Evidence map›Paper›PMID 41840716›Full record

ArticleJournal of cardiothoracic surgery2026

Single-cell sequencing combined with transcriptome sequencing to reveal the molecular mechanisms related to integrated stress responses in atherosclerosis.

Teng Li, Xiaobao Gu, Xiangyang Yin, Pengbo Zhai, Zixun Wang, Yang Li, Bing Wang

Abstract read
In one paragraph

Article in Journal of cardiothoracic surgery, 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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0citing papers 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

Who cites it

0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Teng LiDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Xiaobao GuDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Xiangyang YinDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Pengbo ZhaiDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Zixun WangSchool of Science, Xi'an Jiaotong-Liverpool University, Suzhou, China.
Yang LiDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
Bing WangDepartment of Vascular Surgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China. hnxgwk@126.com.

Funding

Science and Technology Department of Henan Province 241111312400
6 · The paper itself

Abstract

backgroundAtherosclerosis is a chronic inflammatory vascular disease in which cellular stress and immune imbalance are central drivers. Although the integrated stress response (ISR) is increasingly implicated, its specific roles and key ISR-related genes in atherosclerosis remain unclear.

methodsWe integrated single-cell RNA sequencing data from human carotid plaques with bulk microarray datasets to identify ISR-related genes linked to disease progression. ISR activity was compared across vascular and immune cell types. Differentially expressed genes in monocytes were screened using Lasso regression and random forest algorithms. Functional enrichment, immune infiltration, and regulatory network analyses were performed. Gene expression was validated in an atherosclerosis mouse model.

resultsSix ISR-related genes (FABP4, HERPUD1, RHOB, SERPINB9, MYL6 and XBP1) were identified in atherosclerotic monocytes. These genes were enriched in inflammatory and immune-metabolic pathways, including NF kappa B, Toll-like receptor and interferon responses. Immune infiltration patterns showed close associations with B cells, T cells and macrophages. In vivo validation confirmed altered expression of all six genes, with SERPINB9 showing the most significant increase.

conclusionThis study delineates the ISR-related molecular features in atherosclerosis and demonstrates their regulatory roles in immune infiltration and cellular stress pathways, providing potential molecular targets for future therapeutic intervention.

Indexed as

AtherosclerosisIntegrated Stress ResponseSingle-Cell AnalysisTranscriptomeAnimalsDisease Models, AnimalGene Expression ProfilingHumansMiceSequence Analysis, RNASingle-Cell Gene Expression AnalysisAtherosclerosisBiomarkersIntegrated stress responseMachine learningSingle-cell sequencing

Identifiers

PMID41840716
PMCPMC13107866

What Socratic holds

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LicenceCC BY-NC-ND
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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.