Evidence mapPaperPMID 42113804Full record

ArticlePloS one2026

Multi-Omics and network-based exploration of potential molecular pathways in heart failure relevant to left bundle branch pacing response heterogeneity: Immune remodeling, hub gene identification, and drug repurposing hypotheses.

Xia Sun, Xiang Tang, Wei Zhong, Wei Yuan, Mingfeng Jin

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

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1 · What the graph read from it

What it found

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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

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Xia SunDepartment of Cardiovascular and Metabolism, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.ORCID https://orcid.org/0009-0005-6450-2696
Xiang TangDepartment of Endocrinology and Metabolism, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
Wei ZhongDepartment of Cardiovascular and Metabolism, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
Wei YuanDepartment of Cardiovascular and Metabolism, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.
Mingfeng JinDepartment of Cardiovascular and Metabolism, Affiliated Hospital of Jiangsu University, Zhenjiang, Jiangsu, China.ORCID https://orcid.org/0009-0006-4593-1716

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Left bundle branch pacing (LBBP) has gained increasing attention as a novel pacing strategy, but its molecular underpinnings in the context of heart failure (HF) remain unclear due to limited LBBP-specific datasets.We integrated three GEO datasets (GSE5406, GSE19303, GSE21610) representing HF transcriptomics and performed batch correction, differential expression analysis, functional enrichment, immune infiltration profiling, weighted gene co-expression network analysis (WGCNA), hub gene identification, and drug-pathway prediction.PCA demonstrated successful batch correction across datasets. Differentially expressed genes (DEGs), including HOPX, NPPA, MYH6, SERPINA3, and ASPN, were identified. Enrichment analyses indicated extracellular matrix remodeling, cardiac development, and cGMP-PKG signaling. Immune analysis showed significant alterations in B cell memory, plasma cells, CD8 T cells, regulatory T cells, NK cells, monocytes, macrophages (M0/M1/M2), dendritic cells, and mast cells. WGCNA highlighted significant modules (MEpink, MElightyellow, MEyellow, MEgreenyellow) associated with treatment response. Hub gene analysis confirmed ASPN, HOPX, MYH6, SERPINA3, and NPPA as key drivers. Drug prediction suggested multiple candidates, including β-blockers, RAAS inhibitors, anti-fibrotic agents, vericiguat, metformin, and SGLT2 inhibitors.This integrative analysis of HF transcriptomics reveals potential immune remodeling, hub genes, and repurposable drugs relevant to LBBP response heterogeneity, providing hypothesis-generating insights and potential therapeutic strategies for validation in LBBP-specific cohort.

Indexed as

Drug RepositioningGene Regulatory NetworksHeart FailureGene Expression ProfilingHumansMultiomicsSignal TransductionTranscriptome

Identifiers

PMID42113804
PMCPMC13160336

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.