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Updated: Aug 3, 2025

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Published on: June 10, 2025
A novel nomogram for predicting risk of malnutrition in patients with heart failure
Jian Liu1, Shengjia Xu2, Jiurui Wang1
1School of Nursing and Rehabilitation, Cheeloo College of Medicine, Shandong University, Jinan, China.
Background And Aims:
This study aimed to explore the risk factors of malnutrition in patients with heart failure and construct a novel nomogram model.
Methods And Results:
A cross-sectional study based on the STROBE checklist. Patients with heart failure from July 2020 to August 2021 were included. Patients were divided into a malnutrition group and a normal nutrition group based on the Society's recommended AND-ASPEN standard. Logistic regression was used to analyze the independent risk factors for malnutrition. A new prediction model of nomogram was constructed based on the risk factors, and its fit and prediction performance were evaluated. Of 433 patients, 66 (15.2%) had malnutrition and 367 (84.8%) had normal nutrition, Logistic regression analyses showed that the risk factors for malnutrition were total protein, hemoglobin, triglyceride, and glucose levels. The regression model based on the above four variables showed an area under the curve of 0.858. The novel nomogram model had a sensitivity of 78.5% and a specificity of 77.3%. After 2000 bootstrap resampling iterations, AUC was 0.852.
Conclusions:
The novel nomogram model can predict the odds of malnutrition in patients with heart failure at the early stage of admission, and can provide a reference for nursing staff to optimize nutritional care for inpatient with heart failure and to develop a discharge nutritional care plan.
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