Evidence for CRHR1 in multiple sclerosis using supervised machine learning and meta-analysis in 12 566 individuals

被引:16
作者
Briggs, Farren B. S. [1 ]
Bartlett, Selena E. [2 ]
Goldstein, Benjamin A. [1 ,3 ]
Wang, Joanne [4 ,5 ]
McCauley, Jacob L. [6 ]
Zuvich, Rebecca L. [7 ]
De Jager, Philip L. [8 ,9 ,10 ]
Rioux, John D. [11 ]
Ivinson, Adrian J. [12 ]
Compston, Alastair [13 ]
Hafler, David A. [9 ,10 ,14 ]
Hauser, Stephen L. [4 ,5 ]
Oksenberg, Jorge R. [4 ,5 ]
Sawcer, Stephen J. [13 ]
Pericak-Vance, Margaret A. [6 ]
Haines, Jonathan L. [7 ]
Barcellos, Lisa F. [1 ]
机构
[1] Univ Calif Berkeley, Sch Publ Hlth, Div Epidemiol, Genet Epidemiol & Genom Lab, Berkeley, CA 94720 USA
[2] Univ Calif San Francisco, Ernest Gallo Clin & Res Ctr, San Francisco, CA 94143 USA
[3] Univ Calif San Francisco, Sch Med, Dept Neurol, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Sch Med, Inst Human Genet, San Francisco, CA 94143 USA
[5] Univ Calif Berkeley, Sch Publ Hlth, Div Biostat, Berkeley, CA 94720 USA
[6] Univ Miami, Miller Sch Med, John P Hussman Inst Human Genom, Miami, FL 33136 USA
[7] Vanderbilt Univ, Med Ctr, Ctr Human Genet Res, Nashville, TN 37232 USA
[8] Brigham & Womens Hosp, Ctr Neurol Dis, Dept Neurol, Program NeuroPsychiat Genom, Boston, MA 02115 USA
[9] Harvard Univ, Broad Inst, Program Med & Populat Genet, Cambridge, MA 02139 USA
[10] MIT, Cambridge, MA 02139 USA
[11] Univ Montreal, Montreal Heart Inst, Lab Genet & Genom Med Inflammat, Montreal, PQ H1T 1C8, Canada
[12] Harvard Univ, Sch Med, Harvard NeuroDiscovery Ctr, Medford, MA 02155 USA
[13] Univ Cambridge, Addenbrookes Hosp, Dept Clin Neurosci, Cambridge CB2 2QQ, England
[14] Yale Univ, Sch Med, Dept Neurol, New Haven, CT 06520 USA
基金
英国医学研究理事会;
关键词
CORTICOTROPIN-RELEASING HORMONE; STRESSFUL LIFE EVENTS; WHOLE-GENOME ASSOCIATION; PSYCHOLOGICAL STRESS; DIAGNOSTIC-CRITERIA; WIDE ASSOCIATION; MAST-CELLS; SUSCEPTIBILITY; HAPLOTYPE; RISK;
D O I
10.1093/hmg/ddq328
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The primary genetic risk factor in multiple sclerosis (MS) is the HLA-DRB1*1501 allele; however, much of the remaining genetic contribution to MS has yet to be elucidated. Several lines of evidence support a role for neuroendocrine system involvement in autoimmunity which may, in part, be genetically determined. Here, we comprehensively investigated variation within eight candidate hypothalamic-pituitary-adrenal (HPA) axis genes and susceptibility to MS. A total of 326 SNPs were investigated in a discovery dataset of 1343 MS cases and 1379 healthy controls of European ancestry using a multi-analytical strategy. Random Forests, a supervised machine-learning algorithm, identified eight intronic SNPs within the corticotrophin-releasing hormone receptor 1 or CRHR1 locus on 17q21.31 as important predictors of MS. On the basis of univariate analyses, six CRHR1 variants were associated with decreased risk for disease following a conservative correction for multiple tests. Independent replication was observed for CRHR1 in a large meta-analysis comprising 2624 MS cases and 7220 healthy controls of European ancestry. Results from a combined meta-analysis of all 3967 MS cases and 8599 controls provide strong evidence for the involvement of CRHR1 in MS. The strongest association was observed for rs242936 (OR = 0.82, 95% CI = 0.74-0.90, P = 9.7 x 10(-5)). Replicated CRHR1 variants appear to exist on a single associated haplotype. Further investigation of mechanisms involved in HPA axis regulation and response to stress in MS pathogenesis is warranted.
引用
收藏
页码:4286 / 4295
页数:10
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