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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...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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 |
format | Online Article Text |
id | pubmed-9519496 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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