Evidence map›Paper›PMID 42325683›Full record

ArticleFrontiers in cardiovascular medicine2026

Latent transition analysis of home-based fluid management during the vulnerable phase in patients with chronic heart failure: impact on symptom burden.

Jing Zhang, Yuanyuan Cai, Xiang Li, Qingyun Song, Xuejiao Sun, Jinmei Yang, Haiyan Yu

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Article in Frontiers in cardiovascular medicine, 2026. 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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5 · Who and what money

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7 authors.

Jing Zhang *Department of Cardiac Vascular Surgery, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.
Yuanyuan Cai *Department of Cardiac Vascular Surgery, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.
Xiang Li *Department of Nursing, Nanjing Luhe People's Hospital, Yangzhou University, Nanjing, China.
Qingyun SongDepartment of Cardiovascular Medicine 2, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.
Xuejiao SunDepartment of Cardiac Vascular Surgery, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.
Jinmei YangDepartment of Cardiovascular Medicine 2, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.
Haiyan YuDepartment of Nursing, Huai'an Hospital Affiliated to Yangzhou University (The Fifth People's Hospital of Huai'an), Huaian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To explore the transition in latent categories of home fluid management in patients with chronic heart failure (CHF) over time and their correlation with symptom burden. Methods: Convenience sampling selected 268 CHF patients. The Home Fluid Management Scale and Memorial Symptom Assessment Scale were utilized to measure the research subjects one month (T1) and three months (T2) after discharge. Latent profile analysis, latent transition analysis, and Logistic regression were applied for statistical testing. Results: There were 252 valid questionnaires (94.03% effective rate). At T1 and T2, three latent profiles of home fluid management were identified: high, medium, and low-level groups. Latent transition analysis revealed varying stability and transition rates among these groups. For instance, 13.89%, 26.59%, and 9.91% remained persistently in the high, medium, and low-level groups, respectively, while others transitioned between levels (e.g., 7.94% high to medium, 3.17% high to low). Multivariate logistic regression showed that compared to the sustained high-level group, all other groups-including persistent medium (OR=4.477), persistent low (OR=11.917), and all transition groups (e.g., high-medium OR=2.702, high-low OR=6.482)-had significantly increased risks of high symptom burden scores (all Conclusions: 50.39% of the patients with chronic heart failure remained in their original latent state, 21.03% of the patients experienced a deterioration in their management status, and 28.58% of the patients showed positive improvement. Compared with the persistent high - level group, the severity of symptom burden in patients with chronic heart failure, including those in the persistent medium - level group, the persistent low - level group, and various transition groups to the moderate and low - level groups, was significantly higher.

Indexed as

chronic heart failurehome fluid managementlatent profile analysislatent transition analysisrelevancesymptom burden

Identifiers

PMID42325683
PMCPMC13275231

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.