ArticleHuman molecular genetics2022
A genome-first approach to rare variants in hypertrophic cardiomyopathy genes MYBPC3 and MYH7 in a medical biobank.
Article in Human molecular 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, 19 citations in OpenAlex.
- Adult-onset STING-associated vasculopathy.Journal of human immunity · 2026Article
- Molecular mechanisms and intervention approaches of heart failure (Review).International journal of molecular medicine · 2025Review
- Common genetic modifiers influence cardiomyopathy susceptibility among the carriers of rare pathogenic variants.HGG advances · 2025Article
- Knockout of the Staphylococcus aureus virulence gene sdrC promotes Myh7 expression to inhibit the progression of osteomyelitis.Journal of molecular histology · 2025Article
- Article
- Common-variant and rare-variant genetic architecture of heart failure across the allele-frequency spectrum.Nature genetics · 2025Article
- Plasma SFRP2 hypermethylation as a diagnostic biomarker for dilated cardiomyopathy detected by methylation-specific PCR.American journal of translational research · 2025Article
- The Genetic Factors Influencing Cardiomyopathies and Heart Failure across the Allele Frequency Spectrum.Journal of cardiovascular translational research · 2024Review
- Deciphering metabolomics and lipidomics landscape in zebrafish hypertrophic cardiomyopathy model.Scientific reports · 2024Article
- MYH7 in cardiomyopathy and skeletal muscle myopathy.Molecular and cellular biochemistry · 2024Review
- Advances in genetic diagnosis and therapy of hereditary heart disease: a bibliometric review from 2004 to 2024.Frontiers in medicine · 2024Review
- Hypertrophic Cardiomyopathy versus Storage Diseases with Myocardial Involvement.International journal of molecular sciences · 2023Review
- The Penn Medicine BioBank: Towards a Genomics-Enabled Learning Healthcare System to Accelerate Precision Medicine in a Diverse Population.Journal of personalized medicine · 2022Article
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Authors and funding
9 authors at 1 institution in 1 country.
Funding
Abstract
'Genome-first' approaches to analyzing rare variants can reveal new insights into human biology and disease. Because pathogenic variants are often rare, new discovery requires aggregating rare coding variants into 'gene burdens' for sufficient power. However, a major challenge is deciding which variants to include in gene burden tests. Pathogenic variants in MYBPC3 and MYH7 are well-known causes of hypertrophic cardiomyopathy (HCM), and focusing on these 'positive control' genes in a genome-first approach could help inform variant selection methods and gene burdening strategies for other genes and diseases. Integrating exome sequences with electronic health records among 41 759 participants in the Penn Medicine BioBank, we evaluated the performance of aggregating predicted loss-of-function (pLOF) and/or predicted deleterious missense (pDM) variants in MYBPC3 and MYH7 for gene burden phenome-wide association studies (PheWAS). The approach to grouping rare variants for these two genes produced very different results: pLOFs but not pDM variants in MYBPC3 were strongly associated with HCM, whereas the opposite was true for MYH7. Detailed review of clinical charts revealed that only 38.5% of patients with HCM diagnoses carrying an HCM-associated variant in MYBPC3 or MYH7 had a clinical genetic test result. Additionally, 26.7% of MYBPC3 pLOF carriers without HCM diagnoses had clear evidence of left atrial enlargement and/or septal/LV hypertrophy on echocardiography. Our study shows the importance of evaluating both pLOF and pDM variants for gene burden testing in future studies to uncover novel gene-disease relationships and identify new pathogenic loss-of-function variants across the human genome through genome-first analyses of healthcare-based populations.
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