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An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study
BACKGROUND: Heart rate, acidosis, consciousness, oxygenation, and respiratory rate (HACOR) have been used to predict noninvasive ventilation (NIV) failure. However, the HACOR score fails to consider baseline data. Here, we aimed to update the HACOR score to take into account baseline data and test i...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250742/ https://www.ncbi.nlm.nih.gov/pubmed/35786223 http://dx.doi.org/10.1186/s13054-022-04060-7 |
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author | Duan, Jun Chen, Lijuan Liu, Xiaoyi Bozbay, Suha Liu, Yuliang Wang, Ke Esquinas, Antonio M. Shu, Weiwei Yang, Fuxun He, Dehua Chen, Qimin Wei, Bilin Chen, Baixu Li, Liucun Tang, Manyun Yuan, Guodan Ding, Fei Huang, Tao Zhang, Zhongxing Tang, ZhiJun Han, Xiaoli Jiang, Lei Bai, Linfu Hu, Wenhui Zhang, Rui Mina, Bushra |
author_facet | Duan, Jun Chen, Lijuan Liu, Xiaoyi Bozbay, Suha Liu, Yuliang Wang, Ke Esquinas, Antonio M. Shu, Weiwei Yang, Fuxun He, Dehua Chen, Qimin Wei, Bilin Chen, Baixu Li, Liucun Tang, Manyun Yuan, Guodan Ding, Fei Huang, Tao Zhang, Zhongxing Tang, ZhiJun Han, Xiaoli Jiang, Lei Bai, Linfu Hu, Wenhui Zhang, Rui Mina, Bushra |
author_sort | Duan, Jun |
collection | PubMed |
description | BACKGROUND: Heart rate, acidosis, consciousness, oxygenation, and respiratory rate (HACOR) have been used to predict noninvasive ventilation (NIV) failure. However, the HACOR score fails to consider baseline data. Here, we aimed to update the HACOR score to take into account baseline data and test its predictive power for NIV failure primarily after 1–2 h of NIV. METHODS: A multicenter prospective observational study was performed in 18 hospitals in China and Turkey. Patients who received NIV because of hypoxemic respiratory failure were enrolled. In Chongqing, China, 1451 patients were enrolled in the training cohort. Outside of Chongqing, another 728 patients were enrolled in the external validation cohort. RESULTS: Before NIV, the presence of pneumonia, cardiogenic pulmonary edema, pulmonary ARDS, immunosuppression, or septic shock and the SOFA score were strongly associated with NIV failure. These six variables as baseline data were added to the original HACOR score. The AUCs for predicting NIV failure were 0.85 (95% CI 0.84–0.87) and 0.78 (0.75–0.81) tested with the updated HACOR score assessed after 1–2 h of NIV in the training and validation cohorts, respectively. A higher AUC was observed when it was tested with the updated HACOR score compared to the original HACOR score in the training cohort (0.85 vs. 0.80, 0.86 vs. 0.81, and 0.85 vs. 0.82 after 1–2, 12, and 24 h of NIV, respectively; all p values < 0.01). Similar results were found in the validation cohort (0.78 vs. 0.71, 0.79 vs. 0.74, and 0.81 vs. 0.76, respectively; all p values < 0.01). When 7, 10.5, and 14 points of the updated HACOR score were used as cutoff values, the probability of NIV failure was 25%, 50%, and 75%, respectively. Among patients with updated HACOR scores of ≤ 7, 7.5–10.5, 11–14, and > 14 after 1–2 h of NIV, the rate of NIV failure was 12.4%, 38.2%, 67.1%, and 83.7%, respectively. CONCLUSIONS: The updated HACOR score has high predictive power for NIV failure in patients with hypoxemic respiratory failure. It can be used to help in decision-making when NIV is used. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-022-04060-7. |
format | Online Article Text |
id | pubmed-9250742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92507422022-07-04 An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study Duan, Jun Chen, Lijuan Liu, Xiaoyi Bozbay, Suha Liu, Yuliang Wang, Ke Esquinas, Antonio M. Shu, Weiwei Yang, Fuxun He, Dehua Chen, Qimin Wei, Bilin Chen, Baixu Li, Liucun Tang, Manyun Yuan, Guodan Ding, Fei Huang, Tao Zhang, Zhongxing Tang, ZhiJun Han, Xiaoli Jiang, Lei Bai, Linfu Hu, Wenhui Zhang, Rui Mina, Bushra Crit Care Research BACKGROUND: Heart rate, acidosis, consciousness, oxygenation, and respiratory rate (HACOR) have been used to predict noninvasive ventilation (NIV) failure. However, the HACOR score fails to consider baseline data. Here, we aimed to update the HACOR score to take into account baseline data and test its predictive power for NIV failure primarily after 1–2 h of NIV. METHODS: A multicenter prospective observational study was performed in 18 hospitals in China and Turkey. Patients who received NIV because of hypoxemic respiratory failure were enrolled. In Chongqing, China, 1451 patients were enrolled in the training cohort. Outside of Chongqing, another 728 patients were enrolled in the external validation cohort. RESULTS: Before NIV, the presence of pneumonia, cardiogenic pulmonary edema, pulmonary ARDS, immunosuppression, or septic shock and the SOFA score were strongly associated with NIV failure. These six variables as baseline data were added to the original HACOR score. The AUCs for predicting NIV failure were 0.85 (95% CI 0.84–0.87) and 0.78 (0.75–0.81) tested with the updated HACOR score assessed after 1–2 h of NIV in the training and validation cohorts, respectively. A higher AUC was observed when it was tested with the updated HACOR score compared to the original HACOR score in the training cohort (0.85 vs. 0.80, 0.86 vs. 0.81, and 0.85 vs. 0.82 after 1–2, 12, and 24 h of NIV, respectively; all p values < 0.01). Similar results were found in the validation cohort (0.78 vs. 0.71, 0.79 vs. 0.74, and 0.81 vs. 0.76, respectively; all p values < 0.01). When 7, 10.5, and 14 points of the updated HACOR score were used as cutoff values, the probability of NIV failure was 25%, 50%, and 75%, respectively. Among patients with updated HACOR scores of ≤ 7, 7.5–10.5, 11–14, and > 14 after 1–2 h of NIV, the rate of NIV failure was 12.4%, 38.2%, 67.1%, and 83.7%, respectively. CONCLUSIONS: The updated HACOR score has high predictive power for NIV failure in patients with hypoxemic respiratory failure. It can be used to help in decision-making when NIV is used. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-022-04060-7. BioMed Central 2022-07-03 /pmc/articles/PMC9250742/ /pubmed/35786223 http://dx.doi.org/10.1186/s13054-022-04060-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Duan, Jun Chen, Lijuan Liu, Xiaoyi Bozbay, Suha Liu, Yuliang Wang, Ke Esquinas, Antonio M. Shu, Weiwei Yang, Fuxun He, Dehua Chen, Qimin Wei, Bilin Chen, Baixu Li, Liucun Tang, Manyun Yuan, Guodan Ding, Fei Huang, Tao Zhang, Zhongxing Tang, ZhiJun Han, Xiaoli Jiang, Lei Bai, Linfu Hu, Wenhui Zhang, Rui Mina, Bushra An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title | An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title_full | An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title_fullStr | An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title_full_unstemmed | An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title_short | An updated HACOR score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
title_sort | updated hacor score for predicting the failure of noninvasive ventilation: a multicenter prospective observational study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250742/ https://www.ncbi.nlm.nih.gov/pubmed/35786223 http://dx.doi.org/10.1186/s13054-022-04060-7 |
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