ArticleAmerican journal of human genetics2022
Partitioning gene-level contributions to complex-trait heritability by allele frequency identifies disease-relevant genes.
Article in American journal of human genetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed, 13 citations in OpenAlex.
- Genetic diversity, selection signatures, and breed-specific SNP marker identification in Baerchuke sheep.Functional & integrative genomics · 2026Article
- Fine-mapping candidate neuropsychiatric regulatory variants using cell type-aware comparative genomics.bioRxiv : the preprint server for biology · 2026Article
- Inference of elevated mutation rates and variant effects using 700k exomes.bioRxiv : the preprint server for biology · 2026Article
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- Comprehensive gene heritability estimation reveals the genetic architecture of rare coding variants underlying complex traits.bioRxiv : the preprint server for biology · 2025Article
- Distinct pathway-based effects of blood pressure and body mass index on cardiovascular traits: comparison of novel Mendelian randomization approaches.Genome medicine · 2025Article
- Scrutinizing neurodegenerative diseases: decoding the complex genetic architectures through a multi-omics lens.Human genomics · 2024Review
- Integrating multi-layered biological priors to improve genomic prediction accuracy in beef cattle.Biology direct · 2024Article
- Specificity, length, and luck: How genes are prioritized by rare and common variant association studies.bioRxiv : the preprint server for biology · 2024Article
- Improved functional mapping of complex trait heritability with GSA-MiXeR implicates biologically specific gene sets.Nature genetics · 2024Article
- A method to estimate the contribution of rare coding variants to complex trait heritability.Nature communications · 2024Article
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
Abstract
Recent works have shown that SNP heritability-which is dominated by low-effect common variants-may not be the most relevant quantity for localizing high-effect/critical disease genes. Here, we introduce methods to estimate the proportion of phenotypic variance explained by a given assignment of SNPs to a single gene ("gene-level heritability"). We partition gene-level heritability by minor allele frequency (MAF) to find genes whose gene-level heritability is explained exclusively by "low-frequency/rare" variants (0.5% ≤ MAF < 1%). Applying our method to ∼16K protein-coding genes and 25 quantitative traits in the UK Biobank (N = 290K "White British"), we find that, on average across traits, ∼2.5% of nonzero-heritability genes have a rare-variant component and only ∼0.8% (327 gene-trait pairs) have heritability exclusively from rare variants. Of these 327 gene-trait pairs, 114 (35%) were not detected by existing gene-level association testing methods. The additional genes we identify are significantly enriched for known disease genes, and we find several examples of genes that have been previously implicated in phenotypically related Mendelian disorders. Notably, the rare-variant component of gene-level heritability exhibits trends different from those of common-variant gene-level heritability. For example, while total gene-level heritability increases with gene length, the rare-variant component is significantly larger among shorter genes; the cumulative distributions of gene-level heritability also vary across traits and reveal differences in the relative contributions of rare/common variants to overall gene-level polygenicity. While nonzero gene-level heritability does not imply causality, if interpreted in the correct context, gene-level heritability can reveal useful insights into complex-trait genetic architecture.
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