Bioinformatics and Experimental Validation for Identifying Biomarkers Associated with AMG510 (Sotorasib) Resistance in KRASG12C-Mutated Lung Adenocarcinoma

Int J Mol Sci. 2024 Jan 26;25(3):1555. doi: 10.3390/ijms25031555.

Abstract

The Kirsten rat sarcoma viral oncogene homolog (KRAS)G12C mutation is prevalent in lung adenocarcinoma (LUAD), driving tumor progression and indicating a poor prognosis. While the FDA-approved AMG510 (Sotorasib) initially demonstrated efficacy in treating KRASG12C-mutated LUAD, resistance emerged within months. Data from AMG510 treatment-resistant LUAD (GSE204753) and single-cell datasets (GSE149655) were analyzed. Gene set variation analysis (GSVA) and gene set enrichment analysis (GSEA) were used to explore enriched signaling pathways, nomogram models were constructed, and transcription factors predicting resistance biomarkers were predicted. CIBERSORT identified immune cell subpopulations, and their association with resistance biomarkers was assessed through single-cell analysis. AMG510-resistant LUAD cells (H358-AR) were constructed, and proliferative changes were evaluated using a CCK-8 assay. Key molecules for AMG510 resistance, including SLC2A1, TLE1, FAM83A, HMGA2, FBXO44, and MTRNR2L12, were recognized. These molecules impacted multiple signaling pathways and the tumor microenvironment and were co-regulated by various transcription factors. Single-cell analysis revealed a dampening effect on immune cell function, with associations with programmed cell death ligand 1 (PDL1) expression, cytokine factors, and failure factors. The findings indicate that these newly identified biomarkers are linked to the abnormal expression of PDL1 and have the potential to induce resistance through immunosuppression. These results highlight the need for further research and therapeutic intervention to address this issue effectively.

Keywords: AMG510 (Sotorasib); biomarkers; lung adenocarcinoma; resistance; single-cell transcriptomics.

MeSH terms

  • Adenocarcinoma of Lung* / drug therapy
  • Adenocarcinoma of Lung* / genetics
  • Biomarkers
  • Computational Biology
  • F-Box Proteins*
  • Humans
  • Lung Neoplasms* / drug therapy
  • Lung Neoplasms* / genetics
  • Mutation
  • Neoplasm Proteins
  • Piperazines*
  • Proto-Oncogene Proteins p21(ras)
  • Pyridines*
  • Pyrimidines*
  • Transcription Factors
  • Tumor Microenvironment / genetics

Substances

  • sotorasib
  • Proto-Oncogene Proteins p21(ras)
  • Biomarkers
  • Transcription Factors
  • KRAS protein, human
  • FAM83A protein, human
  • Neoplasm Proteins
  • FBXO44 protein, human
  • F-Box Proteins
  • Piperazines
  • Pyridines
  • Pyrimidines