Application of a Genetic Risk Score to Racially Diverse Type 1 Diabetes Populations Demonstrates the Need for Diversity in Risk-Modeling

被引:60
作者
Perry, Daniel J. [1 ,2 ,3 ]
Wasserfall, Clive H. [1 ,2 ,3 ]
Oram, Richard A. [4 ,5 ]
Williams, MacKenzie D. [1 ,2 ,3 ]
Posgai, Amanda [1 ,2 ,3 ]
Muir, Andrew B. [6 ]
Haller, Michael J. [7 ]
Schatz, Desmond A. [7 ]
Wallet, Mark A. [1 ,2 ,3 ]
Mathews, Clayton E. [1 ,2 ,3 ]
Atkinson, Mark A. [1 ,2 ,3 ,7 ]
Brusko, Todd M. [1 ,2 ,3 ]
机构
[1] Coll Med, Dept Pathol, Gainesville, FL 32610 USA
[2] Coll Med, Dept Immunol, Gainesville, FL 32610 USA
[3] Coll Med, Dept Lab Med, Gainesville, FL 32610 USA
[4] Univ Exeter, Med Sch, Inst Biomed & Clin Sci, Exeter, Devon, England
[5] Natl Inst Hlth Res, Exeter Clin Res Facil, Exeter, Devon, England
[6] Emory Univ, Dept Pediat, Atlanta, GA 30322 USA
[7] Coll Med, Dept Pediat, Gainesville, FL USA
来源
SCIENTIFIC REPORTS | 2018年 / 8卷
基金
美国国家卫生研究院;
关键词
GENOME-WIDE ASSOCIATION; SUSCEPTIBILITY GENES; CLASS-I; PREDICTION; DISEASE; ONSET; CHILDREN; PREVALENCE; AUTOIMMUNE; GENOTYPES;
D O I
10.1038/s41598-018-22574-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Prior studies identified HLA class-II and 57 additional loci as contributors to genetic susceptibility for type 1 diabetes (T1D). We hypothesized that race and/or ethnicity would be contextually important for evaluating genetic risk markers previously identified from Caucasian/European cohorts. We determined the capacity for a combined genetic risk score (GRS) to discriminate disease-risk subgroups in a racially and ethnically diverse cohort from the southeastern U.S. including 637 T1D patients, 46 at-risk relatives having two or more T1D-related autoantibodies (>= 2AAb(+)), 790 first-degree relatives (<= 1AAb(+)), 68 second-degree relatives (<= 1AAb(+)), and 405 controls. GRS was higher among Caucasian T1D and at-risk subjects versus <= 1AAb(+) relatives or controls (P < 0.001). GRS receiver operating characteristic AUC (AUROC) for T1D versus controls was 0.86 (P < 0.001, specificity = 73.9%, sensitivity = 83.3%) among all Caucasian subjects and 0.90 for Hispanic Caucasians (P < 0.001, specificity = 86.5%, sensitivity = 84.4%). Age-at-diagnosis negatively correlated with GRS (P < 0.001) and associated with HLA-DR3/DR4 diplotype. Conversely, GRS was less robust (AUROC = 0.75) and did not correlate with age-of-diagnosis for African Americans. Our findings confirm GRS should be further used in Caucasian populations to assign T1D risk for clinical trials designed for biomarker identification and development of personalized treatment strategies. We also highlight the need to develop a GRS model that accommodates racial diversity.
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页数:13
相关论文
共 46 条
[11]   Prevalence of Type 1 and Type 2 Diabetes Among Children and Adolescents From 2001 to 2009 [J].
Dabelea, Dana ;
Mayer-Davis, Elizabeth J. ;
Saydah, Sharon ;
Imperatore, Giuseppina ;
Linder, Barbara ;
Divers, Jasmin ;
Bell, Ronny ;
Badaru, Angela ;
Talton, Jennifer W. ;
Crume, Tessa ;
Liese, Angela D. ;
Merchant, Anwar T. ;
Lawrence, Jean M. ;
Reynolds, Kristi ;
Dolan, Lawrence ;
Liu, Lenna L. ;
Hamman, Richard F. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2014, 311 (17) :1778-1786
[12]   HLA DR-DQ haplotypes and genotypes and type 1 diabetes risk: Analysis of the Type 1 Diabetes Genetics Consortium families [J].
Erlich, Henry ;
Valdes, Ana Maria ;
Noble, Janelle ;
Carlson, Joyce A. ;
Varney, Mike ;
Concannon, Pat ;
Mychaleckyj, Josyf C. ;
Todd, John A. ;
Bonella, Persia ;
Fear, Anna Lisa ;
Lavant, Eva ;
Louey, Anthony ;
Moonsamy, Priscilla .
DIABETES, 2008, 57 (04) :1084-1092
[13]   Harnessing the information contained within genome-wide association studies to improve individual prediction of complex disease risk [J].
Evans, David M. ;
Visscher, Peter M. ;
Wray, Naomi R. .
HUMAN MOLECULAR GENETICS, 2009, 18 (18) :3525-3531
[14]   Lnk inhibits myeloproliferative disorder-associated JAK2 mutant, JAK2V617F [J].
Gery, Sigal ;
Cao, Qi ;
Gueller, Saskia ;
Xing, Hongtao ;
Tefferi, Ayalew ;
Koeffler, H. Phillip .
JOURNAL OF LEUKOCYTE BIOLOGY, 2009, 85 (06) :957-965
[15]   Islet autoantibody phenotypes and incidence in children at increased risk for type 1 diabetes [J].
Giannopoulou, Eleni Z. ;
Winkler, Christiane ;
Chmiel, Ruth ;
Matzke, Claudia ;
Scholz, Marlon ;
Beyerlein, Andreas ;
Achenbach, Peter ;
Bonifacio, Ezio ;
Ziegler, Anette-G. .
DIABETOLOGIA, 2015, 58 (10) :2317-2323
[16]   High familial risk and genetic susceptibility in early onset childhood diabetes [J].
Gillespie, KM ;
Gale, EAM ;
Bingley, PJ .
DIABETES, 2002, 51 (01) :210-214
[17]   Oclacitinib (APOQUEL®) is a novel Janus kinase inhibitor with activity against cytokines involved in allergy [J].
Gonzales, A. J. ;
Bowman, J. W. ;
Fici, G. J. ;
Zhang, M. ;
Mann, D. W. ;
Mitton-Fry, M. .
JOURNAL OF VETERINARY PHARMACOLOGY AND THERAPEUTICS, 2014, 37 (04) :317-324
[18]  
Inshaw J. R. J., 2017, DIABETOLOGIA
[19]   Clinical, autoimmune, and genetic characteristics of very young children with type 1 diabetes [J].
Komulainen, J ;
Kulmala, P ;
Savola, K ;
Lounamaa, R ;
Ilonen, J ;
Reijonen, H ;
Knip, M ;
Åkerblom, HK .
DIABETES CARE, 1999, 22 (12) :1950-1955
[20]   Absolute risk of childhood-onset type 1 diabetes defined by human leukocyte antigen class II genotype: A population-based study in the United Kingdom [J].
Lambert, AP ;
Gillespie, KM ;
Thomson, G ;
Cordell, HJ ;
Todd, JA ;
Gale, EAM ;
Bingley, PJ .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2004, 89 (08) :4037-4043