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Clinical Research and Public HealthIn-Press PreviewCardiologyEndocrinology Open Access | 10.1172/jci.insight.204463

A Validated, Modifiable Proteomic Score from the EXSCEL Trial Predicts Cardiovascular Events in Diabetes

Kristin M. Corey,1 Maggie Nguyen,1 Michael Y. Mi,2 Megan E. Ramaker,1 Ilya Zhbannikov,1 Harald Sourij,3 G. Michael Felker,4 Naveed Sattar,5 Jennifer B. Green,4 Pamela S. Douglas,6 Robert E. Gerszten,2 Robert J. Mentz,6 Adrian F. Hernandez,6 Rury R. Holman,7 Bruce M. Psaty,8 James S. Floyd,8 and Svati H. Shah9

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Corey, K. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Nguyen, M. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Mi, M. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Ramaker, M. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Zhbannikov, I. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Sourij, H. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Felker, G. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Sattar, N. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Green, J. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Douglas, P. in: PubMed | Google Scholar |

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Gerszten, R. in: PubMed | Google Scholar |

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Mentz, R. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Hernandez, A. in: PubMed | Google Scholar |

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Holman, R. in: PubMed | Google Scholar |

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Psaty, B. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Floyd, J. in: PubMed | Google Scholar

1Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, United States of America

2Cardiovascular Medicine, Beth Israel Deaconess Medical Center, Boston, United States of America

3Division of Endocrinology and Diabetology, Medical University of Graz, Graz, Austria

4Cardiology, Duke Clinical Research Institute, Durham, United States of America

5Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom

6Cardiology, Duke University School of Medicine, Durham, United States of America

7Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom

8Department of Medicine, University of Washington, Seattle, United States of America

9Division of Cardiology, Duke University School of Medicine, Durham, United States of America

Find articles by Shah, S. in: PubMed | Google Scholar

Published July 2, 2026 - More info

JCI Insight. https://doi.org/10.1172/jci.insight.204463.
Copyright © 2026, Corey et al. This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
Published July 2, 2026 - Version history
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Abstract

Adults with type 2 diabetes mellitus (T2DM) are at increased risk for stroke, myocardial infarction, and cardiovascular death, yet individual risk is heterogeneous and incompletely captured by clinical models. In the Exenatide Study of Cardiovascular Event Lowering (EXSCEL), adults with T2DM were randomized to a GLP-1 RA (exenatide) or placebo and followed longitudinally for major adverse cardiovascular events (MACE). High-throughoput discovery proteomics was done in plasma collected at baseline and 12-months. Proteins associated with time-to-MACE were identified using multivariable regression and incorporated into supervised machine learning models. A multi-protein score was developed and externally validated in two independent population-based and trial cohorts, Cardiovascular Health Study and the Prospective Multicentre Imaging Study for Evaluation of Chest Pain (PROMISE). The proteomic score showed incremental improvement in cardiovascular risk discrimination beyond clinical factors alone, and several proteins were consistently prioritized across modeling approaches. The protein score and a top-ranked protein, tetranectin, were modified by GLP-1 RA treatment, and a decrease in the protein score was associated with improved outcomes, supporting modifiability of MACE risk. External validation confirmed generalizability across cohorts with and without diabetes. Together, these findings demonstrate that plasma proteomic signatures can enhance cardiovascular risk stratification and identify treatment-responsive biomarkers in T2DM, supporting their potential role in precision prevention strategies.

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