Evidence map›Paper›PMID 42959020›Full record

ArticleFrontiers in endocrinology2026

Serial fibrosis-4 variability and longitudinal patterns are associated with incident heart failure in type 2 diabetes: a 24-month landmark cohort study.

Attila Csaba Nagy, Amr Sayed Ghanem, Battamir Ulambayar, Marianna Móré, Mariann Harangi

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Attila Csaba NagyDepartment of Epidemiology, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary.
Amr Sayed GhanemDepartment of Epidemiology, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary.
Battamir UlambayarDepartment of Epidemiology, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary.
Marianna MóréDepartment of Integrative Health Sciences, Institute of Health Sciences, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary.
Mariann HarangiDivision of Metabolism, Department of Internal Medicine, Faculty of Medicine, University of Debrecen, Debrecen, Hungary.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The prognostic relevance of serial Fibrosis-4 index (FIB-4) changes for incident heart failure (HF) in type 2 diabetes mellitus (T2DM) remains unclear. We examined whether within-person FIB-4 variability and longitudinal patterns were associated with HF after explicit adjustment for chronological age. Methods: Routinely collected clinical data from 2000 to 2025 were analyzed using a 24-month landmark design. FIB-4 measurements from months 0 to 18 defined the exposure, followed by a 6-month lag before HF follow-up. Variability was calculated as the within-person standard deviation of log Results: Among 8,221 patients, 1,811 developed HF during 50,640 person-years. Greater FIB-4 variability was associated with a higher HF hazard (adjusted hazard ratio [HR], 1.73; 95% confidence interval [CI], 1.43-2.09). Compared with the never-high pattern, persistent-high FIB-4 (HR, 1.73; 95% CI, 1.35-2.20) and worsening to high (HR, 1.28; 95% CI, 1.01-1.62) were associated with higher HF hazards, whereas improving from high was not (HR, 0.95; 95% CI, 0.70-1.28). Adding serial FIB-4 features resulted in a small, statistically uncertain improvement in temporal-validation discrimination (ΔC-index, 0.0069; 95% CI, -0.0043 to 0.0190). Discussion: Serial FIB-4 variability and persistent elevation were associated with incident HF independently of chronological age. These measures may characterize longitudinal multisystem cardiometabolic burden, but their incremental predictive value was limited. External validation is required before clinical application.

Indexed as

Diabetes Mellitus, Type 2Heart FailureAgedBiomarkersCohort StudiesFemaleHumansIncidenceLongitudinal StudiesMaleMiddle AgedPrognosisRisk FactorsBiomarkersFIB-4 indexheart failurelandmark analysislongitudinal biomarkersreal-world datatrajectory patternstype 2 diabetes mellitus

Identifiers

PMID42959020
PMCPMC13716559

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.