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Development of a Nomogram Model to Predict the Risk of Postoperative Delirium in Cardiac Surgery Patients
Zikomo Gaudence Kipanga1,2, Zexiang Bao1,2, Marvel Gyeyock Tella1,2
1School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu, China.
None:
Postoperative delirium (POD) is a common and severe complication following cardiac surgery, with an incidence of about 65% in older patients. This study aimed to develop a predictive model for POD in patients aged ≥ 18 years, to enhance early detection and intervention. A retrospective analysis was performed on the data collected from 825 patients who underwent cardiac surgery at Nanjing First Hospital (May 2021-July 2022). POD was diagnosed using the Confusion Assessment Method for the ICU (CAM-ICU). We used LASSO regression and multivariate logistic regression to identify key predictors for the nomogram. The incidence of POD was 23.6%, with significant predictors including head CT findings, hyperlactatemia before extubation, APACHE II score, ASA score, and length of hospital stay. The model demonstrated strong predictive ability (AUC: 0.922 training, 0.896 validation). A web-based calculator ( https://baozexiang.shinyapps.io/dynnomapp/ ) was developed to enhance clinical risk assessment and patient outcomes.

