Evidence map›Paper›PMID 42393741›Full record

ArticleGenome biology2026

UK Biobank whole-genome sequencing reveals robust contributions of rare variants to complex-trait heritability.

Hyein Jung, Hae-Un Jung, Ji-One Kang, Ji Eun Lim, Bermseok Oh

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Article in Genome biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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5 authors.

Hyein Jung *Department of Biomedical Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Hae-Un Jung *Department of Biomedical Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Ji-One KangGachon University Gil Medical Center, Incheon, Republic of Korea.
Ji Eun Lim *Department of Biochemistry and Molecular Biology, School of Medicine, Kyung Hee University, Seoul, Republic of Korea. jelim@khu.ac.kr.
Bermseok Oh *Department of Biomedical Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea. ohbs@khu.ac.kr.

Funding

National Research Foundation of Korea 2019M3E5D3073365
6 · The paper itself

Abstract

backgroundThe missing heritability of complex traits remains a key challenge in human genetics. Recent studies have highlighted the potential role of rare variants in addressing this gap. However, their contribution has been difficult to quantify due to small sample sizes and large standard errors in large-scale whole-genome sequencing data.

resultsLeveraging whole-genome sequencing data from 348,977 unrelated White British participants in the UK Biobank, we analyze 5,378,300 linkage disequilibrium-independent rare variants to estimate their heritability for five complex traits. This dataset is more than tenfold larger than previous whole-genome sequencing studies, enabling substantially reduced standard errors and more precise estimates. Using genome-wide complex trait analysis and BOLT-REML, we find that rare variants explain 0.37, 0.15, 0.20, 0.13, and 0.11 of the heritability for standing height, body mass index, platelet count, systolic blood pressure, and glycated hemoglobin, respectively. After adjusting for a polygenic score based on common variants, the estimated rare-variant heritability decreased, but standing height, BMI, platelet count, and systolic blood pressure retained contributions (0.23, 0.10, 0.05, and 0.06), suggesting that rare-variant effects may not be fully explained by common-variant architecture, although their magnitude and stability vary across traits.

conclusionsOur findings demonstrate that rare variants explain a trait-specific proportion of heritability, refining our understanding of the genetic architecture of complex traits. By leveraging the largest whole genome sequencing dataset to date, this study provides a precise estimate of the contribution of rare variants to the heritability of multiple complex traits and highlights the value of large-scale whole-genome sequencing in resolving the sources of missing heritability.

Indexed as

Genetic VariationMultifactorial InheritanceQuantitative Trait, HeritableWhole Genome SequencingBiological Specimen BanksGenome-Wide Association StudyHumansLinkage DisequilibriumPolymorphism, Single NucleotideUK BiobankUnited Kingdom

Identifiers

PMID42393741
PMCPMC13621660

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