Distinct genetic architecture in the tails of complex traits

T T. Souaiaia H H. M. Wu A A. P. S. Ori S S. W. Choi C C. J. Hoggart P P. F. O’Reilly

Abstract

Abstract Complex traits are highly polygenic, with heritability explained by many hundreds of common variants of small effect together with rare variants of large effect 1 . Yet how this genetic architecture varies along the trait continuum has been underexplored, as has the role of natural selection in shaping this variation. Here we developed an approach based on polygenic risk scores that reveals widespread departures from common-variant architecture in one or both of the tails of 74 quantitative traits. These observations were replicated across ancestries, cohorts and repeated measures and using an alternative family-based approach 2 . Incorporating rare variants identified from sequence data resulted in marked reductions in these deviations, suggesting that rare alleles of large effect are key drivers of trait-tail architecture. Forward simulations showed that stabilizing selection could generate the observed patterns, whereas modelling reproductive success provided empirical support for the role of selection. These findings show that although complex traits are polygenic in the population at large, they have a distinct and less polygenic architecture in their tails due to selection. This has implications for rare-variant discovery and complex trait and disease prediction.

Article Details

Journal Nature
Volume / Issue Vol. 655, Issue 8123
Published July 16, 2026
Pages 676-684
ISSN 0028-0836
Publisher Nature Portfolio

Journal Info

Nature

Nature Portfolio

ISSN: 0028-0836 Health Sciences

Authors (6)

T

T. Souaiaia

H

H. M. Wu

A

A. P. S. Ori

S

S. W. Choi

C

C. J. Hoggart

P

P. F. O’Reilly