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Single-cell RNA Sequencing Reveals the Mechanism of PI3K/AKT/mTOR Signaling Pathway Activation in Lung Adenocarcinoma by KRAS Mutation.

˜The œjournal of gene medicine(2024)

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摘要
BackgroundAberrant activation of the phosphatidlinositol 3-kinase (PI3K)/protein kinase B (AKT)/mammalian target of rapamycin (mTOR) signaling pathway has been shown to play an important role in lung adenocarcinoma (LUAD). The effect of KRAS mutations, one of the important signatures of LUAD, on the PI3K/AKT/mTOR pathway in LUAD remains unclear.MethodsThe Seurat package and principal component analysis were used for cell categorization of single-cell RNA sequencing data of LUAD. The AUCell score was used to assess the activity of the PI3K/AKT/mTOR pathway. Meanwhile, using the gene expression profiles and mutation profiles in the The Cancer Genome Atlas dataset, LUAD patients were categorized into KRAS-mutant (KRAS-MT) and KRAS-wild-types (KRAS-WT), and the corresponding enrichment scores were calculated using gene set enrichment analysis analysis. Finally, the subpopulation of cells with the highest pathway activity was identified, the copy number variation profile of this subpopulation was inscribed using the inferCNV package and the CMap database was utilized to make predictions for drugs targeting this subpopulation.ResultsThere is higher PI3K/AKT/mTOR pathway activity in LUAD epithelial cells with KRAS mutations, and high expression of KRAS, PIK3CA, AKT1 and PDPK1. In particular, we found significantly higher levels of pathway activity and associated gene expression in KRAS-MT than in KRAS-WT. We identified the highest pathway activity on a subpopulation of GRB2+ epithelial cells and the presence of amplified genes within its pathway. Finally, drugs were able to target GRB2+ epithelial cell subpopulations, such as wortmannin, palbociclib and angiogenesis inhibitor.ConclusionsThe present study provides a basic theory for the activation of the PI3K/AKT/mTOR signaling pathway as a result of KRAS mutations. The proportion of epithelial cell subpopulations in the single-cell profiles of LUAD accompanied by KRAS mutations showed the greatest difference compared to normal tissue. There was elevated activity of the phosphatidlinositol 3-kinase (PI3K)/protein kinase B (AKT)/mammalian target of rapamycin (mTOR) pathway in epithelial cells with LUAD accompanied by KRAS mutations. KRAS mutations within LUAD are associated with activation of the PI3K/AKT/mTOR pathway. The highest activity of the PI3K/AKT/mTOR pathway was identified in GRB2+ epithelial cells. GRB2+ epithelial cells with gene amplification were identified within the PI3K/AKT/mTOR pathway.image
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关键词
drug prediction,KRAS mutation,lung adenocarcinoma,PI3K/AKT/mTOR pathway activation,targeted therapy
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