Frontiers in Cardiovascular Medicine (Nov 2022)
Prediction of major adverse cardiovascular events in patients with acute coronary syndrome: Development and validation of a non-invasive nomogram model based on autonomic nervous system assessment
- Jun Wang,
- Jun Wang,
- Jun Wang,
- Jun Wang,
- Jun Wang,
- Jun Wang,
- Xiaolin Wu,
- Ji Sun,
- Ji Sun,
- Ji Sun,
- Ji Sun,
- Ji Sun,
- Ji Sun,
- Tianyou Xu,
- Tianyou Xu,
- Tianyou Xu,
- Tianyou Xu,
- Tianyou Xu,
- Tianyou Xu,
- Tongjian Zhu,
- Fu Yu,
- Fu Yu,
- Fu Yu,
- Fu Yu,
- Fu Yu,
- Fu Yu,
- Shoupeng Duan,
- Shoupeng Duan,
- Shoupeng Duan,
- Shoupeng Duan,
- Shoupeng Duan,
- Shoupeng Duan,
- Qiang Deng,
- Qiang Deng,
- Qiang Deng,
- Qiang Deng,
- Qiang Deng,
- Qiang Deng,
- Zhihao Liu,
- Zhihao Liu,
- Zhihao Liu,
- Zhihao Liu,
- Zhihao Liu,
- Zhihao Liu,
- Fuding Guo,
- Fuding Guo,
- Fuding Guo,
- Fuding Guo,
- Fuding Guo,
- Fuding Guo,
- Xujun Li,
- Xujun Li,
- Xujun Li,
- Xujun Li,
- Xujun Li,
- Xujun Li,
- Yijun Wang,
- Yijun Wang,
- Yijun Wang,
- Yijun Wang,
- Yijun Wang,
- Yijun Wang,
- Lingpeng Song,
- Lingpeng Song,
- Lingpeng Song,
- Lingpeng Song,
- Lingpeng Song,
- Lingpeng Song,
- Hui Feng,
- Xiaoya Zhou,
- Xiaoya Zhou,
- Xiaoya Zhou,
- Xiaoya Zhou,
- Xiaoya Zhou,
- Xiaoya Zhou,
- Hong Jiang,
- Hong Jiang,
- Hong Jiang,
- Hong Jiang,
- Hong Jiang,
- Hong Jiang
Affiliations
- Jun Wang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Jun Wang
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Jun Wang
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Jun Wang
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Jun Wang
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Jun Wang
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Xiaolin Wu
- Department of Cardiology, Institute of Cardiovascular Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Ji Sun
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Ji Sun
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Ji Sun
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Ji Sun
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Ji Sun
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Ji Sun
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Tianyou Xu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Tianyou Xu
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Tianyou Xu
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Tianyou Xu
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Tianyou Xu
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Tianyou Xu
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Tongjian Zhu
- Department of Cardiology, Institute of Cardiovascular Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Fu Yu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Fu Yu
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Fu Yu
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Fu Yu
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Fu Yu
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Fu Yu
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Shoupeng Duan
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Shoupeng Duan
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Shoupeng Duan
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Shoupeng Duan
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Shoupeng Duan
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Shoupeng Duan
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Qiang Deng
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Qiang Deng
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Qiang Deng
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Qiang Deng
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Qiang Deng
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Qiang Deng
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Zhihao Liu
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Zhihao Liu
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Zhihao Liu
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Zhihao Liu
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Zhihao Liu
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Zhihao Liu
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Fuding Guo
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Fuding Guo
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Fuding Guo
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Fuding Guo
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Fuding Guo
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Fuding Guo
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Xujun Li
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Xujun Li
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Xujun Li
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Xujun Li
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Xujun Li
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Xujun Li
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Yijun Wang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Yijun Wang
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Yijun Wang
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Yijun Wang
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Yijun Wang
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Yijun Wang
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Lingpeng Song
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Lingpeng Song
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Lingpeng Song
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Lingpeng Song
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Lingpeng Song
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Lingpeng Song
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Hui Feng
- Information Center, Renmin Hospital of Wuhan University, Wuhan, China
- Xiaoya Zhou
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Xiaoya Zhou
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Xiaoya Zhou
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Xiaoya Zhou
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Xiaoya Zhou
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Xiaoya Zhou
- Hubei Key Laboratory of Cardiology, Wuhan, China
- Hong Jiang
- Department of Cardiology, Renmin Hospital of Wuhan University, Wuhan, China
- Hong Jiang
- Cardiac Autonomic Nervous System Research Center of Wuhan University, Wuhan, China
- Hong Jiang
- Hubei Key Laboratory of Autonomic Nervous System Modulation, Wuhan, China
- Hong Jiang
- TaiKang Center for Life and Medical Sciences, Wuhan University, Wuhan, China
- Hong Jiang
- Cardiovascular Research Institute, Wuhan University, Wuhan, China
- Hong Jiang
- Hubei Key Laboratory of Cardiology, Wuhan, China
- DOI
- https://doi.org/10.3389/fcvm.2022.1053470
- Journal volume & issue
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Vol. 9
Abstract
BackgroundDisruption of the autonomic nervous system (ANS) can lead to acute coronary syndrome (ACS). We developed a nomogram model using heart rate variability (HRV) and other data to predict major adverse cardiovascular events (MACEs) following emergency coronary angiography in patients with ACS.MethodsACS patients admitted from January 2018 to June 2020 were examined. Holter monitors were used to collect HRV data for 24 h. Coronary angiograms, clinical data, and MACEs were recorded. A nomogram was developed using the results of Cox regression analysis.ResultsThere were 439 patients in a development cohort and 241 in a validation cohort, and the mean follow-up time was 22.80 months. The nomogram considered low-frequency/high-frequency ratio, age, diabetes, previous myocardial infarction, and current smoking. The area-under-the-curve (AUC) values for 1-year MACE-free survival were 0.790 (95% CI: 0.702–0.877) in the development cohort and 0.894 (95% CI: 0.820–0.967) in the external validation cohort. The AUCs for 2-year MACE-free survival were 0.802 (95% CI: 0.739–0.866) in the development cohort and 0.798 (95% CI: 0.693–0.902) in the external validation cohort. Development and validation were adequately calibrated and their predictions correlated with the observed outcome. Decision curve analysis (DCA) showed the model had good discriminative ability in predicting MACEs.ConclusionOur validated nomogram was based on non-invasive ANS assessment and traditional risk factors, and indicated reliable prediction of MACEs in patients with ACS. This approach has potential for use as a method for non-invasive monitoring of health that enables provision of individualized treatment strategies.
Keywords
- acute coronary syndrome
- major adverse cardiovascular events
- nomogram
- prediction nomogram
- outcomes
- autonomic nervous system