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A General Approach to Adjusting Genetic Studies for Assortative Mating
Marta Bilghese1, Regina Manansala2, Dhruva Jaishankar3
1Department of Finance, Massachusetts Institute of Technology, Cambridge, MA, USA.
Biorxiv : the Preprint Server for Biology
|September 21, 2023
Summary
Assortative mating (AM) biases genetic correlation estimates. A new polygenic index (PGI) method estimates AM
Area of Science:
- Genetics
- Quantitative genetics
- Behavioral genetics
Background:
- Assortative mating (AM), the non-random association of genotypes or phenotypes, increasingly impacts genetic study estimates.
- Existing AM theory requires complex, unknown historical sorting patterns for accurate adjustments.
- The influence of AM on genetic correlations and Mendelian randomization (MR) requires robust analytical methods.
Approach:
- Developed a general-purpose approach utilizing polygenic indexes (PGIs) to estimate AM's contribution to genetic variance and correlation.
- Extended existing AM theory to accommodate more general sorting models.
- Applied the PGI approach to UK Biobank data to quantify AM's effect on genetic correlations.
Key Points:
- The PGI approach can estimate the fraction of genetic variance and correlation attributable to AM.
- AM introduces selection bias in Mendelian randomization (MR) studies that persists even after adjustment.
- The PGI adjustment in MR is highly sensitive to PGI estimation errors.
Conclusions:
- Assortative mating (AM) inflates genetic correlation estimates between health and education traits by an average of 14% in UK Biobank data.
- The proposed PGI method offers a simpler, theory-based adjustment for AM effects in genetic studies.
- Researchers should exercise caution when interpreting genetic correlations or MR estimates for traits influenced by AM.
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