溃疡性结肠炎成人患者90天再住院风险分层的多变量预测模型

Journal of the Canadian Association of Gastroenterology Pub Date : 2025-01-24 eCollection Date: 2025-04-01 DOI:10.1093/jcag/gwae054
Claudia Dziegielewski, Sarang Gupta, Julia Lombardi, Erin Kelly, Jeffrey D McCurdy, Richmond Sy, Nav Saloojee, Tim Ramsay, Michael Pugliese, Jahanara Begum, Eric I Benchimol, Sanjay K Murthy
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引用次数: 0

摘要

背景:溃疡性结肠炎(UC)患者经常因持续或复发性严重疾病发作而再次住院。在出院时准确预测早期再住院的风险可以促进有针对性的门诊干预,以降低这一风险。方法:我们对2009年至2016年间因急性UC相关指征入住渥太华医院的UC成人患者进行了回顾性研究。我们通过医疗记录和行政健康数据库确定候选人口统计学、临床和健康服务预测因子。我们推导并自举验证了90天uc相关再住院风险的多变量logistic回归模型。我们选择了一个概率切割点,使约登指数最大化,以区分高风险和低风险个体,并评估模型的性能。结果:248例uc相关住院患者中,出院后90天内再住院27例(10.9%)。我们的多变量模型确定,前一年的胃肠病学咨询(调整优势比[aOR] 0.11, 95%可信区间[CI], 0.04-0.39)、男性(aOR 3.27, 95% CI, 1.33-8.05)、住院时间(OR 0.94, 95% CI, 0.88-1.01)和出院时的麻醉处方(OR 1.96, 95% CI, 0.73-5.27)是90天再次住院的重要预测因素。乐观校正的c统计值为0.78,拟合优度检验p值为0.09。在衍生队列中,选择的概率切点的敏感性为77.8%,特异性为80.9%,阳性预测值(PPV)为33.0%,阴性预测值(NPV)为96.7%。结论:出院时可获得的有限变量集可以合理地区分UC患者的再住院风险。需要进一步的研究来验证我们的发现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A multivariable prediction model to stratify risk of 90-day rehospitalization among adults with ulcerative colitis.

Background: Individuals with ulcerative colitis (UC) are frequently re-hospitalized for persistent or recurrent severe disease flares. Accurate prediction of the risk of early re-hospitalization at the time of discharge could promote targeted outpatient interventions to reduce this risk.

Methods: We conducted a retrospective study in adults with UC admitted to The Ottawa Hospital between 2009 and 2016 for an acute UC-related indication. We ascertained candidate demographic, clinical, and health services predictors through medical records and administrative health databases. We derived and bootstrap validated a multivariable logistic regression model of 90-day UC-related re-hospitalization risk. We chose a probability cut point that maximized Youden's index to differentiate high-risk from low-risk individuals and assessed model performance.

Results: Among 248 UC-related hospitalizations, there were 27 (10.9%) re-hospitalizations within 90 days of discharge. Our multivariable model identified gastroenterologist consultation within the prior year (adjusted odds ratio [aOR] 0.11, 95% confidence interval [CI], 0.04-0.39), male sex (aOR 3.27, 95% CI, 1.33-8.05), length of stay (OR 0.94, 95% CI, 0.88-1.01), and narcotic prescription at discharge (OR 1.96, 95% CI, 0.73-5.27) as significant predictors of 90-day re-hospitalization. The optimism-corrected c-statistic value was 0.78, and the goodness-of-fit test P-value was .09. The chosen probability cut point produced a sensitivity of 77.8%, specificity of 80.9%, positive predictive value (PPV) of 33.0%, and negative predictive value (NPV) of 96.7% in the derivation cohort.

Conclusions: A limited set of variables accessible at the point of hospital discharge can reasonably discriminate re-hospitalization risk among individuals with UC. Future studies are required to validate our findings.

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