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Risk factors for postoperative pneumonia after cardiac surgery: a prediction model
BACKGROUND: Postoperative pneumonia is the main infectious complication following cardiac surgery and is associated with significant increases in morbidity, mortality and health care costs. The aim of this study was to identify potential risk factors related to the occurrence of postoperative pneumo...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8107540/ https://www.ncbi.nlm.nih.gov/pubmed/34012584 http://dx.doi.org/10.21037/jtd-20-3586 |
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author | Wang, Dashuai Huang, Xiaofan Wang, Hongfei Le, Sheng Yang, Han Wang, Feng Du, Xinling |
author_facet | Wang, Dashuai Huang, Xiaofan Wang, Hongfei Le, Sheng Yang, Han Wang, Feng Du, Xinling |
author_sort | Wang, Dashuai |
collection | PubMed |
description | BACKGROUND: Postoperative pneumonia is the main infectious complication following cardiac surgery and is associated with significant increases in morbidity, mortality and health care costs. The aim of this study was to identify potential risk factors related to the occurrence of postoperative pneumonia in adult patients undergoing cardiac surgery and to develop a predictive system. METHODS: Adult patients who underwent open heart surgery in our institution between 2016 and 2019 were enrolled in this study. Preoperative and intraoperative variables were collected and analyzed. A multivariate prediction model for evaluating the risk of postoperative pneumonia was established using logistic regression analysis via forward stepwise selection, and points were assigned to significant risk factors based on their regression coefficient values. RESULTS: Postoperative pneumonia occurred in 530 of the 5,323 patients (9.96%). Prolonged stays in the postoperative intensive care unit (ICU) and hospital, as well as higher mortality (25.66% versus 0.65%), were observed in patients with postoperative pneumonia. Multivariate analysis identified 13 independent risk factors including patient demographics, comorbidities, cardiac function, cardiopulmonary bypass (CPB) duration, and blood transfusion. The prediction model showed good discrimination (C-statistic: 0.80) and was well calibrated (Hosmer-Lemeshow χ(2)=7.907, P value =0.443). A 32-point risk score was generated, and then three risk intervals were defined. CONCLUSIONS: We derived and validated a prediction model for postoperative pneumonia after cardiac surgery incorporating 13 easily discernible risk factors. The scoring system may be helpful for individualized risk estimations and clinical decision-making. |
format | Online Article Text |
id | pubmed-8107540 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-81075402021-05-18 Risk factors for postoperative pneumonia after cardiac surgery: a prediction model Wang, Dashuai Huang, Xiaofan Wang, Hongfei Le, Sheng Yang, Han Wang, Feng Du, Xinling J Thorac Dis Original Article BACKGROUND: Postoperative pneumonia is the main infectious complication following cardiac surgery and is associated with significant increases in morbidity, mortality and health care costs. The aim of this study was to identify potential risk factors related to the occurrence of postoperative pneumonia in adult patients undergoing cardiac surgery and to develop a predictive system. METHODS: Adult patients who underwent open heart surgery in our institution between 2016 and 2019 were enrolled in this study. Preoperative and intraoperative variables were collected and analyzed. A multivariate prediction model for evaluating the risk of postoperative pneumonia was established using logistic regression analysis via forward stepwise selection, and points were assigned to significant risk factors based on their regression coefficient values. RESULTS: Postoperative pneumonia occurred in 530 of the 5,323 patients (9.96%). Prolonged stays in the postoperative intensive care unit (ICU) and hospital, as well as higher mortality (25.66% versus 0.65%), were observed in patients with postoperative pneumonia. Multivariate analysis identified 13 independent risk factors including patient demographics, comorbidities, cardiac function, cardiopulmonary bypass (CPB) duration, and blood transfusion. The prediction model showed good discrimination (C-statistic: 0.80) and was well calibrated (Hosmer-Lemeshow χ(2)=7.907, P value =0.443). A 32-point risk score was generated, and then three risk intervals were defined. CONCLUSIONS: We derived and validated a prediction model for postoperative pneumonia after cardiac surgery incorporating 13 easily discernible risk factors. The scoring system may be helpful for individualized risk estimations and clinical decision-making. AME Publishing Company 2021-04 /pmc/articles/PMC8107540/ /pubmed/34012584 http://dx.doi.org/10.21037/jtd-20-3586 Text en 2021 Journal of Thoracic Disease. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Wang, Dashuai Huang, Xiaofan Wang, Hongfei Le, Sheng Yang, Han Wang, Feng Du, Xinling Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title | Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title_full | Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title_fullStr | Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title_full_unstemmed | Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title_short | Risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
title_sort | risk factors for postoperative pneumonia after cardiac surgery: a prediction model |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8107540/ https://www.ncbi.nlm.nih.gov/pubmed/34012584 http://dx.doi.org/10.21037/jtd-20-3586 |
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