 mM EDTA, 0.5% DOC, pH 7.4), 프로테아제 억제제 칵테일 정제 및 포스파타제 억제제(10 mM NaF 및 1 mM Na3VO4)를 사용하여 초음파 처리하고 원심 분리하여 상층액의 단백질을 수집하고(10분, 16,000 x g, 4 ℃), 1D 및 2D SDS-PAGE, western blot, 액체 크로마토그래피-질량 분석기, 데이터베이스 검색 및 BLAST 분석을 사용하여 망막 단백질을 분석하였다.Retinas were dissected using phosphate-buffered saline (2.7mM KCl, 10mM Na 2 HPO 4 , 1.8mM KH 2PO 4 , 137mM NaCl, pH 7.4, 4°C) and incubated in RIPA buffer (0.1% SDS, 1mM DTT, 50 mM Tris-HCl, 150 mM NaCl, 1 % Triton Proteins in the supernatant were collected by sonicating and centrifuging (10 min, 16,000 Retinal proteins were analyzed.
SDS-PAGE 젤(8-16%)에서 분리된 단백질을 PVDF 멤브레인으로 옮겼고 (Millipore, Billerica, MA, USA), 트리스 완충 식염수에서 저지방 우유(5%)를 사용하여 비특이적 단백질을 차단하였다(TBS-T, 20 mM Tris-HCl, 137 mM NaCl, 0.1% 트윈-20, pH 7.6, 1시간, 25 ℃). 멤브레인은 1차 항체(rabbit polyclonal, Genemed Synthesis, San Antonio, TX) 4 ℃에서 16시간 상온에서 반응시켰고 멤브레인 세척(TBS-T, 0.5% 저지방 우유, 1시간) 후, 항마우스 또는 항염소 알칼리와 함께 배양 포스파타제 결합 IgG 2차 항체(1:10,000, GE Healthcare, Buckinghamshire, UK 또는 1:10,000 희석, anti-rabbit, Agrisera, Vannas, 스웨덴) TBS-T (1% 저지방 우유, 1시간, 25 ℃) 멤브레인을 세척하였다(TBS-T, 0.5% 저지방 우유, 1시간). 망막 단백질은 화학형광(ECF, GE)을 사용하여 이미지를 분석하였다 (타이푼 FLA 9000, GE 헬스케어, Image Quant 5.0 소프트웨어 Molecular Dynamics, Inc., Sunnyvale. 캘리포니아, 미국). 비교군으로 β-액틴(1:5,000, Sigma), β-III 튜불린(1:5,000, Covance) 및 HRP접합 2차 항체(1:7,000, 항마우스, Santa Cruz Biotechnology, Santa Cruz, CA)를 사용하여 정량분석하였다. Proteins separated on SDS-PAGE gels (8-16%) were transferred to PVDF membranes (Millipore, Billerica, MA, USA), and non-specific proteins were blocked using low-fat milk (5%) in Tris-buffered saline (TBS- T, 20mM Tris-HCl, 137mM NaCl, 0.1% Tween-20, pH 7.6, 1 hour, 25°C). The membrane was reacted with primary antibody (rabbit polyclonal, Genemed Synthesis, San Antonio, TX) at 4°C for 16 hours at room temperature, and after membrane washing (TBS-T, 0.5% low-fat milk, 1 hour), anti-mouse or anti-goat alkali. Incubation with phosphatase-conjugated IgG secondary antibody (1:10,000, GE Healthcare, Buckinghamshire, UK or 1:10,000 dilution, anti-rabbit, Agrisera, Vannas, Sweden) in TBS-T (1% low-fat milk, 1 hour, 25°C) The membrane was washed (TBS-T, 0.5% low-fat milk, 1 hour). Retinal proteins were imaged using chemifluorescence (ECF, GE) (Typhoon FLA 9000, GE Healthcare, Image Quant 5.0 software Molecular Dynamics, Inc., Sunnyvale, CA, USA). As comparison groups, β-actin (1:5,000, Sigma), β-III tubulin (1:5,000, Covance), and HRP-conjugated secondary antibody (1:7,000, anti-mouse, Santa Cruz Biotechnology, Santa Cruz, CA) were used. Quantitative analysis was performed using
세포내 단백질 분석은 이뮤노히스토케미스트리와 이뮤노사이토케미스트리 기법을 사용하였다. 세포는 1차 항체(2시간, 25 ℃), 세척(PBS), 2차 항체 (1시간, 25 ℃)와 반응하였다. 세포핵은 DAPI 염색(1:5,000), 미토콘드리아는 미토트랙커 레드 (250 nM)를 사용하여 분석하였다. 커버슬립은 Dako 형광 장착을 사용하여 유리 슬라이드에 장착하고 (Dako, 덴마크) 레이저를 사용하여 세포를 분석하였다. 스캐닝 공초점 현미경 LSM 710 META(Zeiss, 독일)과 ImageJ를 이용하여 정량적으로 분석하였다.Immunohistochemistry and immunocytochemistry techniques were used to analyze intracellular proteins. Cells were reacted with primary antibody (2 hours, 25°C), washed (PBS), and secondary antibody (1 hour, 25°C). Cell nuclei were analyzed using DAPI staining (1:5,000), and mitochondria were analyzed using Mito Tracker Red (250 nM). Coverslips were mounted on glass slides using Dako fluorescence mounting (Dako, Denmark), and cells were analyzed using a laser. Quantitative analysis was performed using a scanning confocal microscope LSM 710 META (Zeiss, Germany) and ImageJ.
4) 단백질체 및 대사체 분석 방법4) Proteome and metabolome analysis methods
단백질 밴드/반점(1D/2D)에서 절단된 조각(1 mm2 큐브)을 사용하여 Coomassie 탈색 완충액 (25 mM NH4HCO3 중 50% MeCN 200 μL, pH 8.0, 20 min, 25 ℃) 또는 30 mM을 포함하는 은색 탈색 완충액 칼륨 페리시안화물(50%) 및 100 mM sodium thiosulfate (50%) 용액을 사용하였다. 젤은 아세토니트릴(200 μL)을 사용하여 탈수되었다.Pieces (1 mm 2 cubes) cut from protein bands/spots (1D/2D) were used and incubated in Coomassie destaining buffer (200 μL of 50% MeCN in 25 mM NH 4 HCO 3 , pH 8.0, 20 min, 25 °C) or 30 °C. A silver decolorizing buffer containing 100 mM potassium ferricyanide (50%) and 100 mM sodium thiosulfate (50%) solution was used. The gel was dehydrated using acetonitrile (200 μL).
당뇨망막병증 관련 단백질은 환원 (100 mM NH4HCO3, 10 mM DTT, 56 ℃, 30분), 알킬화(100 mM NH4HCO3, 55 mM 요오도아세트아미드, 20분, 25 ℃, 암색) 및 트립신 반응(13 ng/μL 시퀀싱 등급 트립신, Promega, 10 mM NH4HCO3, 10% MeCN, 37 ℃, 12시간) 하였다. 펩타이드는 완충액(50%의 50 μL NH4HCO3의 MeCN, 5% 포름산, 20분, 37 ℃)으로 추출되고 건조된 뒤 질량 분석 샘플 버퍼에 용해되었다 (5-10 μL, NH4HCO3 중 75% MeCN, 1% 트리플루오로아세트산). 유기 매트릭스(알파-시아노-4-하이드록시신남산, 5 mg/mL, MW 189.04, Sigma-Aldrich, St. Louis, MO) 완충액(50% MeCN, 50% NH4HCO3, 1% 트리플루오로아세트산) 및 원심분리(13,000 x g, 5분) 후 매트릭스 펩티드(0.5 μL)를 MALDI 플레이트(Ground steel, Bruker Daltonics, Germany)를 사용하고 펩타이드 질량은 800-3,000 Da(Flex MALDI-TOF 질량 분석기, Bruker Daltonics, 독일) 70-75% 레이저 강도와 100-300샷 사용하였다. 모든 스펙트럼은 트립신 펩티드(842.5099, 2211.105 Da) Flex 분석 소프트웨어를 사용하여 분석하였다.Diabetic retinopathy-related proteins were reduced (100 mM NH 4 HCO 3 , 10 mM DTT, 56 ℃, 30 minutes) and alkylated (100 mM NH 4 HCO 3 , 55 mM iodoacetamide, 20 minutes, 25 ℃, dark color). and trypsin reaction (13 ng/μL sequencing grade trypsin, Promega, 10 mM NH 4 HCO 3 , 10% MeCN, 37°C, 12 hours). Peptides were extracted with buffer (50 μL MeCN in 50% NH 4 HCO 3 , 5% formic acid, 20 min, 37 °C), dried, and dissolved in mass spectrometry sample buffer (5–10 μL, 5% in NH 4 HCO 3 ). 75% MeCN, 1% trifluoroacetic acid). Organic matrix (alpha-cyano-4-hydroxycinnamic acid, 5 mg/mL, MW 189.04, Sigma-Aldrich, St. Louis, MO) buffer (50% MeCN, 50% NH4HCO3, 1% trifluoroacetic acid). and after centrifugation (13,000 Germany) 70-75% laser intensity and 100-300 shots were used. All spectra were analyzed using Flex analysis software for tryptic peptides (842.5099, 2211.105 Da).
Mascot 소프트웨어(Matrix Science) 및 단백질은 NCBI/SwissProt을 사용하여 검색하였다. 다음 기준에 따른 데이터베이스를 사용하였다: 50 ppm 질량 허용 오차, 제로 누락 절단, 카바미도메틸 시스테인, 메티오닌 산화 및 4개의 최소 펩타이드 일치. 단백질 식별은 단백질 서열 적용 범위를 기반으로 검증되었으며, 일치하는 펩타이드의 수, MOWSE 점수 및 탠덤 매스 아미노산 서열을 이용하고, MOWSE 점수는 -10logP를 계산할 확률값으로 표현하였다. Mascot software (Matrix Science) and proteins were searched using NCBI/SwissProt. A database was used according to the following criteria: 50 ppm mass tolerance, zero missing cleavages, carbamidomethyl cysteine, methionine oxidation, and a minimum peptide match of four. Protein identification was verified based on protein sequence coverage, using the number of matching peptides, MOWSE score, and tandem mass amino acid sequence, and the MOWSE score was expressed as a probability value to calculate -10logP.
정상 안구와 당뇨망막병증 기증안구 망막에서 1,000개 이상의 단백질을 분석하였다.More than 1,000 proteins were analyzed in the retina of normal eyes and donor eyes with diabetic retinopathy.
SwissProt 검색 (http://www.expasy.ch/spot/), HPRD(http://hprd.org) 및 Gene Ontology(GO) 데이터베이스(http://www.geneontology.org), TargetP(cbs.dtu.dk/service/TargetP/) 및 Psort(http://psort.ims.utokyo.ac.jp/), STRING 11 (http://string-db.org/) 등의 소프트웨어를 사용하여 유전자 융합 (빨간색), 동시 발생 (진한 파란색), 공동 발현 (검정), 바인딩 실험 (보라색), 데이터베이스 (파란색), 텍스트 마이닝(라임) 및 상동성(청록색) 등으로 표시하였고 데이터베이스(https://sph.uth.edu/retnet/; RPGeNet 2.0; RD5000 DB; 레티노베이스)를 사용하였다. Search SwissProt (http://www.expasy.ch/spot/), HPRD (http://hprd.org) and Gene Ontology (GO) databases (http://www.geneontology.org), TargetP (cbs. Gene fusion using software such as dtu.dk/service/TargetP/), Psort (http://psort.ims.utokyo.ac.jp/), and STRING 11 (http://string-db.org/). (red), co-occurrence (dark blue), co-expression (black), binding experiment (purple), database (blue), text mining (lime) and homology (turquoise). .uth.edu/retnet/; RPGeNet 2.0; RD5000 DB; Retino Base) was used.
당뇨망막병증 대사 산물은 KEGG(Kyoto 유전자 및 게놈 백과사전) 및 PubChem 식별번호(https://pubchem.ncbi.nlm.nih.gov/rest/pug)를 사용하여 OmicsNet.ca 소프트웨어로 분석되었다. 당뇨망막병증의 숨겨진 상호 작용을 발견하기 위해 단백체와 대사체간의 결합도를 분석하였다. Diabetic retinopathy metabolites were analyzed with OmicsNet.ca software using KEGG (Kyoto Encyclopedia of Genes and Genomes) and PubChem accessions (https://pubchem.ncbi.nlm.nih.gov/rest/pug). To discover hidden interactions in diabetic retinopathy, we analyzed the degree of binding between proteins and metabolites.
통계값은 3개의 독립적인 실험의 평균으로 표시되었고 두 그룹 비교는 2-tailed t-검정. 다중 비교는 ANOVA에 의해 평가되었으며 해당하는 경우 Tukey 또는 Dunnet 테스트를 사용하여 P < 0.05 가 통계적으로 유의미한 것으로 간주하였다. Statistical values were expressed as the average of three independent experiments, and two-group comparisons were performed using a 2-tailed t-test. Multiple comparisons were assessed by ANOVA and P < 0.05 was considered statistically significant using the Tukey or Dunnet test where appropriate.
실험 결과Experiment result
도 1은 세포모델, 동물모델 및 당뇨망막병증 환자의 기증안구에 대한 실험예를 통해 고혈당에서 미토콘드리아의 프로히비틴 (prohibitin, PHB)이 감소하는 것을 확인한 그래프이다.Figure 1 is a graph confirming that mitochondrial prohibitin (PHB) decreases in high blood sugar through experimental examples of cell models, animal models, and donor eyes of diabetic retinopathy patients.
당뇨망막병증에서 액틴, 튜불린(tubulin) βIII 및 비멘틴이 변화함을 확인하였다. 튜불린 βIII는 GCL, INL 및 RPE 층에서 유의하게 감소하였으며 이러한 변화는 당뇨망막병증 세포의 미토콘드리아가 액틴, 튜불린 및 비멘틴 폴리머에 의해 변경될 수 있음을 의미한다. It was confirmed that actin, tubulin βIII, and vimentin were changed in diabetic retinopathy. Tubulin βIII was significantly decreased in the GCL, INL, and RPE layers, and these changes indicate that mitochondria in diabetic retinopathy cells may be altered by actin, tubulin, and vimentin polymers.
당뇨망막병증 기증안구의 단백질체에서 1,000개 이상의 망막 단백질을 정상 안구와 비교분석한 결과로서, 당뇨망막병증의 망막세포에서 PI3K-AKT, WNT 단백질, p53, VEGF, 및 HIF-1 단백질의 변화를 확인하였다. 이러한 단백질체의 변화로 로돕신/레티노이드 재생산, 미토콘드리아 구조, 인슐린 저항과 관계된 컴플리먼트 단백질 증가를 확인하였다.As a result of comparative analysis of more than 1,000 retinal proteins in the proteome of diabetic retinopathy donor eyes with that of normal eyes, changes in PI3K-AKT, WNT protein, p53, VEGF, and HIF-1 proteins were confirmed in retinal cells of diabetic retinopathy. did. These changes in the proteome confirmed an increase in complement proteins related to rhodopsin/retinoid reproduction, mitochondrial structure, and insulin resistance.
본 실험예에서 발견된 당뇨망막병증 관련 바이오마커 및 각 바이오마커의 당뇨망막병증에서의 변화를 하기 표 2에 나타내었다. The diabetic retinopathy-related biomarkers discovered in this experimental example and the changes in diabetic retinopathy for each biomarker are shown in Table 2 below.
4개의 신규 단백질은 생물 정보학 도구를 사용하여 추가 분석되었다. 신규 단백질 1은 CAC2PBS로 명명하였다. 신규 단백질 2는 디스인테그린 및 메탈로프로테이나제(ADAM18), 신규 단백질 3은 비멘틴 변이체(VIMIII), 신규 단백질 4는 FAM81B로 명명하였다. 도 2 내지 5는 신규 단백질 A 내지 D의 아미노산 서열을 각각 나타낸 것이다.이러한 신규 단백질 외에도 당뇨망막병증의 진단 및/또는 치료를 위한 신규 바이오마커로 프로히비틴(prohibitin, PHB), 빈큘린(vinculin, VCL), 튜불린 베타 III(tubulin beta, TUBB3), E3 유비퀴틴-단백질 리가제(RNF135), 미세소관-액틴가교 인자 1(MACF1), TCRB 단백질(TCRB), tolllike 수용체 7 전구체(TLR7), 인슐린 유사 성장 인자 2 수용체(IGF2R) 및 근성 조절 인자 2(MRF2) 등을 발견하였다. The four novel proteins were further analyzed using bioinformatics tools. New protein 1 was named CAC2PBS. New protein 2 was named disintegrin and metalloproteinase (ADAM18), new protein 3 was named vimentin variant (VIMIII), and new protein 4 was named FAM81B. Figures 2 to 5 show the amino acid sequences of new proteins A to D, respectively. In addition to these new proteins, prohibitin (PHB) and vinculin are new biomarkers for diagnosis and/or treatment of diabetic retinopathy. , VCL), tubulin beta III (TUBB3), E3 ubiquitin-protein ligase (RNF135), microtubule-actin cross-linking factor 1 (MACF1), TCRB protein (TCRB), tolllike receptor 7 precursor (TLR7), Insulin-like growth factor 2 receptor (IGF2R) and myogenic regulatory factor 2 (MRF2) were discovered.
즉, 본 실험으로 확인된 당뇨망막병증의 진단 및/또는 치료를 위한 신규 바이오마커는 ADAM18, FAM81B, PHB, TXNDC17, ADCY4, VCL, DNM1L, RNF135, CAC2PBS, SH3BP1, MRF2, TLR7, TCRB, MACF1, JUP 및 IGF2 등이다. 이러한 당뇨망막병증의 바이오마커는 미토콘드리아 단백질 트래피킹, 결정질 응집, 유비퀴틴 기반 단백질 분해, 컴플리먼트 염증반응 등이 당뇨망막병증의 발병 기전 메커니즘에 해당할 수 있음을 보여준다. In other words, the new biomarkers for diagnosis and/or treatment of diabetic retinopathy identified in this experiment are ADAM18, FAM81B, PHB, TXNDC17, ADCY4, VCL, DNM1L, RNF135, CAC2PBS, SH3BP1, MRF2, TLR7, TCRB, MACF1, JUP and IGF2, etc. These biomarkers of diabetic retinopathy show that mitochondrial protein trafficking, crystalline aggregation, ubiquitin-based protein degradation, and complement inflammatory response may correspond to the pathogenesis mechanisms of diabetic retinopathy.
또한, 본 실험예를 통해 발견된 4개의 신규 단백질은 아래와 같은 기능을 갖는 것으로 확인되나, 이에 제한된 것으로 단정하지는 않는다.In addition, the four new proteins discovered through this experimental example were confirmed to have the following functions, but it is not assumed that they are limited thereto.
ADAM18은 EGFR, PI3K, APC를 포함한 인산화 신호조절, TGFA 상호 작용을 통한 RAC1/2 및 RHO 조절, 칼슘/칼모듈린을 통한 칼슘 신호 키나제 IIα/β(CAMK2A/B) 및 칼슘 채널(CACNG2) 조절 중 하나 이상에 관여하는 것으로 보인다. 간접적으로는 PI3K 촉매 서브유닛(PIK3CA, p110) 및 조절 소단위(PIK3R1, p85)를 통해 별도로 에스트로겐 수용체(ESR1) 인산화 반응조절, EGFR을 통해 RAC1, CDC42 및 RHOA 분자조절 등에 관여할 수 있는 것으로 보인다. 또한, DLG1를 통해 CAMK와 MYO를 조절하고, ADAM18-UBE3A 결합과 유비퀴틴 리가제(E3A)를 통해 유비퀴틴 농도를 조절할 수 있는 것으로 보인다.ADAM18 regulates phosphorylation signals including EGFR, PI3K, and APC, regulates RAC1/2 and RHO through TGFA interactions, and regulates calcium signaling kinase IIα/β (CAMK2A/B) and calcium channels (CACNG2) through calcium/calmodulin. appears to be involved in one or more of the following: It appears to be indirectly involved in regulating estrogen receptor (ESR1) phosphorylation through the PI3K catalytic subunit (PIK3CA, p110) and regulatory subunit (PIK3R1, p85), and regulating RAC1, CDC42, and RHOA molecules through EGFR. In addition, it appears to be able to regulate CAMK and MYO through DLG1 and regulate ubiquitin concentration through ADAM18-UBE3A binding and ubiquitin ligase (E3A).
또한, ADAM18 단백질 복합체(complex)는 ADAM18 인산화에 따라 양방향 신호를 가질 수 있는 것으로 보이는데, 첫번째는 ADAM18-TGFA-EGFR-RHOA를 통한 로단백질 키나제(RHO kinase) 경로이고, 두번째는 ADAM18-ESR1-PI3K-RAC1-CDC42-RAC2 경로로 이어지는 PI3K-AKT 신호 전달 체계이다.Additionally, the ADAM18 protein complex appears to be able to have bidirectional signaling depending on ADAM18 phosphorylation, the first being the RHO kinase pathway through ADAM18-TGFA-EGFR-RHOA and the second being the ADAM18-ESR1-PI3K pathway. -It is a PI3K-AKT signaling system leading to the RAC1-CDC42-RAC2 pathway.
CCAC2PBS 단백질은 칼슘 결합 C2 도메인과 인지질 결합 스위치를 가지고 있으며, Ca2+ 농도로 인한 인지질 단백체 형성에 관여하는 것으로 보인다.The CCAC2PBS protein has a calcium-binding C2 domain and a phospholipid-binding switch, and appears to be involved in Ca 2+ concentration-induced phospholipid proteome formation.
VIMIII 단백질은 미세 소관과 함께 중간 필라멘트 및 액틴 마이크로필라멘트와 함께 미토콘드리아를 포함한 세포골격을 만들 수 있는 것으로 보인다. 이 단백질은 신경세포 생성과 콜레스테롤 수송에 관여하며 망막 세포 부착, 이동 및 인산화를 조절할 수 있다.VIMIII proteins appear to be able to build a cytoskeleton containing mitochondria along with actin microfilaments and intermediate filaments with microtubules. This protein is involved in neurogenesis and cholesterol transport and can regulate retinal cell adhesion, migration, and phosphorylation.
FAM81B 단백질은 DNA에 결합할 수 있는 것으로 보인다.The FAM81B protein appears to be able to bind DNA.
이상에서와 같은 본 실험예의 전체 단백질체의 변화를 통해 확인한 당뇨망막병증의 메커니즘은 에너지 대사 및 튜불린 인산화의 변화, 로돕신 주기변화와 감소된 레티노이드 농도, 미토콘드리아 사멸, 혈관생성 반응, 세포자멸사 및 콜레스테롤 변화로 인한 지질대사 변화, 망막 세포 사멸 스위치의 켜짐, 염증 유발 마커의 상승 등과 적어도 하나 이상 관련된 것으로 볼 수 있다.The mechanisms of diabetic retinopathy confirmed through changes in the entire proteome of this experimental example as described above include changes in energy metabolism and tubulin phosphorylation, rhodopsin cycle changes and reduced retinoid concentration, mitochondrial death, angiogenesis reaction, apoptosis, and cholesterol changes. It can be seen as being related to at least one of the changes in lipid metabolism, turning on the retinal cell death switch, and increasing inflammation-producing markers.
이상에서 본 발명의 실시예를 중심으로 설명하였으나 이는 단지 예시일 뿐 본 발명을 한정하는 것이 아니며, 본 발명이 속하는 분야에서 통상의 지식을 가진 자라면 본 발명의 실시예의 본질적인 특성을 벗어나지 않는 범위에서 이상에 예시되지 않은 여러 가지의 변형과 응용이 가능함을 알 수 있을 것이다. 예를 들어, 본 발명의 실시예에 구체적으로 나타난 각 구성 요소는 변형하여 실시할 수 있다. 그리고 이러한 변형과 응용에 관계된 차이점들은 첨부된 청구 범위에서 규정하는 본 발명의 범위에 포함되는 것으로 해석되어야 할 것이다.Although the description has been made above with a focus on embodiments of the present invention, this is merely an example and does not limit the present invention, and those skilled in the art will be able to understand the present invention without departing from the essential characteristics of the embodiments of the present invention. It will be apparent that various modifications and applications not illustrated above are possible. For example, each component specifically shown in the embodiments of the present invention can be modified and implemented. And these variations and differences in application should be construed as being included in the scope of the present invention as defined in the appended claims.
Claims (5)
상기 바이오마커는 활성 단백질 C (Activated protein C), Ras 관련 C3 보툴리눔 독소 기질 1 (Ras-related C3 botulinum toxin substrate 1), RhoA (Ras homolog family member A), 칼슘/칼모듈린-의존성 단백질 키나제 II 알파 (calcium/calmodulin-dependent protein kinase II alpha), 컴플리먼트 단백질 3 (Complement 3) 및 혈관세포 부착분자 1 (vascular cell adhesion molecule 1)로 이루어진 군에서 선택되는 하나 이상을 포함하는
당뇨망막병증 진단용 조성물.Includes an agent that measures the level of biomarkers related to Diabetic Retinopathy (DR),
The biomarkers include Activated protein C, Ras-related C3 botulinum toxin substrate 1, RhoA (Ras homolog family member A), and calcium/calmodulin-dependent protein kinase II. Containing at least one selected from the group consisting of alpha (calcium/calmodulin-dependent protein kinase II alpha), Complement 3, and vascular cell adhesion molecule 1.
Composition for diagnosing diabetic retinopathy.
상기 바이오마커는 활성 단백질 C를 포함하는
당뇨망막병증 진단용 조성물.In claim 1,
The biomarker includes activated protein C.
Composition for diagnosing diabetic retinopathy.
(b) 상기 측정된 수준을 대조군 시료와 비교하는 단계; 및
(c) 상기 측정된 수준이 상기 대조군 시료에 비해 증가하면 당뇨망막병증의 유병 가능성이 있는 것으로 진단하는 단계를 포함하되,
상기 바이오마커는 활성 단백질 C (Activated protein C), Ras 관련 C3 보툴리눔 독소 기질 1 (Ras-related C3 botulinum toxin substrate 1), RhoA (Ras homolog family member A), 칼슘/칼모듈린-의존성 단백질 키나제 II 알파 (calcium/calmodulin-dependent protein kinase II alpha), 컴플리먼트 단백질 3 (Complement 3) 및 혈관세포 부착분자 1 (vascular cell adhesion molecule 1)로 이루어진 군에서 선택되는 하나 이상을 포함하는
당뇨망막병증 진단을 위한 정보제공 방법.(a) measuring the level of a biomarker in a biological sample isolated from a subject;
(b) comparing the measured level to a control sample; and
(c) including the step of diagnosing the possibility of diabetic retinopathy if the measured level increases compared to the control sample,
The biomarkers include Activated protein C, Ras-related C3 botulinum toxin substrate 1, RhoA (Ras homolog family member A), and calcium/calmodulin-dependent protein kinase II. Containing at least one selected from the group consisting of alpha (calcium/calmodulin-dependent protein kinase II alpha), Complement 3, and vascular cell adhesion molecule 1.
Method of providing information for diagnosing diabetic retinopathy.
상기 바이오마커는 활성 단백질 C를 포함하는
당뇨망막병증 진단을 위한 정보제공 방법.In claim 3,
The biomarker includes activated protein C.
Method of providing information for diagnosing diabetic retinopathy.
(b) 상기 처리된 실험 모델에서 바이오마커의 수준을 측정하는 단계; 및
(c) 상기 측정된 수준을 대조군 모델과 비교하여 상기 바이오마커가 감소하였는지 여부를 확인하는 단계를 포함하되,
상기 바이오마커는 활성 단백질 C (Activated protein C), Ras 관련 C3 보툴리눔 독소 기질 1 (Ras-related C3 botulinum toxin substrate 1), RhoA (Ras homolog family member A), 칼슘/칼모듈린-의존성 단백질 키나제 II 알파 (calcium/calmodulin-dependent protein kinase II alpha), 컴플리먼트 단백질 3 (Complement 3) 및 혈관세포 부착분자 1 (vascular cell adhesion molecule 1)로 이루어진 군에서 선택되는 하나 이상을 포함하는
당뇨망막병증 치료용 물질의 스크리닝 방법.(a) processing the candidate material in the experimental model;
(b) measuring the level of biomarkers in the treated experimental model; and
(c) Comparing the measured level with a control model to determine whether the biomarker has decreased,
The biomarkers include Activated protein C, Ras-related C3 botulinum toxin substrate 1, RhoA (Ras homolog family member A), and calcium/calmodulin-dependent protein kinase II. Containing at least one selected from the group consisting of alpha (calcium/calmodulin-dependent protein kinase II alpha), Complement 3, and vascular cell adhesion molecule 1.
Screening method for substances for treating diabetic retinopathy.
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