ArticleBMC medicine2021
A comprehensive gene-centric pleiotropic association analysis for 14 psychiatric disorders with GWAS summary statistics.
Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 1 of them a synthesis that pooled it.
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Who cites it
33 citing papers in PubMed, 1 synthesis or guideline pooled it, 62 citations in OpenAlex.
- Prevalence of children's mental health disorders and implications in pharmacotherapy: a systematic review and meta-analysis.Postgraduate medicine · 2025Pooled it
- Integrated Analysis of SNPs and Structural Variations via High-depth Whole-genome Sequencing Reveals the Genetic Architecture and Optimizes Genomic Prediction in Chickens.Poultry science · 2026Article
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- Genetic overlap between autoimmune disorders and anorexia nervosa: insights from a large-scale cross-trait genome-wide analysis.Journal of eating disorders · 2026Article
- An integrative association analysis for complex diseases in underrepresented groups by leveraging the trans-ethnic genetic similarity.Briefings in bioinformatics · 2026Article
- Identifying pleiotropic genes for backfat thickness and semen traits in pigs using GWAS summary data.Journal of animal science · 2026Article
- Genetic Architecture of Comorbidity Between Chronic Obstructive Pulmonary Disease and Cardiovascular Diseases: Exploring Shared Mechanisms and Potential Therapeutic Targets.International journal of chronic obstructive pulmonary disease · 2026Article
- Neuroimmune Genetic Overlap Between Chronic Pruritic Skin Diseases and Major Depressive Disorder: Insights from Cross-Trait GWAS Analysis.Clinical, cosmetic and investigational dermatology · 2026Article
- Genetic and immune regulatory links between inflammatory bowel disease and breast cancer involving the JAK STAT PD L1 axis.Discover oncology · 2025Article
- Leveraging Alzheimer's Disease Omics to Identify Pleiotropic Genes Contributing to Neurodegeneration in Primary Open-Angle Glaucoma.Molecular neurobiology · 2025Article
- Shared genetic architecture between anxiety, depression and erectile dysfunction: a genome-wide cross-trait analysis.Translational andrology and urology · 2025Article
- Large-scale composite hypothesis testing procedure for omics data analyses.NAR genomics and bioinformatics · 2025Article
- Investigating the Shared Genetic Architecture Between Leukocyte Telomere Length and Prostate Cancer.The world journal of men's health · 2025Article
- [Identifying genetic etiology of ischemic stroke based on pleiotropy of obesity related genes: A sibling study].Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences · 2025Article
- Dysregulated Pathways During Pregnancy Predict Drug Candidates in Neurodevelopmental Disorders.Neuroscience bulletin · 2025Article
- Pleiotropic Effects ofBiomolecules · 2025Review
- Establishing a robust triangulation framework to explore the relationship between hearing loss and Parkinson's disease.NPJ Parkinson's disease · 2025Article
- Cross-Trait Genome-Wide Association Study Identifies Shared Genetic Risk Loci Between COPD and Five Autoimmune Diseases.International journal of chronic obstructive pulmonary disease · 2025Article
- Genetic relationship between Sjögren's syndrome and abdominal aortic aneurysm: insights from a European population's genome-wide association analysis.Frontiers in cardiovascular medicine · 2025Article
- Unraveling the heart-brain axis: shared genetic mechanisms in cardiovascular diseases and Schizophrenia.Schizophrenia (Heidelberg, Germany) · 2024Article
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6 authors at 1 institution in 1 country.
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Abstract
backgroundRecent genome-wide association studies (GWASs) have revealed the polygenic nature of psychiatric disorders and discovered a few of single-nucleotide polymorphisms (SNPs) associated with multiple psychiatric disorders. However, the extent and pattern of pleiotropy among distinct psychiatric disorders remain not completely clear.
methodsWe analyzed 14 psychiatric disorders using summary statistics available from the largest GWASs by far. We first applied the cross-trait linkage disequilibrium score regression (LDSC) to estimate genetic correlation between disorders. Then, we performed a gene-based pleiotropy analysis by first aggregating a set of SNP-level associations into a single gene-level association signal using MAGMA. From a methodological perspective, we viewed the identification of pleiotropic associations across the entire genome as a high-dimensional problem of composite null hypothesis testing and utilized a novel method called PLACO for pleiotropy mapping. We ultimately implemented functional analysis for identified pleiotropic genes and used Mendelian randomization for detecting causal association between these disorders.
resultsWe confirmed extensive genetic correlation among psychiatric disorders, based on which these disorders can be grouped into three diverse categories. We detected a large number of pleiotropic genes including 5884 associations and 2424 unique genes and found that differentially expressed pleiotropic genes were significantly enriched in pancreas, liver, heart, and brain, and that the biological process of these genes was remarkably enriched in regulating neurodevelopment, neurogenesis, and neuron differentiation, offering substantial evidence supporting the validity of identified pleiotropic loci. We further demonstrated that among all the identified pleiotropic genes there were 342 unique ones linked with 6353 drugs with drug-gene interaction which can be classified into distinct types including inhibitor, agonist, blocker, antagonist, and modulator. We also revealed causal associations among psychiatric disorders, indicating that genetic overlap and causality commonly drove the observed co-existence of these disorders.
conclusionsOur study is among the first large-scale effort to characterize gene-level pleiotropy among a greatly expanded set of psychiatric disorders and provides important insight into shared genetic etiology underlying these disorders. The findings would inform psychiatric nosology, identify potential neurobiological mechanisms predisposing to specific clinical presentations, and pave the way to effective drug targets for clinical treatment.
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