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

2018 eLife 7,706 citations

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.

Keywords

PhenomeGenome-wide association studyMendelian randomizationComputer scienceSoftwareInferenceCausal inferenceTraitData miningGenetic associationSingle-nucleotide polymorphismComputational biologyData scienceBioinformaticsBiologyGeneticsGenomeArtificial intelligenceStatisticsMathematicsGenetic variants

MeSH Terms

CholesterolLDLCoronary DiseaseDatabasesGeneticGenetic PleiotropyGenome-Wide Association StudyHumansMendelian Randomization AnalysisModelsGeneticPhenotypePolymorphismSingle Nucleotide

Affiliated Institutions

Related Publications

Publication Info

Year
2018
Type
article
Volume
7
Citations
7706
Access
Closed

Social Impact

Social media, news, blog, policy document mentions

Citation Metrics

7706
OpenAlex
1084
Influential
6507
CrossRef

Cite This

Gibran Hemani, Jie Zheng, Benjamin Elsworth et al. (2018). The MR-Base platform supports systematic causal inference across the human phenome. eLife , 7 . https://doi.org/10.7554/elife.34408

Identifiers

DOI
10.7554/elife.34408
PMID
29846171
PMCID
PMC5976434

Data Quality

Data completeness: 90%