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Development and validation of nomogram for unplanned ICU admission in patients with dilated cardiomyopathy

扩张型心肌病 医学 列线图 心肌病 内科学 心脏病学 心力衰竭 重症监护医学
作者
Xiaolei Li,Dilare Adi,Qian Zhao,Aibibanmu Aizezi,Munawaer Keremu,Yanpeng Li,Fen Liu,Xiang Ma,Xiao‐Mei Li,Adila Azhati,Yi-Tong Ma
出处
期刊:Frontiers in Cardiovascular Medicine [Frontiers Media]
卷期号:10: 1043274-1043274 被引量:1
标识
DOI:10.3389/fcvm.2023.1043274
摘要

Objective Unplanned admission to the intensive care unit (ICU) is the major in-hospital adverse event for patients with dilated cardiomyopathy (DCM). We aimed to establish a nomogram of individualized risk prediction for unplanned ICU admission in DCM patients. Methods A total of 2,214 patients diagnosed with DCM from the First Affiliated Hospital of Xinjiang Medical University from January 01, 2010, to December 31, 2020, were retrospectively analyzed. Patients were randomly divided into training and validation groups at a 7:3 ratio. The least absolute shrinkage and selection operator and multivariable logistic regression analysis were used for nomogram model development. The area under the receiver operating characteristic curve, calibration curves, and decision curve analysis (DCA) were used to evaluate the model. The primary outcome was defined as unplanned ICU admission. Results A total of 209 (9.44%) patients experienced unplanned ICU admission. The variables in our final nomogram included emergency admission, previous stroke, New York Heart Association Class, heart rate, neutrophil count, and levels of N-terminal pro b-type natriuretic peptide. In the training group, the nomogram showed good calibration (Hosmer–Lemeshow χ 2 = 14.40, P = 0.07) and good discrimination, with an optimal-corrected C-index of 0.76 (95% confidence interval: 0.72–0.80). DCA confirmed the clinical net benefit of the nomogram model, and the nomogram maintained excellent performances in the validation group. Conclusion This is the first risk prediction model for predicting unplanned ICU admission in patients with DCM by simply collecting clinical information. This model may assist physicians in identifying individuals at a high risk of unplanned ICU admission for DCM inpatients.
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