Joseph Park1,2, Michael G Levin2, Christopher M Haggerty3,4, Dustin N Hartzel4, Renae Judy5, Rachel L Kember1, Nosheen Reza2,6, Marylyn D Ritchie1,7, Anjali T Owens2,6, Scott M Damrauer5, Daniel J Rader8,9,10. 1. Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 2. Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 3. Department of Imaging Science and Innovation and The Heart Institute, Geisinger, Danville, PA, USA. 4. Biomedical and Translational Informatics Institute, Geisinger, Danville, PA, USA. 5. Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 6. Center for Inherited Cardiovascular Disease, Division of Cardiovascular Medicine, Hospital of the University of Pennsylvania, Philadelphia, PA, USA. 7. Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 8. Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. rader@pennmedicine.upenn.edu. 9. Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. rader@pennmedicine.upenn.edu. 10. Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. rader@pennmedicine.upenn.edu.
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.
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.
Entities:
Keywords:
LMNA; electronic health records (EHRs); genome-first; phenome-wide association studies (PheWAS); rare variants
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