Invited Commentary: Detecting Individual and Global Horizontal Pleiotropy in Mendelian Randomization-A Job for the Humble Heterogeneity Statistic?

被引:225
作者
Bowden, Jack [1 ]
Hemani, Gibran [1 ]
Smith, George Davey [1 ]
机构
[1] Univ Bristol, MRC Integrat Epidemiol Unit, Oakfield House, Bristol BS8 2BN, Avon, England
基金
英国医学研究理事会;
关键词
heterogeneity statistic; horizontal pleiotropy; Mendelian randomization; MR-Egger regression; outlier detection; GENETIC-VARIANTS;
D O I
10.1093/aje/kwy185
中图分类号
R1 [预防医学、卫生学];
学科分类号
100235 [预防医学];
摘要
Mendelian randomization (MR) is gaining in recognition and popularity as a method for strengthening causal inference in epidemiology by utilizing genetic variants as instrumental variables. Concurrently with the explosion in empirical MR studies, there has been the steady production of newapproaches for MR analysis. The recently proposed "global and individual tests for direct effects" (GLIDE) approach fits into a family of methods that aim to detect horizontal pleiotropy-at the individual single nucleotide polymorphism level and at the global level-and to adjust the analysis by removing outlying single nucleotide polymorphisms. In this commentary, we explain how existing methods can (and indeed are) being used to detect pleiotropy at the individual and global levels, although not explicitly using this terminology. By doing so, we show that the true comparator for GLIDE is not MR-Egger regression (as Dai et al., the authors of the accompanying article (AmJ Epidemiol. 2018; 187(12): 2672-2680), claim) but rather the humble heterogeneity statistic.
引用
收藏
页码:2681 / 2685
页数:5
相关论文
共 25 条
[21]
On Instrumental Variables Estimation of Causal Odds Ratios [J].
Vansteelandt, Stijn ;
Bowden, Jack ;
Babanezhad, Manoochehr ;
Goetghebeur, Els .
STATISTICAL SCIENCE, 2011, 26 (03) :403-422
[22]
Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases [J].
Verbanck, Marie ;
Chen, Chia-Yen ;
Neale, Benjamin ;
Do, Ron .
NATURE GENETICS, 2018, 50 (05) :693-+
[23]
YENGO L, 2018, HUM MOL GENET, V0027
[24]
Zhao Q., 2018, Statistical inference in two-sample summary-data Mendelian randomization using robust adjusted profile score
[25]
Zhao Q, 2018, 2 SAMPLE INSTRUMENTA