Identification of Novel T1D Risk Loci and Their Association With Age and Islet Function at Diagnosis in Autoantibody-Positive T1D Individuals: Based on a Two-Stage Genome-Wide Association Study

Type 1 diabetes (T1D) is a highly heritable disease with much lower incidence but more adult-onset cases in the Chinese population. Although genome-wide association studies (GWAS) have identified >60 T1D loci in Caucasians, less is known in Asians. We performed the first two-stage GWAS of T1D usi...

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Veröffentlicht in:Diabetes care 2019-08, Vol.42 (8), p.1414-1421
Hauptverfasser: Zhu, Meng, Xu, Kuanfeng, Chen, Yang, Gu, Yong, Zhang, Mei, Luo, Feihong, Liu, Yu, Gu, Wei, Hu, Ji, Xu, Haixia, Xie, Zhiguo, Sun, Chengjun, Li, Yuxiu, Sun, Min, Xu, Xinyu, Hsu, Hsiang-Ting, Chen, Heng, Fu, Qi, Shi, Yun, Xu, Jingjing, Ji, Li, Liu, Jin, Bian, Lingling, Zhu, Jing, Chen, Shuang, Xiao, Lei, Li, Xin, Jiang, Hemin, Shen, Min, Huang, Qianwen, Fang, Chen, Li, Xia, Huang, Gan, Fan, Jingyi, Jiang, Zhu, Jiang, Yue, Dai, Juncheng, Ma, Hongxia, Zheng, Shuai, Cai, Yun, Dai, Hao, Zheng, Xuqin, Zhou, Hongwen, Ni, Shining, Jin, Guangfu, She, Jin-Xiong, Yu, Liping, Polychronakos, Constantin, Hu, Zhibin, Zhou, Zhiguang, Weng, Jianping, Shen, Hongbing, Yang, Tao
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container_end_page 1421
container_issue 8
container_start_page 1414
container_title Diabetes care
container_volume 42
creator Zhu, Meng
Xu, Kuanfeng
Chen, Yang
Gu, Yong
Zhang, Mei
Luo, Feihong
Liu, Yu
Gu, Wei
Hu, Ji
Xu, Haixia
Xie, Zhiguo
Sun, Chengjun
Li, Yuxiu
Sun, Min
Xu, Xinyu
Hsu, Hsiang-Ting
Chen, Heng
Fu, Qi
Shi, Yun
Xu, Jingjing
Ji, Li
Liu, Jin
Bian, Lingling
Zhu, Jing
Chen, Shuang
Xiao, Lei
Li, Xin
Jiang, Hemin
Shen, Min
Huang, Qianwen
Fang, Chen
Li, Xia
Huang, Gan
Fan, Jingyi
Jiang, Zhu
Jiang, Yue
Dai, Juncheng
Ma, Hongxia
Zheng, Shuai
Cai, Yun
Dai, Hao
Zheng, Xuqin
Zhou, Hongwen
Ni, Shining
Jin, Guangfu
She, Jin-Xiong
Yu, Liping
Polychronakos, Constantin
Hu, Zhibin
Zhou, Zhiguang
Weng, Jianping
Shen, Hongbing
Yang, Tao
description Type 1 diabetes (T1D) is a highly heritable disease with much lower incidence but more adult-onset cases in the Chinese population. Although genome-wide association studies (GWAS) have identified >60 T1D loci in Caucasians, less is known in Asians. We performed the first two-stage GWAS of T1D using 2,596 autoantibody-positive T1D case subjects and 5,082 control subjects in a Chinese Han population and evaluated the associations between the identified T1D risk loci and age and fasting C-peptide levels at T1D diagnosis. We observed a high genetic correlation between children/adolescents and adult T1D case subjects ( = 0.87), as well as subgroups of autoantibody status ( ≥ 0.90). We identified four T1D risk loci reaching genome-wide significance in the Chinese Han population, including two novel loci, rs4320356 near (odds ratio [OR] 1.26, = 2.70 × 10 ) and rs3802604 in (OR 1.24, = 2.06 × 10 ), and two previously reported loci, rs1770 in MHC (OR 4.28, = 2.25 × 10 ) and rs705699 in (OR 1.46, = 7.48 × 10 ). Further fine mapping in the MHC region revealed five independent variants, including another novel locus, HLA-C position 275 (omnibus = 9.78 × 10 ), specific to the Chinese population. Based on the identified eight variants, we achieved an area under the curve value of 0.86 (95% CI 0.85-0.88). By building a genetic risk score (GRS) with these variants, we observed that the higher GRS were associated with an earlier age of T1D diagnosis ( = 9.08 × 10 ) and lower fasting C-peptide levels ( = 7.19 × 10 ) in individuals newly diagnosed with T1D. Our results extend current knowledge on genetic contributions to T1D risk. Further investigations in different populations are needed for genetic heterogeneity and subsequent precision medicine.
doi_str_mv 10.2337/dc18-2023
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Although genome-wide association studies (GWAS) have identified &gt;60 T1D loci in Caucasians, less is known in Asians. We performed the first two-stage GWAS of T1D using 2,596 autoantibody-positive T1D case subjects and 5,082 control subjects in a Chinese Han population and evaluated the associations between the identified T1D risk loci and age and fasting C-peptide levels at T1D diagnosis. We observed a high genetic correlation between children/adolescents and adult T1D case subjects ( = 0.87), as well as subgroups of autoantibody status ( ≥ 0.90). We identified four T1D risk loci reaching genome-wide significance in the Chinese Han population, including two novel loci, rs4320356 near (odds ratio [OR] 1.26, = 2.70 × 10 ) and rs3802604 in (OR 1.24, = 2.06 × 10 ), and two previously reported loci, rs1770 in MHC (OR 4.28, = 2.25 × 10 ) and rs705699 in (OR 1.46, = 7.48 × 10 ). Further fine mapping in the MHC region revealed five independent variants, including another novel locus, HLA-C position 275 (omnibus = 9.78 × 10 ), specific to the Chinese population. Based on the identified eight variants, we achieved an area under the curve value of 0.86 (95% CI 0.85-0.88). By building a genetic risk score (GRS) with these variants, we observed that the higher GRS were associated with an earlier age of T1D diagnosis ( = 9.08 × 10 ) and lower fasting C-peptide levels ( = 7.19 × 10 ) in individuals newly diagnosed with T1D. Our results extend current knowledge on genetic contributions to T1D risk. Further investigations in different populations are needed for genetic heterogeneity and subsequent precision medicine.</description><identifier>ISSN: 0149-5992</identifier><identifier>EISSN: 1935-5548</identifier><identifier>DOI: 10.2337/dc18-2023</identifier><identifier>PMID: 31152121</identifier><language>eng</language><publisher>United States: American Diabetes Association</publisher><subject>Adolescent ; Adolescents ; Adult ; Age ; Age Factors ; Antigens, CD - genetics ; Asian Continental Ancestry Group - genetics ; Autoantibodies ; Autoantibodies - blood ; Butyrophilins - genetics ; C-Peptide - blood ; Child ; Children ; China ; Diabetes mellitus ; Diabetes mellitus (insulin dependent) ; Diabetes Mellitus, Type 1 - blood ; Diabetes Mellitus, Type 1 - genetics ; Diabetes Mellitus, Type 1 - immunology ; Diagnosis ; Fasting ; Fasting - blood ; Female ; GATA-3 protein ; GATA3 Transcription Factor - genetics ; Gene mapping ; Genetic Loci - genetics ; Genome-Wide Association Study ; Genomes ; Heterogeneity ; Histocompatibility Antigens Class I - genetics ; Humans ; Loci ; Major histocompatibility complex ; Male ; Mapping ; Medical diagnosis ; Odds Ratio ; Oxidoreductases Acting on Sulfur Group Donors - genetics ; Peptides ; Population ; Population genetics ; Population studies ; Precision medicine ; Research design ; Risk ; Risk Factors ; Subgroups</subject><ispartof>Diabetes care, 2019-08, Vol.42 (8), p.1414-1421</ispartof><rights>2019 by the American Diabetes Association.</rights><rights>Copyright American Diabetes Association Aug 1, 2019</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c348t-3269b43b8c9eedb30f408c0eca25d21427a94ae2d5a6b971e919e9696886ca353</citedby><cites>FETCH-LOGICAL-c348t-3269b43b8c9eedb30f408c0eca25d21427a94ae2d5a6b971e919e9696886ca353</cites><orcidid>0000-0002-7624-6635 ; 0000-0001-6375-3622 ; 0000-0003-0664-2154 ; 0000-0003-0227-4323 ; 0000-0002-0374-1838 ; 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Although genome-wide association studies (GWAS) have identified &gt;60 T1D loci in Caucasians, less is known in Asians. We performed the first two-stage GWAS of T1D using 2,596 autoantibody-positive T1D case subjects and 5,082 control subjects in a Chinese Han population and evaluated the associations between the identified T1D risk loci and age and fasting C-peptide levels at T1D diagnosis. We observed a high genetic correlation between children/adolescents and adult T1D case subjects ( = 0.87), as well as subgroups of autoantibody status ( ≥ 0.90). We identified four T1D risk loci reaching genome-wide significance in the Chinese Han population, including two novel loci, rs4320356 near (odds ratio [OR] 1.26, = 2.70 × 10 ) and rs3802604 in (OR 1.24, = 2.06 × 10 ), and two previously reported loci, rs1770 in MHC (OR 4.28, = 2.25 × 10 ) and rs705699 in (OR 1.46, = 7.48 × 10 ). Further fine mapping in the MHC region revealed five independent variants, including another novel locus, HLA-C position 275 (omnibus = 9.78 × 10 ), specific to the Chinese population. Based on the identified eight variants, we achieved an area under the curve value of 0.86 (95% CI 0.85-0.88). By building a genetic risk score (GRS) with these variants, we observed that the higher GRS were associated with an earlier age of T1D diagnosis ( = 9.08 × 10 ) and lower fasting C-peptide levels ( = 7.19 × 10 ) in individuals newly diagnosed with T1D. Our results extend current knowledge on genetic contributions to T1D risk. Further investigations in different populations are needed for genetic heterogeneity and subsequent precision medicine.</description><subject>Adolescent</subject><subject>Adolescents</subject><subject>Adult</subject><subject>Age</subject><subject>Age Factors</subject><subject>Antigens, CD - genetics</subject><subject>Asian Continental Ancestry Group - genetics</subject><subject>Autoantibodies</subject><subject>Autoantibodies - blood</subject><subject>Butyrophilins - genetics</subject><subject>C-Peptide - blood</subject><subject>Child</subject><subject>Children</subject><subject>China</subject><subject>Diabetes mellitus</subject><subject>Diabetes mellitus (insulin dependent)</subject><subject>Diabetes Mellitus, Type 1 - blood</subject><subject>Diabetes Mellitus, Type 1 - genetics</subject><subject>Diabetes Mellitus, Type 1 - immunology</subject><subject>Diagnosis</subject><subject>Fasting</subject><subject>Fasting - blood</subject><subject>Female</subject><subject>GATA-3 protein</subject><subject>GATA3 Transcription Factor - genetics</subject><subject>Gene mapping</subject><subject>Genetic Loci - genetics</subject><subject>Genome-Wide Association Study</subject><subject>Genomes</subject><subject>Heterogeneity</subject><subject>Histocompatibility Antigens Class I - genetics</subject><subject>Humans</subject><subject>Loci</subject><subject>Major histocompatibility complex</subject><subject>Male</subject><subject>Mapping</subject><subject>Medical diagnosis</subject><subject>Odds Ratio</subject><subject>Oxidoreductases Acting on Sulfur Group Donors - genetics</subject><subject>Peptides</subject><subject>Population</subject><subject>Population genetics</subject><subject>Population studies</subject><subject>Precision medicine</subject><subject>Research design</subject><subject>Risk</subject><subject>Risk Factors</subject><subject>Subgroups</subject><issn>0149-5992</issn><issn>1935-5548</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkc1uEzEURi0EomlhwQsgS2xgYfDfzNjsQktLpAgQDepy5LHvtC4Tu4w9qfJ4vBlOUpBgZenec7_P0kHoBaNvuRDNO2eZIpxy8QjNmBYVqSqpHqMZZVKTSmt-hI5TuqWUSqnUU3QkGKs442yGfi0chOx7b032MeDY489xAwNesTP8zacfeBmtxyY4vLoBP-J5SmVwgK98vsHza9ivF2mAjM-nYPc7k_GZN9chJp-wD3g-5WhKUxfdlnwt0-w3sG9ZBOc33k1mSO_xB5PA4d09Xt1HcplNib-AENdArryDf_ov8-S2z9CTvpzC84f3BH0__7g6_USWXy4Wp_MlsUKqTASvdSdFp6wGcJ2gvaTKUrCGV44zyRujpQHuKlN3umGgmQZd61qp2hpRiRP0-pB7N8afE6Tcrn2yMAwmQJxSy4sKJVXN6oK--g-9jdMYyu8K1QimdCNZod4cKDvGlEbo27vRr824bRltd17bndd257WwLx8Sp24N7i_5R6T4DbyKncA</recordid><startdate>201908</startdate><enddate>201908</enddate><creator>Zhu, Meng</creator><creator>Xu, Kuanfeng</creator><creator>Chen, Yang</creator><creator>Gu, Yong</creator><creator>Zhang, Mei</creator><creator>Luo, 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Continental Ancestry Group - genetics</topic><topic>Autoantibodies</topic><topic>Autoantibodies - blood</topic><topic>Butyrophilins - genetics</topic><topic>C-Peptide - blood</topic><topic>Child</topic><topic>Children</topic><topic>China</topic><topic>Diabetes mellitus</topic><topic>Diabetes mellitus (insulin dependent)</topic><topic>Diabetes Mellitus, Type 1 - blood</topic><topic>Diabetes Mellitus, Type 1 - genetics</topic><topic>Diabetes Mellitus, Type 1 - immunology</topic><topic>Diagnosis</topic><topic>Fasting</topic><topic>Fasting - blood</topic><topic>Female</topic><topic>GATA-3 protein</topic><topic>GATA3 Transcription Factor - genetics</topic><topic>Gene mapping</topic><topic>Genetic Loci - genetics</topic><topic>Genome-Wide Association Study</topic><topic>Genomes</topic><topic>Heterogeneity</topic><topic>Histocompatibility Antigens Class I - genetics</topic><topic>Humans</topic><topic>Loci</topic><topic>Major histocompatibility complex</topic><topic>Male</topic><topic>Mapping</topic><topic>Medical diagnosis</topic><topic>Odds Ratio</topic><topic>Oxidoreductases Acting on Sulfur Group Donors - genetics</topic><topic>Peptides</topic><topic>Population</topic><topic>Population genetics</topic><topic>Population studies</topic><topic>Precision medicine</topic><topic>Research design</topic><topic>Risk</topic><topic>Risk Factors</topic><topic>Subgroups</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhu, Meng</creatorcontrib><creatorcontrib>Xu, Kuanfeng</creatorcontrib><creatorcontrib>Chen, Yang</creatorcontrib><creatorcontrib>Gu, Yong</creatorcontrib><creatorcontrib>Zhang, Mei</creatorcontrib><creatorcontrib>Luo, Feihong</creatorcontrib><creatorcontrib>Liu, Yu</creatorcontrib><creatorcontrib>Gu, Wei</creatorcontrib><creatorcontrib>Hu, Ji</creatorcontrib><creatorcontrib>Xu, Haixia</creatorcontrib><creatorcontrib>Xie, Zhiguo</creatorcontrib><creatorcontrib>Sun, Chengjun</creatorcontrib><creatorcontrib>Li, Yuxiu</creatorcontrib><creatorcontrib>Sun, Min</creatorcontrib><creatorcontrib>Xu, Xinyu</creatorcontrib><creatorcontrib>Hsu, Hsiang-Ting</creatorcontrib><creatorcontrib>Chen, Heng</creatorcontrib><creatorcontrib>Fu, Qi</creatorcontrib><creatorcontrib>Shi, Yun</creatorcontrib><creatorcontrib>Xu, Jingjing</creatorcontrib><creatorcontrib>Ji, Li</creatorcontrib><creatorcontrib>Liu, Jin</creatorcontrib><creatorcontrib>Bian, Lingling</creatorcontrib><creatorcontrib>Zhu, Jing</creatorcontrib><creatorcontrib>Chen, Shuang</creatorcontrib><creatorcontrib>Xiao, Lei</creatorcontrib><creatorcontrib>Li, Xin</creatorcontrib><creatorcontrib>Jiang, Hemin</creatorcontrib><creatorcontrib>Shen, Min</creatorcontrib><creatorcontrib>Huang, Qianwen</creatorcontrib><creatorcontrib>Fang, Chen</creatorcontrib><creatorcontrib>Li, Xia</creatorcontrib><creatorcontrib>Huang, Gan</creatorcontrib><creatorcontrib>Fan, Jingyi</creatorcontrib><creatorcontrib>Jiang, Zhu</creatorcontrib><creatorcontrib>Jiang, Yue</creatorcontrib><creatorcontrib>Dai, Juncheng</creatorcontrib><creatorcontrib>Ma, Hongxia</creatorcontrib><creatorcontrib>Zheng, Shuai</creatorcontrib><creatorcontrib>Cai, Yun</creatorcontrib><creatorcontrib>Dai, Hao</creatorcontrib><creatorcontrib>Zheng, Xuqin</creatorcontrib><creatorcontrib>Zhou, Hongwen</creatorcontrib><creatorcontrib>Ni, Shining</creatorcontrib><creatorcontrib>Jin, Guangfu</creatorcontrib><creatorcontrib>She, Jin-Xiong</creatorcontrib><creatorcontrib>Yu, Liping</creatorcontrib><creatorcontrib>Polychronakos, Constantin</creatorcontrib><creatorcontrib>Hu, Zhibin</creatorcontrib><creatorcontrib>Zhou, Zhiguang</creatorcontrib><creatorcontrib>Weng, Jianping</creatorcontrib><creatorcontrib>Shen, Hongbing</creatorcontrib><creatorcontrib>Yang, Tao</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>Diabetes care</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhu, Meng</au><au>Xu, Kuanfeng</au><au>Chen, Yang</au><au>Gu, Yong</au><au>Zhang, Mei</au><au>Luo, Feihong</au><au>Liu, Yu</au><au>Gu, Wei</au><au>Hu, Ji</au><au>Xu, Haixia</au><au>Xie, Zhiguo</au><au>Sun, Chengjun</au><au>Li, Yuxiu</au><au>Sun, Min</au><au>Xu, Xinyu</au><au>Hsu, Hsiang-Ting</au><au>Chen, Heng</au><au>Fu, Qi</au><au>Shi, Yun</au><au>Xu, Jingjing</au><au>Ji, Li</au><au>Liu, Jin</au><au>Bian, Lingling</au><au>Zhu, Jing</au><au>Chen, Shuang</au><au>Xiao, Lei</au><au>Li, Xin</au><au>Jiang, Hemin</au><au>Shen, Min</au><au>Huang, Qianwen</au><au>Fang, Chen</au><au>Li, Xia</au><au>Huang, Gan</au><au>Fan, Jingyi</au><au>Jiang, Zhu</au><au>Jiang, Yue</au><au>Dai, Juncheng</au><au>Ma, Hongxia</au><au>Zheng, Shuai</au><au>Cai, Yun</au><au>Dai, Hao</au><au>Zheng, Xuqin</au><au>Zhou, Hongwen</au><au>Ni, Shining</au><au>Jin, Guangfu</au><au>She, Jin-Xiong</au><au>Yu, Liping</au><au>Polychronakos, Constantin</au><au>Hu, Zhibin</au><au>Zhou, Zhiguang</au><au>Weng, Jianping</au><au>Shen, Hongbing</au><au>Yang, Tao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of Novel T1D Risk Loci and Their Association With Age and Islet Function at Diagnosis in Autoantibody-Positive T1D Individuals: Based on a Two-Stage Genome-Wide Association Study</atitle><jtitle>Diabetes care</jtitle><addtitle>Diabetes Care</addtitle><date>2019-08</date><risdate>2019</risdate><volume>42</volume><issue>8</issue><spage>1414</spage><epage>1421</epage><pages>1414-1421</pages><issn>0149-5992</issn><eissn>1935-5548</eissn><abstract>Type 1 diabetes (T1D) is a highly heritable disease with much lower incidence but more adult-onset cases in the Chinese population. Although genome-wide association studies (GWAS) have identified &gt;60 T1D loci in Caucasians, less is known in Asians. We performed the first two-stage GWAS of T1D using 2,596 autoantibody-positive T1D case subjects and 5,082 control subjects in a Chinese Han population and evaluated the associations between the identified T1D risk loci and age and fasting C-peptide levels at T1D diagnosis. We observed a high genetic correlation between children/adolescents and adult T1D case subjects ( = 0.87), as well as subgroups of autoantibody status ( ≥ 0.90). We identified four T1D risk loci reaching genome-wide significance in the Chinese Han population, including two novel loci, rs4320356 near (odds ratio [OR] 1.26, = 2.70 × 10 ) and rs3802604 in (OR 1.24, = 2.06 × 10 ), and two previously reported loci, rs1770 in MHC (OR 4.28, = 2.25 × 10 ) and rs705699 in (OR 1.46, = 7.48 × 10 ). Further fine mapping in the MHC region revealed five independent variants, including another novel locus, HLA-C position 275 (omnibus = 9.78 × 10 ), specific to the Chinese population. Based on the identified eight variants, we achieved an area under the curve value of 0.86 (95% CI 0.85-0.88). By building a genetic risk score (GRS) with these variants, we observed that the higher GRS were associated with an earlier age of T1D diagnosis ( = 9.08 × 10 ) and lower fasting C-peptide levels ( = 7.19 × 10 ) in individuals newly diagnosed with T1D. Our results extend current knowledge on genetic contributions to T1D risk. Further investigations in different populations are needed for genetic heterogeneity and subsequent precision medicine.</abstract><cop>United States</cop><pub>American Diabetes Association</pub><pmid>31152121</pmid><doi>10.2337/dc18-2023</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-7624-6635</orcidid><orcidid>https://orcid.org/0000-0001-6375-3622</orcidid><orcidid>https://orcid.org/0000-0003-0664-2154</orcidid><orcidid>https://orcid.org/0000-0003-0227-4323</orcidid><orcidid>https://orcid.org/0000-0002-0374-1838</orcidid><orcidid>https://orcid.org/0000-0003-2705-196X</orcidid><oa>free_for_read</oa></addata></record>
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source MEDLINE; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals
subjects Adolescent
Adolescents
Adult
Age
Age Factors
Antigens, CD - genetics
Asian Continental Ancestry Group - genetics
Autoantibodies
Autoantibodies - blood
Butyrophilins - genetics
C-Peptide - blood
Child
Children
China
Diabetes mellitus
Diabetes mellitus (insulin dependent)
Diabetes Mellitus, Type 1 - blood
Diabetes Mellitus, Type 1 - genetics
Diabetes Mellitus, Type 1 - immunology
Diagnosis
Fasting
Fasting - blood
Female
GATA-3 protein
GATA3 Transcription Factor - genetics
Gene mapping
Genetic Loci - genetics
Genome-Wide Association Study
Genomes
Heterogeneity
Histocompatibility Antigens Class I - genetics
Humans
Loci
Major histocompatibility complex
Male
Mapping
Medical diagnosis
Odds Ratio
Oxidoreductases Acting on Sulfur Group Donors - genetics
Peptides
Population
Population genetics
Population studies
Precision medicine
Research design
Risk
Risk Factors
Subgroups
title Identification of Novel T1D Risk Loci and Their Association With Age and Islet Function at Diagnosis in Autoantibody-Positive T1D Individuals: Based on a Two-Stage Genome-Wide Association Study
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