# Identify and validate a novel ubiquitination-related biomarker for thyroid cancer prognosis and immunotherapy

**Authors:** Yilin Li, Jutao Zeng, Xiongmeiyu Gong, Wei Li, Jueli Liu, Dan Li, Yangyan Zhong, Junjie Deng, Jian Deng, Haigang Feng, Jie Luo, Hong Cao

PMC · DOI: 10.3389/fonc.2025.1542784 · 2026-01-16

## TL;DR

This study identifies a four-gene ubiquitination-related signature that predicts thyroid cancer prognosis and immunotherapy response.

## Contribution

A novel four-gene ubiquitination-related signature is validated for thyroid cancer prognosis and immunotherapy prediction.

## Key findings

- Three ubiquitination clusters were identified among 454 genes in thyroid cancer data.
- A four-gene signature (F12, FBXO15, FBXW10, USP44) correlates with survival, immune infiltration, and drug sensitivity.
- Low-risk patients showed better prognosis and immunotherapy response compared to high-risk patients.

## Abstract

Ubiquitination is a critical protein modification process that plays a pivotal role in maintaining cellular homeostasis and is implicated in various pathophysiological processes, including thyroid cancer (THCA). Understanding the roles of ubiquitination-related genes in THCA progression and their interactions with the tumor microenvironment (TME) could provide valuable insights into prognosis and treatment strategies.

Using iUUCD 2.0, ubiquitination-related genes were identified and subjected to consensus clustering on TCGA-THCA data. Differentially expressed genes (DEGs) between tumor and normal tissues were identified and used to construct a ubiquitination-related signature using Cox and LASSO regression. The signature’s prognostic ability was validated using training and test datasets from TCGA. Immune cell infiltration, immunotherapy response, and drug sensitivity were analyzed.

Three ubiquitination clusters were identified among 454 genes. Four prognostic DEGs (F12, FBXO15, FBXW10, and USP44) formed the signature, significantly correlating with survival, immune cell infiltration, clinical characteristics, immune checkpoints, immunotherapy response, and drug sensitivity. Low-risk THCA patients had better prognosis and immunotherapy responses than high-risk patients. A stable nomogram combining the signature and clinical characteristics predicted patient survival. RT-qPCR and immunohistochemistry confirmed differential expression of key genes.

Our study identifies and validates a novel four-gene ubiquitination-related signature as a promising and independent prognostic biomarker in THCA. Beyond outcome prediction, this signature demonstrates significant translational potential by accurately predicting immunotherapy responses, thereby facilitating the development of more personalized and effective treatment strategies for patients with THCA.

## Linked entities

- **Genes:** F12 (coagulation factor XII) [NCBI Gene 2161], FBXO15 (F-box protein 15) [NCBI Gene 201456], FBXW10 (F-box and WD repeat domain containing 10) [NCBI Gene 10517], USP44 (ubiquitin specific peptidase 44) [NCBI Gene 84101]
- **Diseases:** thyroid cancer (MONDO:0002108)

## Full-text entities

- **Genes:** FBXW10 (F-box and WD repeat domain containing 10) [NCBI Gene 10517] {aka Fbw10, HREP, SM25H2, SM2SH2}, USP44 (ubiquitin specific peptidase 44) [NCBI Gene 84101], FBXO15 (F-box protein 15) [NCBI Gene 201456] {aka FBX15}
- **Diseases:** THCA (MESH:D013964), tumor (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12855127/full.md

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Source: https://tomesphere.com/paper/PMC12855127