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Lee DP, Tan WLW, Anene-Nzelu CG, Lee CJM, Li PY, Luu TDA, Chan CX, Tiang Z, Ng SL, Huang X, Efthymios M, Autio MI, Jiang J, Fullwood MJ, Prabhakar S, Lieberman Aiden E, Foo RSY. Robust CTCF-Based Chromatin Architecture Underpins Epigenetic Changes in the Heart Failure Stress-Gene Response. Circulation 2020; 139:1937-1956. [PMID: 30717603 DOI: 10.1161/circulationaha.118.036726] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND The human genome folds in 3 dimensions to form thousands of chromatin loops inside the nucleus, encasing genes and cis-regulatory elements for accurate gene expression control. Physical tethers of loops are anchored by the DNA-binding protein CTCF and the cohesin ring complex. Because heart failure is characterized by hallmark gene expression changes, it was recently reported that substantial CTCF-related chromatin reorganization underpins the myocardial stress-gene response, paralleled by chromatin domain boundary changes observed in CTCF knockout. METHODS We undertook an independent and orthogonal analysis of chromatin organization with mouse pressure-overload model of myocardial stress (transverse aortic constriction) and cardiomyocyte-specific knockout of Ctcf. We also downloaded published data sets of similar cardiac mouse models and subjected them to independent reanalysis. RESULTS We found that the cardiomyocyte chromatin architecture remains broadly stable in transverse aortic constriction hearts, whereas Ctcf knockout resulted in ≈99% abolition of global chromatin loops. Disease gene expression changes correlated instead with differential histone H3K27-acetylation enrichment at their respective proximal and distal interacting genomic enhancers confined within these static chromatin structures. Moreover, coregulated genes were mapped out as interconnected gene sets on the basis of their multigene 3D interactions. CONCLUSIONS This work reveals a more stable genome-wide chromatin framework than previously described. Myocardial stress-gene transcription responds instead through H3K27-acetylation enhancer enrichment dynamics and gene networks of coregulation. Robust and intact CTCF looping is required for the induction of a rapid and accurate stress response.
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Affiliation(s)
- Dominic Paul Lee
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Wilson Lek Wen Tan
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Chukwuemeka George Anene-Nzelu
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Chang Jie Mick Lee
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Peter Yiqing Li
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Tuan Danh Anh Luu
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Cheryl Xueli Chan
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Zenia Tiang
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Shi Ling Ng
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Xingfan Huang
- Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX (X.H., E.L.A.)
- Center for Theoretical Biological Physics and Department of Computer Science, Rice University, Houston, TX (X.H., E.L.A.)
| | - Motakis Efthymios
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Matias I Autio
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
| | - Jianming Jiang
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
- Department of Biochemistry, School of Medicine (J.J.), National University of Singapore
| | - Melissa Jane Fullwood
- Cancer Science Institute (M.J.F.), National University of Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore (M.J.F.)
| | - Shyam Prabhakar
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
| | - Erez Lieberman Aiden
- Center for Genome Architecture, Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX (X.H., E.L.A.)
- Center for Theoretical Biological Physics and Department of Computer Science, Rice University, Houston, TX (X.H., E.L.A.)
| | - Roger Sik-Yin Foo
- Genome Institute of Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., C.X.C., Z.T., S.L.N., M.E., M.I.A., S.P., R.S.-Y.F.)
- Cardiovascular Research Institute, National University Health System, Centre for Translational Medicine, Singapore (D.P.L., W.L.W.T., C.G.A.-N., C.J.M.L., P.Y.L., T.L.D.A., C.X.C., Z.T., S.L.N., M.E., M.I.A., J.J., R.S.-Y.F.)
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33
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Meder B, Haas J, Sedaghat-Hamedani F, Kayvanpour E, Frese K, Lai A, Nietsch R, Scheiner C, Mester S, Bordalo DM, Amr A, Dietrich C, Pils D, Siede D, Hund H, Bauer A, Holzer DB, Ruhparwar A, Mueller-Hennessen M, Weichenhan D, Plass C, Weis T, Backs J, Wuerstle M, Keller A, Katus HA, Posch AE. Epigenome-Wide Association Study Identifies Cardiac Gene Patterning and a Novel Class of Biomarkers for Heart Failure. Circulation 2017; 136:1528-1544. [PMID: 28838933 DOI: 10.1161/circulationaha.117.027355] [Citation(s) in RCA: 126] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Accepted: 08/08/2017] [Indexed: 12/26/2022]
Abstract
BACKGROUND Biochemical DNA modification resembles a crucial regulatory layer among genetic information, environmental factors, and the transcriptome. To identify epigenetic susceptibility regions and novel biomarkers linked to myocardial dysfunction and heart failure, we performed the first multi-omics study in myocardial tissue and blood of patients with dilated cardiomyopathy and controls. METHODS Infinium human methylation 450 was used for high-density epigenome-wide mapping of DNA methylation in left-ventricular biopsies and whole peripheral blood of living probands. RNA deep sequencing was performed on the same samples in parallel. Whole-genome sequencing of all patients allowed exclusion of promiscuous genotype-induced methylation calls. RESULTS In the screening stage, we detected 59 epigenetic loci that are significantly associated with dilated cardiomyopathy (false discovery corrected P≤0.05), with 3 of them reaching epigenome-wide significance at P≤5×10-8. Twenty-seven (46%) of these loci could be replicated in independent cohorts, underlining the role of epigenetic regulation of key cardiac transcription regulators. Using a staged multi-omics study design, we link a subset of 517 epigenetic loci with dilated cardiomyopathy and cardiac gene expression. Furthermore, we identified distinct epigenetic methylation patterns that are conserved across tissues, rendering these CpGs novel epigenetic biomarkers for heart failure. CONCLUSIONS The present study provides to our knowledge the first epigenome-wide association study in living patients with heart failure using a multi-omics approach.
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Affiliation(s)
- Benjamin Meder
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Jan Haas
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Farbod Sedaghat-Hamedani
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Elham Kayvanpour
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Karen Frese
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Alan Lai
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Rouven Nietsch
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Christina Scheiner
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Stefan Mester
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Diana Martins Bordalo
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Ali Amr
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Carsten Dietrich
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Dietmar Pils
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Dominik Siede
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Hauke Hund
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Andrea Bauer
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Daniel Benjamin Holzer
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Arjang Ruhparwar
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Matthias Mueller-Hennessen
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Dieter Weichenhan
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Christoph Plass
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Tanja Weis
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Johannes Backs
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Maximilian Wuerstle
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Andreas Keller
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
| | - Hugo A Katus
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.).
| | - Andreas E Posch
- From Department of Internal Medicine III, Institute for Cardiomyopathies, University of Heidelberg, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., R.N., C.S., S.M., D.M.-B., A.A., H.H., D.B.H., M.M.-H., T.W., H.A.K.); Siemens Healthcare GmbH, Strategy and Innovation, Erlangen, Germany (C.D., M.W., A.E.P.); Department of Bioinformatics, University of Saarland, Saarbrücken, Germany (A.K.); German Centre for Cardiovascular Research, Berlin, Germany (B.M., J.H., F.S.-H., E.K., K.F., A.L., D.S., M.M.-H., T.W., J.B., H.A.K.); Institute for Molecular Cardiology and Epigenetics, University of Heidelberg, Germany (D.S., J.B.); Funktionelle Genomanalyse, Deutsches Krebsforschungszentrum, Heidelberg, Germany (A.B.); Department of Cardiac Surgery, University of Heidelberg, Germany (A.R.); Siemens AG, Corporate Technology, Vienna, Austria (D.P.); Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (D.P.); and Division of Epigenomics and Cancer Risk Factors, Deutsches Krebsforschungszentrum, Heidelberg, Germany (D.W., C.P.)
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