Related Experiment Video
Updated: Sep 11, 2025

Cutoff Value of Phase Angle by Bioelectrical Impedance Analysis at Admission as a Prognostic Factor in Patients with Acute Heart Failure
Published on: June 10, 2025
A nomogram for predicting malnutrition risk in patients with chronic heart failure and correlation study between
Yuling Zha1,2, Chengshuai Liu3, Yuping Zhou4
1Eye Hospital, China Academy of Chinese Medicine Sciences, Beijing, 100040, China.
Objective:
This study aimed to construct a nomogram to identify risk factors for malnutrition in patients with chronic heart failure (CHF) and to explore the correlation between Ghrelin (GHRL), Myostatin (MSTN), C-reactive protein (CRP) and High-sensitivity C-reactive protein (Hs-CRP) to further elucidate the potential pathophysiological mechanisms linking malnutrition/sarcopenia and inflammation.
Methods:
A total of 128 patients with congestive heart failure (CHF) admitted to the Cardiology Department of Guang'anmen Hospital, China Academy of Chinese Medical Sciences, between February 2022 and February 2023, were included in the study. Based on their MNA-SF scale scores, the patients were classified into two groups: the malnutrition group (107 patients) and the non-malnutrition group (21 patients). Univariate and multivariate logistic regression analyses were performed to identify risk factors for malnutrition in CHF patients, which facilitated the development of a nomogram. Correlation analysis was also conducted to explore the relationships between GHRL, MSTN, CRP, and Hs-CRP.
Results:
Logistic regression analysis identified age, right upper limb diameter, simplified anorexia scale score, and MSTN as significant risk factors for malnutrition in CHF patients (P < 0.05). The nomogram exhibited strong discriminative power during internal validation, with an AUC of 0.917 (95% CI: 0.8439-0.990), a Hosmer-Lemeshow test result of χ2 = 7.966 (P = 0.336), a maximum Youden index of 0.701, an optimal cutoff value of 2.207, sensitivity of 77.7%, and specificity of 92.3%. Calibration curve analysis showed that the nomogram's predictions closely matched the ideal outcomes. Decision curve analysis (DCA) demonstrated that when the threshold probability exceeded 0.1, the nomogram's clinical net benefit surpassed those of the "full intervention" and "no intervention" strategies, highlighting its strong clinical applicability. Additionally, MSTN was positively correlated with CRP and Hs-CRP, while GHRL was negatively correlated with MSTN, CRP, and Hs-CRP. Significant differences were observed between MSTN, GHRL, and CRP (P < 0.05).
Conclusion:
This study supports the hypothesis that age, right upper limb diameter, simplified anorexia scale score, and MSTN are significant risk factors for malnutrition in CHF patients. The nomogram developed in this study demonstrated robust predictive value for identifying malnutrition in this population. Furthermore, the proposed inflammation-GHRL/MSTN-appetite improvement/muscle growth-CHF improvement pathway offers a potential regulatory mechanism,which represents a promising direction for research into the mechanisms of malnutrition and muscle loss disorders in patients with CHF.
Related Concept Videos
Blood Studies for Cardiovascular System II: CRP, Hcy, and Cardiac Natriuretic Peptide Markers
These markers indicate stress or strain on the heart muscle:
Natriuretic Peptides (BNP)
Cardiac myocytes produce these hormones in response to ventricular stretching...
Heart Failure VI: Adjunct Therapies
Mitral Regurgitation IV: Nursing Management
Heart Failure VII: Nursing Interventions
Heart Failure IV: Classification and Diagnostic Evaluation
Rheumatic Heart Disease IV: Nursing Management

