Nature CommunicationsGeneticsPeer-reviewed journal article
A novel method for an unbiased estimate of cross-ancestry genetic correlation using individual-level data
Md Mesbah UddiniD, Jisu ShiniD, Soohyun Lee, Buu Minh Thanh TruongiD, Beben BenyaminiD, Sang LeeiD
- Citations
- 24
- FWCI
- 3.65
- Field percentile
- top 6%
Abstract
Cross-ancestry genetic correlation is an important parameter to understand the genetic relationship between two ancestry groups for a complex trait. However, existing methods cannot properly account for ancestry-specific genetic architecture, which is diverse across ancestries, producing biased estimates of cross-ancestry genetic correlation. Here, we present a method to construct a genomic relationship matrix (GRM) that can correctly account for the relationship between ancestry-specific allele frequencies and ancestry-specific causal effects. Through comprehensive simulations, we show that the proposed method outperforms existing methods in the estimations of SNP-based heritability and cross-ancestry genetic correlation. The proposed method is further applied to six anthropometric traits from the UK Biobank data across 5 ancestry groups. One of our findings is that for obesity, the estimated genetic correlation between African and European ancestry cohorts is significantly different from unity, suggesting that obesity is genetically heterogenous between these two ancestry groups.
- organism: human
- assay: GWAS summary statistics
- research focus: GWAS / association mapping
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Genome-wide LD scores enable robust heritability and genetic correlation estimation from summary statistics across genetic ancestries
Moonseong Jeong, Zhengtong Liu, … Sriram Sankararaman·bioRxiv·Oct 22, 2026
- Estimating genetic correlation jointly using individual-level and summary-level GWAS data
Yiliang Zhang, Wei Jiang, … Hongyu Zhao·Nature CommunicationsPeer-reviewed·Aug 15, 2026
- Fast estimation of genetic correlation for Biobank-scale data
Yue Wu, Kathryn S. Burch, … Sriram Sankararaman·The American Journal of Human GeneticsPeer-reviewed·Dec 2, 2021
- Transethnic genetic correlation estimates from summary statistics
Brielin C Brown, Asian Genetic Epidemiology Network-Type 2 Diabetes, … Noah Zaitlen·bioRxiv·Feb 23, 2016
- Correcting statistical bias in correlation-based kinship estimators
Wei Jiang, Xiangyu Zhang, … Hongyu Zhao·bioRxiv·Jan 13, 2021
- Required marker properties for unbiased estimates of the genetic correlation between populations
Yvonne C. J. Wientjes, M.P.L. Calus, … Piter Bijma·Genetics Selection EvolutionPeer-reviewed·Dec 1, 2018