Evidence map›Paper›PMID 41492265›Full record

ArticleAmerican journal of preventive cardiology2026

Inspecting the association between metabolic obese phenotypes and heart failure subtypes risk.

Jiancheng Zhang, Bin Dong, Jiayong Li, Yu Ning, Yilong Wang, Jiale Huang, Wengen Zhu, Zhe Zhen, Weihao Liang, Fangfei Wei and 7 more

Abstract read
In one paragraph

Article in American journal of preventive cardiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. 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

17 authors.

Jiancheng ZhangDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Bin DongDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Jiayong LiDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Yu NingDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Yilong WangDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Jiale HuangDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Wengen ZhuDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Zhe ZhenDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Weihao LiangDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Fangfei WeiDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Peisen HuangDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Chen ChenDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Min YeDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Yugang DongDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Chen LiuDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Yuzhong WuDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.
Ruicong XueDepartment of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou 510080, PR China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aim: Obesity and metabolic unhealth don't always co-exist. The relation between phenotypes derived from metabolic obese status and heart failure (HF) subtypes categorized by left ventricular ejection fraction (LVEF) is unclear. We aimed to investigate the association between metabolic obese phenotypes and future HF subtypes risk. Objectives: A total of 9791 participants from the ARIC study were classified into phenotypes based on obese and metabolic status: metabolically healthy non-obesity (MHNO), metabolically healthy obesity (MHO), metabolically unhealthy non-obesity (MUNO) and metabolically unhealthy obesity (MUO). Methods: Cox regression models were applied to explore the relationship between metabolic obese phenotypes and risk of HF with preserved ejection fraction (HFpEF, LVEF ≥ 50 %) and HF with reduced or mid-range ejection fraction (HFrEF/HFmrEF, LVEF < 50 %) in total population and subgroups. Associations between phenotypes transition over time and HF subtypes risk were further analyzed. Results: Compared with MHNO participants, HFpEF risk was increased in MHO (hazard ratio and 95 % confidence interval, 1.77 [1.39-2.26]), MUNO (1.59 [1.27-1.99]) and MUO (2.77 [2.25-3.40]), while HFrEF/HFmrEF risk were higher in MUNO (1.61 [1.27-2.04]) and MUO (2.19 [1.74-2.75]) participants. Subgroup analyses revealed that the associations between metabolic obese phenotypes and HF subtypes risk were more predominant in participants < 55 years old and female. Persistent MHO, MUNO or MUO were associated with increased HFpEF risk and almost any transition to MUO resulted in increased risk of all HF subtypes. Conclusions: MUNO and MUO were associated with all HF subtypes risk, while MHO was only associated with future HFpEF rather than HFrEF/HFmrEF.

Indexed as

Heart failureMetabolic unhealthObesity

Identifiers

PMID41492265
PMCPMC12765338

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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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.