1. A genome-first approach to aggregating rare genetic variants in LMNA for association with electronic health record phenotypes
- Author
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Anjali T. Owens, Christopher M. Haggerty, Daniel J. Rader, Ritchie, Joseph Park, Scott M. Damrauer, Dustin N. Hartzel, Rachel L. Kember, Nosheen Reza, Michael G. Levin, and Renae Judy
- Subjects
0301 basic medicine ,Male ,Cardiomyopathy ,Mutation, Missense ,Disease ,Comorbidity ,030105 genetics & heredity ,Article ,Primary cardiomyopathy ,LMNA ,03 medical and health sciences ,Cardiac Conduction System Disease ,Loss of Function Mutation ,Cardiac conduction ,Exome Sequencing ,Medicine ,Missense mutation ,Electronic Health Records ,Humans ,Genetic Predisposition to Disease ,Renal Insufficiency, Chronic ,Exome ,Genetics (clinical) ,Exome sequencing ,Genetic Association Studies ,Aged ,Genetics ,business.industry ,Computational Biology ,Middle Aged ,medicine.disease ,Lamin Type A ,030104 developmental biology ,Phenotype ,Female ,business ,Cardiomyopathies - Abstract
PURPOSE: “Genome-first” approaches, in which genetic sequencing is agnostically linked to associated phenotypes, can enhance our understanding of rare variants’ contributions to disease. Loss-of-function variants in LMNA cause a range of rare diseases, including cardiomyopathy. METHODS: We leveraged exome sequencing from 11,451 unselected individuals in the Penn Medicine Biobank to associate rare variants in LMNA with diverse electronic health record (EHR)–derived phenotypes. We used Rare Exome Variant Ensemble Learner (REVEL) to annotate rare missense variants, clustered predicted deleterious and loss-of-function variants into a “gene burden” (N = 72 individuals), and performed a phenome-wide association study (PheWAS). Major findings were replicated in DiscovEHR. RESULTS: The LMNA gene burden was significantly associated with primary cardiomyopathy (p = 1.78E-11) and cardiac conduction disorders (p = 5.27E-07). Most patients had not been clinically diagnosed with LMNA cardiomyopathy. We also noted an association with chronic kidney disease (p = 1.13E-06). Regression analyses on echocardiography and serum labs revealed that LMNA variant carriers had dilated cardiomyopathy and primary renal disease. CONCLUSION: Pathogenic LMNA variants are an underdiagnosed cause of cardiomyopathy. We also find that LMNA loss of function may be a primary cause of renal disease. Finally, we show the value of aggregating rare, annotated variants into a gene burden and using PheWAS to identify novel ontologies for pleiotropic human genes.
- Published
- 2019