Related Experiment Video
Updated: May 26, 2025

Author Spotlight: Unveiling Transmembrane Protein Family-Related Markers in Gastric Cancer and Implications for Targeted Therapies
Published on: September 15, 2023
Multiomics in silico analysis identifies TM4SF4 as a cell surface target in hepatocellular carcinoma
Kah Keng Wong1, Suzina Sheikh Ab Hamid2,3
1Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia.
Abstract:
The clinical application of cellular immunotherapy in hepatocellular carcinoma (HCC) is impeded by the lack of a cell surface target frequently expressed in HCC cells and with minimal presence in normal tissues to reduce on-target, off-tumor toxicity. To address this, an in silico multomics analysis was conducted to identify an optimal therapeutic target in HCC. A longlist of genes (n = 12,948) expressed in HCCs according to The Human Protein Atlas database were examined. Eight genes were shortlisted to identify one with the highest expression in HCCs, without being shed into circulation, and with restrictive expression profile in other normal human tissues. A total of eight genes were shortlisted and subsequently ranked according to the combination of their transcript and protein expression levels in HCC cases (n = 791) derived from four independent datasets. TM4SF4 was the top-ranked target with the highest expression in HCCs. TM4SF4 showed more favorable expression profile with significantly lower expression in normal human tissues but more highly expressed in HCC compared with seven other common HCC therapeutic targets. Furthermore, scRNA-seq and immunohistochemistry datasets showed that TM4SF4 was absent in immune cell populations but highly expressed in the bile duct canaliculi of hepatocytes, regions inaccessible to immune cells. In scRNA-seq dataset of HCCs, TM4SF4 expression was positively associated with mitochondrial components and oxidative phosphorylation Gene Ontologies in HCC cells (n = 15,787 cells), suggesting its potential roles in mitochondrial-mediated oncogenic effects in HCC. Taken together, TM4SF4 is proposed as a promising cell surface target in HCC due to its high expression in HCC cells with restricted expression profile in non-cancerous tissues, and association with HCC oncogenic pathways.
Insights
Researchers identified TM4SF4 as a promising cell surface target for hepatocellular carcinoma (HCC) immunotherapy. This target shows high expression in HCC cells but minimal presence in normal tissues, potentially reducing side effects.
Area of Science:
- Oncology
- Immunotherapy
- Genomics
Background:
- Cellular immunotherapy for hepatocellular carcinoma (HCC) faces challenges due to the lack of specific cell surface targets.
- Identifying a target with high HCC expression and low normal tissue expression is crucial to minimize on-target, off-tumor toxicity.
Purpose of the Study:
- To identify and validate an optimal cell surface target for HCC immunotherapy using in silico multomics analysis.
- To evaluate the expression profile of potential targets in HCC and normal tissues.
Main Methods:
- In silico multomics analysis of The Human Protein Atlas database (12,948 genes).
- Shortlisting and ranking of eight candidate genes based on transcript and protein expression in HCC (n=791) across four datasets.
- Validation using single-cell RNA sequencing (scRNA-seq) and immunohistochemistry.
Main Results:
- TM4SF4 was identified as the top-ranked target, exhibiting significantly higher expression in HCC compared to seven other common HCC targets.
- TM4SF4 demonstrated restricted expression in normal human tissues, being absent in immune cells and primarily located in hepatocyte bile duct canaliculi.
- TM4SF4 expression in HCC cells correlated with mitochondrial function and oxidative phosphorylation pathways.
Conclusions:
- TM4SF4 is a promising cell surface target for HCC immunotherapy due to its specific expression pattern in cancer cells.
- Its association with oncogenic pathways suggests a role in HCC progression and potential therapeutic vulnerability.

