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Updated: May 4, 2026

Metabolic Labeling and Profiling of Transfer RNAs Using Macroarrays
Published on: January 16, 2018
Integrative transcriptome profiling elucidates molecular and immunovascular characteristics of macrotrabecular HCC
Tomohiko Taniai1,2, Shu Shimada1, Yoshimitsu Akiyama1
1Department of Molecular Oncology, Graduate School of Medicine, Tokyo Medical and Dental University, Tokyo, Japan.
Background And Aims:
Recent advances in single-cell RNA sequencing (scRNA-seq) technologies have enabled us to clarify gene regulatory networks and immune cell compositions. In this study, the integration of large-scale bulk and single-cell datasets refined HCC classification and shed light on the characteristics of its aggressive subtype.
Approach And Results:
Single-cell analysis of 228,564 live cells from 6 scRNA-seq datasets identified 5 major clusters of HCC cells with high mitotic activity (cluster 1), activated Wnt/β-catenin signaling (cluster 2), elevated glycolysis (cluster 3), and lipogenesis (clusters 4 and 5). Aggressive HCC subtype defined in bulk RNA-seq analysis of 691 tumor samples comprised a combination of cluster 1 with clusters 3, 4, or 5. Gene regulatory network analysis and gene set enrichment analysis highlighted the essential roles of p53 and MYC in aggressive HCC/cluster 1, and cell composition analysis elucidated T cell depletion as an immune resistance mechanism. In a syngeneic mouse model, Trp53 knockout and MYC overexpression caused high mitotic, tumorigenic, and metastatic phenotypes, characterized by a macrotrabecular pattern, vascular encapsulation, and T cell exclusion. Angiogenesis inhibition disrupted macrotrabecular/vascular encapsulation formation, resulting in T cell recruitment, and its combination with immune checkpoint blockade achieved remission.
Conclusions:
Single-cell analysis has deepened our understanding of the molecular mechanism and tumor microenvironment in aggressive HCC. The combination of targeting tumor vasculature and blocking immune checkpoints represents a promising therapeutic strategy for this subtype.
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