Evidence map›Paper›PMID 40672093›Full record

ArticleJournal of gastrointestinal oncology2025

Characterization of T cell proliferation-associated hepatocellular carcinoma subtypes, predictive signatures, and candidate targets.

Qi Yang, Le Liu, Yawen Zhu, Zhengchao Shen, Yifan Xu, Mengjie Zhang, Xi Chen

Abstract read
In one paragraph

Article in Journal of gastrointestinal oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
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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

7 authors.

Qi YangDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Le LiuDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Yawen ZhuDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Zhengchao ShenDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Wannan Medical College, Wuhu, China.
Yifan XuDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Mengjie ZhangDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Xi ChenDepartment of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.ORCID https://orcid.org/0000-0002-2720-8843

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: T cells are essential mediators of antitumor immune responses. While T cell proliferation-related genes (TRGs) have been identified, how they relate to prognostic outcomes in hepatocellular carcinoma (HCC) patients remains uncertain. This study attempts to analyze the relationship between TRGs and the prognosis of patients with HCC from multiple perspectives. Methods: The expression of 33 TRGs and associated clinical data from HCC patients were obtained from several datasets and used to conduct bioinformatics analyses. T cell proliferation-related molecular subtypes were established via consensus clustering, while a least absolute shrinkage and selection operator (LASSO)-Cox regression approach was used to develop a predictive gene signature that was validated in an external cohort. These results were also used to guide the design of a nomogram with high levels of accuracy to improve the clinical value of TRG scores. Results: Patients with HCC were divided into two TRG-based clusters and differentially expressed genes (DEGs) between the clusters were identified. Three gene clusters were separated according to the DEGs and the associations among the two TRG subtypes, the three gene clusters, patient survival, and immune cells were investigated. Multiple datasets were used to successfully validate the utility of this risk score to gauge survival outcomes in patients. Key TRGs identified through these analyses included SOX12, LPCAT, MMP1, CLEC3B, and KRT17. HCC tumor tissue samples exhibited high levels of keratin 17 (KRT17) expression, and the knockdown of this gene hampered HCC cell proliferation and invasivity while promoting the upregulation of apoptosis-related markers and suppressing Akt/mTOR signaling activity. Conclusions: The use of T cell proliferation-based molecular subtyping and related predictive signatures can enable the effective prognostic assessment of HCC patients. KRT17 may also hold promise as a target for therapeutic interventions in the cancer type.

Indexed as

hepatocellular carcinoma (HCC)keratin 17 (KRT17)prognosisT cell proliferation

Identifiers

PMID40672093
PMCPMC12260967

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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.