Frontiers in Genetics (Feb 2022)
Multi-Trait Genome-Wide Association Study of Atherosclerosis Detects Novel Pleiotropic Loci
- Tiffany R. Bellomo,
- William P. Bone,
- Brian Y. Chen,
- Katerina A. B. Gawronski,
- David Zhang,
- Joseph Park,
- Michael Levin,
- Michael Levin,
- Michael Levin,
- Noah Tsao,
- Noah Tsao,
- Derek Klarin,
- Derek Klarin,
- Derek Klarin,
- Derek Klarin,
- Derek Klarin,
- Julie Lynch,
- Julie Lynch,
- Themistocles L. Assimes,
- Themistocles L. Assimes,
- J. Michael Gaziano,
- J. Michael Gaziano,
- J. Michael Gaziano,
- Peter W. Wilson,
- Peter W. Wilson,
- Kelly Cho,
- Kelly Cho,
- Marijana Vujkovic,
- Marijana Vujkovic,
- the VA Million Veteran Program,
- Christopher J. O’Donnell,
- Christopher J. O’Donnell,
- Kyong-Mi Chang,
- Kyong-Mi Chang,
- Kyong-Mi Chang,
- Philip S. Tsao,
- Philip S. Tsao,
- Daniel J. Rader,
- Daniel J. Rader,
- Daniel J. Rader,
- Marylyn D. Ritchie,
- Marylyn D. Ritchie,
- Marylyn D. Ritchie,
- Scott M. Damrauer,
- Scott M. Damrauer,
- Scott M. Damrauer,
- Benjamin F. Voight,
- Benjamin F. Voight,
- Benjamin F. Voight,
- Benjamin F. Voight,
- Benjamin F. Voight
Affiliations
- Tiffany R. Bellomo
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- William P. Bone
- Genomics and Computational Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Brian Y. Chen
- School of Arts and Sciences, University of Pennsylvania, Philadelphia, PA, United States
- Katerina A. B. Gawronski
- Department of Genetics, University of Pennsylvania, Philadelphia, PA, United States
- David Zhang
- Department of Genetics, University of Pennsylvania, Philadelphia, PA, United States
- Joseph Park
- Genomics and Computational Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Michael Levin
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Michael Levin
- Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
- Michael Levin
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, United States
- Noah Tsao
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Noah Tsao
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, United States
- Derek Klarin
- VA Boston Healthcare System, Boston, MA, United States
- Derek Klarin
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, United States
- Derek Klarin
- Division of Vascular Surgery and Endovascular Therapy, University of Florida School of Medicine, Gainesville, FL, United States
- Derek Klarin
- 0Department of Surgery, Massachusetts General Hospital, Boston, MA, United States
- Derek Klarin
- 1Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, United States
- Julie Lynch
- 2VA Informatics and Computing Infrastructure, VA Salt Lake City Health Care System, Salt Lake City, UT, United States
- Julie Lynch
- 3University of Massachusetts College of Nursing and Health Sciences, Boston, MA, United States
- Themistocles L. Assimes
- 4VA Palo Alto Health Care System, Palo Alto, CA, United States
- Themistocles L. Assimes
- 5Department of Medicine, Stanford University, Stanford, CA, United States
- J. Michael Gaziano
- VA Boston Healthcare System, Boston, MA, United States
- J. Michael Gaziano
- 6Massachusetts Veterans Epidemiology Research and Information Center, Veterans Affairs Boston Healthcare System, Boston, MA, United States
- J. Michael Gaziano
- 7Department of Medicine, Brigham Women’s Hospital, Boston, MA, United States
- Peter W. Wilson
- 8Atlanta VA Medical Center, Decatur, GA, United States
- Peter W. Wilson
- 9Division of Cardiology, Emory University School of Medicine, Atlanta, GA, United States
- Kelly Cho
- VA Boston Healthcare System, Boston, MA, United States
- Kelly Cho
- 7Department of Medicine, Brigham Women’s Hospital, Boston, MA, United States
- Marijana Vujkovic
- Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States
- Marijana Vujkovic
- 0Department of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- the VA Million Veteran Program
- Christopher J. O’Donnell
- VA Boston Healthcare System, Boston, MA, United States
- Christopher J. O’Donnell
- 7Department of Medicine, Brigham Women’s Hospital, Boston, MA, United States
- Kyong-Mi Chang
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, United States
- Kyong-Mi Chang
- 0Department of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Kyong-Mi Chang
- 1Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Philip S. Tsao
- 4VA Palo Alto Health Care System, Palo Alto, CA, United States
- Philip S. Tsao
- 5Department of Medicine, Stanford University, Stanford, CA, United States
- Daniel J. Rader
- Department of Genetics, University of Pennsylvania, Philadelphia, PA, United States
- Daniel J. Rader
- 0Department of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Daniel J. Rader
- 2Department of Pediatrics, University of Pennsylvania, Philadelphia, PA, United States
- Marylyn D. Ritchie
- Department of Genetics, University of Pennsylvania, Philadelphia, PA, United States
- Marylyn D. Ritchie
- 3Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Marylyn D. Ritchie
- 4Center for Precision Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Scott M. Damrauer
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Scott M. Damrauer
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, United States
- Scott M. Damrauer
- 0Department of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Benjamin F. Voight
- Department of Genetics, University of Pennsylvania, Philadelphia, PA, United States
- Benjamin F. Voight
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, United States
- Benjamin F. Voight
- 1Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Benjamin F. Voight
- 3Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- Benjamin F. Voight
- 5Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
- DOI
- https://doi.org/10.3389/fgene.2021.787545
- Journal volume & issue
-
Vol. 12
Abstract
Although affecting different arterial territories, the related atherosclerotic vascular diseases coronary artery disease (CAD) and peripheral artery disease (PAD) share similar risk factors and have shared pathobiology. To identify novel pleiotropic loci associated with atherosclerosis, we performed a joint analysis of their shared genetic architecture, along with that of common risk factors. Using summary statistics from genome-wide association studies of nine known atherosclerotic (CAD, PAD) and atherosclerosis risk factors (body mass index, smoking initiation, type 2 diabetes, low density lipoprotein, high density lipoprotein, total cholesterol, and triglycerides), we perform 15 separate multi-trait genetic association scans which resulted in 25 novel pleiotropic loci not yet reported as genome-wide significant for their respective traits. Colocalization with single-tissue eQTLs identified candidate causal genes at 14 of the detected signals. Notably, the signal between PAD and LDL-C at the PCSK6 locus affects PCSK6 splicing in human liver tissue and induced pluripotent derived hepatocyte-like cells. These results show that joint analysis of related atherosclerotic disease traits and their risk factors allowed identification of unified biology that may offer the opportunity for therapeutic manipulation. The signal at PCSK6 represent possible shared causal biology where existing inhibitors may be able to be leveraged for novel therapies.
Keywords
- peripheral artery disease
- atherosclerosis
- multi-trait analyses
- GWAS—genome-wide association study
- pleiotropy