Evidence map›Paper›PMID 40824419›Full record

ArticleAnnals of surgical oncology2026

Mapping Current Research Status and Emerging Frontiers of T-Cell Exhaustion: A Comprehensive Data-Mining-Based Study.

Pengcheng Li, Qiang Guo, Yanfeng Gao, Wanqing Li, Haiyang Wu

Abstract read
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In one paragraph

Article in Annals of surgical oncology, 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Pengcheng Li *Department of Burn and Plastic Surgery, Children's Hospital Affiliated to Zhengzhou University, Zhengzhou, China.
Qiang Guo *Department of Orthopaedics, Baodi Hospital Affiliated to Tianjin Medical University, Tianjin, China.
Yanfeng Gao *Department of Orthopaedic Surgery, Yangxin People's Hospital, Hubei, China.
Wanqing LiDepartment of Operating Room, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, China. wanqingl2022@163.com.
Haiyang WuDepartment of Orthopaedics, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China. wuhaiyang2021@tmu.edu.cn.

Funding

Union Project of Medical and Technology Research Program of Henan Province LHGJ20190948Union Project of Medical and Technology Research Program of Henan Province No. LHGJ20240576
6 · The paper itself

Abstract

backgroundT-cell exhaustion (Tex) represents a distinct immunological state characterized by the progressive functional deterioration of T cells under persistent antigenic stimulation. In recent years, the field of Tex research has attracted considerable attention, accompanied by a dramatic surge in related scientific literature. This study employed bibliometric methods to conduct a comprehensive analysis of Tex-related publications.

methodsThe scientific literature focusing on Tex published between 2005 and 2024 was retrieved from the Web of Science Core Collection. For comprehensive bibliometric evaluation, tools including CiteSpace, VOSviewer, and online websites were used to construct visual networks, including co-authorship, co-citation, and co-occurrence analysis. Quantitative assessment of research output and impact was performed through multiple metrics.

resultsThe analysis included a total of 2831 publications. The data fitting analysis indicated an exponential growth in the number of publications per year. Regarding research contributions, the United States and China have consistently demonstrated their leading positions. Among academic institutions and individual researchers, Harvard University has emerged as the most productive organization. Reference analysis showed that chimeric antigen receptor (CAR) T-cell therapy is one of the fields that attract greatest attention in the current Tex research. Keyword analysis revealed that cancer was the most studied disease in this area, followed by hepatocellular carcinoma and HIV. Analysis of high-frequency keywords also found that current research focuses on the field centered around immunotherapy and immune checkpoint inhibitors, functional status of T cells and the mechanisms underlying Tex, tumor microenvironment, prognosis and biomarkers, and the role of Tex in specific diseases. In addition, in the coming years, several key areas will remain at the forefront of scientific exploration. These include machine learning, pan-cancer, programmed death-1 blockade, scRNA-seq, immune tolerance, VISTA, immunotherapy resistance, exosome, chronic inflammation, gene editing, triple-negative breast cancer, tumor microenvironment, solid tumors, multiple myeloma, and extracellular vesicles.

conclusionsThis research represents the inaugural effort to perform an extensive bibliometric evaluation of literature focusing on Tex between 2005 and 2024. The findings derived from this analysis offer a credible resource for scholars aiming to swiftly grasp essential insights and emerging trends, as well as future hotspots within this domain.

Indexed as

BibliometricsBiomedical ResearchData MiningImmunotherapy, AdoptiveNeoplasmsT-LymphocytesHumansT-Cell ExhaustionTumor MicroenvironmentBibliometricsData miningResearch hotspotsResearch statusT-cell exhaustion

Identifiers

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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 OpenQuestion graph.