bioRxivGenomicsPreprint
A General Approach to Adjusting Genetic Studies for Assortative Mating
Marta Bilghese, Regina ManansalaiD, Dhruva Jaishankar, Jonathan Jala, Daniel Jacob BenjaminiD, Miles KimballiD, Paul Livermore AueriD, Michael A. LivermoreiD, Patrick TurleyiD
Abstract
The effects of assortative mating (AM) on estimates from genetic studies has been receiving increasing attention in recent years. We extend existing AM theory to more general models of sorting and conclude that correct theory-based AM adjustments require knowledge of complicated, unknown historical sorting patterns. We propose a simple, general-purpose approach using polygenic indexes (PGIs). Our approach can estimate the fraction of genetic variance and genetic correlation that is driven by AM. Our approach is less effective when applied to Mendelian randomization (MR) studies for two reasons: AM can induce a form of selection bias in MR studies that remains after our adjustment; and, in the MR context, the adjustment is particularly sensitive to PGI estimation error. Using data from the UK Biobank, we find that AM inflates genetic correlation estimates between health traits and education by 14% on average. Our results suggest caution in interpreting genetic correlations or MR estimates for traits subject to AM.
- organism: human
- assay: GWAS summary statistics
- research focus: GWAS / association mapping
- approach: statistical model
- Citations
- 6
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
- Assortative Mating Biases Marker-based Heritability Estimators
Richard Border, Sean O’Rourke, … Matthew C. Keller·Nature CommunicationsPeer-reviewed·Feb 3, 2022
- Cross-trait assortative mating is widespread and inflates genetic correlation estimates
Richard Border, Georgios I. Athanasiadis, … Noah Zaitlen·SciencePeer-reviewed·Nov 17, 2022
- Genetic basis of partner choice
Qinwen Zheng, Sjoerd van Alten, … Qiongshi Lu·bioRxiv·Feb 3, 2025
- Estimation of indirect genetic effects and heritability under assortative mating
Alexander I. Young·bioRxiv·Jul 10, 2023
- Parental haplotypes reconstruction in up to 440,209 individuals reveals recent assortative mating dynamics
Robin J. Hofmeister, Davide Marnetto, … Zoltán Kutalik·bioRxiv·Sep 24, 2025
- Why are education, socioeconomic position and intelligence genetically correlated?
Tim Morris, Neil M Davies, … George Davey Smith·bioRxiv·Dec 6, 2019