ArticleGenetics2021
The genetic architecture of human complex phenotypes is modulated by linkage disequilibrium and heterozygosity.
Article in Genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 12 papers, 3 of them syntheses that pooled it.
What it found
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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.
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Who cites it
12 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A Multi-Ancestry GWAS Meta-Analysis Integrated with In-Depth Silico, Systems Biology, and Pharmacogenomics Approaches on Alzheimer's Disease Among 1,198,689 Subjects.Journal of molecular neuroscience : MN · 2025Pooled it
- Multi-ancestry meta-analysis and fine-mapping in Alzheimer's disease.Molecular psychiatry · 2023Pooled it
- A genome-wide search for pleiotropy in more than 100,000 harmonized longitudinal cognitive domain scores.Molecular neurodegeneration · 2023Pooled it
- Mapping the Genetic Landscape of Psychiatric Disorders With the MiXeR Toolset.Biological psychiatry · 2025Review
- Navigating the blurred boundary: Neuropathologic changes versus clinical symptoms in Alzheimer's disease, and its consequences for research in genetics.Journal of Alzheimer's disease : JAD · 2025Review
- Whole-genome sequencing study in Koreans identifies novel loci for Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- Improved functional mapping of complex trait heritability with GSA-MiXeR implicates biologically specific gene sets.Nature genetics · 2024Article
- Step by step: towards a better understanding of the genetic architecture of Alzheimer's disease.Molecular psychiatry · 2023Review
- Gene expression in African Americans, Puerto Ricans and Mexican Americans reveals ancestry-specific patterns of genetic architecture.Nature genetics · 2023Article
- Genomics and Functional Genomics of Alzheimer's Disease.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2022Review
- A genome-wide association study with 1,126,563 individuals identifies new risk loci for Alzheimer's disease.Nature genetics · 2021Article
- Moving Toward Patient-Tailored Treatment in ALS and FTD: The Potential of Genomic Assessment as a Tool for Biological Discovery and Trial Recruitment.Frontiers in neuroscience · 2021Review
Corrections and comments
- Erratum issued
Authors and funding
8 authors.
Funding
Abstract
We propose an extended Gaussian mixture model for the distribution of causal effects of common single nucleotide polymorphisms (SNPs) for human complex phenotypes that depends on linkage disequilibrium (LD) and heterozygosity (H), while also allowing for independent components for small and large effects. Using a precise methodology showing how genome-wide association studies (GWASs) summary statistics (z-scores) arise through LD with underlying causal SNPs, we applied the model to GWAS of multiple human phenotypes. Our findings indicated that causal effects are distributed with dependence on total LD and H, whereby SNPs with lower total LD and H are more likely to be causal with larger effects; this dependence is consistent with models of the influence of negative pressure from natural selection. Compared with the basic Gaussian mixture model it is built on, the extended model-primarily through quantification of selection pressure-reproduces with greater accuracy the empirical distributions of z-scores, thus providing better estimates of genetic quantities, such as polygenicity and heritability, that arise from the distribution of causal effects.
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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 OpenQuestion graph.