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Published on: July 26, 2024
Development and Validation of Nomogram to Predict Frailty for Older Patients Undergoing Abdominal Surgery
Honghui Zhang1,2, Yuting Xiao2, Huimin Jin3
1Faculty of Nursing, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, People's Republic of China.
Background:
Frailty is a critical geriatric syndrome associated with adverse surgical outcomes, yet preoperative risk prediction models for older adults undergoing abdominal surgery remain underdeveloped. This study aimed to identify frailty risk factors and establish a predictive nomogram in this population.
Methods:
We enrolled 790 older patients undergoing abdominal surgery at Hunan Provincial People's Hospital from February 2022 to September 2022. Frailty was assessed using the Tilburg Frailty Index. Univariate analysis, LASSO regression and multivariate analysis were used in turn to identify independent risk factors for frailty. The nomogram was developed based on the independent risk factors. The sample was randomly divided into a test group (75%) and a validation group (25%). The area under the curve (AUC) of the receiver operating characteristic (ROC) was calculated to assess the predictive performance of the nomogram.
Results:
The prevalence of frailty among older patients undergoing abdominal surgery was 74.18%. Eight independent risk factors were identified: advanced age (OR=1.32), lower BMI (OR=1.28), limited education (OR=1.45), laparoscopy (OR=1.67), tumor comorbidity (OR=2.01), diabetes (OR=1.89), antihyperlipidemic drug use (OR=1.53), and elevated interleukin-6 (OR=1.76). The nomogram demonstrated acceptable discrimination, with AUCs of 0.748 (the test group) and 0.707 (the validation group).
Conclusion:
Our findings demonstrate a nomogram to predict the probability of frailty for older patients undergoing abdominal with acceptable predictive performance. The nomogram is helpful in guiding further targeted and effective intervention and prevention efforts to decrease frailty and improve health outcomes.
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