Scinovex
article Open AccessTop 1% cited

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

eLife · 2018 · Vol. 7
Gibran HemaniJie ZhengBenjamin ElsworthKaitlin H. WadeValeriia HaberlandDenis BairdCharles LaurinStephen BurgessJack BowdenRyan LangdonVanessa Y. TanJames YarmolinskyHashem A. ShihabNicholas J. TimpsonDavid M. EvansCaroline L. ReltonRichard M. MartinGeorge Davey SmithTom R. GauntPhilip Haycock

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 (<ext-link ext-link-type="uri" xlink:href="http://www.mrbase.org">http://www.mrbase.org</ext-link>): 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.

Genetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and AnimalsGenetic and phenotypic traits in livestockPhenomeGenome-wide association studyMendelian randomizationComputer scienceSoftwareInferenceCausal inferenceTraitData miningGenetic association

MeSH terms

Coronary DiseaseHumansCholesterol, LDLModels, GeneticPhenotypePolymorphism, Single NucleotideDatabases, GeneticGenome-Wide Association StudyMendelian Randomization AnalysisGenetic Pleiotropy

Funding

  • GlaxoSmithKline
  • Wellcome
  • Biogen
  • Roy Castle Lung Cancer Foundation
  • Cancer Research UK
  • National Institute for Health and Care Research
  • Medical Research Council
  • Australian Research Council
  • National Health and Medical Research Council
Citations
8,152
FWCI
262.55
field-weighted impact
References
82
Percentile
100%
vs. same field & year
Citations per year
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.