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Updated: Jun 23, 2025

Using RNA-sequencing to Detect Novel Splice Variants Related to Drug Resistance in In Vitro Cancer Models
Published on: December 9, 2016
PPP1R14A is Associated with Immunotherapy Resistance in Head and Neck Squamous Cell Carcinoma Identified by
Jun-Jie Ma1, Lei Zhang2, Jin Lu3,4
1Department of Clinical Medicine, Bengbu Medical University, Bengbu 233030, Anhui, China.
Abstract:
Objective To identify nivolumab resistance-related genes in patients with head and neck squamous cell carcinoma (HNSCC) using single-cell and bulk RNA-sequencing data. Methods The single-cell and bulk RNA-sequencing data downloaded from the Gene Expression Omnibus database were analyzed to screen out differentially expressed genes (DEGs) between nivolumab resistant and nivolumab sensitive patients using R software. The Least Absolute Shrinkage Selection Operator (LASSO) regression and Recursive Feature Elimination (RFE) algorithm were performed to identify key genes associated with nivolumab resistance. Functional enrichment of DEGs was analyzed with Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses. The relationships of key genes with immune cell infiltration, differentation trajectory, dynamic gene expression profiles, and ligand-receptor interaction were explored. Results We found 83 DEGs. They were mainly enriched in T-cell differentiation, PD-1 and PD-L1 checkpoint, and T-cell receptor pathways. Among six key genes identified using machine learning algorithms, only PPP1R14A gene was differentially expressed between the nivolumab resistant and nivolumab sensitive groups both before and after immunotherapy (P < 0.05). The high PPP1R14A gene expression group had lower immune score (P < 0.01), higher expression of immunosuppressive factors (such as PDCD1, CTLA4, and PDCD1LG2) (r > 0, P < 0.05), lower differentiation of infiltrated immune cells (P < 0.05), and a higher degree of interaction between HLA and CD4 (P < 0.05). Conclusions PPP1R14A gene is closely associated with resistance to nivolumab in HNSCC patients. Therefore, PPP1R14A may be a target to ameliorate nivolumab resistance of HNSCC patients.
Insights
The study identified PPP1R14A as a key gene linked to nivolumab resistance in head and neck squamous cell carcinoma (HNSCC). Targeting PPP1R14A may improve immunotherapy response in HNSCC patients.
Area of Science:
- Oncology
- Immunotherapy
- Genomics
Background:
- Nivolumab resistance is a significant challenge in treating head and neck squamous cell carcinoma (HNSCC).
- Identifying genetic markers associated with nivolumab resistance is crucial for improving patient outcomes.
Purpose of the Study:
- To identify genes associated with nivolumab resistance in HNSCC using transcriptomic data.
- To explore the functional roles of identified genes in the tumor microenvironment and immune response.
Main Methods:
- Analysis of single-cell and bulk RNA-sequencing data from HNSCC patients.
- Application of machine learning algorithms (LASSO, RFE) to identify key resistance-related genes.
- Functional enrichment analysis (GO, KEGG) and exploration of gene relationships with immune infiltration and cell differentiation.
Main Results:
- Identified 83 differentially expressed genes (DEGs) enriched in T-cell pathways and immune checkpoints.
- Discovered PPP1R14A as a key gene significantly associated with nivolumab resistance, both before and after immunotherapy.
- Observed that high PPP1R14A expression correlates with lower immune scores, increased immunosuppressive factors, and altered immune cell differentiation.
Conclusions:
- PPP1R14A is a potential biomarker for predicting nivolumab resistance in HNSCC.
- Targeting PPP1R14A may offer a novel strategy to overcome nivolumab resistance in HNSCC patients.

