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.
引用
收藏
页数:13
相关论文
共 46 条
[21]   Diabetes at the crossroads: relevance of disease classification to pathophysiology and treatment [J].
Leslie, R. David ;
Palmer, Jerry ;
Schloot, Nanette C. ;
Lernmark, Ake .
DIABETOLOGIA, 2016, 59 (01) :13-20
[22]   Incidence Trends of Type 1 and Type 2 Diabetes among Youths, 2002-2012 [J].
Mayer-Davis, Elizabeth J. ;
Lawrence, Jean M. ;
Dabelea, Dana ;
Divers, Jasmin ;
Isom, Scott ;
Dolan, Lawrence ;
Imperatore, Giuseppina ;
Linder, Barbara ;
Marcovina, Santica ;
Pettitt, David J. ;
Pihoker, Catherine ;
Saydah, Sharon ;
Wagenknecht, Lynne .
NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (15) :1419-1429
[23]   Dysglycemia and Index60 as Prediagnostic End Points for Type 1 Diabetes Prevention Trials [J].
Nathan, Brandon M. ;
Boulware, David ;
Geyer, Susan ;
Atkinson, Mark A. ;
Colman, Peter ;
Goland, Robin ;
Russell, William ;
Wentworth, John M. ;
Wilson, Darrell M. ;
Evans-Molina, Carmella ;
Wherrett, Diane ;
Skyler, Jay S. ;
Moran, Antoinette ;
Sosenko, Jay M. .
DIABETES CARE, 2017, 40 (11) :1494-1499
[24]  
Noble JA, 1996, AM J HUM GENET, V59, P1134
[25]   Immunogenetics of type 1 diabetes: A comprehensive review [J].
Noble, Janelle A. .
JOURNAL OF AUTOIMMUNITY, 2015, 64 :101-112
[26]   HLA Class II Genotyping of African American Type 1 Diabetic Patients Reveals Associations Unique to African Haplotypes [J].
Noble, Janelle A. ;
Johnson, Jameel ;
Lane, Julie A. ;
Valdes, Ana M. .
DIABETES, 2013, 62 (09) :3292-3299
[27]   HLA Class I and Genetic Susceptibility to Type 1 Diabetes Results From the Type 1 Diabetes Genetics Consortium [J].
Noble, Janelle A. ;
Valdes, Ana Maria ;
Varney, Michael D. ;
Carlson, Joyce A. ;
Moonsamy, Priscilla ;
Fear, Anna Lisa ;
Lane, Julie A. ;
Lavant, Eva ;
Rappner, Rebecca ;
Louey, Anthony ;
Concannon, Patrick ;
Mychaleckyj, Josyf C. ;
Erlich, Henry A. .
DIABETES, 2010, 59 (11) :2972-2979
[28]   A Type 1 Diabetes Genetic Risk Score Can Aid Discrimination Between Type 1 and Type 2 Diabetes in Young Adults [J].
Oram, Richard A. ;
Patel, Kashyap ;
Hill, Anita ;
Shields, Beverley ;
McDonald, Timothy J. ;
Jones, Angus ;
Hattersley, Andrew T. ;
Weedon, Michael N. .
DIABETES CARE, 2016, 39 (03) :337-344
[29]   Type 1 Diabetes Genetic Risk Score: A Novel Tool to Discriminate Monogenic and Type 1 Diabetes [J].
Patel, Kashyap A. ;
Oram, Richard A. ;
Flanagan, Sarah E. ;
De Franco, Elisa ;
Colclough, Kevin ;
Shepherd, Maggie ;
Ellard, Sian ;
Weedon, Michael N. ;
Hattersley, Andrew T. .
DIABETES, 2016, 65 (07) :2094-2099
[30]   Prevalence of Diabetes in US Youth in 2009: The SEARCH for Diabetes in Youth Study [J].
Pettitt, David J. ;
Talton, Jennifer ;
Dabelea, Dana ;
Divers, Jasmin ;
Imperatore, Giuseppina ;
Lawrence, Jean M. ;
Liese, Angela D. ;
Linder, Barbara ;
Mayer-Davis, Elizabeth J. ;
Pihoker, Catherine ;
Saydah, Sharon H. ;
Standiford, Debra A. ;
Hamman, Richard F. .
DIABETES CARE, 2014, 37 (02) :402-408