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Pinto E Vairo F, Kemppainen JL, Vitek CRR, Whalen DA, Kolbert KJ, Sikkink KJ, Kroc SA, Kruisselbrink T, Shupe GF, Knudson AK, Burke EM, Loftus EC, Bandel LA, Prochnow CA, Mulvihill LA, Thomas B, Gable DM, Graddy CB, Garzon GGM, Ekpoh IU, Porquera EMC, Fervenza FC, Hogan MC, El Ters M, Warrington KJ, Davis JM, Koster MJ, Orandi AB, Basiaga ML, Vella A, Kumar S, Creo AL, Lteif AN, Pittock ST, Tebben PJ, Abate EG, Joshi AY, Ristagno EH, Patnaik MS, Schimmenti LA, Dhamija R, Sabrowsky SM, Wierenga KJ, Keddis MT, Samadder NJJ, Presutti RJ, Robinson SI, Stephens MC, Roberts LR, Faubion WA, Driscoll SW, Wong-Kisiel LC, Selcen D, Flanagan EP, Ramanan VK, Jackson LM, Mauermann ML, Ortega VE, Anderson SA, Aoudia SL, Klee EW, McAllister TM, Lazaridis KN. Correction: Implementation of genomic medicine for rare disease in a tertiary healthcare system: Mayo Clinic Program for Rare and Undiagnosed Diseases (PRaUD). J Transl Med 2024; 22:400. [PMID: 38689323 PMCID: PMC11061992 DOI: 10.1186/s12967-024-05185-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2024] Open
Affiliation(s)
- Filippo Pinto E Vairo
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
| | - Jennifer L Kemppainen
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Carolyn R Rohrer Vitek
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Denise A Whalen
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kayla J Kolbert
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kaitlin J Sikkink
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Sarah A Kroc
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Teresa Kruisselbrink
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Gabrielle F Shupe
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Alyssa K Knudson
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Elizabeth M Burke
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Elle C Loftus
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Lorelei A Bandel
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Lindsay A Mulvihill
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Dale M Gable
- Center for Individualized Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Courtney B Graddy
- Center for Individualized Medicine, Mayo Clinic, Jacksonville, FL, USA
| | | | - Idara U Ekpoh
- Center for Individualized Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | | | | | - Marie C Hogan
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | - Mireille El Ters
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | | | - John M Davis
- Division of Rheumatology, Mayo Clinic, Rochester, MN, USA
| | | | - Amir B Orandi
- Department of Pediatric Rheumatology, Mayo Clinic, Rochester, MN, USA
| | - Matthew L Basiaga
- Department of Pediatric Rheumatology, Mayo Clinic, Rochester, MN, USA
| | - Adrian Vella
- Division of Endocrinology, Diabetes, Metabolism, and Nutrition, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Seema Kumar
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Ana L Creo
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Aida N Lteif
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Siobhan T Pittock
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Peter J Tebben
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Avni Y Joshi
- Division of Pediatric Allergy and Immunology, Mayo Clinic, Rochester, MN, USA
| | - Elizabeth H Ristagno
- Division of Pediatric Infectious Diseases, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Mrinal S Patnaik
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Radhika Dhamija
- Department of Clinical Genomics, Mayo Clinic, Phoenix, AZ, USA
| | | | - Klaas J Wierenga
- Department of Clinical Genomics, Mayo Clinic, Jacksonville, FL, USA
| | - Mira T Keddis
- Division of Nephrology, Mayo Clinic, Scottsdale, AZ, USA
| | | | | | | | - Michael C Stephens
- Department of Pediatric Gastroenterology, Mayo Clinic, Rochester, MN, USA
| | - Lewis R Roberts
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - William A Faubion
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Sherilyn W Driscoll
- Division of Pediatric Rehabilitation Medicine, Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | | | - Duygu Selcen
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | | | - Victor E Ortega
- Division of Respiratory Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | - Sarah A Anderson
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Eric W Klee
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Tammy M McAllister
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Konstantinos N Lazaridis
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA.
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2
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Pinto E Vairo F, Kemppainen JL, Vitek CRR, Whalen DA, Kolbert KJ, Sikkink KJ, Kroc SA, Kruisselbrink T, Shupe GF, Knudson AK, Burke EM, Loftus EC, Bandel LA, Prochnow CA, Mulvihill LA, Thomas B, Gable DM, Graddy CB, Garzon GGM, Ekpoh IU, Porquera EMC, Fervenza FC, Hogan MC, El Ters M, Warrington KJ, Davis JM, Koster MJ, Orandi AB, Basiaga ML, Vella A, Kumar S, Creo AL, Lteif AN, Pittock ST, Tebben PJ, Abate EG, Joshi AY, Ristagno EH, Patnaik MS, Schimmenti LA, Dhamija R, Sabrowsky SM, Wierenga KJ, Keddis MT, Samadder NJJ, Presutti RJ, Robinson SI, Stephens MC, Roberts LR, Faubion WA, Driscoll SW, Wong-Kisiel LC, Selcen D, Flanagan EP, Ramanan VK, Jackson LM, Mauermann ML, Ortega VE, Anderson SA, Aoudia SL, Klee EW, McAllister TM, Lazaridis KN. Implementation of genomic medicine for rare disease in a tertiary healthcare system: Mayo Clinic Program for Rare and Undiagnosed Diseases (PRaUD). J Transl Med 2023; 21:410. [PMID: 37353797 PMCID: PMC10288779 DOI: 10.1186/s12967-023-04183-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 05/05/2023] [Indexed: 06/25/2023] Open
Abstract
BACKGROUND In the United States, rare disease (RD) is defined as a condition that affects fewer than 200,000 individuals. Collectively, RD affects an estimated 30 million Americans. A significant portion of RD has an underlying genetic cause; however, this may go undiagnosed. To better serve these patients, the Mayo Clinic Program for Rare and Undiagnosed Diseases (PRaUD) was created under the auspices of the Center for Individualized Medicine (CIM) aiming to integrate genomics into subspecialty practice including targeted genetic testing, research, and education. METHODS Patients were identified by subspecialty healthcare providers from 11 clinical divisions/departments. Targeted multi-gene panels or custom exome/genome-based panels were utilized. To support the goals of PRaUD, a new clinical service model, the Genetic Testing and Counseling (GTAC) unit, was established to improve access and increase efficiency for genetic test facilitation. The GTAC unit includes genetic counselors, genetic counseling assistants, genetic nurses, and a medical geneticist. Patients receive abbreviated point-of-care genetic counseling and testing through a partnership with subspecialty providers. RESULTS Implementation of PRaUD began in 2018 and GTAC unit launched in 2020 to support program expansion. Currently, 29 RD clinical indications are included in 11 specialty divisions/departments with over 142 referring providers. To date, 1152 patients have been evaluated with an overall solved or likely solved rate of 17.5% and as high as 66.7% depending on the phenotype. Noteworthy, 42.7% of the solved or likely solved patients underwent changes in medical management and outcome based on genetic test results. CONCLUSION Implementation of PRaUD and GTAC have enabled subspecialty practices advance expertise in RD where genetic counselors have not historically been embedded in practice. Democratizing access to genetic testing and counseling can broaden the reach of patients with RD and increase the diagnostic yield of such indications leading to better medical management as well as expanding research opportunities.
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Affiliation(s)
- Filippo Pinto E Vairo
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
| | - Jennifer L Kemppainen
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Carolyn R Rohrer Vitek
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Denise A Whalen
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kayla J Kolbert
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kaitlin J Sikkink
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Sarah A Kroc
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Teresa Kruisselbrink
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Gabrielle F Shupe
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Alyssa K Knudson
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Elizabeth M Burke
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Elle C Loftus
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Lorelei A Bandel
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Lindsay A Mulvihill
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Dale M Gable
- Center for Individualized Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Courtney B Graddy
- Center for Individualized Medicine, Mayo Clinic, Jacksonville, FL, USA
| | | | - Idara U Ekpoh
- Center for Individualized Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | | | | | - Marie C Hogan
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | - Mireille El Ters
- Division of Nephrology and Hypertension, Mayo Clinic, Rochester, MN, USA
| | | | - John M Davis
- Division of Rheumatology, Mayo Clinic, Rochester, MN, USA
| | | | - Amir B Orandi
- Department of Pediatric Rheumatology, Mayo Clinic, Rochester, MN, USA
| | - Matthew L Basiaga
- Department of Pediatric Rheumatology, Mayo Clinic, Rochester, MN, USA
| | - Adrian Vella
- Division of Endocrinology, Diabetes, Metabolism, and Nutrition, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Seema Kumar
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Ana L Creo
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Aida N Lteif
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Siobhan T Pittock
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Peter J Tebben
- Division of Pediatric Endocrinology, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Avni Y Joshi
- Division of Pediatric Allergy and Immunology, Mayo Clinic, Rochester, MN, USA
| | - Elizabeth H Ristagno
- Division of Pediatric Infectious Diseases, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Mrinal S Patnaik
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Radhika Dhamija
- Department of Clinical Genomics, Mayo Clinic, Phoenix, AZ, USA
| | | | - Klaas J Wierenga
- Department of Clinical Genomics, Mayo Clinic, Jacksonville, FL, USA
| | - Mira T Keddis
- Division of Nephrology, Mayo Clinic, Scottsdale, AZ, USA
| | | | | | | | - Michael C Stephens
- Department of Pediatric Gastroenterology, Mayo Clinic, Rochester, MN, USA
| | - Lewis R Roberts
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - William A Faubion
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Sherilyn W Driscoll
- Division of Pediatric Rehabilitation Medicine, Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | | | - Duygu Selcen
- Department of Neurology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | | | - Victor E Ortega
- Division of Respiratory Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | - Sarah A Anderson
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | | | - Eric W Klee
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Tammy M McAllister
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Konstantinos N Lazaridis
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA.
- Division of Gastroenterology and Hepatology, Department of Medicine, Mayo Clinic, Rochester, MN, USA.
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3
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Haga SB, Chung WK, Cubano LA, Curry TB, Empey PE, Ginsburg GS, Mangold K, Miyake CY, Prakash SK, Ramsey LB, Rowley R, Rohrer Vitek CR, Skaar TC, Wynn J, Manolio TA. Development of Competency-based Online Genomic Medicine Training (COGENT). Per Med 2023; 20:55-64. [PMID: 36416152 PMCID: PMC10291206 DOI: 10.2217/pme-2022-0101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 10/17/2022] [Indexed: 11/25/2022]
Abstract
The fields of genetics and genomics have greatly expanded across medicine through the development of new technologies that have revealed genetic contributions to a wide array of traits and diseases. Thus, the development of widely available educational resources for all healthcare providers is essential to ensure the timely and appropriate utilization of genetics and genomics patient care. In 2020, the National Human Genome Research Institute released a call for new proposals to develop accessible, sustainable online education for health providers. This paper describes the efforts of the six teams awarded to reach the goal of providing genetic and genomic training modules that are broadly available for busy clinicians.
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Affiliation(s)
- Susanne B Haga
- Department of Medicine, Duke University School of Medicine, Program in Precision Medicine, 101 Science Drive, Durham, NC 27708, USA
| | - Wendy K Chung
- Department of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620 New York, NY 10032, USA
- Department of Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Luis A Cubano
- National Human Genome Research Institute, Division of Genomic Medicine, 6700B Rockledge Dr, Suite 3100, Bethesda, MD 20892-6908, USA
| | - Timothy B Curry
- Center for Individualized Medicine, College of Medicine, Mayo Clinic, Rochester, MN 55905, USA
- Department of Anesthesia & Perioperative Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Philip E Empey
- Department of Pharmacy & Therapeutics, Pharmacogenomics Center of Excellence, University of Pittsburgh School of Pharmacy, 9064 Salk Hall, 3501 Terrace Street, Pittsburgh, PA 15261, USA
| | - Geoffrey S Ginsburg
- National Institutes of Health, All of Us Research Program, Bethesda, MD 20892, USA
| | - Kara Mangold
- Center for Individualized Medicine, College of Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Christina Y Miyake
- Department of Pediatrics, Texas Children’s Hospital, 6651 Main Street, Suite E1960.22, Houston, TX 77030, USA
- Department of Molecular Physiology & Biophysics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Siddharth K Prakash
- Department of Internal Medicine, Division of Medical Genetics, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Laura B Ramsey
- Divisions of Clinical Pharmacology & Research in Patient Services, Cincinnati Children’s Hospital Medical Center, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Robb Rowley
- National Human Genome Research Institute, Division of Genomic Medicine, 6700B Rockledge Dr, Suite 3100, Bethesda, MD 20892-6908, USA
| | - Carolyn R Rohrer Vitek
- Center for Individualized Medicine, College of Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Todd C Skaar
- Department of Medicine, Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Julia Wynn
- Department of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620 New York, NY 10032, USA
| | - Teri A Manolio
- National Human Genome Research Institute, Division of Genomic Medicine, 6700B Rockledge Dr, Suite 3100, Bethesda, MD 20892-6908, USA
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4
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Wang L, Scherer SE, Bielinski SJ, Muzny DM, Jones LA, Black JL, Moyer AM, Giri J, Sharp RR, Matey ET, Wright JA, Oyen LJ, Nicholson WT, Wiepert M, Sullard T, Curry TB, Vitek CRR, McAllister TM, Sauver JL, Caraballo PJ, Lazaridis KN, Venner E, Qin X, Hu J, Kovar CL, Korchina V, Walker K, Doddapaneni H, Wu TJ, Raj R, Denson S, Liu W, Chandanavelli G, Zhang L, Wang Q, Kalra D, Karow MB, Harris KJ, Sicotte H, Peterson SE, Barthel AE, Moore BE, Skierka JM, Kluge ML, Kotzer KE, Kloke K, Vander Pol JM, Marker H, Sutton JA, Kekic A, Ebenhoh A, Bierle DM, Schuh MJ, Grilli C, Erickson S, Umbreit A, Ward L, Crosby S, Nelson EA, Levey S, Elliott M, Peters SG, Pereira N, Frye M, Shamoun F, Goetz MP, Kullo IJ, Wermers R, Anderson JA, Formea CM, El Melik RM, Zeuli JD, Herges JR, Krieger CA, Hoel RW, Taraba JL, Thomas SR, Absah I, Bernard ME, Fink SR, Gossard A, Grubbs PL, Jacobson TM, Takahashi P, Zehe SC, Buckles S, Bumgardner M, Gallagher C, Fee-Schroeder K, Nicholas NR, Powers ML, Ragab AK, Richardson DM, Stai A, Wilson J, Pacyna JE, Olson JE, Sutton EJ, Beck AT, Horrow C, Kalari KR, Larson NB, Liu H, Wang L, Lopes GS, Borah BJ, Freimuth RR, Zhu Y, Jacobson DJ, Hathcock MA, Armasu SM, McGree ME, Jiang R, Koep TH, Ross JL, Hilden M, Bosse K, Ramey B, Searcy I, Boerwinkle E, Gibbs RA, Weinshilboum RM. Implementation of preemptive DNA sequence-based pharmacogenomics testing across a large academic medical center: The Mayo-Baylor RIGHT 10K Study. Genet Med 2022; 24:1062-1072. [PMID: 35331649 PMCID: PMC9272414 DOI: 10.1016/j.gim.2022.01.022] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 01/25/2022] [Accepted: 01/26/2022] [Indexed: 12/12/2022] Open
Abstract
PURPOSE The Mayo-Baylor RIGHT 10K Study enabled preemptive, sequence-based pharmacogenomics (PGx)-driven drug prescribing practices in routine clinical care within a large cohort. We also generated the tools and resources necessary for clinical PGx implementation and identified challenges that need to be overcome. Furthermore, we measured the frequency of both common genetic variation for which clinical guidelines already exist and rare variation that could be detected by DNA sequencing, rather than genotyping. METHODS Targeted oligonucleotide-capture sequencing of 77 pharmacogenes was performed using DNA from 10,077 consented Mayo Clinic Biobank volunteers. The resulting predicted drug response-related phenotypes for 13 genes, including CYP2D6 and HLA, affecting 21 drug-gene pairs, were deposited preemptively in the Mayo electronic health record. RESULTS For the 13 pharmacogenes of interest, the genomes of 79% of participants carried clinically actionable variants in 3 or more genes, and DNA sequencing identified an average of 3.3 additional conservatively predicted deleterious variants that would not have been evident using genotyping. CONCLUSION Implementation of preemptive rather than reactive and sequence-based rather than genotype-based PGx prescribing revealed nearly universal patient applicability and required integrated institution-wide resources to fully realize individualized drug therapy and to show more efficient use of health care resources.
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Affiliation(s)
- Liewei Wang
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN,Division of Clinical Pharmacology, Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN
| | - Steven E. Scherer
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX,Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX
| | - Suzette J. Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Donna M. Muzny
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Leila A. Jones
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - John Logan Black
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Ann M. Moyer
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Jyothsna Giri
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | | | | | | | | | - Wayne T. Nicholson
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN
| | - Mathieu Wiepert
- Department of Information Technology, Mayo Clinic, Rochester, MN
| | - Terri Sullard
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - Timothy B. Curry
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN,Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Rochester, MN
| | | | | | - Jennifer L. Sauver
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN,Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Pedro J. Caraballo
- Division of General Internal Medicine, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | - Konstantinos N. Lazaridis
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN,Division of Gastroenterology and Hepatology, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | - Eric Venner
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Xiang Qin
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX
| | - Jianhong Hu
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Christie L. Kovar
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Viktoriya Korchina
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Kimberly Walker
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | | | - Tsung-Jung Wu
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Ritika Raj
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Shawn Denson
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Wen Liu
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Gauthami Chandanavelli
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Lan Zhang
- Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX
| | - Qiaoyan Wang
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX
| | - Divya Kalra
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX
| | - Mary Beth Karow
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | | | - Hugues Sicotte
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Sandra E. Peterson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Amy E. Barthel
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Brenda E. Moore
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | | | - Michelle L. Kluge
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Katrina E. Kotzer
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Karen Kloke
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | | | - Heather Marker
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - Joseph A. Sutton
- Department of Information Technology, Mayo Clinic, Rochester, MN
| | | | | | - Dennis M. Bierle
- Division of General Internal Medicine, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | | | | | | | - Audrey Umbreit
- Department of Pharmacy, Mayo Clinic Health System, Mankato, MN
| | - Leah Ward
- Department of Pharmacy, Mayo Clinic, Jacksonville, FL
| | - Sheena Crosby
- Department of Pharmacy, Mayo Clinic, Jacksonville, FL
| | | | - Sharon Levey
- Department of Clinical Genomics, Mayo Clinic, Scottsdale, AZ
| | - Michelle Elliott
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | - Steve G. Peters
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | - Naveen Pereira
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN
| | - Mark Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN
| | - Fadi Shamoun
- Department of Cardiovascular Medicine Mayo Clinic, Phoenix, AZ
| | - Matthew P. Goetz
- Division of Medical Oncology, Department of Oncology, Mayo Clinic, Rochester, MN
| | | | - Robert Wermers
- Division of Endocrinology, Diabetes, Metabolism, and Nutrition, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | | | | | | | | | | | | | | | | | - Scott R. Thomas
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - Imad Absah
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | | | - Stephanie R. Fink
- Division of Community Internal Medicine, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | - Andrea Gossard
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | | | | | - Paul Takahashi
- Division of Community Internal Medicine, Department of Internal Medicine, Mayo Clinic, Rochester, MN
| | | | - Susan Buckles
- Department of Public Affairs, Mayo Clinic, Rochester, MN
| | | | | | | | | | - Melody L. Powers
- Biospecimens Accessioning and Processing Laboratory, Mayo Clinic, Rochester, MN
| | - Ahmed K. Ragab
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | | | - Anthony Stai
- Department of Information Technology, Mayo Clinic, Rochester, MN
| | - Jaymi Wilson
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - Joel E. Pacyna
- Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN
| | - Janet E. Olson
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN,Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN
| | - Erica J. Sutton
- Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN
| | - Annika T. Beck
- Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN
| | - Caroline Horrow
- Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN
| | - Krishna R. Kalari
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Nicholas B. Larson
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Hongfang Liu
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Liwei Wang
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Guilherme S. Lopes
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN,Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Bijan J. Borah
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN,Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Robert R. Freimuth
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Ye Zhu
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN
| | - Debra J. Jacobson
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Matthew A. Hathcock
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Sebastian M. Armasu
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Michaela E. McGree
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Ruoxiang Jiang
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | | | | | | | | | | | | | - Eric Boerwinkle
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX,Human Genome Sequencing Center Clinical Laboratory, Baylor College of Medicine, Houston, TX,School of Public Health, University of Texas Health Science Center at Houston, Houston, TX
| | - Richard A. Gibbs
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX,Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX,Corresponding Authors (), ()
| | - Richard M. Weinshilboum
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN,Division of Clinical Pharmacology, Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN,Corresponding Authors (), ()
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5
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Rohrer Vitek CR, Giri J, Caraballo PJ, Curry TB, Nicholson WT. Pharmacogenomics education and perceptions: is there a gap between internal medicine resident and attending physicians? Pharmacogenomics 2021; 22:195-201. [PMID: 33538610 DOI: 10.2217/pgs-2020-0141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: To determine if differences in self-reported pharmacogenomics knowledge, skills and perceptions exist between internal medicine residents and attending physicians. Materials & methods: Forty-six internal medicine residents and 54 attending physicians completed surveys. Thirteen participated in focus groups to explore themes emerging from the surveys. Results: Resident physicians reported a greater amount of pharmacogenomics training compared with attending physicians (48 vs 13%, p < 0.00012). No differences were found in self-reported knowledge, skills and perceptions. Conclusion: Both groups expressed pharmacogenomics was relevant to their current clinical practice; they should be able to provide information to patients and use to guide prescribing, but lacked sufficient education to be able to do so effectively. Practical approaches are needed to teach pharmacogenomics concepts and address point of care gaps.
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Affiliation(s)
| | - Jyothsna Giri
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Pedro J Caraballo
- Department of Internal Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Timothy B Curry
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN 55905, USA.,Department of Anesthesiology & Perioperative Medicine, Mayo Clinic, Rochester, MN 55905, USA
| | - Wayne T Nicholson
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN 55905, USA.,Department of Anesthesiology & Perioperative Medicine, Mayo Clinic, Rochester, MN 55905, USA
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6
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Asiedu GB, Finney Rutten LJ, Agunwamba A, Bielinski SJ, St. Sauver JL, Olson JE, Rohrer Vitek CR. An assessment of patient perspectives on pharmacogenomics educational materials. Pharmacogenomics 2020; 21:347-358. [PMID: 32292118 PMCID: PMC7197106 DOI: 10.2217/pgs-2019-0175] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 01/27/2020] [Indexed: 01/02/2023] Open
Abstract
Aim: Pharmacogenomics (PGx) holds potential to improve patient treatment; yet, effective patient educational materials are limited. Materials & methods: Using a 'think aloud' technique, we sought to understand comprehension and perceptions of a multimedia PGx results packet including a cover letter with QR code to an educational video, brochure and prototype report in the context of PGx case vignettes. Results: The cover letter and video components were viewed less favorably due to excess detail, complex jargon and technology challenges. Recommendations were to enhance comprehension and utility and to customize materials to each patient's medications or disease conditions. Conclusion: Educational materials were revised to improve comprehension and usability, and diminish concerns to better prepare patients to understand the importance of discussing test results with their provider.
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Affiliation(s)
- Gladys B Asiedu
- Robert D. & Patricia E. Kern Center for The Science of Health Care Delivery, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
| | - Lila J Finney Rutten
- Robert D. & Patricia E. Kern Center for The Science of Health Care Delivery, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
- Department of Health Sciences Research, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Amenah Agunwamba
- Robert D. & Patricia E. Kern Center for The Science of Health Care Delivery, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
| | - Suzette J Bielinski
- Department of Health Sciences Research, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Jennifer L St. Sauver
- Robert D. & Patricia E. Kern Center for The Science of Health Care Delivery, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
- Department of Health Sciences Research, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Janet E Olson
- Department of Health Sciences Research, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Carolyn R Rohrer Vitek
- Center for Individualized Medicine, Mayo Clinic, 200 First St SW, Rochester, MN 55905, USA
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7
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Bielinski SJ, St Sauver JL, Olson JE, Larson NB, Black JL, Scherer SE, Bernard ME, Boerwinkle E, Borah BJ, Caraballo PJ, Curry TB, Doddapaneni H, Formea CM, Freimuth RR, Gibbs RA, Giri J, Hathcock MA, Hu J, Jacobson DJ, Jones LA, Kalla S, Koep TH, Korchina V, Kovar CL, Lee S, Liu H, Matey ET, McGree ME, McAllister TM, Moyer AM, Muzny DM, Nicholson WT, Oyen LJ, Qin X, Raj R, Roger VL, Rohrer Vitek CR, Ross JL, Sharp RR, Takahashi PY, Venner E, Walker K, Wang L, Wang Q, Wright JA, Wu TJ, Wang L, Weinshilboum RM. Cohort Profile: The Right Drug, Right Dose, Right Time: Using Genomic Data to Individualize Treatment Protocol (RIGHT Protocol). Int J Epidemiol 2020; 49:23-24k. [PMID: 31378813 PMCID: PMC7124480 DOI: 10.1093/ije/dyz123] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/31/2019] [Indexed: 12/29/2022] Open
Affiliation(s)
- Suzette J Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Jennifer L St Sauver
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
- Robert D and Patricia E Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Janet E Olson
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Nicholas B Larson
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - John L Black
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Steven E Scherer
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | | | - Eric Boerwinkle
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Bijan J Borah
- Robert D and Patricia E Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
- Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Pedro J Caraballo
- Division of General Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Timothy B Curry
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Department of Anesthesia and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | | | | | - Robert R Freimuth
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Richard A Gibbs
- Human Genome Sequencing Center, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Jyothsna Giri
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Matthew A Hathcock
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Jianhong Hu
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Debra J Jacobson
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Leila A Jones
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Sara Kalla
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | | | - Viktoriya Korchina
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Christie L Kovar
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Sandra Lee
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Hongfang Liu
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Eric T Matey
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Department of Pharmacy, Mayo Clinic, Rochester, MN, USA
| | - Michaela E McGree
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | | | - Ann M Moyer
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Donna M Muzny
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Wayne T Nicholson
- Department of Anesthesia and Perioperative Medicine, Mayo Clinic, Rochester, MN, USA
| | - Lance J Oyen
- Department of Pharmacy, Mayo Clinic, Rochester, MN, USA
| | - Xiang Qin
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Ritika Raj
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Véronique L Roger
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
- Division of Cardiovascular Diseases, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | | | - Richard R Sharp
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Paul Y Takahashi
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Eric Venner
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Kimberly Walker
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Liwei Wang
- Division of Digital Health Sciences, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Qiaoyan Wang
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Jessica A Wright
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Department of Pharmacy, Mayo Clinic, Rochester, MN, USA
| | - Tsung-Jung Wu
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Liewei Wang
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Richard M Weinshilboum
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
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8
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Giri J, Curry TB, Formea CM, Nicholson WT, Rohrer Vitek CR. Education and Knowledge in Pharmacogenomics: Still a Challenge? Clin Pharmacol Ther 2018; 103:752-755. [DOI: 10.1002/cpt.1019] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/02/2018] [Accepted: 01/03/2018] [Indexed: 11/09/2022]
Affiliation(s)
- Jyothsna Giri
- Mayo Clinic College of Medicine, Center for Individualized Medicine; Rochester Minnesota USA
| | - Timothy B. Curry
- Mayo Clinic College of Medicine, Department of Anesthesiology and Perioperative Medicine; Rochester Minnesota USA
| | - Christine M. Formea
- Mayo Clinic College of Medicine, Department of Pharmacy; Rochester Minnesota USA
| | - Wayne T. Nicholson
- Mayo Clinic College of Medicine, Department of Anesthesiology and Perioperative Medicine; Rochester Minnesota USA
| | - Carolyn R. Rohrer Vitek
- Mayo Clinic College of Medicine, Center for Individualized Medicine; Rochester Minnesota USA
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9
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Moyer AM, Rohrer Vitek CR, Giri J, Caraballo PJ. Challenges in Ordering and Interpreting Pharmacogenomic Tests in Clinical Practice. Am J Med 2017; 130:1342-1344. [PMID: 28757317 DOI: 10.1016/j.amjmed.2017.07.012] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Revised: 07/14/2017] [Accepted: 07/14/2017] [Indexed: 01/08/2023]
Affiliation(s)
- Ann M Moyer
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minn.
| | | | - Jyothsna Giri
- Center for Individualized Medicine, Mayo Clinic, Rochester, Minn
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10
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Rohrer Vitek CR, Abul-Husn NS, Connolly JJ, Hartzler AL, Kitchner T, Peterson JF, Rasmussen LV, Smith ME, Stallings S, Williams MS, Wolf WA, Prows CA. Healthcare provider education to support integration of pharmacogenomics in practice: the eMERGE Network experience. Pharmacogenomics 2017; 18:1013-1025. [PMID: 28639489 PMCID: PMC5941709 DOI: 10.2217/pgs-2017-0038] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Accepted: 05/07/2017] [Indexed: 12/30/2022] Open
Abstract
Ten organizations within the Electronic Medical Records and Genomics Network developed programs to implement pharmacogenomic sequencing and clinical decision support into clinical settings. Recognizing the importance of informed prescribers, a variety of strategies were used to incorporate provider education to support implementation. Education experiences with pharmacogenomics are described within the context of each organization's prior involvement, including the scope and scale of implementation specific to their Electronic Medical Records and Genomics projects. We describe common and distinct education strategies, provide exemplars and share challenges. Lessons learned inform future perspectives. Future pharmacogenomics clinical implementation initiatives need to include funding toward implementing provider education and evaluating outcomes.
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Affiliation(s)
| | - Noura S Abul-Husn
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - John J Connolly
- Center for Applied Genomics, The Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Andrea L Hartzler
- Department of Biomedical Informatics and Medical Education, University of Washington, Seattle, WA, 98195, USA
| | - Terrie Kitchner
- Center for Human Genetics, Marshfield Clinic Research Institute, Marshfield, WI, 54449, USA
| | - Josh F Peterson
- Department of Biomedical Informatics & Medicine, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
| | - Luke V Rasmussen
- Department of Preventive Medicine, Division of Health & Biomedical Informatics, Northwestern University, Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Maureen E Smith
- Department of Medicine, Division of Cardiology, Northwestern University, Feinberg School of Medicine, Chicago, IL, 60611, USA
| | | | - Marc S Williams
- Genomic Medicine Institute, Geisinger Health System, Danville, PA, 17822, USA
| | - Wendy A Wolf
- Department of Pediatrics, Harvard Medical School, Division of Genetics & Genomics, Boston Children's Hospital, Boston, MA, 02115, USA
| | - Cynthia A Prows
- Departments of Pediatrics and Patient Services, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229-3039, USA
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11
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St Sauver JL, Bielinski SJ, Olson JE, Bell EJ, Mc Gree ME, Jacobson DJ, McCormick JB, Caraballo PJ, Takahashi PY, Roger VL, Rohrer Vitek CR. Integrating Pharmacogenomics into Clinical Practice: Promise vs Reality. Am J Med 2016; 129:1093-1099.e1. [PMID: 27155109 PMCID: PMC5600492 DOI: 10.1016/j.amjmed.2016.04.009] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2016] [Revised: 03/30/2016] [Accepted: 04/05/2016] [Indexed: 01/10/2023]
Abstract
BACKGROUND Limited information is available regarding primary care clinicians' response to pharmacogenomic clinical decision support (PGx-CDS) alerts integrated in the electronic health record. METHODS In February 2015, 159 clinicians in the Mayo Clinic primary care practice were sent e-mail surveys to understand their perspectives on the implementation and use of pharmacogenomic testing in their clinical practice. Surveys assessed how the clinicians felt about pharmacogenomics and whether they thought electronic PGx-CDS alerts were useful. Information was abstracted on the number of CDS alerts the clinicians received between October 2013 and the date their survey was returned. CDS alerts were grouped into 2 categories: the alert recommended caution using the prescription, or the alert recommended an alternate prescription. Finally, data were abstracted regarding whether the clinician changed their prescription in response to the alert recommendation. RESULTS The survey response rate was 57% (n = 90). Overall, 52% of the clinicians did not expect to use or did not know whether they would use pharmacogenomic information in their future prescribing practices. Additionally, 53% of the clinicians felt that the alerts were confusing, irritating, frustrating, or that it was difficult to find additional information. Finally, only 30% of the clinicians that received a CDS alert changed their prescription to an alternative medication. CONCLUSIONS Our results suggest a lack of clinician comfort with integration of pharmacogenomic data into primary care. Further efforts to refine PGx-CDS alerts to make them as useful and user-friendly as possible are needed to improve clinician satisfaction with these new tools.
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Affiliation(s)
- Jennifer L St Sauver
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn.
| | - Suzette J Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Janet E Olson
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Elizabeth J Bell
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Michaela E Mc Gree
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Debra J Jacobson
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Jennifer B McCormick
- Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minn
| | - Pedro J Caraballo
- Department of General Internal Medicine, Mayo Clinic, Rochester, Minn
| | - Paul Y Takahashi
- Department of Primary Care Internal Medicine, Mayo Clinic, Rochester, Minn
| | - Veronique L Roger
- Division of Cardiovascular Diseases, Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minn
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12
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Rasmussen LV, Overby CL, Connolly J, Chute CG, Denny JC, Freimuth R, Hartzler AL, Holm IA, Manzi S, Pathak J, Peissig PL, Smith M, Williams MS, Shirts BH, Stoffel EM, Tarczy-Hornoch P, Rohrer Vitek CR, Wolf WA, Starren J. Practical considerations for implementing genomic information resources. Experiences from eMERGE and CSER. Appl Clin Inform 2016; 7:870-82. [PMID: 27652374 DOI: 10.4338/aci-2016-04-ra-0060] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Accepted: 08/12/2016] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVES To understand opinions and perceptions on the state of information resources specifically targeted to genomics, and approaches to delivery in clinical practice. METHODS We conducted a survey of genomic content use and its clinical delivery from representatives across eight institutions in the electronic Medical Records and Genomics (eMERGE) network and two institutions in the Clinical Sequencing Exploratory Research (CSER) consortium in 2014. RESULTS Eleven responses representing distinct projects across ten sites showed heterogeneity in how content is being delivered, with provider-facing content primarily delivered via the electronic health record (EHR) (n=10), and paper/pamphlets as the leading mode for patient-facing content (n=9). There was general agreement (91%) that new content is needed for patients and providers specific to genomics, and that while aspects of this content could be shared across institutions there remain site-specific needs (73% in agreement). CONCLUSION This work identifies a need for the improved access to and expansion of information resources to support genomic medicine, and opportunities for content developers and EHR vendors to partner with institutions to develop needed resources, and streamline their use - such as a central content site in multiple modalities while implementing approaches to allow for site-specific customization.
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Affiliation(s)
- Luke V Rasmussen
- Luke Rasmussen, Division of Health and Biomedical Informatics, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, 750 North Lake Shore Drive, 11th Floor, Rubloff Building, Chicago, IL 60611, Phone: 312-503-2823
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13
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Nassan M, Nicholson WT, Elliott MA, Rohrer Vitek CR, Black JL, Frye MA. Pharmacokinetic Pharmacogenetic Prescribing Guidelines for Antidepressants: A Template for Psychiatric Precision Medicine. Mayo Clin Proc 2016; 91:897-907. [PMID: 27289413 DOI: 10.1016/j.mayocp.2016.02.023] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Revised: 02/22/2016] [Accepted: 02/29/2016] [Indexed: 12/21/2022]
Abstract
Antidepressants are commonly prescribed medications in the United States, and there is increasing interest in individualizing treatment selection for more than 20 US Food and Drug Administration-approved treatments for major depressive disorder. Providing greater precision to pharmacotherapeutic recommendations for individual patients beyond the large-scale clinical trials evidence base can potentially reduce adverse effect toxicity profiles and increase response rates and overall effectiveness. It is increasingly recognized that genetic variation may contribute to this differential risk to benefit ratio and thus provides a unique opportunity to develop pharmacogenetic guidelines for psychiatry. Key studies and concepts that review the rationale for cytochrome P450 2D6 (CYP2D6) and cytochrome P450 2C19 (CYP2C19) genetic testing can be delineated by serum levels, adverse events, and clinical outcome measures (eg, antidepressant response). In this article, we report the evidence that contributed to the implementation of pharmacokinetic pharmacogenetic guidelines for antidepressants primarily metabolized by CYP2D6 and CYP2C19.
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Affiliation(s)
- Malik Nassan
- Department of Psychiatry and Psychology and Mayo Clinic Depression Center, Mayo Clinic, Rochester, MN
| | | | - Michelle A Elliott
- Department of Internal Medicine, Division of Hematology, Mayo Clinic, Rochester, MN
| | | | - John L Black
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Mark A Frye
- Department of Psychiatry and Psychology and Mayo Clinic Depression Center, Mayo Clinic, Rochester, MN.
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14
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Rohrer Vitek CR, Nicholson WT, Schultz C, Caraballo PJ. Evaluation of the use of clinical decision support and online resources for pharmacogenomics education. Pharmacogenomics 2015; 16:1595-603. [PMID: 26419532 DOI: 10.2217/pgs.15.100] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
AIM To assess impact and value of using clinical decision support (CDS) to drive providers toward online pharmacogenomics education. MATERIALS & METHODS CDS was used to target prescribers of codeine/tramadol, send an educational email, display alert/inbox and provide links to an online resource. Providers were surveyed to assess impact. RESULTS Of the methods used to target providers, educational email was more effective (7.2%). Survey response rate was 29.2% (n = 528/1817). Of respondents, 57.4% reported opening the email and 27.1% accessed the online resource. Of those accessing the resource, 89% found it useful and learned something new about pharmacogenomics. CONCLUSION The impact of using CDS to target pharmacogenomics education was limited. However, providers accessing the online resource found it useful and educational.
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Affiliation(s)
- Carolyn R Rohrer Vitek
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA
| | | | - Cloann Schultz
- Center for Individualized Medicine, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA
| | - Pedro J Caraballo
- Department of Medicine, Division of General Internal Medicine, Mayo Clinic, Rochester, MN 55905, USA
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15
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Lazaridis KN, McAllister TM, Babovic-Vuksanovic D, Beck SA, Borad MJ, Bryce AH, Chanan-Khan AA, Ferber MJ, Fonseca R, Johnson KJ, Klee EW, Lindor NM, McCormick JB, McWilliams RR, Parker AS, Riegert-Johnson DL, Rohrer Vitek CR, Schahl KA, Schultz C, Stewart K, Then GC, Wieben ED, Farrugia G. Implementing individualized medicine into the medical practice. Am J Med Genet C Semin Med Genet 2014; 166C:15-23. [PMID: 24616301 DOI: 10.1002/ajmg.c.31387] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
There is increasing recognition that genomic medicine as part of individualized medicine has a defined role in patient care. Rapid advances in technology and decreasing cost combine to bring genomic medicine closer to the clinical practice. There is also growing evidence that genomic-based medicine can advance patient outcomes, tailor therapy and decrease side effects. However the challenges to integrate genomics into the workflow involved in patient care remain vast, stalling assimilation of genomic medicine into mainstream medical practice. In this review we describe the approach taken by one institution to further individualize medicine by offering, executing and interpreting whole exome sequencing on a clinical basis through an enterprise-wide, standalone individualized medicine clinic. We present our experience designing and executing such an individualized medicine clinic, sharing lessons learned and describing early implementation outcomes.
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16
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Bielinski SJ, Olson JE, Pathak J, Weinshilboum RM, Wang L, Lyke KJ, Ryu E, Targonski PV, Van Norstrand MD, Hathcock MA, Takahashi PY, McCormick JB, Johnson KJ, Maschke KJ, Rohrer Vitek CR, Ellingson MS, Wieben ED, Farrugia G, Morrisette JA, Kruckeberg KJ, Bruflat JK, Peterson LM, Blommel JH, Skierka JM, Ferber MJ, Black JL, Baudhuin LM, Klee EW, Ross JL, Veldhuizen TL, Schultz CG, Caraballo PJ, Freimuth RR, Chute CG, Kullo IJ. Preemptive genotyping for personalized medicine: design of the right drug, right dose, right time-using genomic data to individualize treatment protocol. Mayo Clin Proc 2014; 89:25-33. [PMID: 24388019 PMCID: PMC3932754 DOI: 10.1016/j.mayocp.2013.10.021] [Citation(s) in RCA: 222] [Impact Index Per Article: 22.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2013] [Revised: 10/16/2013] [Accepted: 10/23/2013] [Indexed: 01/08/2023]
Abstract
OBJECTIVE To report the design and implementation of the Right Drug, Right Dose, Right Time-Using Genomic Data to Individualize Treatment protocol that was developed to test the concept that prescribers can deliver genome-guided therapy at the point of care by using preemptive pharmacogenomics (PGx) data and clinical decision support (CDS) integrated into the electronic medical record (EMR). PATIENTS AND METHODS We used a multivariate prediction model to identify patients with a high risk of initiating statin therapy within 3 years. The model was used to target a study cohort most likely to benefit from preemptive PGx testing among the Mayo Clinic Biobank participants, with a recruitment goal of 1000 patients. We used a Cox proportional hazards model with variables selected through the Lasso shrinkage method. An operational CDS model was adapted to implement PGx rules within the EMR. RESULTS The prediction model included age, sex, race, and 6 chronic diseases categorized by the Clinical Classifications Software for International Classification of Diseases, Ninth Revision codes (dyslipidemia, diabetes, peripheral atherosclerosis, disease of the blood-forming organs, coronary atherosclerosis and other heart diseases, and hypertension). Of the 2000 Biobank participants invited, 1013 (51%) provided blood samples, 256 (13%) declined participation, 555 (28%) did not respond, and 176 (9%) consented but did not provide a blood sample within the recruitment window (October 4, 2012, through March 20, 2013). Preemptive PGx testing included CYP2D6 genotyping and targeted sequencing of 84 PGx genes. Synchronous real-time CDS was integrated into the EMR and flagged potential patient-specific drug-gene interactions and provided therapeutic guidance. CONCLUSION This translational project provides an opportunity to begin to evaluate the impact of preemptive sequencing and EMR-driven genome-guided therapy. These interventions will improve understanding and implementation of genomic data in clinical practice.
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Affiliation(s)
| | - Janet E Olson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | | | - Richard M Weinshilboum
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN; Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | - Liewei Wang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN
| | - Kelly J Lyke
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Euijung Ryu
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Paul V Targonski
- Division of Primary Care Internal Medicine, Mayo Clinic, Rochester, MN
| | | | | | - Paul Y Takahashi
- Division of Primary Care Internal Medicine, Mayo Clinic, Rochester, MN
| | - Jennifer B McCormick
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN; Center for Individualized Medicine, Mayo Clinic, Rochester, MN; Division of General Internal Medicine, Mayo Clinic, Rochester, MN
| | - Kiley J Johnson
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN
| | | | | | | | - Eric D Wieben
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, MN
| | - Gianrico Farrugia
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN; Division of Gastroenterology, Mayo Clinic, Rochester, MN
| | | | - Keri J Kruckeberg
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Jamie K Bruflat
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Lisa M Peterson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Joseph H Blommel
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Jennifer M Skierka
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Matthew J Ferber
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - John L Black
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Linnea M Baudhuin
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Eric W Klee
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Jason L Ross
- Department of Information Technology, Mayo Clinic, Rochester, MN
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