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Kuku KO, Shearer JJ, Hashemian M, Oyetoro R, Park H, Dulek B, Bielinski SJ, Larson NB, Ganz P, Levy D, Psaty BM, Joo J, Roger VL. Development and Validation of a Protein Risk Score for Mortality in Heart Failure : A Community Cohort Study. Ann Intern Med 2024; 177:39-49. [PMID: 38163367 PMCID: PMC10958437 DOI: 10.7326/m23-2328] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2024] Open
Abstract
BACKGROUND Heart failure (HF) is a complex clinical syndrome with high mortality. Current risk stratification approaches lack precision. High-throughput proteomics could improve risk prediction. Its use in clinical practice to guide the management of patients with HF depends on validation and evidence of clinical benefit. OBJECTIVE To develop and validate a protein risk score for mortality in patients with HF. DESIGN Community-based cohort. SETTING Southeast Minnesota. PARTICIPANTS Patients with HF enrolled between 2003 and 2012 and followed through 2021. MEASUREMENTS A total of 7289 plasma proteins in 1351 patients with HF were measured using the SomaScan Assay (SomaLogic). A protein risk score was derived using least absolute shrinkage and selection operator regression and temporal validation in patients enrolled between 2003 and 2007 (development cohort) and 2008 and 2012 (validation cohort). Multivariable Cox regression was used to examine the association between the protein risk score and mortality. The performance of the protein risk score to predict 5-year mortality risk was assessed using calibration plots, decision curves, and relative utility analyses and compared with a clinical model, including the Meta-Analysis Global Group in Chronic Heart Failure mortality risk score and N-terminal pro-B-type natriuretic peptide. RESULTS The development (n = 855; median age, 78 years; 50% women; 29% with ejection fraction <40%) and validation cohorts (n = 496; median age, 76 years; 45% women; 33% with ejection fraction <40%) were mostly similar. In the development cohort, 38 unique proteins were selected for the protein risk score. Independent of ejection fraction, the protein risk score demonstrated good calibration, reclassified mortality risk particularly at the extremes of the risk distribution, and showed greater clinical utility compared with the clinical model. LIMITATION Participants were predominantly of European ancestry, potentially limiting the generalizability of the findings to different patient populations. CONCLUSION Validation of the protein risk score demonstrated good calibration and evidence of predicted benefits to stratify the risk for death in HF superior to that of clinical methods. Further studies are needed to prospectively evaluate the score's performance in diverse populations and determine risk thresholds for interventions. PRIMARY FUNDING SOURCE Division of Intramural Research at the National Heart, Lung, and Blood Institute of the National Institutes of Health.
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Affiliation(s)
- Kayode O Kuku
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Joseph J. Shearer
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Maryam Hashemian
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Rebecca Oyetoro
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Hoyoung Park
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Brittany Dulek
- Integrated Data Science Section, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Suzette, J. Bielinski
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Nicholas B. Larson
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Peter Ganz
- Zuckerberg San Francisco General Hospital, University of California, San Francisco, San Francisco, CA, USA
| | - Daniel Levy
- Laboratory for Cardiovascular Epidemiology and Genomics, Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Systems and Population Health, University of Washington, Seattle, Washington, USA
| | - Jungnam Joo
- Office of Biostatistics Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Véronique L. Roger
- Heart Disease Phenomics Laboratory, Epidemiology and Community Health Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
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Salem S, Jankowski V, Asare Y, Liehn E, Welker P, Raya-Bermudez A, Pineda-Martos C, Rodriguez M, Muñoz-Castañeda JR, Bruck H, Marx N, Machado FB, Staudt M, Heinze G, Zidek W, Jankowski J. Identification of the Vasoconstriction-Inhibiting Factor (VIF), a Potent Endogenous Cofactor of Angiotensin II Acting on the Angiotensin II Type 2 Receptor. Circulation 2015; 131:1426-34. [PMID: 25810338 DOI: 10.1161/circulationaha.114.013168] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2013] [Accepted: 02/26/2015] [Indexed: 01/01/2023]
Abstract
BACKGROUND The renin-angiotensin system and especially the angiotensin peptides play a central role in blood pressure regulation. Here, we hypothesize that an as-yet unknown peptide is involved in the action of angiotensin II modulating the vasoregulatory effects as a cofactor. METHODS AND RESULTS The peptide with vasodilatory properties was isolated from adrenal glands chromatographically. The effects of this peptide were evaluated in vitro and in vivo, and the receptor affinity was analyzed. The plasma concentration in humans was quantified in patients with chronic kidney disease, patients with heart failure, and healthy control subjects. The amino acid sequence of the peptide from bovine adrenal glands was HSSYEDELSEVL EKPNDQAE PKEVTEEVSSKDAAE, which is a degradation product of chromogranin A. The sequence of the peptide isolated from human plasma was HSGFEDELSEVLENQSSQAELKEAVEEPSSKDVME. Both peptides diminished significantly the vasoconstrictive effect of angiotensin II in vitro. Therefore, we named the peptide vasoconstriction-inhibiting factor (VIF). The vasoregulatory effects of VIF are mediated by the angiotensin II type 2 receptor. VIF impairs angiotensin II-induced phosphorylation of the p38 mitogen-activated protein kinase pathway but not of extracellular-regulated kinase 1/2. The vasodilatory effects were confirmed in vivo. The plasma concentration was significantly increased in renal patients and patients with heart failure. CONCLUSIONS VIF is a vasoregulatory peptide that modulates the vasoconstrictive effects of angiotensin II by acting on the angiotensin II type 2 receptor. It is likely that the increase in VIF may serve as a counterregulatory effect to defend against hypertension. The identification of this target may help us to understand the pathophysiology of renal and heart failure and may form a basis for the development of new strategies for the prevention and treatment of cardiovascular disease.
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Affiliation(s)
- Silvia Salem
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Vera Jankowski
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Yaw Asare
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Elisa Liehn
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Pia Welker
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Ana Raya-Bermudez
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Carmen Pineda-Martos
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Mariano Rodriguez
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Juan Rafael Muñoz-Castañeda
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Heike Bruck
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Nikolaus Marx
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Fernanda B Machado
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Mareike Staudt
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Georg Heinze
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Walter Zidek
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.)
| | - Joachim Jankowski
- From Charité-Universitätsmedizin Berlin, Medizinische Klinik IV, Berlin, Germany (S.S., W.Z.); Universitätsklinikum RWTH Aachen, Institute of Molecular Cardiovascular Research, Aachen, Germany (S.S., V.J., Y.A., E.L., M.S., J.J.); Charité-Universitätsmedizin Berlin, Institute of Vegetative Physiology, Berlin, Germany (P.W., F.B.M.); Nefrology Service, IMIBIC, Reina Sofia University Hospital, University of Cordoba, Spain (A.R.-B., C.P.-M., M.R., J.R.M.-C.); University Hospital Essen, Department of Nephrology, University of Duisburg-Essen, Essen, Germany (H.B.); University Hospital Aachen, RWTH Aachen, Department of Internal Medicine I-Cardiology, Aachen, Germany (N.M.); and Medical University of Vienna, Center for Medical Statistics, Informatics and Intelligent Systems, Section for Clinical Biometrics, Vienna, Austria (G.H.).
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