The MR-Base platform supports systematic causal inference across the human phenome

Author:

Hemani Gibran1ORCID,Zheng Jie1ORCID,Elsworth Benjamin1,Wade Kaitlin H1ORCID,Haberland Valeriia1,Baird Denis1ORCID,Laurin Charles1,Burgess Stephen2ORCID,Bowden Jack1,Langdon Ryan1,Tan Vanessa Y1ORCID,Yarmolinsky James1,Shihab Hashem A1,Timpson Nicholas J1,Evans David M13,Relton Caroline1ORCID,Martin Richard M1ORCID,Davey Smith George1ORCID,Gaunt Tom R1ORCID,Haycock Philip C1ORCID

Affiliation:

1. Medical Research Council (MRC) Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, United Kingdom

2. Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom

3. University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Australia

Abstract

Results from genome-wide association studies (GWAS) can be used to infer causal relationships between phenotypes, using a strategy known as 2-sample Mendelian randomization (2SMR) and bypassing the need for individual-level data. However, 2SMR methods are evolving rapidly and GWAS results are often insufficiently curated, undermining efficient implementation of the approach. We therefore developed MR-Base (http://www.mrbase.org): a platform that integrates a curated database of complete GWAS results (no restrictions according to statistical significance) with an application programming interface, web app and R packages that automate 2SMR. The software includes several sensitivity analyses for assessing the impact of horizontal pleiotropy and other violations of assumptions. The database currently comprises 11 billion single nucleotide polymorphism-trait associations from 1673 GWAS and is updated on a regular basis. Integrating data with software ensures more rigorous application of hypothesis-driven analyses and allows millions of potential causal relationships to be efficiently evaluated in phenome-wide association studies.

Funder

Wellcome

Cancer Research UK

GlaxoSmithKline

Biogen

Medical Research Council

National Institute for Health Research

Australian Research Council

National Health and Medical Research Council

Roy Castle Lung Cancer Foundation

Publisher

eLife Sciences Publications, Ltd

Subject

General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,General Medicine,General Neuroscience

Reference82 articles.

1. A global reference for human genetic variation;1000 Genomes Project Consortium;Nature,2015

2. Estimating the Payoff to Schooling Using the Vietnam-Era Draft Lottery;Angrist,1992

3. Split-sample instrumental variables estimates of the return to schooling;Angrist;Journal of Business & Economic Statistics,1995

4. GWAS Central: a comprehensive resource for the comparison and interrogation of genome-wide association studies;Beck;European Journal of Human Genetics,2014

5. FINEMAP: efficient variable selection using summary data from genome-wide association studies;Benner;Bioinformatics,2016

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