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Implementation of In Vitro Drug Resistance Assays: Maximizing the Potential for Uncovering Clinically Relevant Resistance Mechanisms
Published on: December 9, 2015
Bioinformatics And Experimental Insights Into Sotorasib Resistance Mechanisms in Non-small-cell Lung Cancer
Dongbing Li1,2, Guizhen Lyu3
1Molecular Genetics Laboratory, Advanced Molecular Pathology Institute of Soochow University and SANO, Suzhou, 215128, China.
Introduction:
This study aims to identify the key genes and pathways associated with sotorasib resistance in Non-Small Cell Lung Cancer (NSCLC) using bioinformatics analyses and experimental validation, with a focus on uncovering the potential mechanisms underlying resistance.
Methods:
We compared gene expression profiles between sotorasib-resistant (SR) and non-resistant NSCLC cell lines using the GSE229070 dataset and between NSCLC tissues and adjacent normal tissues using the GSE18842 dataset. Differentially expressed genes (DEGs) were identified and intersected across datasets using the Venn diagram package. Functional enrichment analysis was performed using the Database for Annotation, Visualization, and Integrated Discovery (DAVID). The transcriptional activity and prognostic impact of key genes were evaluated using the UALCAN portal and Kaplan-Meier Plotter, respectively. The correlation between gene expression and immune cell infiltration was analyzed using the TIMER database, and co-expressed genes were explored using LinkedOmics. qRT-PCR and Western blot were used to validate the expression of AREG in parental and SR cell lines.
Results:
We identified 33 overlapping DEGs, including TENM2, COL12A1, COL5A2, and LRRC15 (upregulated) and AREG (downregulated). AREG expression was significantly lower in NSCLC patients and associated with worse survival outcomes. AREG expression was also correlated with the levels of immune cell infiltration. Functional enrichment analysis revealed that AREG was associated with pathways including the NOD-like receptor signaling pathway, focal adhesion, DNA replication, and homologous recombination. Experimental validation confirmed that AREG mRNA and protein levels were significantly reduced in HCC78-SR cells compared to parental HCC78 cells.
Discussion:
The downregulation of AREG is closely associated with sotorasib resistance in NSCLC, potentially contributing to resistance through alterations in signaling pathways and the tumor immune microenvironment. This finding aligns with previous studies on AREG's role in drug resistance, highlighting its potential as a therapeutic target. However, limitations include reliance on publicly available datasets and the need for further validation in clinical cohorts.
Conclusion:
The study identifies AREG as a key gene associated with sotorasib resistance in NSCLC, suggesting its potential as a biomarker and therapeutic target. Further research is needed to elucidate the mechanisms underlying AREG's role in resistance and to explore its clinical significance.
Insights
The study found that decreased AREG expression is linked to sotorasib resistance in Non-Small Cell Lung Cancer (NSCLC). This suggests AREG could be a biomarker or therapeutic target for overcoming drug resistance in NSCLC patients.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Sotorasib resistance is a significant challenge in Non-Small Cell Lung Cancer (NSCLC) treatment.
- Understanding the molecular mechanisms of resistance is crucial for developing effective therapeutic strategies.
Purpose of the Study:
- To identify key genes and pathways associated with sotorasib resistance in NSCLC.
- To uncover potential mechanisms underlying sotorasib resistance.
- To validate the role of identified genes experimentally.
Main Methods:
- Comparative gene expression analysis of sotorasib-resistant and non-resistant NSCLC cell lines and tissues.
- Identification of differentially expressed genes (DEGs) and functional enrichment analysis.
- Validation of gene expression using qRT-PCR and Western blot.
Main Results:
- Identified 33 overlapping DEGs, with AREG showing significant downregulation in resistant cells and NSCLC patients.
- Lower AREG expression correlated with worse survival outcomes and altered immune cell infiltration.
- Experimental validation confirmed reduced AREG mRNA and protein levels in sotorasib-resistant cells.
Conclusions:
- Downregulation of AREG is strongly associated with sotorasib resistance in NSCLC.
- AREG may contribute to resistance via alterations in signaling pathways and the tumor immune microenvironment.
- AREG presents potential as a biomarker and therapeutic target for overcoming sotorasib resistance in NSCLC.
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