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Tremmel R, Pirmann S, Zhou Y, Lauschke VM. Translating pharmacogenomic sequencing data into drug response predictions-How to interpret variants of unknown significance. Br J Clin Pharmacol 2025; 91:252-263. [PMID: 37759374 PMCID: PMC11773106 DOI: 10.1111/bcp.15915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 09/20/2023] [Accepted: 09/22/2023] [Indexed: 09/29/2023] Open
Abstract
The rapid development of sequencing technologies during the past 20 years has provided a variety of methods and tools to interrogate human genomic variations at the population level. Pharmacogenes are well known to be highly polymorphic and a plethora of pharmacogenomic variants has been identified in population sequencing data. However, so far only a small number of these variants have been functionally characterized regarding their impact on drug efficacy and toxicity and the significance of the vast majority remains unknown. It is therefore of high importance to develop tools and frameworks to accurately infer the effects of pharmacogenomic variants and, eventually, aggregate the effect of individual variations into personalized drug response predictions. To address this challenge, we here first describe the technological advances, including sequencing methods and accompanying bioinformatic processing pipelines that have enabled reliable variant identification. Subsequently, we highlight advances in computational algorithms for pharmacogenomic variant interpretation and discuss the added value of emerging strategies, such as machine learning and the integrative use of omics techniques that have the potential to further contribute to the refinement of personalized pharmacological response predictions. Lastly, we provide an overview of experimental and clinical approaches to validate in silico predictions. We conclude that the iterative feedback between computational predictions and experimental validations is likely to rapidly improve the accuracy of pharmacogenomic prediction models, which might soon allow for an incorporation of the entire pharmacogenetic profile into personalized response predictions.
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Affiliation(s)
- Roman Tremmel
- Dr Margarete Fischer‐Bosch Institute of Clinical PharmacologyStuttgartGermany
- University of TübingenTübingenGermany
| | - Sebastian Pirmann
- Computational Oncology Group, Molecular Precision Oncology ProgramNational Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ)HeidelbergGermany
- Helmholtz Information and Data Science School for HealthKarlsruhe/HeidelbergGermany
- Faculty of BiosciencesHeidelberg UniversityHeidelbergGermany
| | - Yitian Zhou
- Department of Physiology and PharmacologyKarolinska InstitutetStockholmSweden
| | - Volker M. Lauschke
- Dr Margarete Fischer‐Bosch Institute of Clinical PharmacologyStuttgartGermany
- University of TübingenTübingenGermany
- Department of Physiology and PharmacologyKarolinska InstitutetStockholmSweden
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2
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Aloraini T, Alsubaie L, Alasker S, Al Muitiri A, Alswaid A, Eyiad W, Al Mutairi F, Ababneh F, Alfadhel M, Alfares A. The rate of secondary genomic findings in the Saudi population. Am J Med Genet A 2021; 188:83-88. [PMID: 34515413 DOI: 10.1002/ajmg.a.62491] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 06/28/2021] [Accepted: 08/18/2021] [Indexed: 11/09/2022]
Abstract
Secondary findings (SF) are defined as genetic conditions discovered unintentionally during an evaluation of raw data for another disease. We aimed to identify the rate of secondary genetic findings in the Saudi population in the 59 genes of the American College of Medical Genetics and Genomics (ACMG) list. In our study, the raw data of 1254 individuals, generated from exome sequencing for clinical purposes, were studied. Variants detected in the 59 genes on the ACMG list of secondary findings were investigated. Pathogenicity classifications were assigned to those variants based on the ACMG scoring system. We identified 2409 variants in the 59 gene list, 45 variants were classified as pathogenic/likely pathogenic variants according to the ACMG classification. The LDLR gene had the greatest number of pathogenic/likely pathogenic variants 12%. Cardiovascular genetic diseases had the highest frequency of disorders detected as secondary findings. In this study, the overall rate of positive cases identified with secondary findings in the Saudi population was 8%. The different in our current study and the previous studies in Saudi Arabia can be explained by the differences between the sequencing method, the criteria used for variant classification, the availability of newer evidence at the time of the publication, and the fact that we identified Saudi novel variants never reported in other populations.
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Affiliation(s)
- Taghrid Aloraini
- Division of Translational Pathology, Department of Laboratory Medicine, King Abdulaziz Medical City, Riyadh, Saudi Arabia.,King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Lamia Alsubaie
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Sarah Alasker
- Division of Translational Pathology, Department of Laboratory Medicine, King Abdulaziz Medical City, Riyadh, Saudi Arabia
| | - Abdulrahman Al Muitiri
- Division of Translational Pathology, Department of Laboratory Medicine, King Abdulaziz Medical City, Riyadh, Saudi Arabia.,King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Abdulrahman Alswaid
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Wafaa Eyiad
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Fuad Al Mutairi
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Farouq Ababneh
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Majid Alfadhel
- King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Division of Genetics, Department of Pediatrics, King Abdullah Specialized Children Hospital, King Abdulaziz Medical City, MNGHA, Riyadh, Saudi Arabia
| | - Ahmed Alfares
- Division of Translational Pathology, Department of Laboratory Medicine, King Abdulaziz Medical City, Riyadh, Saudi Arabia.,King Abdullah International Medical Research Center, King Saud bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia.,Department of Pediatrics, College of Medicine, Qassim University, Qassim, Saudi Arabia
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3
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Christensen KD, Bernhardt BA, Jarvik GP, Hindorff LA, Ou J, Biswas S, Powell BC, Grundmeier RW, Machini K, Karavite DJ, Pennington JW, Krantz ID, Berg JS, Goddard KAB. Anticipated responses of early adopter genetic specialists and nongenetic specialists to unsolicited genomic secondary findings. Genet Med 2018; 20:1186-1195. [PMID: 29388940 PMCID: PMC6103906 DOI: 10.1038/gim.2017.243] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2017] [Accepted: 12/01/2017] [Indexed: 12/15/2022] Open
Abstract
PURPOSE Secondary findings from genomic sequencing are becoming more common. We compared how health-care providers with and without specialized genetics training anticipated responding to different types of secondary findings. METHODS Providers with genomic sequencing experience reviewed five secondary-findings reports and reported attitudes and potential clinical follow-up. Analyses compared genetic specialists and physicians without specialized genetics training, and examined how responses varied by secondary finding. RESULTS Genetic specialists scored higher than other providers on four-point scales assessing understandings of reports (3.89 vs. 3.42, p = 0.0002), and lower on scales assessing reporting obligations (2.60 vs. 3.51, p < 0.0001) and burdens of responding (1.73 vs. 2.70, p < 0.0001). Nearly all attitudes differed between findings, although genetic specialists were more likely to assert that laboratories had no obligations when findings had less-established actionability (p < 0.0001 in interaction tests). The importance of reviewing personal and family histories, documenting findings, learning more about the variant, and recommending familial discussions also varied according to finding (all p < 0.0001). CONCLUSION Genetic specialists felt better prepared to respond to secondary findings than providers without specialized genetics training, but perceived fewer obligations for laboratories to report them, and the two groups anticipated similar clinical responses. Findings may inform development of targeted education and support.
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Affiliation(s)
- Kurt D Christensen
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA.
| | - Barbara A Bernhardt
- Division of Translational Medicine & Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Gail P Jarvik
- Division of Medical Genetics, University of Washington, Seattle, Washington, USA
| | - Lucia A Hindorff
- Division of Genomic Medicine, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Jeffrey Ou
- Division of Medical Genetics, University of Washington, Seattle, Washington, USA
| | - Sawona Biswas
- Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Bradford C Powell
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Robert W Grundmeier
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Kalotina Machini
- Department of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Laboratory for Molecular Medicine, Partners HealthCare Personalized Medicine, Boston Cambridge, Massachusetts, USA
| | - Dean J Karavite
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Jeffrey W Pennington
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Ian D Krantz
- Division of Genetics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jonathan S Berg
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Katrina A B Goddard
- Center for Health Research, Kaiser Permanente Northwest, Portland, Oregon, USA
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4
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Cirino AL, Lakdawala NK, McDonough B, Conner L, Adler D, Weinfeld M, O'Gara P, Rehm HL, Machini K, Lebo M, Blout C, Green RC, MacRae CA, Seidman CE, Ho CY. A Comparison of Whole Genome Sequencing to Multigene Panel Testing in Hypertrophic Cardiomyopathy Patients. ACTA ACUST UNITED AC 2018; 10:CIRCGENETICS.117.001768. [PMID: 29030401 DOI: 10.1161/circgenetics.117.001768] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Accepted: 08/31/2017] [Indexed: 12/11/2022]
Abstract
BACKGROUND As DNA sequencing costs decline, genetic testing options have expanded. Whole exome sequencing and whole genome sequencing (WGS) are entering clinical use, posing questions about their incremental value compared with disease-specific multigene panels that have been the cornerstone of genetic testing. METHODS AND RESULTS Forty-one patients with hypertrophic cardiomyopathy who had undergone targeted hypertrophic cardiomyopathy genetic testing (either multigene panel or familial variant test) were recruited into the MedSeq Project, a clinical trial of WGS. Results from panel genetic testing and WGS were compared. In 20 of 41 participants, panel genetic testing identified variants classified as pathogenic, likely pathogenic, or uncertain significance. WGS identified 19 of these 20 variants, but the variant detection algorithm missed a pathogenic 18 bp duplication in myosin binding protein C (MYBPC3) because of low coverage. In 3 individuals, WGS identified variants in genes implicated in cardiomyopathy but not included in prior panel testing: a pathogenic protein tyrosine phosphatase, non-receptor type 11 (PTPN11) variant and variants of uncertain significance in integrin-linked kinase (ILK) and filamin-C (FLNC). WGS also identified 84 secondary findings (mean=2 per person, range=0-6), which mostly defined carrier status for recessive conditions. CONCLUSIONS WGS detected nearly all variants identified on panel testing, provided 1 new diagnostic finding, and allowed interrogation of posited disease genes. Several variants of uncertain clinical use and numerous secondary genetic findings were also identified. Whereas panel testing and WGS provided similar diagnostic yield, WGS offers the advantage of reanalysis over time to incorporate advances in knowledge, but requires expertise in genomic interpretation to appropriately incorporate WGS into clinical care. CLINICAL TRIAL REGISTRATION URL: https://clinicaltrials.gov. Unique identifier: NCT01736566.
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Affiliation(s)
- Allison L Cirino
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Neal K Lakdawala
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Barbara McDonough
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Lauren Conner
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Dale Adler
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Mark Weinfeld
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Patrick O'Gara
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Heidi L Rehm
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Kalotina Machini
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Matthew Lebo
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Carrie Blout
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Robert C Green
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Calum A MacRae
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Christine E Seidman
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Carolyn Y Ho
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.).
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5
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Cirino AL, Lakdawala NK, McDonough B, Conner L, Adler D, Weinfeld M, O'Gara P, Rehm HL, Machini K, Lebo M, Blout C, Green RC, MacRae CA, Seidman CE, Ho CY. A Comparison of Whole Genome Sequencing to Multigene Panel Testing in Hypertrophic Cardiomyopathy Patients. CIRCULATION. CARDIOVASCULAR GENETICS 2017. [PMID: 29030401 DOI: 10.1161/circgenetics.117.001768.] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND As DNA sequencing costs decline, genetic testing options have expanded. Whole exome sequencing and whole genome sequencing (WGS) are entering clinical use, posing questions about their incremental value compared with disease-specific multigene panels that have been the cornerstone of genetic testing. METHODS AND RESULTS Forty-one patients with hypertrophic cardiomyopathy who had undergone targeted hypertrophic cardiomyopathy genetic testing (either multigene panel or familial variant test) were recruited into the MedSeq Project, a clinical trial of WGS. Results from panel genetic testing and WGS were compared. In 20 of 41 participants, panel genetic testing identified variants classified as pathogenic, likely pathogenic, or uncertain significance. WGS identified 19 of these 20 variants, but the variant detection algorithm missed a pathogenic 18 bp duplication in myosin binding protein C (MYBPC3) because of low coverage. In 3 individuals, WGS identified variants in genes implicated in cardiomyopathy but not included in prior panel testing: a pathogenic protein tyrosine phosphatase, non-receptor type 11 (PTPN11) variant and variants of uncertain significance in integrin-linked kinase (ILK) and filamin-C (FLNC). WGS also identified 84 secondary findings (mean=2 per person, range=0-6), which mostly defined carrier status for recessive conditions. CONCLUSIONS WGS detected nearly all variants identified on panel testing, provided 1 new diagnostic finding, and allowed interrogation of posited disease genes. Several variants of uncertain clinical use and numerous secondary genetic findings were also identified. Whereas panel testing and WGS provided similar diagnostic yield, WGS offers the advantage of reanalysis over time to incorporate advances in knowledge, but requires expertise in genomic interpretation to appropriately incorporate WGS into clinical care. CLINICAL TRIAL REGISTRATION URL: https://clinicaltrials.gov. Unique identifier: NCT01736566.
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Affiliation(s)
- Allison L Cirino
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Neal K Lakdawala
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Barbara McDonough
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Lauren Conner
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Dale Adler
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Mark Weinfeld
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Patrick O'Gara
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Heidi L Rehm
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Kalotina Machini
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Matthew Lebo
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Carrie Blout
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Robert C Green
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Calum A MacRae
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Christine E Seidman
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.)
| | - Carolyn Y Ho
- From the Cardiovascular Division (A.L.C., N.K.L., B.M., D.A., M.W., P.O., C.A.M., C.E.S., C.Y.H.), Department of Pathology (H.L.R.), and Division of Genetics (C.B., R.C.G., C.A.M.), Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA (N.K.L., B.M., D.A., M.W., P.O., H.L.R., R.C.G., C.A.M., C.E.S., C.Y.H.); Albany Medical College, NY (L.C.); Broad Institute of Harvard and MIT, Cambridge, MA (H.L.R., R.C.G., C.A.M.); Laboratory for Molecular Medicine (H.L.R., K.M., M.L.), Leadership Team (R.C.G.), Partners HealthCare Personalized Medicine, Cambridge, MA; and Howard Hughes Medical Institute, Chevy Chase, MD (C.E.S.).
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Jamuar SS, Kuan JL, Brett M, Tiang Z, Tan WLW, Lim JY, Liew WKM, Javed A, Liew WK, Law HY, Tan ES, Lai A, Ng I, Teo YY, Venkatesh B, Reversade B, Tan EC, Foo R. Incidentalome from Genomic Sequencing: A Barrier to Personalized Medicine? EBioMedicine 2016; 5:211-6. [PMID: 27077130 PMCID: PMC4816806 DOI: 10.1016/j.ebiom.2016.01.030] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 01/16/2016] [Accepted: 01/25/2016] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND In Western cohorts, the prevalence of incidental findings (IFs) or incidentalome, referring to variants in genes that are unrelated to the patient's primary condition, is between 0.86% and 8.8%. However, data on prevalence and type of IFs in Asian population is lacking. METHODS In 2 cohorts of individuals with genomic sequencing performed in Singapore (total n = 377), we extracted and annotated variants in the 56 ACMG-recommended genes and filtered these variants based on the level of pathogenicity. We then analyzed the precise distribution of IFs, class of genes, related medical conditions, and potential clinical impact. RESULTS We found a total of 41,607 variants in the 56 genes in our cohort of 377 individuals. After filtering for rare and coding variants, we identified 14 potential variants. After reviewing primary literature, only 4 out of the 14 variants were classified to be pathogenic, while an additional two variants were classified as likely pathogenic. Overall, the cumulative prevalence of IFs (pathogenic and likely pathogenic variants) in our cohort was 1.6%. CONCLUSION The cumulative prevalence of IFs through genomic sequencing is low and the incidentalome may not be a significant barrier to implementation of genomics for personalized medicine.
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Affiliation(s)
- Saumya Shekhar Jamuar
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Jyn Ling Kuan
- Genome Institute of Singapore, ASTAR, Singapore; Cardiovascular Research Institute, National University of Singapore, National University Health System, Singapore
| | - Maggie Brett
- KK Research Center, KK Women's and Children's Hospital, Singapore
| | - Zenia Tiang
- Genome Institute of Singapore, ASTAR, Singapore; Cardiovascular Research Institute, National University of Singapore, National University Health System, Singapore
| | - Wilson Lek Wen Tan
- Genome Institute of Singapore, ASTAR, Singapore; Cardiovascular Research Institute, National University of Singapore, National University Health System, Singapore
| | - Jiin Ying Lim
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore
| | - Wendy Kein Meng Liew
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Asif Javed
- Genome Institute of Singapore, ASTAR, Singapore
| | - Woei Kang Liew
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore
| | - Hai Yang Law
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Ee Shien Tan
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Angeline Lai
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Ivy Ng
- Department of Paediatrics, KK Women's and Children's Hospital, Singapore; Paediatric Academic Clinical Programme, Singhealth Duke-NUS Graduate Medical School, Singapore
| | - Yik Ying Teo
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | | | | | - Ene Choo Tan
- KK Research Center, KK Women's and Children's Hospital, Singapore
| | - Roger Foo
- Genome Institute of Singapore, ASTAR, Singapore; Cardiovascular Research Institute, National University of Singapore, National University Health System, Singapore
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