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Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction
IMPORTANCE: Patients who survive acute myocardial infarction (AMI) have a high risk of subsequent major cardiovascular events. Efforts to identify risk factors for recurrence have primarily focused on the period immediately following AMI admission. OBJECTIVES: To identify risk factors and develop an...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Association
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6324290/ https://www.ncbi.nlm.nih.gov/pubmed/30646102 http://dx.doi.org/10.1001/jamanetworkopen.2018.1079 |
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author | Wang, Yun Li, Jing Zheng, Xin Jiang, Zihan Hu, Shuang Wadhera, Rishi K. Bai, Xueke Lu, Jiapeng Wang, Qianying Li, Yetong Wu, Chaoqun Xing, Chao Normand, Sharon-Lise Krumholz, Harlan M. Jiang, Lixin |
author_facet | Wang, Yun Li, Jing Zheng, Xin Jiang, Zihan Hu, Shuang Wadhera, Rishi K. Bai, Xueke Lu, Jiapeng Wang, Qianying Li, Yetong Wu, Chaoqun Xing, Chao Normand, Sharon-Lise Krumholz, Harlan M. Jiang, Lixin |
author_sort | Wang, Yun |
collection | PubMed |
description | IMPORTANCE: Patients who survive acute myocardial infarction (AMI) have a high risk of subsequent major cardiovascular events. Efforts to identify risk factors for recurrence have primarily focused on the period immediately following AMI admission. OBJECTIVES: To identify risk factors and develop and evaluate a risk model that predicts 1-year cardiovascular events after AMI. DESIGN, SETTING, AND PARTICIPANTS: Prospective cohort study. Patients with AMI (n = 4227), aged 18 years or older, discharged alive from 53 acute-care hospitals across China from January 1, 2013, to July 17, 2014. Patients were randomly divided into samples: training (50% [2113 patients]), test (25% [1057 patients]), and validation (25% [1057 patients]). Risk factors were identified by a Cox model with Markov chain Monte Carlo simulation and further evaluated by latent class analysis. Analyses were conducted from May 1, 2017, to January 21, 2018. MAIN OUTCOMES AND MEASURES: Major cardiovascular events, including recurrent AMI, stroke, heart failure, and death, within 1 year after discharge for the index AMI hospitalization. RESULTS: The mean (SD) age of the cohort was 60.8 (11.8) years and 994 of 4227 patients (23.5%) were female. Common comorbidities included hypertension (2358 patients [55.8%]), coronary heart disease (1798 patients [42.5%]), and dyslipidemia (1290 patients [30.5%]). One-year event rates were 8.1% (95% CI, 6.91%-9.24%), 9.0% (95% CI, 7.22%-10.70%), and 6.4% (95% CI, 4.89%-7.85%) for the training, test, and validation samples, respectively. Nineteen risk factors comprising 15 unique variables (age, education, prior AMI, prior ventricular tachycardia or fibrillation, hypertension, angina, prearrival medical assistance, >4 hours from onset of symptoms to admission, ejection fraction, renal dysfunction, heart rate, systolic blood pressure, white blood cell count, blood glucose, and in-hospital complications) were identified. In the training, test, and validation samples, respectively, the risk model had C statistics of 0.79 (95% CI, 0.75-0.83), 0.73 (95% CI, 0.68-0.78), and 0.77 (95% CI, 0.70-0.83) and a predictive range of 1.2% to 33.9%, 1.2% to 37.9%, and 1.3% to 34.3%. The C statistic was 0.69 (95% CI, 0.65-0.74) for the latent class model in the training data. The risk model stratified 11.3%, 81.0%, and 7.7% of patients to high-, average-, and low-risk groups, with respective probabilities of 0.32, 0.06, and 0.01 for 1-year events. CONCLUSIONS AND RELEVANCE: Nineteen risk factors were identified, and a model was developed and evaluated to predict risk of 1-year cardiovascular events after AMI. This may aid clinicians in identifying high-risk patients who would benefit most from intensive follow-up and aggressive risk factor reduction. |
format | Online Article Text |
id | pubmed-6324290 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Medical Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-63242902019-01-22 Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction Wang, Yun Li, Jing Zheng, Xin Jiang, Zihan Hu, Shuang Wadhera, Rishi K. Bai, Xueke Lu, Jiapeng Wang, Qianying Li, Yetong Wu, Chaoqun Xing, Chao Normand, Sharon-Lise Krumholz, Harlan M. Jiang, Lixin JAMA Netw Open Original Investigation IMPORTANCE: Patients who survive acute myocardial infarction (AMI) have a high risk of subsequent major cardiovascular events. Efforts to identify risk factors for recurrence have primarily focused on the period immediately following AMI admission. OBJECTIVES: To identify risk factors and develop and evaluate a risk model that predicts 1-year cardiovascular events after AMI. DESIGN, SETTING, AND PARTICIPANTS: Prospective cohort study. Patients with AMI (n = 4227), aged 18 years or older, discharged alive from 53 acute-care hospitals across China from January 1, 2013, to July 17, 2014. Patients were randomly divided into samples: training (50% [2113 patients]), test (25% [1057 patients]), and validation (25% [1057 patients]). Risk factors were identified by a Cox model with Markov chain Monte Carlo simulation and further evaluated by latent class analysis. Analyses were conducted from May 1, 2017, to January 21, 2018. MAIN OUTCOMES AND MEASURES: Major cardiovascular events, including recurrent AMI, stroke, heart failure, and death, within 1 year after discharge for the index AMI hospitalization. RESULTS: The mean (SD) age of the cohort was 60.8 (11.8) years and 994 of 4227 patients (23.5%) were female. Common comorbidities included hypertension (2358 patients [55.8%]), coronary heart disease (1798 patients [42.5%]), and dyslipidemia (1290 patients [30.5%]). One-year event rates were 8.1% (95% CI, 6.91%-9.24%), 9.0% (95% CI, 7.22%-10.70%), and 6.4% (95% CI, 4.89%-7.85%) for the training, test, and validation samples, respectively. Nineteen risk factors comprising 15 unique variables (age, education, prior AMI, prior ventricular tachycardia or fibrillation, hypertension, angina, prearrival medical assistance, >4 hours from onset of symptoms to admission, ejection fraction, renal dysfunction, heart rate, systolic blood pressure, white blood cell count, blood glucose, and in-hospital complications) were identified. In the training, test, and validation samples, respectively, the risk model had C statistics of 0.79 (95% CI, 0.75-0.83), 0.73 (95% CI, 0.68-0.78), and 0.77 (95% CI, 0.70-0.83) and a predictive range of 1.2% to 33.9%, 1.2% to 37.9%, and 1.3% to 34.3%. The C statistic was 0.69 (95% CI, 0.65-0.74) for the latent class model in the training data. The risk model stratified 11.3%, 81.0%, and 7.7% of patients to high-, average-, and low-risk groups, with respective probabilities of 0.32, 0.06, and 0.01 for 1-year events. CONCLUSIONS AND RELEVANCE: Nineteen risk factors were identified, and a model was developed and evaluated to predict risk of 1-year cardiovascular events after AMI. This may aid clinicians in identifying high-risk patients who would benefit most from intensive follow-up and aggressive risk factor reduction. American Medical Association 2018-08-10 /pmc/articles/PMC6324290/ /pubmed/30646102 http://dx.doi.org/10.1001/jamanetworkopen.2018.1079 Text en Copyright 2018 Wang Y et al. JAMA Network Open. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the CC-BY License. |
spellingShingle | Original Investigation Wang, Yun Li, Jing Zheng, Xin Jiang, Zihan Hu, Shuang Wadhera, Rishi K. Bai, Xueke Lu, Jiapeng Wang, Qianying Li, Yetong Wu, Chaoqun Xing, Chao Normand, Sharon-Lise Krumholz, Harlan M. Jiang, Lixin Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title | Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title_full | Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title_fullStr | Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title_full_unstemmed | Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title_short | Risk Factors Associated With Major Cardiovascular Events 1 Year After Acute Myocardial Infarction |
title_sort | risk factors associated with major cardiovascular events 1 year after acute myocardial infarction |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6324290/ https://www.ncbi.nlm.nih.gov/pubmed/30646102 http://dx.doi.org/10.1001/jamanetworkopen.2018.1079 |
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