Evidence mapPaperPMID 41185013Full record

ArticleJournal of translational medicine2025

A novel palmitoylation-based molecular signature reveals COX6A1 as a key regulator in metabolic dysfunction-associated steatotic liver disease.

Tianqi Yu, Zhihao Fang, Yue Cheng, Yongxu Zhou, Yanchao Ji, Chang Liu

Abstract read
In one paragraph

Article in Journal of translational medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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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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

9 citing papers in PubMed.

  1. Review
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  8. Molecular Mechanisms of Mangiferin on Neuroinflammation for Treating Major Depressive Disorder Based on Network Pharmacology and Bioinformatics Analysis.Journal of neuroimmune pharmacology : the official journal of the Society on NeuroImmune Pharmacology · 2026
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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Tianqi Yu *Department of General Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China.
Zhihao Fang *Department of General Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China. 202301635@hrbmu.edu.cn.
Yue ChengCardiovascular Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China.
Yongxu ZhouDepartment of General Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China.
Yanchao JiDepartment of General Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China.
Chang LiuDepartment of General Surgery, Fourth Affiliated Hospital of Harbin Medical University, Harbin, China. 600509@hrbmu.edu.cn.ORCID 0000-0002-2575-0970

Funding

the Open Fund of the State Key Laboratory of Robotics and Systems SKLRS-2020-KF-07
6 · The paper itself

Abstract

backgroundMetabolic dysfunction–associated steatotic liver disease (MASLD) is highly prevalent, but the molecular links between palmitoylation, mitochondrial function, and immune remodeling remain unclear.

methodsWe integrated four GEO bulk RNA-seq cohorts (GSE126848, GSE130970, GSE135251, GSE213621) and one single-cell RNA-seq cohort (GSE136103). Expression matrices were normalized to TPM, log-transformed, and batch-corrected with ComBat. A curated set of palmitoylation-related genes (PRGs) was assembled from GeneCards and used for consensus clustering (ConsensusClusterPlus) to define MASLD subtypes. Differential expression (limma; |log2FC|>0.5, P < 0.05), functional enrichment (clusterProfiler for GO/KEGG), and GSEA were performed. WGCNA identified PRG-associated modules; hub genes were prioritized using a machine-learning pipeline (12 algorithms; 113 model combinations) with 10-fold cross-validation in GSE213621 and external validation in GSE126848, GSE130970, and GSE135251. Immune infiltration was inferred using xCell, EPIC, MCP-counter, QUANTISEQ, CIBERSORT, and TIMER. In vitro, HepG2 cells exposed to palmitic acid were transfected with COX6A1 siRNA; lipid accumulation (Oil Red O/Nile Red), mitochondrial membrane potential (JC-1), mitochondrial ROS (MitoSOX), apoptosis (Annexin V/PI flow cytometry), and COX6A1/NDUFA4 expression (qRT-PCR/Western blot) were assessed. Performance was evaluated by ROC AUC and decision-curve analysis.

resultsTwo MASLD subtypes, Cluster 1 and Cluster 2, were identified, with Cluster 1 enriched in metabolic pathways and Cluster 2 showing immune activation and mitochondrial metabolism pathways. Hub genes, such as COX6A1, COX7A2, and NDUFA4, were identified with diagnostic potential (AUC > 0.75). Single-cell analysis revealed differential immune cell infiltration, with Cluster 2 showing increased immune activity. COX6A1 knockdown in vitro alleviated palmitic acid-induced mitochondrial dysfunction and apoptosis, suggesting its potential as a therapeutic target.

conclusionOur study found that COX6A1 is closely related to MASLD status and molecular subtypes, and it shows strong diagnostic value across independent cohorts. COX6A1 is associated with abnormal mitochondrial redox metabolism and immune regulation—particularly macrophage signaling—and its modulation directly affects lipotoxic injury (mtROS, ΔΨm, apoptosis) in hepatocyte models. Together, these findings nominate COX6A1 as a mechanistically grounded biomarker and a potential therapeutic target for MASLD.

Indexed as

Fatty LiverLipoylationApoptosisCluster AnalysisGene Expression ProfilingGene Expression RegulationGene Regulatory NetworksHumansElectron transport complex IVMachine learningMitochondriaNon-alcoholic fatty liver diseaseRNA-seqSingle-cell gene expression analysis

Identifiers

PMID41185013
PMCPMC12581582

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.