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Charlson 合并症指数在预测主动脉瘤患者 ICU 再入院中的作用。

Role of Charlson comorbidity index in predicting intensive care unit readmission in patients with aortic aneurysm.

机构信息

Emergency Medicine, Linping Campus, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.

Respiratory Medicine, Linping Campus, The Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.

出版信息

Medicine (Baltimore). 2024 Nov 1;103(44):e40033. doi: 10.1097/MD.0000000000040033.

DOI:10.1097/MD.0000000000040033
PMID:39496060
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11537597/
Abstract

The purpose of this study was to investigate the value of the Charlson comorbidity index (CCI) in predicting intensive care unit (ICU) readmission in aortic aneurysm (AA) patients. Patient information came from the Medical Information Mart for Intensive Care- IV (MIMIC-IV) database. The relationship between CCI and ICU readmission was analyzed by restricted cubic spline, generalized linear regression, trend analysis, and hierarchical analysis. The clinical value of CCI in predicting ICU readmission was analyzed by receiver operating characteristic curve, decision curve analysis, XGBoost regression, and random forest regression. A total of 523 patients with AA were enrolled in the study. Patients with AA who were readmitted to the ICU had higher width of red blood cell distribution width (RDW) and higher CCI. CCI had better performance and clinical net benefit for predicting ICU readmission than RDW. An independent nonlinear relationship was found between CCI and ICU readmission. The trend analysis suggested that the risk of ICU readmission increased with higher CCI scores. The hierarchical analysis showed that their association was mainly found in surgery requirement populations regardless of AA types. Further, CCI was found to have better clinical value in predicting ICU readmission of thoracic aortic aneurysm (TAA) patients undergoing surgery. Age, renal disease, chronic lung disease, and dementia were important components of CCI in predicting ICU readmission of TAA patients undergoing surgery. CCI was independently associated with the ICU readmission of AA patients in a positive relationship and had more favorable prediction performance in TAA patients who underwent surgery.

摘要

本研究旨在探讨 Charlson 合并症指数(CCI)在预测主动脉瘤(AA)患者重症监护病房(ICU)再入院中的价值。患者信息来自医疗信息集市重症监护-IV(MIMIC-IV)数据库。通过限制立方样条、广义线性回归、趋势分析和层次分析来分析 CCI 与 ICU 再入院之间的关系。通过接收者操作特征曲线、决策曲线分析、XGBoost 回归和随机森林回归分析 CCI 在预测 ICU 再入院中的临床价值。共纳入 523 例 AA 患者。入住 ICU 的 AA 患者的红细胞分布宽度(RDW)较宽,CCI 较高。CCI 在预测 ICU 再入院方面的性能和临床净获益均优于 RDW。CCI 与 ICU 再入院之间存在独立的非线性关系。趋势分析表明,CCI 评分越高,ICU 再入院的风险越高。层次分析表明,无论 AA 类型如何,CCI 与 ICU 再入院的关联主要存在于需要手术的人群中。此外,CCI 在预测接受手术的胸主动脉瘤(TAA)患者 ICU 再入院方面具有更好的临床价值。CCI 在预测接受手术的 TAA 患者 ICU 再入院中的年龄、肾病、慢性肺部疾病和痴呆等重要组成部分。CCI 与 AA 患者的 ICU 再入院呈正相关,与接受手术的 TAA 患者的预测性能更优。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/534b2848ff1c/medi-103-e40033-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/1d66fe150752/medi-103-e40033-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/60aed2fc677a/medi-103-e40033-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/534b2848ff1c/medi-103-e40033-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/1d66fe150752/medi-103-e40033-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/60aed2fc677a/medi-103-e40033-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e346/11537597/534b2848ff1c/medi-103-e40033-g003.jpg

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本文引用的文献

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The association of the Sequential Organ Failure Assessment score at intensive care unit discharge with intensive care unit readmission in the cardiac intensive care unit.序贯器官衰竭评估评分与心脏重症监护病房再入院的相关性。
Eur Heart J Acute Cardiovasc Care. 2024 May 7;13(4):354-361. doi: 10.1093/ehjacc/zuae013.
2
Role of Charlson comorbidity index in predicting the ICU admission in patients with thoracic aortic aneurysm undergoing surgery.胸主动脉瘤手术患者Charlson 共病指数在预测 ICU 入院中的作用。
J Orthop Surg Res. 2023 Nov 16;18(1):870. doi: 10.1186/s13018-023-04364-6.
3
Association between Red Cell Distribution Width and Outcomes of Nonagenarians Admitted to the Intensive Care Unit-A Retrospective Cohort Study.
红细胞分布宽度与入住重症监护病房的九旬老人预后的关联——一项回顾性队列研究
Diagnostics (Basel). 2023 Oct 23;13(20):3279. doi: 10.3390/diagnostics13203279.
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Multi-omics in thoracic aortic aneurysm: the complex road to the simplification.胸主动脉瘤的多组学研究:通向简化的复杂之路
Cell Biosci. 2023 Jul 20;13(1):131. doi: 10.1186/s13578-023-01080-w.
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Association of lymphopenia and RDW elevation with risk of mortality in acute aortic dissection.淋巴细胞减少和红细胞分布宽度升高与急性主动脉夹层患者死亡风险的相关性。
PLoS One. 2023 Mar 15;18(3):e0283008. doi: 10.1371/journal.pone.0283008. eCollection 2023.
6
Knowledge Graph Embeddings for ICU readmission prediction.知识图嵌入在 ICU 再入院预测中的应用。
BMC Med Inform Decis Mak. 2023 Jan 19;23(1):12. doi: 10.1186/s12911-022-02070-7.
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Front Med (Lausanne). 2022 Aug 4;9:938005. doi: 10.3389/fmed.2022.938005. eCollection 2022.
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