Evidence mapPaperPMID 42533378Full record

ArticleJournal of diabetes research2026

Integrated Multi-Omics Analysis Identifies PDK4 and ACOT1 as Metabolic Hub Genes Associated With Myocardial Fibrosis in Diabetic Cardiomyopathy.

Huan Liu, Guanming Qi, Shengrong Ouyang, Feifei Ma

Abstract read
In one paragraph

Article in Journal of diabetes research, 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

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

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

4 authors.

Huan LiuDepartment of Biochemistry and Immunology, Capital Center for Children's Health, Capital Medical University, Capital Institute of Pediatrics, Beijing, China, shouer.com.cn.ORCID https://orcid.org/0009-0006-9521-2533
Guanming QiInternal Medicine, Guthrie Lourdes Hospital, Binghamton, New York, USA.
Shengrong OuyangDepartment of Biochemistry and Immunology, Capital Center for Children's Health, Capital Medical University, Capital Institute of Pediatrics, Beijing, China, shouer.com.cn.ORCID https://orcid.org/0009-0003-9382-1149
Feifei MaDepartment of Biochemistry and Immunology, Capital Center for Children's Health, Capital Medical University, Capital Institute of Pediatrics, Beijing, China, shouer.com.cn.ORCID https://orcid.org/0009-0000-9279-4263

Funding

Capital Institute of Pediatrics Foundation FX-2019-04
6 · The paper itself

Abstract

Diabetic cardiomyopathy (DCM) is a critical pathological driver of heart failure in diabetic patients, primarily characterized by progressive myocardial fibrosis. Nevertheless, the core molecular network linking upstream metabolic dysregulation to the aberrant activation of downstream cardiac fibroblasts remains largely elusive. In this study, we combined in vivo and in vitro approaches with bioinformatics analysis. A high-fat diet-induced mouse model of diabetic myocardial fibrosis was established, and transcriptome sequencing was performed to screen for hub genes, which were subsequently validated in two independent DCM datasets. Single-cell RNA sequencing revealed that PDK4 and ACOT1 were upregulated in cardiac fibroblasts under pathological conditions. In vitro experiments confirmed that high glucose induced the expression of PDK4, ACOT1, and fibrotic markers in human primary cardiac fibroblasts. Molecular docking predicted a potential interaction between PDK4 and ACOT1. Collectively, our findings identify PDK4 and ACOT1 as evolutionarily conserved metabolic hub genes associated with myocardial fibrosis in DCM, suggesting a putative "metabolism-fibrosis axis" and providing potential therapeutic targets.

Indexed as

Diabetic CardiomyopathiesMyocardiumPyruvate Dehydrogenase Acetyl-Transferring KinaseAnimalsDiet, High-FatFibroblastsFibrosisHumansMaleMiceMice, Inbred C57BLMolecular Docking SimulationMultiomicsPdk4 protein, mousePyruvate Dehydrogenase Acetyl-Transferring KinaseACOT1cardiac fibroblastsdiabetic cardiomyopathymetabolic reprogrammingmyocardial fibrosisPDK4

Identifiers

PMID42533378
PMCPMC13424078

What Socratic holds

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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.