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Identification of common genes and pathways underlying imatinib and nilotinib treatment in CML: a Bioinformatics
Yalda Hekmatshoar1, Yalda Rahbar Saadat2, Tulin Ozkan3
1Department of Medical Biology, School of Medicine, Altinbas University, Istanbul, Turkey.
Abstract:
Imatinib (IMA) and nilotinib are the first and second generations of BCR-ABL tyrosine kinase inhibitors, which widely applied in chronic myeloid leukemia (CML) treatment. Here we aimed to provide new targets for CML treatment by transcriptome analysis. Microarray data GSE19567 was downloaded and analyzed from Gene Expression Omnibus (GEO) to identify common genes, which are downregulated or upregulated in K562-imatinib and K562-nilotinib treated cells. The differentially expressed genes (DEGs) were assessed, and STRING and Cytoscape were used to create the protein-protein interaction (PPI) network. In imatinib and nilotinib treated groups' comparison, there were common 626 upregulated and 268 downregulated genes, which were differentially expressed. The GO analysis represented the enrichment of DEGs in iron ion binding, protein tyrosine kinase activity, transcription factor activity, ATP binding, sequence-specific DNA binding, cytokine activity, the mitochondrion, sequence-specific DNA binding, plasma membrane and cell-cell adherens junction. KEGG pathway analysis revealed that downregulated DEGs were associated with pathways including microRNAs in cancer and PI3K-Akt signaling pathway. Furthermore, upregulated DEGs were involved in hematopoietic cell lineage, lysosome and chemical carcinogenesis. Among the upregulated genes, MYH9, MYH14, MYL10, MYL7, MYL5, RXRA, CYP1A1, FECH, AKR1C3, ALAD, CAT, CITED2, CPT1A, CYP3A5, CYP3A7, FABP1, HBD, HMBS and PPOX genes were found as hub genes. Moreover, 20 downregulated genes, YARS, AARS, SARS, GARS, CARS, IARS, RRP79, CEBPB, RRP12, UTP14A, PNO1, CCND1, DDX10, MYC, WDR43, CEBPG, DDIT3, VEGFA, PIM1 and TRIB3 were identified as hub genes. These genes have the potential to become target genes for diagnosis and therapy of CML patients.
Insights
This study identifies novel gene targets for chronic myeloid leukemia (CML) treatment by analyzing gene expression changes after imatinib and nilotinib therapy. Key upregulated and downregulated genes were pinpointed as potential diagnostic and therapeutic targets for CML patients.
Area of Science:
- Oncology
- Molecular Biology
- Genomics
Background:
- Imatinib (IMA) and nilotinib are crucial BCR-ABL tyrosine kinase inhibitors for chronic myeloid leukemia (CML).
- Identifying novel therapeutic targets is essential for improving CML treatment outcomes.
Purpose of the Study:
- To identify potential new therapeutic targets for CML by analyzing transcriptome-wide gene expression changes.
- To discover common differentially expressed genes (DEGs) in K562 cells treated with imatinib and nilotinib.
Main Methods:
- Downloaded and analyzed microarray data (GSE19567) from the Gene Expression Omnibus (GEO).
- Identified common upregulated and downregulated genes between imatinib- and nilotinib-treated K562 cells.
- Utilized STRING and Cytoscape for protein-protein interaction (PPI) network analysis and identified hub genes.
Main Results:
- Identified 626 common upregulated and 268 common downregulated DEGs.
- Gene Ontology (GO) analysis revealed enrichment in functions such as iron ion binding, protein tyrosine kinase activity, and transcription factor activity.
- KEGG pathway analysis indicated associations with microRNAs in cancer, PI3K-Akt signaling, hematopoietic cell lineage, and lysosome pathways.
- Identified specific upregulated (e.g., MYH9, RXRA, CYP1A1) and downregulated (e.g., YARS, CEBPB, CCND1, MYC, VEGFA) hub genes.
Conclusions:
- The identified hub genes represent potential novel targets for CML diagnosis and therapy.
- Transcriptome analysis provides valuable insights into the molecular mechanisms underlying CML treatment response.
- Further validation of these genes could lead to the development of more effective CML treatment strategies.
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