# Pan-cancer analysis reveals TRA16 as a master regulator of human carcinogenesis

**Authors:** Yanyan Zhu, Yike Gao, Xiaoqing Huang, Bowang Chen, Xinyi Wang, Ying Wu, Jian Sun, Xiaoyun Huang

PMC · DOI: 10.3389/fonc.2025.1543419 · Frontiers in Oncology · 2025-05-13

## TL;DR

This study shows that TRA16 plays a key role in many cancers by regulating cell cycles, signaling, and genomic instability, suggesting it could be a new target for cancer treatment.

## Contribution

The study identifies TRA16 as a master regulator of carcinogenesis across multiple cancers, revealing its novel regulatory mechanisms.

## Key findings

- TRA16 is associated with the cell cycle pathway and regulated by transcription factors like RB-E2F, MYC, and TP53.
- TRA16-positive cells show increased autocrine signaling and overall signaling activity.
- High TRA16 expression correlates with elevated tumor mutation burden and reduced immune features.

## Abstract

The nuclear receptor TR4 binding protein, TRA16, has been implicated in lung carcinogenesis; however, its broader role across diverse human cancers remains poorly understood. Understanding TRA16’s involvement in cancer biology could uncover novel regulatory mechanisms and potential therapeutic targets.

We conducted a comprehensive pan-cancer analysis of TRA16 expression and function across multiple human malignancies. Gene co-expression networks, pathway enrichment, transcription factor analysis, organoid modeling, and intercellular communication profiling were employed. Tumor mutation burden (TMB) and microenvironmental features were also assessed in relation to TRA16 expression, stratified by TP53 mutation status.

Correlation analysis identified the cell cycle as the top enriched pathway among TRA16-associated genes, with key transcription factors, including RB-E2F, MYC, and TP53, regulating genes co-expressed with TRA16. In liver cancer organoid models, TRA16 and its co-expressed genes were significantly upregulated. Intercellular communication analysis showed that TRA16-positive cells exhibited increased autocrine signaling and overall signaling activity. Importantly, patients with high TRA16 expression demonstrated elevated TMB and decreased stromal and immune features.

These findings highlight TRA16 as a potential master regulator of oncogenic processes, contributing to tumor progression through coordinated regulation of cell cycle genes, intercellular signaling, and genomic instability. Our results provide new insights into TRA16’s role across cancers and support its potential as a novel oncogene.

## Linked entities

- **Genes:** NR2C2AP (nuclear receptor 2C2 associated protein) [NCBI Gene 126382], MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609], TP53 (tumor protein p53) [NCBI Gene 7157]

## Full-text entities

- **Genes:** NR2C2AP (nuclear receptor 2C2 associated protein) [NCBI Gene 126382] {aka TRA16}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}
- **Diseases:** Pan-cancer (MESH:D009369), liver cancer (MESH:D006528), carcinogenesis (MESH:D063646)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12106028/full.md

## References

46 references — full list in the complete paper: https://tomesphere.com/paper/PMC12106028/full.md

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Source: https://tomesphere.com/paper/PMC12106028