Evidence map›Paper›PMID 41394768›Full record

ArticleClinical interventions in aging2025

Development and Validation of Nomogram to Predict Frailty for Older Patients Undergoing Abdominal Surgery.

Honghui Zhang, Yuting Xiao, Huimin Jin, Xiaohui Wang, Jing Wang

Abstract readValidation Study
In one paragraph

Article in Clinical interventions in aging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Honghui ZhangFaculty of Nursing, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, People's Republic of China.
Yuting XiaoDepartment of Hepatobiliary Diseases, Hunan Provincial People's Hospital, The First-Affiliated Hospital of Hunan Normal University, Changsha, Hunan, 410005, People's Republic of China.ORCID 0009-0006-3036-5280
Huimin JinDepartment of General Surgery, The Second Xiangya Hospital, Central South University, Changsha, Hunan, 410000, People's Republic of China.
Xiaohui WangDepartment of Hepatobiliary Diseases, Hunan Provincial People's Hospital, The First-Affiliated Hospital of Hunan Normal University, Changsha, Hunan, 410005, People's Republic of China.ORCID 0000-0003-0544-2599
Jing WangFaculty of Nursing, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi, 710061, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

AbdomenFrail ElderlyFrailtyGeriatric AssessmentNomogramsAgedAged, 80 and overChinaFemaleHumansMalePrevalenceRisk AssessmentRisk FactorsROC Curveabdominal surgeryChinafrailty assessmentolder adultsrisk assessment tool

Identifiers

PMID41394768
PMCPMC12695712

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