A prediction model for ‘ICU mortality or prolonged ICU stay’ in critically unwell patients with acute pancreatitis: insights from a 2003–2020 cohort analysis using the ANZICS-CORE database

IF 9.3 1区 医学 Q1 CRITICAL CARE MEDICINE
Karthik Venkatesh, Timothy E. Schlub, S. George Barreto, Christopher R. Andersen, Miles P. Davenport, Anthony Delaney, Billingsley Kaambwa, Shailesh Bihari, David Pilcher, Sarah C. Sasson
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引用次数: 0

Abstract

Critically unwell patients with acute pancreatitis (AP) are at increased risk of mortality and prolonged ICU length of stay (LOS). We quantified the frequency, risk factors and complications of prolonged ICU LOS in a large cohort of critically unwell adult patients with AP and developed a model to predict a low-risk trajectory ‘survived ICU with ICU LOS ≤7 days’ versus a high-risk trajectory ‘ICU mortality or ICU LOS > 7 days’. A retrospective cohort analysis of adult patients admitted to Australian and New Zealand ICUs with AP between 2003 and 2020 was conducted using the Australian and New Zealand Intensive Care Society Centre for Outcome Reporting and Evaluation database. Data was censored to December 2020 in order to pre-date the COVID-19 pandemic. The incidence, risk factors and outcomes related to prolonged ICU LOS in AP patients was reported. Multivariate logistic regression was used to build a prediction model for a low-risk versus high-risk outcome. Discrimination was performed with 10-fold cross validation and calibration plot analysis was reported. 13,275 patients met inclusion criteria; 60% were male, with a mean age 59±18, mean APACHE III 56±26. 2860 (21.6%) had an ICU LOS > 7 days, 1022 (7.7%) died in ICU, and 3557 (26.8%) had a high-risk trajectory. Prolonged ICU LOS was associated with increased ICU mortality (OR 1.57 95% CI 1.43–1.73 p < 0.001), hospital mortality (OR 1.69 95% CI 1.56–1.83 p < 0.001), and resource use: mechanical ventilation (OR 5.99 95% CI 5.21–6.90 p < 0.001), inotrope/vasopressor support (OR 3.27 95% CI 2.82–3.79 p < 0.001) and dialysis (OR 4.12 95% CI 3.63–4.68 p < 0.001). Model accuracy was 79.5%, Cohen K = 0.49 and AUROC 0.827. For a high-risk trajectory, sensitivity was 0.54 and specificity 0.916. APACHE III, PaO2:FiO2 ratio and early mechanical ventilation were the most influential covariates. Prolonged ICU LOS was associated with increased rate of hospital discharge to rehabilitation or a nursing home. More than a quarter of ICU patients with AP have a high-risk trajectory. Prolonged ICU admissions are associated with significantly worse mortality and hospital outcomes, and increase resource use. Our prediction model, if confirmed in future studies, may present an opportunity for prognostic enrichment in patients with more severe disease.
重症急性胰腺炎患者“ICU死亡率或延长ICU住院时间”的预测模型:来自2003-2020年使用ANZICS-CORE数据库的队列分析的见解
急性胰腺炎(AP)重症不适患者死亡风险增加,ICU住院时间(LOS)延长。我们量化了一大批严重身体不适的成年AP患者延长ICU LOS的频率、危险因素和并发症,并建立了一个模型来预测低风险轨迹“ICU存活且ICU LOS≤7天”与高风险轨迹“ICU死亡率或ICU LOS≤7天”。使用澳大利亚和新西兰重症监护协会结果报告和评估中心的数据库,对2003年至2020年期间入住澳大利亚和新西兰icu的AP成年患者进行了回顾性队列分析。为了赶在2019冠状病毒病大流行之前,数据被审查至2020年12月。报告AP患者ICU长期LOS的发生率、危险因素及预后。采用多变量logistic回归建立低风险与高风险结局的预测模型。采用10倍交叉验证进行鉴别,并进行校准图分析。13275例患者符合纳入标准;男性占60%,平均年龄59±18岁,APACHEⅲ型平均56±26岁。2860例(21.6%)发生重症监护病房LOS (7 d), 1022例(7.7%)在ICU死亡,3557例(26.8%)存在高危轨迹。延长ICU LOS与ICU死亡率(OR 1.57 95% CI 1.43-1.73 p < 0.001)、住院死亡率(OR 1.69 95% CI 1.56-1.83 p < 0.001)和资源使用相关:机械通气(OR 5.99 95% CI 5.21-6.90 p < 0.001)、肌力/血管加压剂支持(OR 3.27 95% CI 2.82-3.79 p < 0.001)和透析(OR 4.12 95% CI 3.63-4.68 p < 0.001)。模型准确率为79.5%,Cohen K = 0.49, AUROC = 0.827。对于高危轨迹,敏感性为0.54,特异性为0.916。APACHE III、PaO2:FiO2比和早期机械通气是影响最大的协变量。延长ICU的LOS与出院至康复院或疗养院的比率增加有关。超过四分之一的重症监护室AP患者有高风险轨迹。延长ICU住院时间与死亡率和住院结果显著恶化以及资源使用增加相关。我们的预测模型,如果在未来的研究中得到证实,可能会为更严重疾病患者的预后提供一个机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Critical Care
Critical Care 医学-危重病医学
CiteScore
20.60
自引率
3.30%
发文量
348
审稿时长
1.5 months
期刊介绍: Critical Care is an esteemed international medical journal that undergoes a rigorous peer-review process to maintain its high quality standards. Its primary objective is to enhance the healthcare services offered to critically ill patients. To achieve this, the journal focuses on gathering, exchanging, disseminating, and endorsing evidence-based information that is highly relevant to intensivists. By doing so, Critical Care seeks to provide a thorough and inclusive examination of the intensive care field.
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