1
|
Bush WS, Crosslin DR, Owusu‐Obeng A, Wallace J, Almoguera B, Basford MA, Bielinski SJ, Carrell DS, Connolly JJ, Crawford D, Doheny KF, Gallego CJ, Gordon AS, Keating B, Kirby J, Kitchner T, Manzi S, Mejia AR, Pan V, Perry CL, Peterson JF, Prows CA, Ralston J, Scott SA, Scrol A, Smith M, Stallings SC, Veldhuizen T, Wolf W, Volpi S, Wiley K, Li R, Manolio T, Bottinger E, Brilliant MH, Carey D, Chisholm RL, Chute CG, Haines JL, Hakonarson H, Harley JB, Holm IA, Kullo IJ, Jarvik GP, Larson EB, McCarty CA, Williams MS, Denny JC, Rasmussen‐Torvik LJ, Roden DM, Ritchie MD. Genetic variation among 82 pharmacogenes: The PGRNseq data from the eMERGE network. Clin Pharmacol Ther 2016; 100:160-9. [PMID: 26857349 PMCID: PMC5010878 DOI: 10.1002/cpt.350] [Citation(s) in RCA: 135] [Impact Index Per Article: 16.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Revised: 01/12/2016] [Accepted: 02/04/2016] [Indexed: 12/20/2022]
Abstract
Genetic variation can affect drug response in multiple ways, although it remains unclear how rare genetic variants affect drug response. The electronic Medical Records and Genomics (eMERGE) Network, collaborating with the Pharmacogenomics Research Network, began eMERGE‐PGx, a targeted sequencing study to assess genetic variation in 82 pharmacogenes critical for implementation of “precision medicine.” The February 2015 eMERGE‐PGx data release includes sequence‐derived data from ∼5,000 clinical subjects. We present the variant frequency spectrum categorized by variant type, ancestry, and predicted function. We found 95.12% of genes have variants with a scaled Combined Annotation‐Dependent Depletion score above 20, and 96.19% of all samples had one or more Clinical Pharmacogenetics Implementation Consortium Level A actionable variants. These data highlight the distribution and scope of genetic variation in relevant pharmacogenes, identifying challenges associated with implementing clinical sequencing for drug treatment at a broader level, underscoring the importance for multifaceted research in the execution of precision medicine.
Collapse
|
2
|
Rasmussen-Torvik LJ, Stallings SC, Gordon AS, Almoguera B, Basford MA, Bielinski SJ, Brautbar A, Brilliant MH, Carrell DS, Connolly JJ, Crosslin DR, Doheny KF, Gallego CJ, Gottesman O, Kim DS, Leppig KA, Li R, Lin S, Manzi S, Mejia AR, Pacheco JA, Pan V, Pathak J, Perry CL, Peterson JF, Prows CA, Ralston J, Rasmussen LV, Ritchie MD, Sadhasivam S, Scott SA, Smith M, Vega A, Vinks AA, Volpi S, Wolf WA, Bottinger E, Chisholm RL, Chute CG, Haines JL, Harley JB, Keating B, Holm IA, Kullo IJ, Jarvik GP, Larson EB, Manolio T, McCarty CA, Nickerson DA, Scherer SE, Williams MS, Roden DM, Denny JC. Design and anticipated outcomes of the eMERGE-PGx project: a multicenter pilot for preemptive pharmacogenomics in electronic health record systems. Clin Pharmacol Ther 2014; 96:482-9. [PMID: 24960519 PMCID: PMC4169732 DOI: 10.1038/clpt.2014.137] [Citation(s) in RCA: 176] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2014] [Accepted: 06/13/2014] [Indexed: 11/09/2022]
Abstract
We describe here the design and initial implementation of the eMERGE-PGx project. eMERGE-PGx, a partnership of the eMERGE and PGRN consortia, has three objectives : 1) Deploy PGRNseq, a next-generation sequencing platform assessing sequence variation in 84 proposed pharmacogenes, in nearly 9,000 patients likely to be prescribed drugs of interest in a 1–3 year timeframe across several clinical sites; 2) Integrate well-established clinically-validated pharmacogenetic genotypes into the electronic health record with associated clinical decision support and assess process and clinical outcomes of implementation; and 3) Develop a repository of pharmacogenetic variants of unknown significance linked to a repository of EHR-based clinical phenotype data for ongoing pharmacogenomics discovery. We describe site-specific project implementation and anticipated products, including genetic variant and phenotype data repositories, novel variant association studies, clinical decision support modules, clinical and process outcomes, approaches to manage incidental findings, and patient and clinician education methods.
Collapse
Affiliation(s)
- L J Rasmussen-Torvik
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - S C Stallings
- Vanderbilt Institute for Clinical and Translational Research, Nashville, Tennessee, USA
| | - A S Gordon
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - B Almoguera
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - M A Basford
- Vanderbilt Institute for Clinical and Translational Research, Nashville, Tennessee, USA
| | - S J Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - A Brautbar
- Center for Human Genetics, Marshfield Clinic Research Foundation, Marshfield, Wisconsin, USA
| | - M H Brilliant
- Center for Human Genetics, Marshfield Clinic Research Foundation, Marshfield, Wisconsin, USA
| | - D S Carrell
- Group Health Research Institute, Seattle, Washington, USA
| | - J J Connolly
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - D R Crosslin
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - K F Doheny
- Center for Inherited Disease Research, Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - C J Gallego
- Division of Medical Genetics, University of Washington, Seattle, Washington, USA
| | - O Gottesman
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - D S Kim
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - K A Leppig
- Group Health Research Institute, Seattle, Washington, USA
| | - R Li
- Division of Genomic Medicine, National Human Genome Research Institute, Bethesda, Maryland, USA
| | - S Lin
- Biomedical Informatics Research Center, Marshfield Clinic Research Foundation, Marshfield, Wisconsin, USA
| | - S Manzi
- Division of Genetics and Genomics, Boston Children's Hospital, Boston, Massachusetts, USA
| | - A R Mejia
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - J A Pacheco
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - V Pan
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - J Pathak
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - C L Perry
- Division of Genetics and Genomics, Boston Children's Hospital, Boston, Massachusetts, USA
| | - J F Peterson
- Department of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - C A Prows
- 1] Division Human Genetics, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA [2] Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - J Ralston
- Group Health Research Institute, Seattle, Washington, USA
| | - L V Rasmussen
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - M D Ritchie
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, State College, Pennsylvania, USA
| | - S Sadhasivam
- 1] Department of Anesthesia, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA [2] Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio, USA
| | - S A Scott
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - M Smith
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - A Vega
- Mount Sinai Faculty Practice Associates Primary Care Program, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - A A Vinks
- 1] Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio, USA [2] Division of Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - S Volpi
- Division of Genomic Medicine, National Human Genome Research Institute, Bethesda, Maryland, USA
| | - W A Wolf
- 1] Division of Genetics and Genomics, Boston Children's Hospital, Boston, Massachusetts, USA [2] Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA
| | - E Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - R L Chisholm
- Center for Genetic Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - C G Chute
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - J L Haines
- Center for Human Genetics Research, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - J B Harley
- 1] Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio, USA [2] Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, Ohio, USA [3] US Department of Veterans Affairs Medical Center, Cincinnati, Ohio, USA
| | - B Keating
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - I A Holm
- 1] Division of Genetics and Genomics, Boston Children's Hospital, Boston, Massachusetts, USA [2] Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA [3] The Manton Center for Orphan Disease Research, Boston Children's Hospital, Boston, Massachusetts, USA
| | - I J Kullo
- Division of Cardiovascular Diseases, Mayo Clinic, Rochester, Minnesota, USA
| | - G P Jarvik
- Division of Medical Genetics, University of Washington, Seattle, Washington, USA
| | - E B Larson
- Group Health Research Institute, Seattle, Washington, USA
| | - T Manolio
- Division of Genomic Medicine, National Human Genome Research Institute, Bethesda, Maryland, USA
| | - C A McCarty
- Essentia Institute of Rural Health, Duluth, Minnesota, USA
| | - D A Nickerson
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - S E Scherer
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, USA
| | - M S Williams
- Genomic Medicine Institute, Geisinger Health System, Danville, Pennsylvania, USA
| | - D M Roden
- 1] Department of Pharmacology, Vanderbilt University School of Medicine, Nashville, Tennessee, USA [2] Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - J C Denny
- 1] Department of Biomedical Informatics and Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA [2] Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| |
Collapse
|