Evidence map›Paper›PMID 35430887›Full record

ArticlePhilosophical transactions of the Royal Society of London. Series B, Biological sciences2022

Population differentiation of polygenic score predictions under stabilizing selection.

Sivan Yair, Graham Coop

Abstract read
In one paragraph

Article in Philosophical transactions of the Royal Society of London. Series B, Biological sciences, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.

0numbers the graph read from it
0cells of the map it votes in
47citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

47 citing papers in PubMed.

  1. Article
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  6. Observational epidemiological studies can mitigate genetic confounding with a genetic relatedness matrix.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  7. Chromosome-specific drift under stabilizing selection generates polygenic barriers to sex chromosome turnover.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  8. Article
  9. Article
  10. Article
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  12. Polygenic prediction of human complex traits using ancient DNA.Current opinion in genetics & development · 2025
    Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Interpreting SNP heritability in admixed populations.bioRxiv : the preprint server for biology · 2025
    Article
  18. On ARGs, pedigrees, and genetic relatedness matrices.bioRxiv : the preprint server for biology · 2025
    Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Sivan YairCenter for Population Biology and Department of Evolution and Ecology, University of California, Davis, CA 95616, USA.
Graham CoopCenter for Population Biology and Department of Evolution and Ecology, University of California, Davis, CA 95616, USA.ORCID 0000-0001-8431-0302

Funding

The impact of natural selection and population structure on human genomic variationR35GM136290 · NIGMS · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Graham Coop · 2020 to 2026
$2.6M
Genome-wide approaches to polygenic adaptationR01GM108779 · NIGMS · UNIVERSITY OF CALIFORNIA AT DAVIS · PI COOP, GRAHAM · 2014 to 2019
$1.0M
NIGMS NIH HHS R01 GM108779NIGMS NIH HHS R35 GM136290
6 · The paper itself

Abstract

Given the many small-effect loci uncovered by genome-wide association studies (GWAS), polygenic scores have become central to genomic medicine, and have found application in diverse settings including evolutionary studies of adaptation. Despite their promise, polygenic scores have been found to suffer from limited portability across human populations. This at first seems in conflict with the observation that most common genetic variation is shared among populations. We investigate one potential cause of this discrepancy: stabilizing selection on complex traits. Counterintuitively, while stabilizing selection constrains phenotypic evolution, it accelerates the loss and fixation of alleles underlying trait variation within populations (GWAS loci). Thus even when populations share an optimum phenotype, stabilizing selection erodes the variance contributed by their shared GWAS loci, such that predictions from GWAS in one population explain less of the phenotypic variation in another. We develop theory to quantify how stabilizing selection is expected to reduce the prediction accuracy of polygenic scores in populations not represented in GWAS samples. In addition, we find that polygenic scores can substantially overstate average genetic differences of phenotypes among populations. We emphasize stabilizing selection around a common optimum as a useful null model to connect patterns of allele frequency and polygenic score differentiation. This article is part of the theme issue 'Celebrating 50 years since Lewontin's apportionment of human diversity'.

Indexed as

Genome-Wide Association StudyMultifactorial InheritanceAllelesGene FrequencyModels, GeneticPhenotypePolymorphism, Single NucleotideSelection, Geneticgenome-wide association studiesLewontin 1972polygenic scoresportabilitystabilizing selection

Identifiers

PMID35430887
PMCPMC9014188

What Socratic holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.