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Salvi E, Wang Z, Rizzi F, Gong Y, McDonough CW, Padmanabhan S, Hiltunen TP, Lanzani C, Zaninello R, Chittani M, Bailey KR, Sarin AP, Barcella M, Melander O, Chapman AB, Manunta P, Kontula KK, Glorioso N, Cusi D, Dominiczak AF, Johnson JA, Barlassina C, Boerwinkle E, Cooper-DeHoff RM, Turner ST. Genome-Wide and Gene-Based Meta-Analyses Identify Novel Loci Influencing Blood Pressure Response to Hydrochlorothiazide. Hypertension 2017; 69:51-59. [PMID: 27802415 PMCID: PMC5145728 DOI: 10.1161/hypertensionaha.116.08267] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Revised: 08/26/2016] [Accepted: 10/07/2016] [Indexed: 12/28/2022]
Abstract
This study aimed to identify novel loci influencing the antihypertensive response to hydrochlorothiazide monotherapy. A genome-wide meta-analysis of blood pressure (BP) response to hydrochlorothiazide was performed in 1739 white hypertensives from 6 clinical trials within the International Consortium for Antihypertensive Pharmacogenomics Studies, making it the largest study to date of its kind. No signals reached genome-wide significance (P<5×10-8), and the suggestive regions (P<10-5) were cross-validated in 2 black cohorts treated with hydrochlorothiazide. In addition, a gene-based analysis was performed on candidate genes with previous evidence of involvement in diuretic response, in BP regulation, or in hypertension susceptibility. Using the genome-wide meta-analysis approach, with validation in blacks, we identified 2 suggestive regulatory regions linked to gap junction protein α1 gene (GJA1) and forkhead box A1 gene (FOXA1), relevant for cardiovascular and kidney function. With the gene-based approach, we identified hydroxy-delta-5-steroid dehydrogenase, 3 β- and steroid δ-isomerase 1 gene (HSD3B1) as significantly associated with BP response (P<2.28×10-4 ). HSD3B1 encodes the 3β-hydroxysteroid dehydrogenase enzyme and plays a crucial role in the biosynthesis of aldosterone and endogenous ouabain. By amassing all of the available pharmacogenomic studies of BP response to hydrochlorothiazide, and using 2 different analytic approaches, we identified 3 novel loci influencing BP response to hydrochlorothiazide. The gene-based analysis, never before applied to pharmacogenomics of antihypertensive drugs to our knowledge, provided a powerful strategy to identify a locus of interest, which was not identified in the genome-wide meta-analysis because of high allelic heterogeneity. These data pave the way for future investigations on new pathways and drug targets to enhance the current understanding of personalized antihypertensive treatment.
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Affiliation(s)
- Erika Salvi
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.).
| | - Zhiying Wang
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Federica Rizzi
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Yan Gong
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Caitrin W McDonough
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Sandosh Padmanabhan
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Timo P Hiltunen
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Chiara Lanzani
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Roberta Zaninello
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Martina Chittani
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Kent R Bailey
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Antti-Pekka Sarin
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Matteo Barcella
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Olle Melander
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Arlene B Chapman
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Paolo Manunta
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Kimmo K Kontula
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Nicola Glorioso
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Daniele Cusi
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Anna F Dominiczak
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Julie A Johnson
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Cristina Barlassina
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Eric Boerwinkle
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Rhonda M Cooper-DeHoff
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
| | - Stephen T Turner
- From the Department of Health Sciences, University of Milan, Italy (E.S., F.R., M.C., M.B., C.B.); Human Genetics and Institute of Molecular Medicine, University of Texas Health Science Center, Houston (Z.W., E.B.); Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy (Y.G., C.W.M., J.A.J., R.M.C.-D.) and Division of Cardiovascular Medicine, Department of Medicine (J.A.J., R.M.C.-D.), University of Florida, Gainesville; Institute of Cardiovascular and Medical Sciences, College of Medical Veterinary and Life Sciences, University of Glasgow, United Kingdom (S.P., A.F.D.); Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland (T.P.H., K.K.K.); Nephrology and Dialysis and Hypertension Unit, San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, Italy (C.L., P.M.); Hypertension and Related Disease Centre, AOU-University of Sassari, Italy (R.Z., N.G.); Division of Biomedical Statistics and Informatics, Department of Health Sciences Research (K.R.B.) and Division of Nephrology and Hypertension, Department of Internal Medicine (S.T.T.), Mayo Clinic, Rochester, Minnesota; Institute for Molecular Medicine Finland FIMM, University of Helsinki, Finland (A.-P.S); Department of Clinical Sciences, Lund University, Malmö, Sweden (O.M.); Section of Nephrology, Department of Medicine, University of Chicago, Illinois (A.B.C.); Institute of Biomedical Technologies, National Research Centre of Italy, Segrate, Milan, Italy (D.C.); and Sanipedia srl, Bresso, Italy (D.C.)
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