Evidence map›Paper›PMID 41382107›Full record

ArticleMolecular cancer2025

Transcriptional dynamics of CD8

Tzu-Yang Tseng, Ching-Hung Hsieh, Hsuan-Cheng Huang, Yu-Ching Wu, Chiun Hsu, Chia-Lang Hsu, Da-Liang Ou, Hsueh-Fen Juan

Abstract read
In one paragraph

Article in Molecular cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. The Immune Checkpoint Inhibitors Journey: From Early Promise to Lasting Impact.Journal of immunotherapy and precision oncology · 2026
    Review
  2. Review
  3. Review
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

8 authors.

Tzu-Yang Tseng *Department of Life Science, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei, 106, Taiwan.
Ching-Hung Hsieh *Graduate Institute of Oncology, National Taiwan University, No.2, Syujhou Rd., Taipei, 100, Taiwan.
Hsuan-Cheng HuangInstitute of Biomedical Informatics, National Yang Ming Chao Tung University, No. 155, Sec. 2, Linong St., 112, Taipei, Taiwan.
Yu-Ching WuDepartment of Medical Research, National Taiwan University Hospital, No.7, Chung Shan S. Rd., Taipei, 100, Taiwan.
Chiun HsuGraduate Institute of Oncology, National Taiwan University, No.2, Syujhou Rd., Taipei, 100, Taiwan.
Chia-Lang HsuGraduate Institute of Oncology, National Taiwan University, No.2, Syujhou Rd., Taipei, 100, Taiwan. chialanghsu@ntuh.gov.tw.
Da-Liang OuGraduate Institute of Oncology, National Taiwan University, No.2, Syujhou Rd., Taipei, 100, Taiwan. dlou@ntu.edu.tw.
Hsueh-Fen JuanDepartment of Life Science, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei, 106, Taiwan. yukijuan@ntu.edu.tw.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTumor-specific CD8+ T lymphocytes play a critical role in anticancer immunity but frequently become dysfunctional and exhausted within the immunosuppressive tumor microenvironment. Although immune checkpoint inhibitors can restore T-cell activity, resistance to these treatments remains a significant challenge. Therefore, understanding the transcriptional and regulatory mechanisms underlying CD8+ T-cell exhaustion is crucial for the development of effective therapies.

methodsWe developed two murine models of acquired immune checkpoint inhibitor resistance through prolonged anti-PD1 treatment. To gain insight into CD8+ T-cell exhaustion, we performed single-cell multiomics analysis, including both scRNA-seq and scATAC-seq, to capture gene expression profiles and chromatin accessibility. Moreover, we collected three external datasets to validate the results in silico. We further assessed the therapeutic potential of Runx2 through marker expression and cytotoxicity assays.

resultsOur single-cell analysis revealed distinct T-cell subsets, including early and terminally exhausted populations, along with their exhaustion trajectories. Runx2 was identified as a key transcription factor associated with CD8+ T-cell exhaustion in both models and correlated with immunotherapy response in clinical data. Additionally, functional marker expression and cytotoxicity assays demonstrated that inhibiting Runx2 improved CD8+ T-cell cytotoxicity.

conclusionsThese findings highlight the role of Runx2 as a crucial regulator of CD8+ T-cell exhaustion in the context of prolonged immune checkpoint inhibitor treatment. Targeting Runx2 may provide a novel strategy to overcome immune checkpoint inhibitor resistance and enhance therapeutic efficacy, offering promising avenues for combination therapies.

Indexed as

CD8-Positive T-LymphocytesDrug Resistance, NeoplasmImmune Checkpoint InhibitorsSingle-Cell AnalysisT-Cell ExhaustionTranscription, GeneticAnimalsCell Line, TumorGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMiceSingle-Cell Gene Expression AnalysisTumor MicroenvironmentImmune Checkpoint InhibitorsGene expression profiling – GEPHepatocellular carcinomaImmune checkpoint inhibitorNext generation sequencing – NGST cell

Identifiers

PMID41382107
PMCPMC12696930

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.