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Updated: Sep 23, 2025

Mass Cytometry Analysis of Systemic and Local Immune Responses in Hepatocellular Carcinoma
Published on: April 25, 2025
Molecular Characteristics of T Cell-Mediated Tumor Killing in Hepatocellular Carcinoma
Wei-Feng Hong1, Mou-Yuan Liu2, Li Liang3,4
1Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China.
Background:
Although checkpoint blockade is a promising approach for the treatment of hepatocellular carcinoma (HCC), subsets of patients expected to show a response have not been established. As T cell-mediated tumor killing (TTK) is the fundamental principle of immune checkpoint inhibitor therapy, we established subtypes based on genes related to the sensitivity to TKK and evaluated their prognostic value for HCC immunotherapies.
Methods:
Genes regulating the sensitivity of tumor cells to T cell-mediated killing (referred to as GSTTKs) showing differential expression in HCC and correlations with prognosis were identified by high-throughput screening assays. Unsupervised clustering was applied to classify patients with HCC into subtypes based on the GSTTKs. The tumor microenvironment, metabolic properties, and genetic variation were compared among the subgroups. A scoring algorithm based on the prognostic GSTTKs, referred to as the TCscore, was developed, and its clinical and predictive value for the response to immunotherapy were evaluated.
Results:
In total, 18 out of 641 GSTTKs simultaneously showed differential expression in HCC and were correlated with prognosis. Based on the 18 GSTTKs, patients were clustered into two subgroups, which reflected distinct TTK patterns in HCC. Tumor-infiltrating immune cells, immune-related gene expression, glycolipid metabolism, somatic mutations, and signaling pathways differed between the two subgroups. The TCscore effectively distinguished between populations with different responses to chemotherapeutics or immunotherapy and overall survival.
Conclusions:
TTK patterns played a nonnegligible role in formation of TME diversity and metabolic complexity. Evaluating the TTK patterns of individual tumor will contribute to enhancing our cognition of TME characterization, reflects differences in the functionality of T cells in HCC and guiding more effective therapy strategies.
Insights
Researchers identified distinct subtypes of hepatocellular carcinoma (HCC) based on genes affecting T cell-mediated tumor killing (TTK). This classification helps predict patient response to immunotherapy, improving treatment strategies for HCC.
Area of Science:
- Immunology
- Oncology
- Genomics
Background:
- Checkpoint blockade shows promise for hepatocellular carcinoma (HCC) treatment, but patient response subsets remain undefined.
- T cell-mediated tumor killing (TTK) is crucial for immune checkpoint inhibitor efficacy in HCC.
Purpose of the Study:
- To establish patient subtypes in HCC based on genes related to T cell-mediated killing (TTK) sensitivity.
- To evaluate the prognostic and predictive value of these subtypes for HCC immunotherapies.
Main Methods:
- Identified genes regulating tumor cell sensitivity to T cell-mediated killing (GSTTKs) with differential expression and prognostic correlation in HCC.
- Utilized unsupervised clustering to classify HCC patients into subtypes based on GSTTKs.
- Developed a TCscore algorithm using prognostic GSTTKs to assess predictive value for immunotherapy response.
Main Results:
- 18 differentially expressed GSTTKs were identified, defining two HCC subgroups with distinct TTK patterns.
- Significant differences were observed in tumor-infiltrating immune cells, gene expression, metabolism, and mutations between subgroups.
- The TCscore effectively differentiated patient responses to chemotherapy and immunotherapy, as well as overall survival.
Conclusions:
- TTK patterns significantly influence tumor microenvironment diversity and metabolic complexity in HCC.
- Assessing individual tumor TTK patterns enhances understanding of TME characterization and T cell functionality in HCC.
- This approach guides the development of more effective HCC therapy strategies.
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