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A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score

OBJECTIVE: To develop an inflammation-based risk stratification tool for operative mortality in patients with acute type A aortic dissection. METHODS: Between January 1, 2016 and December 31, 2021, 3124 patients from Beijing Anzhen Hospital were included for derivation, 571 patients from the same ho...

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Autores principales: Liu, Hong, Qian, Si-Chong, Zhang, Ying-Yuan, Wu, Ying, Hong, Liang, Yang, Ji-Nong, Zhong, Ji-Sheng, Wang, Yu-Qi, Wu, Dong Kai, Fan, Guo-Liang, Chen, Jun-Quan, Zhang, Sheng-Qiang, Peng, Xing-Xing, Shao, Yong-Feng, Li, Hai-Yang, Zhang, Hong-Jia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519496/
https://www.ncbi.nlm.nih.gov/pubmed/36185465
http://dx.doi.org/10.1016/j.mayocpiqo.2022.08.005
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author Liu, Hong
Qian, Si-Chong
Zhang, Ying-Yuan
Wu, Ying
Hong, Liang
Yang, Ji-Nong
Zhong, Ji-Sheng
Wang, Yu-Qi
Wu, Dong Kai
Fan, Guo-Liang
Chen, Jun-Quan
Zhang, Sheng-Qiang
Peng, Xing-Xing
Shao, Yong-Feng
Li, Hai-Yang
Zhang, Hong-Jia
author_facet Liu, Hong
Qian, Si-Chong
Zhang, Ying-Yuan
Wu, Ying
Hong, Liang
Yang, Ji-Nong
Zhong, Ji-Sheng
Wang, Yu-Qi
Wu, Dong Kai
Fan, Guo-Liang
Chen, Jun-Quan
Zhang, Sheng-Qiang
Peng, Xing-Xing
Shao, Yong-Feng
Li, Hai-Yang
Zhang, Hong-Jia
author_sort Liu, Hong
collection PubMed
description OBJECTIVE: To develop an inflammation-based risk stratification tool for operative mortality in patients with acute type A aortic dissection. METHODS: Between January 1, 2016 and December 31, 2021, 3124 patients from Beijing Anzhen Hospital were included for derivation, 571 patients from the same hospital were included for internal validation, and 1319 patients from other 12 hospitals were included for external validation. The primary outcome was operative mortality according to the Society of Thoracic Surgeons criteria. Least absolute shrinkage and selection operator regression were used to identify clinical risk factors. A model was developed using different machine learning algorithms. The performance of the model was determined using the area under the receiver operating characteristic curve (AUC) for discrimination, calibration curves, and Brier score for calibration. The final model (5A score) was tested with respect to the existing clinical scores. RESULTS: Extreme gradient boosting was selected for model training (5A score) using 12 variables for prediction—the ratio of platelet to leukocyte count, creatinine level, age, hemoglobin level, prior cardiac surgery, extent of dissection extension, cerebral perfusion, aortic regurgitation, sex, pericardial effusion, shock, and coronary perfusion—which yields the highest AUC (0.873 [95% confidence interval (CI) 0.845-0.901]). The AUC of 5A score was 0.875 (95% CI 0.814-0.936), 0.845 (95% CI 0.811-0.878), and 0.852 (95% CI 0.821-0.883) in the internal, external, and total cohort, respectively, which outperformed the best existing risk score (German Registry for Acute Type A Aortic Dissection score AUC 0.709 [95% CI 0.669-0.749]). CONCLUSION: The 5A score is a novel, internally and externally validated inflammation-based tool for risk stratification of patients before surgical repair, potentially advancing individualized treatment. TRIAL REGISTRATION: clinicaltrials.gov Identifier: NCT04918108
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spelling pubmed-95194962022-09-30 A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score Liu, Hong Qian, Si-Chong Zhang, Ying-Yuan Wu, Ying Hong, Liang Yang, Ji-Nong Zhong, Ji-Sheng Wang, Yu-Qi Wu, Dong Kai Fan, Guo-Liang Chen, Jun-Quan Zhang, Sheng-Qiang Peng, Xing-Xing Shao, Yong-Feng Li, Hai-Yang Zhang, Hong-Jia Mayo Clin Proc Innov Qual Outcomes Original Article OBJECTIVE: To develop an inflammation-based risk stratification tool for operative mortality in patients with acute type A aortic dissection. METHODS: Between January 1, 2016 and December 31, 2021, 3124 patients from Beijing Anzhen Hospital were included for derivation, 571 patients from the same hospital were included for internal validation, and 1319 patients from other 12 hospitals were included for external validation. The primary outcome was operative mortality according to the Society of Thoracic Surgeons criteria. Least absolute shrinkage and selection operator regression were used to identify clinical risk factors. A model was developed using different machine learning algorithms. The performance of the model was determined using the area under the receiver operating characteristic curve (AUC) for discrimination, calibration curves, and Brier score for calibration. The final model (5A score) was tested with respect to the existing clinical scores. RESULTS: Extreme gradient boosting was selected for model training (5A score) using 12 variables for prediction—the ratio of platelet to leukocyte count, creatinine level, age, hemoglobin level, prior cardiac surgery, extent of dissection extension, cerebral perfusion, aortic regurgitation, sex, pericardial effusion, shock, and coronary perfusion—which yields the highest AUC (0.873 [95% confidence interval (CI) 0.845-0.901]). The AUC of 5A score was 0.875 (95% CI 0.814-0.936), 0.845 (95% CI 0.811-0.878), and 0.852 (95% CI 0.821-0.883) in the internal, external, and total cohort, respectively, which outperformed the best existing risk score (German Registry for Acute Type A Aortic Dissection score AUC 0.709 [95% CI 0.669-0.749]). CONCLUSION: The 5A score is a novel, internally and externally validated inflammation-based tool for risk stratification of patients before surgical repair, potentially advancing individualized treatment. TRIAL REGISTRATION: clinicaltrials.gov Identifier: NCT04918108 Elsevier 2022-09-25 /pmc/articles/PMC9519496/ /pubmed/36185465 http://dx.doi.org/10.1016/j.mayocpiqo.2022.08.005 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Article
Liu, Hong
Qian, Si-Chong
Zhang, Ying-Yuan
Wu, Ying
Hong, Liang
Yang, Ji-Nong
Zhong, Ji-Sheng
Wang, Yu-Qi
Wu, Dong Kai
Fan, Guo-Liang
Chen, Jun-Quan
Zhang, Sheng-Qiang
Peng, Xing-Xing
Shao, Yong-Feng
Li, Hai-Yang
Zhang, Hong-Jia
A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title_full A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title_fullStr A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title_full_unstemmed A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title_short A Novel Inflammation-Based Risk Score Predicts Mortality in Acute Type A Aortic Dissection Surgery: The Additive Anti-inflammatory Action for Aortopathy and Arteriopathy Score
title_sort novel inflammation-based risk score predicts mortality in acute type a aortic dissection surgery: the additive anti-inflammatory action for aortopathy and arteriopathy score
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519496/
https://www.ncbi.nlm.nih.gov/pubmed/36185465
http://dx.doi.org/10.1016/j.mayocpiqo.2022.08.005
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