Evidence map›Paper›PMID 41588351›Full record

ArticleBMC geriatrics2026

Polypharmacy, determinants, and adverse outcomes in elderly patients with heart failure: a multicenter retrospective cohort study of 7,361 subjects.

Wei Zhong, Feng Jiang, Haibin Wang, Xuan Yin, Bowen Zhang, Hanbin Cui, Jifang Zhou

Abstract readMulticenter Study
In one paragraph

Article in BMC geriatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Wei Zhong *School of International Business, China Pharmaceutical University, Nanjing, Jiangsu, China.
Feng Jiang *School of International Business, China Pharmaceutical University, Nanjing, Jiangsu, China.
Haibin Wang *Department of Anesthesiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197 Ruijin 2Nd Road, Shanghai, 200025, China.
Xuan YinSchool of International Business, China Pharmaceutical University, Nanjing, Jiangsu, China.
Bowen ZhangSchool of International Business, China Pharmaceutical University, Nanjing, Jiangsu, China.
Hanbin CuiKey Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang Province, The First Affiliated Hospital of Ningbo University, Ningbo, China.
Jifang Zhou *School of International Business, China Pharmaceutical University, Nanjing, Jiangsu, China. 1020202613@cpu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundElderly patients with heart failure (HF) often present with multiple comorbidities and complex medication regimens. However, research on polypharmacy and potentially inappropriate medication (PIM) in Asian population with HF remains limited.

methodsThe research studied elderly patients with HF (≥ 65 years) from the Ningbo Yinzhou District medical database from 2011 to 2022. The cohort categorized them into four groups based on the number of drug types recorded during the 90-day period following their diagnosis: non polypharmacy (0–4 drugs), polypharmacy (5–9 drugs), hyperpolypharmacy (10–14 drugs), and super hyperpolypharmacy (≥ 15 drugs). PIM was identified based on the 2019 Beers Criteria from inpatient and outpatient records. Dose-dependent PIM criteria were excluded due to the lack of dosage information. The primary outcome was a composite of cardiovascular death or HF hospitalization, while secondary outcomes included worsening chronic heart failure (WCHF), all-cause mortality, and hospitalizations.

resultsIn 7,361 elderly patients with HF, 82.3% were prescribed five or more medications, and 53.2% had PIM. Female sex and hyperlipidemia were negatively associated with polypharmacy, whereas diabetes, chronic obstructive pulmonary disease, coronary artery disease, and healthcare utilization were positive predictors. Polypharmacy emerged as the strongest determinant of PIM, increasing the risk by 152%. With increasing medication burden, risks for the primary outcome, WCHF, and mortality exhibited an initial decrease followed by an increase; the polypharmacy group demonstrated superior survival compared to controls, with the polypharmacy group showing the best survival probability. Conversely, all-cause hospitalization exhibited a linear stepwise increase, with the super hyperpolypharmacy group facing the poorest prognosis (108.9 per 100 person-years). Hyperpolypharmacy and super hyperpolypharmacy increased the primary outcome risk by 22% and 53%, respectively. Furthermore, super hyperpolypharmacy significantly elevated risks for WCHF, recurrent HF hospitalization, and all-cause rehospitalization by 26%, 64%, and 25%, respectively. PIM did not significantly mediate these adverse associations.

conclusionPolypharmacy and PIM were prevalent and significant concerns among elderly patients with HF, and excessive polypharmacy was associated with adverse outcomes, although PIM did not mediate these associations.

Indexed as

Heart FailureInappropriate PrescribingPolypharmacyPotentially Inappropriate Medication ListAgedAged, 80 and overCohort StudiesFemaleHospitalizationHumansMaleRetrospective StudiesHeart failurePolypharmacyPotentially inappropriate medicationRetrospective study

Identifiers

PMID41588351
PMCPMC12918225

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