Multiple sclerosis risk factors contribute to onset heterogeneity

被引:38
|
作者
Briggs, Farren B. S. [1 ]
Yu, Justin C. [1 ]
Davis, Mary F. [2 ]
Jiangyang, Jinghong [1 ]
Fu, Shannon [1 ]
Parrotta, Erica [3 ]
Gunzler, Douglas D. [4 ]
Ontaneda, Daniel [3 ]
机构
[1] Case Western Reserve Univ, Neuroimmunol Disorders Gene Environm Epidemiol La, Dept Populat & Quantitat Hlth Sci, Sch Med, 1312 Wolstein Res Bldg,2103 Cornell Rd, Cleveland, OH 44106 USA
[2] Brigham Young Univ, Dept Microbiol & Mol Biol, Provo, UT 84602 USA
[3] Cleveland Clin Fdn, Mellen Ctr Multiple Sclerosis Treatment & Res, Neurol Inst, 9500 Euclid Ave, Cleveland, OH 44195 USA
[4] Case Western Reserve Univ, Sch Med, Dept Populat & Quantitat Hlth Sci, Ctr Hlth Care Res & Policy, Cleveland, OH 44106 USA
关键词
Epidemiology; Genetics; Multiple sclerosis; Onset; Risk factors; LONG-TERM DISABILITY; VITAMIN-D; CLINICAL PREDICTORS; PROGRESSION; SMOKING; AGE; ASSOCIATION; LASSO; LIFE;
D O I
10.1016/j.msard.2018.12.007
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: The phenotypic presentation of multiple sclerosis (MS) may predict long-term outcomes and little is known about factors contributing to heterogeneity at MS onset. Given temporality, it is likely MS risk factors also influence presentation of the disease near onset. Methods: Using a retrospective cross-sectional study of MS cases, we investigated: age of onset (AOO), number of impaired functional domains (NIFDs), time to second relapse (TT2R), and early relapse activity (ERA). Machine learning variable selection was applied to epidemiologic data for each outcome, followed by multivariable regression models. The models were further adjusted for HLA-DRB1*15:01 carrier status and a MS genetic risk score (GRS). The TT2R and ERA analyses were restricted to relapsing remitting MS cases. Results: HLA-DRB1*15:01, GRS, and smoking were associated with earlier AOO. Cases who were male, obese, had lower education, or had primary progressive MS were older at onset. For NIFDs, those with relapsing remitting MS and of lower SES had increased NIFDs. Among relapsing remitting cases, those who were older at onset, obese, and had polyfocal presentation had shorter TT2R, while ERA was greater among those younger at onset and who were obese. Conclusion: Individual characteristics including age, genetic profiles, obesity, and smoking status contribute to heterogeneity in disease presentation and modulate early disease course evolution.
引用
收藏
页码:11 / 16
页数:6
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