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Updated: Sep 7, 2025

Using RNA-sequencing to Detect Novel Splice Variants Related to Drug Resistance in In Vitro Cancer Models
Published on: December 9, 2016
Proteogenomic, Epigenetic, and Clinical Implications of Recurrent Aberrant Splice Variants in Clear Cell Renal Cell
Andrew Chang1, Nicholas H Chakiryan1, Dongliang Du2
1Department of Genitourinary Oncology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL, USA.
Background:
Alternative mRNA splicing can be dysregulated in cancer, resulting in the generation of aberrant splice variants (SVs). Given the paucity of actionable genomic mutations in clear cell renal cell carcinoma (ccRCC), aberrant SVs may be an avenue to novel mechanisms of pathogenesis.
Objective:
To identify and characterize aberrant SVs enriched in ccRCC.
Design, Setting, And Participants:
Using RNA-seq data from the Cancer Cell Line Encyclopedia, we identified neojunctions uniquely expressed in ccRCC. Candidate SVs were then checked for expression across normal tissue in the Genotype-Tissue Expression Project and primary tumor tissue from The Cancer Genome Atlas (TCGA), Clinical Proteomic Tumor Analysis Consortium (CPTAC), and our institutional Total Cancer Care database.
Outcome Measurements And Statistical Analysis:
Clinicopathologic, genomic, and survival data were available for all cohorts. Epigenetic data were available for the TCGA and CPTAC cohorts. Proteomic data were available for the CPTAC cohort. The association of aberrant SV expression with these variables was examined using the Kruskal-Wallis test, pairwise t test, Spearman correlation test, and Cox regression analysis.
Results And Limitations:
Our pipeline identified 16 ccRCC-enriched SVs. EGFR, HPCAL1-SV and RNASET2-SV expression was negatively correlated with gene-specific CpG methylation. We derived a survival risk score based primarily on the expression of five SVs (RNASET2, FGD1, PDZD2, COBLL1, and PTPN14), which was consistent and applicable across multiple cohorts on multivariate analysis. The splicing factor RBM4, which modulates splicing of HIF-1α, exhibited significantly lower expression at the protein level in the high-risk group, as defined by our SV-based score.
Conclusions:
We describe 16 aberrant SVs enriched in ccRCC, many of which are associated with disease biology and/or clinical outcomes. This study provides a novel strategy for identifying and characterizing disease-specific aberrant SVs.
Patient Summary:
We describe a method to identify disease targets and biomarkers using transcriptomic analysis beyond somatic mutations or gene expression. Kidney tumors express unique splice variants that may provide additional prognostic information following surgery.
Insights
Aberrant splice variants (SVs) in clear cell renal cell carcinoma (ccRCC) offer new insights into cancer development. A novel scoring system using five SVs predicts patient survival, aiding in personalized treatment strategies.
Area of Science:
- Oncology
- Molecular Biology
- Genomics
Background:
- Alternative mRNA splicing dysregulation generates aberrant splice variants (SVs) in cancer.
- Clear cell renal cell carcinoma (ccRCC) has limited actionable genomic mutations, making SVs a potential driver of pathogenesis.
Purpose of the Study:
- Identify and characterize aberrant SVs specific to ccRCC.
- Investigate the association of SVs with clinical outcomes and molecular characteristics.
Main Methods:
- RNA-sequencing data from multiple ccRCC cohorts were analyzed to identify ccRCC-enriched SVs.
- Expression of candidate SVs was validated across normal and tumor tissues.
- Statistical analyses, including Cox regression, examined the correlation between SV expression, methylation, and survival data.
Main Results:
- Sixteen ccRCC-enriched SVs were identified.
- Expression of EGFR, HPCAL1-SV, and RNASET2-SV correlated negatively with CpG methylation.
- A five-SV-based survival risk score demonstrated consistent predictive power across cohorts.
- Lower protein expression of splicing factor RBM4 was observed in high-risk patients.
Conclusions:
- Sixteen aberrant SVs are enriched in ccRCC and linked to disease biology and clinical outcomes.
- This study presents a novel strategy for identifying disease-specific SVs.
- Aberrant SVs in kidney tumors may offer additional prognostic information.
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