The impact of education inequality on rheumatoid arthritis risk is mediated by smoking and body mass index: Mendelian randomization study

被引:44
|
作者
Zhao, Sizheng Steven [1 ,2 ]
Holmes, Michael, V [3 ]
Zheng, Jie [2 ]
Sanderson, Eleanor [2 ,4 ]
Carter, Alice R. [2 ,4 ]
机构
[1] Univ Liverpool, Inst Life Course & Med Sci, Musculoskeletal Biol, Liverpool, Merseyside, England
[2] Univ Bristol, MRC Integrat Epidemiol Unit, Bristol, Avon, England
[3] Univ Oxford, MRC Populat Hlth Res Unit, Oxford, England
[4] Univ Bristol, Bristol Med Sch, Populat Hlth Sci, Bristol, Avon, England
基金
英国医学研究理事会; 英国惠康基金;
关键词
education; Mendelian randomization; rheumatoid arthritis; mediation; smoking; body mass index; SOCIOECONOMIC-STATUS; INSTRUMENTS; BIAS;
D O I
10.1093/rheumatology/keab654
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective To estimate the causal relationship between educational attainment-as a proxy for socioeconomic inequality-and risk of RA, and quantify the roles of smoking and BMI as potential mediators. Methods Using the largest genome-wide association studies (GWAS), we performed a two-sample Mendelian randomization (MR) study of genetically predicted educational attainment (instrumented using 1265 variants from 766 345 individuals) and RA (14 361 cases, 43 923 controls). We used two-step MR to quantify the proportion of education's effect on RA mediated by smoking exposure (as a composite index capturing duration, heaviness and cessation, using 124 variants from 462 690 individuals) and BMI (517 variants, 681 275 individuals), and multivariable MR to estimate proportion mediated by both factors combined. Results Each s.d. increase in educational attainment (4.2 years of schooling) was protective of RA (odds ratio 0.37; 95% CI: 0.31, 0.44). Higher educational attainment was also protective for smoking exposure (beta = -0.25 s.d.; 95% CI: -0.26, -0.23) and BMI [beta = -0.27 s.d. (similar to 1.3 kg/m(2)); 95% CI: -0.31, -0.24]. Smoking mediated 24% (95% CI: 13%, 35%) and BMI 17% (95% CI: 11%, 23%) of the total effect of education on RA. Combined, the two risk factors explained 47% (95% CI: 11%, 82%) of the total effect. Conclusion Higher educational attainment has a protective effect on RA risk. Interventions to reduce smoking and excess adiposity at a population level may reduce this risk, but a large proportion of education's effect on RA remains unexplained. Further research into other risk factors that act as potentially modifiable mediators are required.
引用
收藏
页码:2167 / 2175
页数:9
相关论文
共 50 条
  • [1] Causal association between body mass index and risk of rheumatoid arthritis: A Mendelian randomization study
    Bae, Sang-Cheol
    Lee, Young Ho
    EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2019, 49 (04)
  • [2] Genetic predisposition to smoking is associated with risk of rheumatoid arthritis: a Mendelian randomization study
    Qian, Yu
    Zhang, Lingzhi
    Wu, David J. H.
    Xie, Zhijun
    Wen, Chengping
    Mao, Yingying
    ARTHRITIS RESEARCH & THERAPY, 2020, 22 (01)
  • [3] Body mass index and colorectal cancer risk: A Mendelian randomization study
    Suzuki, Shiori
    Goto, Atsushi
    Nakatochi, Masahiro
    Narita, Akira
    Yamaji, Taiki
    Sawada, Norie
    Katagiri, Ryoko
    Iwagami, Masao
    Hanyuda, Akiko
    Hachiya, Tsuyoshi
    Sutoh, Yoichi
    Oze, Isao
    Koyanagi, Yuriko N.
    Kasugai, Yumiko
    Taniyama, Yukari
    Ito, Hidemi
    Ikezaki, Hiroaki
    Nishida, Yuichiro
    Tamura, Takashi
    Mikami, Haruo
    Takezaki, Toshiro
    Suzuki, Sadao
    Ozaki, Etsuko
    Kuriki, Kiyonori
    Takashima, Naoyuki
    Arisawa, Kokichi
    Takeuchi, Kenji
    Tanno, Kozo
    Shimizu, Atsushi
    Tamiya, Gen
    Hozawa, Atsushi
    Kinoshita, Kengo
    Wakai, Kenji
    Sasaki, Makoto
    Yamamoto, Masayuki
    Matsuo, Keitaro
    Tsugane, Shoichiro
    Iwasaki, Motoki
    CANCER SCIENCE, 2021, 112 (04) : 1579 - 1588
  • [4] Genetic predisposition to smoking is associated with risk of rheumatoid arthritis: a Mendelian randomization study
    Yu Qian
    Lingzhi Zhang
    David J. H. Wu
    Zhijun Xie
    Chengping Wen
    Yingying Mao
    Arthritis Research & Therapy, 22
  • [5] Body Mass Index and Risk of Diabetic Nephropathy: A Mendelian Randomization Study
    Lu, Jingru
    Liu, Xiaoshuang
    Jiang, Song
    Kan, Shuyan
    An, Yu
    Zheng, Chunxia
    Li, Xiang
    Liu, Zhihong
    Xie, Guotong
    JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2022, 107 (06) : 1599 - 1608
  • [6] Alcohol intake and risk of rheumatoid arthritis: a Mendelian randomization study
    Bae, S. -C.
    Lee, Y. H.
    ZEITSCHRIFT FUR RHEUMATOLOGIE, 2019, 78 (08): : 791 - 796
  • [7] Body Mass Index and the Risk of Atrial Fibrillation: A Mendelian Randomization Study
    Ma, Mi
    Zhi, Hong
    Yang, Shengyi
    Yu, Evan Yi-Wen
    Wang, Lina
    NUTRIENTS, 2022, 14 (09)
  • [8] Body mass index and the risk of abdominal hernia: a Mendelian randomization study
    Li, Z.
    Xia, L.
    Li, X.
    Guan, Y.
    He, H.
    Jin, L.
    HERNIA, 2023, 27 (02) : 423 - 429
  • [9] Body mass index and the risk of abdominal hernia: a Mendelian randomization study
    Z. Li
    L. Xia
    X. Li
    Y. Guan
    H. He
    L. Jin
    Hernia, 2023, 27 : 423 - 429
  • [10] No Causal Association Between Adiponectin and the Risk of Rheumatoid Arthritis: A Mendelian Randomization Study
    Chen, Hanzhu
    Mi, Shuai
    Zhu, Jiahao
    Jin, Weidong
    Li, Yasong
    Wang, Tianle
    Li, Yingjun
    Fan, Chunhong
    FRONTIERS IN GENETICS, 2021, 12