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Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study
BACKGROUND: The disease burden from ischaemic heart disease remains heavy in the Chinese population. Traditional risk scores for estimating long-term mortality in patients with acute myocardial infarction (AMI) have been developed without sufficiently considering advances in interventional procedure...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8740514/ https://www.ncbi.nlm.nih.gov/pubmed/35036143 http://dx.doi.org/10.7717/peerj.12652 |
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author | Tang, Yan Bai, Yuanyuan Chen, Yuanyuan Sun, Xuejing Shi, Yunmin He, Tian Jiang, Mengqing Wang, Yujie Wu, Mingxing Peng, Zhiliu Liu, Suzhen Jiang, Weihong Lu, Yao Yuan, Hong Cai, Jingjing |
author_facet | Tang, Yan Bai, Yuanyuan Chen, Yuanyuan Sun, Xuejing Shi, Yunmin He, Tian Jiang, Mengqing Wang, Yujie Wu, Mingxing Peng, Zhiliu Liu, Suzhen Jiang, Weihong Lu, Yao Yuan, Hong Cai, Jingjing |
author_sort | Tang, Yan |
collection | PubMed |
description | BACKGROUND: The disease burden from ischaemic heart disease remains heavy in the Chinese population. Traditional risk scores for estimating long-term mortality in patients with acute myocardial infarction (AMI) have been developed without sufficiently considering advances in interventional procedures and medication. The goal of this study was to develop a risk score comprising clinical parameters and intervention advances at hospital admission to assess 5-year mortality in AMI patients in a Chinese population. METHODS: We performed a retrospective observational study on 2,722 AMI patients between January 2013 and December 2017. Of these patients, 1,471 patients from Changsha city, Hunan Province, China were assigned to the development cohort, and 1,251 patients from Xiangtan city, Hunan Province, China, were assigned to the validation cohort. Forty-five candidate variables assessed at admission were screened using least absolute shrinkage and selection operator, stepwise backward regression, and Cox regression methods to construct the C2ABS2-GLPK score, which was graded and stratified using a nomogram and X-tile. The score was internally and externally validated. The C-statistic and Hosmer-Lemeshow test were used to assess discrimination and calibration, respectively. RESULTS: From the 45 candidate variables obtained at admission, 10 potential predictors, namely, including Creatinine, experience of Cardiac arrest, Age, N-terminal Pro-Brain Natriuretic Peptide, a history of Stroke, Statins therapy, fasting blood Glucose, Left ventricular end-diastolic diameter, Percutaneous coronary intervention and Killip classification were identified as having a close association with 5-year mortality in patients with AMI and collectively termed the C2ABS2-GLPK score. The score had good discrimination (C-statistic = 0.811, 95% confidence intervals (CI) [0.786–0.836]) and calibration (calibration slope = 0.988) in the development cohort. In the external validation cohort, the score performed well in both discrimination (C-statistic = 0.787, 95% CI [0.756–0.818]) and calibration (calibration slope = 0.976). The patients were stratified into low- (≤148), medium- (149 to 218) and high-risk (≥219) categories according to the C2ABS2-GLPK score. The predictive performance of the score was also validated in all subpopulations of both cohorts. CONCLUSION: The C2ABS2-GLPK score is a Chinese population-based risk assessment tool to predict 5-year mortality in AMI patients based on 10 variables that are routinely assessed at admission. This score can assist physicians in stratifying high-risk patients and optimizing emergency medical interventions to improve long-term survival in patients with AMI. |
format | Online Article Text |
id | pubmed-8740514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87405142022-01-14 Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study Tang, Yan Bai, Yuanyuan Chen, Yuanyuan Sun, Xuejing Shi, Yunmin He, Tian Jiang, Mengqing Wang, Yujie Wu, Mingxing Peng, Zhiliu Liu, Suzhen Jiang, Weihong Lu, Yao Yuan, Hong Cai, Jingjing PeerJ Cardiology BACKGROUND: The disease burden from ischaemic heart disease remains heavy in the Chinese population. Traditional risk scores for estimating long-term mortality in patients with acute myocardial infarction (AMI) have been developed without sufficiently considering advances in interventional procedures and medication. The goal of this study was to develop a risk score comprising clinical parameters and intervention advances at hospital admission to assess 5-year mortality in AMI patients in a Chinese population. METHODS: We performed a retrospective observational study on 2,722 AMI patients between January 2013 and December 2017. Of these patients, 1,471 patients from Changsha city, Hunan Province, China were assigned to the development cohort, and 1,251 patients from Xiangtan city, Hunan Province, China, were assigned to the validation cohort. Forty-five candidate variables assessed at admission were screened using least absolute shrinkage and selection operator, stepwise backward regression, and Cox regression methods to construct the C2ABS2-GLPK score, which was graded and stratified using a nomogram and X-tile. The score was internally and externally validated. The C-statistic and Hosmer-Lemeshow test were used to assess discrimination and calibration, respectively. RESULTS: From the 45 candidate variables obtained at admission, 10 potential predictors, namely, including Creatinine, experience of Cardiac arrest, Age, N-terminal Pro-Brain Natriuretic Peptide, a history of Stroke, Statins therapy, fasting blood Glucose, Left ventricular end-diastolic diameter, Percutaneous coronary intervention and Killip classification were identified as having a close association with 5-year mortality in patients with AMI and collectively termed the C2ABS2-GLPK score. The score had good discrimination (C-statistic = 0.811, 95% confidence intervals (CI) [0.786–0.836]) and calibration (calibration slope = 0.988) in the development cohort. In the external validation cohort, the score performed well in both discrimination (C-statistic = 0.787, 95% CI [0.756–0.818]) and calibration (calibration slope = 0.976). The patients were stratified into low- (≤148), medium- (149 to 218) and high-risk (≥219) categories according to the C2ABS2-GLPK score. The predictive performance of the score was also validated in all subpopulations of both cohorts. CONCLUSION: The C2ABS2-GLPK score is a Chinese population-based risk assessment tool to predict 5-year mortality in AMI patients based on 10 variables that are routinely assessed at admission. This score can assist physicians in stratifying high-risk patients and optimizing emergency medical interventions to improve long-term survival in patients with AMI. PeerJ Inc. 2022-01-04 /pmc/articles/PMC8740514/ /pubmed/35036143 http://dx.doi.org/10.7717/peerj.12652 Text en © 2022 Tang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Cardiology Tang, Yan Bai, Yuanyuan Chen, Yuanyuan Sun, Xuejing Shi, Yunmin He, Tian Jiang, Mengqing Wang, Yujie Wu, Mingxing Peng, Zhiliu Liu, Suzhen Jiang, Weihong Lu, Yao Yuan, Hong Cai, Jingjing Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title | Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title_full | Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title_fullStr | Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title_full_unstemmed | Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title_short | Development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in China: a retrospective study |
title_sort | development and validation of a novel risk score to predict 5-year mortality in patients with acute myocardial infarction in china: a retrospective study |
topic | Cardiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8740514/ https://www.ncbi.nlm.nih.gov/pubmed/35036143 http://dx.doi.org/10.7717/peerj.12652 |
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