Evidence map›Paper›PMID 42369567›Full record

ArticleInternational journal of general medicine2026

Symptom Clusters and Sentinel Symptoms in Heart Failure Patients: A Cross-Sectional Survey.

Yanran Li, Min Xu, Wei Jia, Jing Ma, Shuping Guo, Li Yao

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Article in International journal of general 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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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yanran LiSchool of Nursing, Ningxia Medical University, Yinchuan, 750004, People's Republic of China.
Min XuSchool of Nursing, Ningxia Medical University, Yinchuan, 750004, People's Republic of China.
Wei JiaSchool of Nursing, Ningxia Medical University, Yinchuan, 750004, People's Republic of China.
Jing MaSchool of Nursing, Ningxia Medical University, Yinchuan, 750004, People's Republic of China.ORCID 0009-0001-7112-7450
Shuping GuoNursing Department, The General Hospital of Ningxia Medical University, Yinchuan, 750004, People's Republic of China.
Li YaoDepartment of Cardiology, The General Hospital of Ningxia Medical University, Yinchuan, 750004, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: To explore the symptom clusters of heart failure (HF) patients, identify the sentinel symptom of each symptom cluster, and provide a basis for the implementation of precise symptom management. Patients and Methods: The study participants were recruited using convenience sampling from inpatients admitted to the cardiology department between November 2024 and January 2025, including patients admitted for acute HF, chronic HF, and acute decompensation of chronic HF. The General Information Questionnaire and the Memorial Symptom Assessment Scale were used for the survey. Symptom clusters were explored using principal component analysis, sentinel symptoms were explored using the Apriori algorithm. Results: A total of 354 HF patients participated in the study. Four symptom clusters were identified in HF patients: the nocturnal respiratory distress symptom cluster, the low perfusion symptom cluster, the upper airway irritation symptom cluster, and the gastrointestinal symptom cluster. Three sentinel symptoms were explored: waking up breathless at night, sweating and cough. Conclusion: HF patients have a variety of symptoms in the form of four symptom clusters, waking up breathless at night, sweating and cough are the sentinel symptoms. Medical staff can take sentinel symptoms as the focus of symptom cluster evaluation and targeted intervention, which can improve the efficiency of symptom cluster management and reduce patients' symptom burden.

Indexed as

heart failurenursingsentinel symptomssymptom clusters

Identifiers

PMID42369567
PMCPMC13310065

What Socratic holds

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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 Socratic graph.