Evidence map›Paper›PMID 41972154›Full record

ArticleFrontiers in immunology2026

The construction of CD8+ T cell-associated molecular subtypes in esophageal squamous cell carcinoma reveals tumor heterogeneity, tumor microenvironment, and immunotherapy.

Sinan Cao, Hao Jiang, Yang Li, Ke Yang, Lili Tian, Linwei Li

Abstract read
In one paragraph

Article in Frontiers in immunology, 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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

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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.

Sinan Cao *Oncology Department, Henan University People's Hospital (Henan Provincial People's Hospital, Zhengzhou University People's Hospital), Zhengzhou, Henan, China.
Hao Jiang *Oncology Department, The First Hospital of Dalian Medical University, Dalian, Liaoning, China.
Yang Li *Oncology Department, The First Hospital of Dalian Medical University, Dalian, Liaoning, China.
Ke YangOncology Department, Henan University People's Hospital (Henan Provincial People's Hospital, Zhengzhou University People's Hospital), Zhengzhou, Henan, China.
Lili TianOncology Department, The First Hospital of Dalian Medical University, Dalian, Liaoning, China.
Linwei LiOncology Department, Henan University People's Hospital (Henan Provincial People's Hospital, Zhengzhou University People's Hospital), Zhengzhou, Henan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Esophageal squamous cell carcinoma (ESCC) is a cancer that is common worldwide. Its morbidity and mortality rates remain high, seriously threatening human health. In the tumor microenvironment (TME), CD8+ T cells undergo a series of dynamic changes that have important implications for tumor progression and the efficacy of immunotherapy. Our research aims to construct novel molecular subtypes through the gene expression profiling of CD8+ T cells during differentiation and to predict the prognostic and therapeutic effects in ESCC patients. Methods: In the single-cell sequencing (scRNA-seq) analysis, we clustered and visualized cell subsets using the Seurat package, removed batch effects between samples using the Harmony package, and performed pseudo-time analysis of CD8+ T cells using the Monocle2 package. In the bulk-RNA analysis, non-negative matrix factorization (NMF) was applied to construct molecular subtypes, and the unique expression of molecular subtypes in prognostic assessment, biological processes, genomic variation, and immune microenvironment composition was explored. The drug sensitivity of different subtypes was further studied. The causal relationship between gene expression during CD8+ T cell differentiation and ESCC occurrence was inferred using Mendelian Randomization (MR) analysis. In addition, the biological functions of key genes were further explored by Results: Based on the genes during CD8+ T cell differentiation, we identified three molecular subtypes with different clinical outcomes. To ensure the robustness and reproducibility of the molecular subtypes, we used the GSE53625 cohort for validation. Among them, the C1 subtype showed higher genomic variation, and its patients had significantly worse prognoses than the C2 and C3 subtypes. It is worth noting that the C3 subtype exhibits an "immune-heat" phenotype, which is accompanied by a large number of immune cell infiltrates, up-regulated immunological checkpoint molecules, and greater sensitivity to immune therapy. In addition, we have screened a series of potential therapeutic drugs, which provides strong support for future clinical translational research. Finally, the results of Mendelian randomization analysis indicated that the RHOB gene could increase the risk of ESCC development. In addition, Conclusion: This study constructed molecular subtypes related to CD8+ T cells and analyzed in depth the biological characteristics, genomic variation, and role of these three molecular subtypes in the tumor microenvironment and immunotherapy. These molecular subtypes allow us to more accurately identify patient groups and thus provide more effective treatment strategies for ESCC patients. In addition, this study identified RHOB as a novel biomarker for esophageal squamous cell carcinoma and verified that RHOB was associated with proliferation, migration and invasion of ESCC by

Indexed as

CD8-Positive T-LymphocytesEsophageal NeoplasmsEsophageal Squamous Cell CarcinomaTumor MicroenvironmentBiomarkers, TumorCell DifferentiationGene Expression ProfilingGene Expression Regulation, NeoplasticHumansImmunotherapyLymphocytes, Tumor-InfiltratingPrognosisSingle-Cell Gene Expression AnalysisBiomarkers, TumorCD8+ T cellesophageal squamous cell carcinomaheterogeneityimmunotherapyRhoBsingle-cell RNA-seq

Identifiers

PMID41972154
PMCPMC13066225

What Socratic holds

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LicenceCC BY
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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.