Farm animal evolution demonstrates hidden molecular basis of human traits

Most human variants identified by genome-wide association studies are believed to affect traits by altering gene expression. This belief is supported by considerable circumstantial evidence, but statistical methods are unable to link most trait-associated variants to gene expression-a problem we refer to as "missing regulation." Many explanations have been proposed, including the possibility that natural selection on gene expression limits power. Here, we take a novel approach to the question of missing regulation, beginning with the observation that the majority of trait-associated variants alter gene expression in two non-human species: cattle and pigs. We explain this discrepancy by comparing the species' evolutionary histories. The observed differences in regulatory variants are consistent with selection on human gene regulation and increased genetic drift due to agricultural breeding. The differences are not limited to specific genes and reflect increased ascertainment of regulatory variants that are distal to genes. Additionally, we show that trait-associated gene regulation in cattle and pigs matches observed patterns from complex-trait genetics in humans, and may reflect currently unobserved trait-associated regulation in humans.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-02-04
DOI
https://doi.org/10.64898/2026.02.02.703413
Primary Topic
Genetic Associations and Epidemiology
Type
article
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article

Farm animal evolution demonstrates hidden molecular basis of human traits

Shamil Sunyaev, Noah James Connally
bioRxiv (Cold Spring Harbor Laboratory)
Genetic Associations and Epidemiology
article

Farm animal evolution demonstrates hidden molecular basis of human traits

Shamil Sunyaev, Noah James Connally
article en

Abstract

Most human variants identified by genome-wide association studies are believed to affect traits by altering gene expression. This belief is supported by considerable circumstantial evidence, but statistical methods are unable to link most trait-associated variants to gene expression-a problem we refer to as "missing regulation." Many explanations have been proposed, including the possibility that natural selection on gene expression limits power. Here, we take a novel approach to the question of missing regulation, beginning with the observation that the majority of trait-associated variants alter gene expression in two non-human species: cattle and pigs. We explain this discrepancy by comparing the species' evolutionary histories. The observed differences in regulatory variants are consistent with selection on human gene regulation and increased genetic drift due to agricultural breeding. The differences are not limited to specific genes and reflect increased ascertainment of regulatory variants that are distal to genes. Additionally, we show that trait-associated gene regulation in cattle and pigs matches observed patterns from complex-trait genetics in humans, and may reflect currently unobserved trait-associated regulation in humans.

bioRxiv (Cold Spring Harbor Laboratory)
Harvard University (US)
Zero hunger
Openalex Percentile: Top 63%
Genetic Associations and Epidemiology
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Farm animal evolution demonstrates hidden molecular basis of human traits — Shamil Sunyaev, Noah James Connally · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS