Evidence map›Paper›PMID 40814096›Full record

ArticleJournal of cardiothoracic surgery2025

Elucidating the role of LGALS3BP in coronary atherosclerosis: integrating bioinformatics and machine learning for advanced insights.

Suzhen Zhao, Chuanxin Zhao, Linlin Wang, Baoe Cheng, Man Zheng, Xiuyun Wang

Abstract read
In one paragraph

Article in Journal of cardiothoracic surgery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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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

6 authors.

Suzhen Zhao *Dongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China.
Chuanxin Zhao *Dongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China.
Linlin WangDongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China.
Baoe ChengDongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China.
Man ZhengDongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China.
Xiuyun WangDongying People's Hospital (Dongying Hospital of Shandong Provincial Hospital Group), Dongying, Shandong, 257091, PR China. 13957222@qq.com.

Funding

Dongying Natural Science Foundation of China 2023ZR032
6 · The paper itself

Abstract

backgroundAtherosclerosis (AS) is increasingly recognized as a chronic inflammatory disease that significantly impacts vascular health and contributes to cardiovascular disorders. LGALS3BP, a well-studied molecule, plays key roles in various physiological and pathological processes.

methodsWe identified LGALS3BP as a central focus through integrative analysis of DEGs across multiple datasets (GSE43292 and GSE9820) from the GEO database, combined with immune-related gene sets from the ImmPort database. Advanced analytical techniques, including Lasso regression and SVM-RFE, were used to refine gene selection. GSEA and GSVA revealed significant enrichment in immune-related pathways. The relationship between LGALS3BP expression and immune processes was explored using CIBERSORT and ESTIMATE algorithms, which indicated a positive association between higher LGALS3BP expression and increased immune cell infiltration.

resultsAmong the 10 DEGs associated with LGALS3BP, 13 hub genes were identified via LASSO and SVM-RFE analyses. Functional assays highlighted LGALS3BP's involvement in viral defense, cytokine production, and immune cascades. Increased expression of LGALS3BP was positively correlated with activated dendritic cells, NK cells, memory CD4 T cells, naïve CD4 T cells, CD8 T cells, follicular helper T cells, gamma delta T cells, and regulatory T cells (Tregs), while negatively associated with resting mast cells, M0 macrophages, and eosinophils.

conclusionsOur research elucidates the complex relationship between LGALS3BP and AS, positioning it as a potential novel biomarker for diagnosis and disease monitoring. These findings lay the groundwork for future studies and suggest that targeting LGALS3BP-related pathways could enhance our understanding of AS.

Indexed as

Antigens, NeoplasmCarrier ProteinsComputational BiologyCoronary Artery DiseaseMachine LearningBiomarkersBiomarkers, TumorExtracellular Matrix ProteinsGene Expression ProfilingHumansAntigens, NeoplasmBiomarkersBiomarkers, TumorCarrier ProteinsExtracellular Matrix ProteinsLGALS3BP protein, humanAutoimmune inflammatory disorderCoronary Atherosclerosis (AS)Lasso regressionLGALS3BPSVM-RFE

Identifiers

PMID40814096
PMCPMC12355831

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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 OpenQuestion graph.