Despite incredible progress in cancer treatment, therapy resistance remains the leading limiting factor for long-term survival. During drug treatment, several genes are transcriptionally upregulated to mediate drug tolerance. Using highly variable genes and pharmacogenomic data for acute myeloid leukemia (AML), we developed a drug sensitivity prediction model for the receptor tyrosine kinase inhibitor sorafenib and achieved more than 80% prediction accuracy. Furthermore, by using Shapley additive explanations for determining leading features, we identified AXL as an important feature for drug resistance. Drug-resistant patient samples displayed enrichment of protein kinase C (PKC) signaling, which was also identified in sorafenib-treated FLT3-ITD-dependent AML cell lines by a peptide-based kinase profiling assay. Finally, we show that pharmacological inhibition of tyrosine kinase activity enhances AXL expression, phosphorylation of the PKC-substrate cyclic AMP response element binding (CREB) protein, and displays synergy with AXL and PKC inhibitors. Collectively, our data suggest an involvement of AXL in tyrosine kinase inhibitor resistance and link PKC activation as a possible signaling mediator.
The deregulation of BCL2 family proteins plays a crucial role in leukemia development. Therefore, pharmacological inhibition of this family of proteins is becoming a prevalent treatment method. However, due to the emergence of primary and acquired resistance, efficacy is compromised in clinical or preclinical settings. We developed a drug sensitivity prediction model utilizing a deep tabular learning algorithm for the assessment of venetoclax sensitivity in T-cell acute lymphoblastic leukemia (T-ALL) patient samples. Through analysis of predicted venetoclax-sensitive and resistant samples, PLK1 was identified as a cooperating partner for the BCL2-mediated antiapoptotic program. This finding was substantiated by additional data obtained through phosphoproteomics and high-throughput kinase screening. Concurrent treatment using venetoclax with PLK1-specific inhibitors and PLK1 knockdown demonstrated a greater therapeutic effect on T-ALL cell lines, patient-derived xenografts, and engrafted mice compared with using each treatment separately. Mechanistically, the attenuation of PLK1 enhanced BCL2 inhibitor sensitivity through upregulation of BCL2L13 and PMAIP1 expression. Collectively, these findings underscore the dependency of T-ALL on PLK1 and postulate a plausible regulatory mechanism.
Therapy resistance remains one of the major challenges for cancer treatment that largely limits treatment benefits and patient survival. The underlying mechanisms that lead to therapy resistance are highly complicated because of the specificity to the cancer subtype and therapy. The expression of the anti-apoptotic protein BCL2 has been shown to be deregulated in T-cell acute lymphoblastic leukemia (T-ALL), where different T-ALL cells display a differential response to the BCL2-specific inhibitor venetoclax. In this study, we observed that the expression of anti-apoptotic BCL2 family genes, such as BCL2, BCL2L1, and MCL1, is highly varied in T-ALL patients, and inhibitors targeting proteins coded by these genes display differential responses in T-ALL cell lines. Three T-ALL cell lines (ALL-SIL, MOLT-16, and LOUCY) were highly sensitive to BCL2 inhibition within a panel of cell lines tested. These cell lines displayed differential BCL2 and BCL2L1 expression. Prolonged exposure to venetoclax led to the development of resistance to it in all three sensitive cell lines. To understand how cells developed venetoclax resistance, we monitored the expression of BCL2, BCL2L1, and MCL1 over the treatment period and compared gene expression between resistant cells and parental sensitive cells. We observed a different trend of regulation in terms of BCL2 family gene expression and global gene expression profile including genes reported to be expressed in cancer stem cells. Gene set enrichment analysis (GSEA) showed enrichment of cytokine signaling in all three cell lines which was supported by the phospho-kinase array where STAT5 phosphorylation was found to be elevated in resistant cells. Collectively, our data suggest that venetoclax resistance can be mediated through the enrichment of distinct gene signatures and cytokine signaling pathways.
To investigate the regulatory role of NANOG in genes associated with stemness, symmetric division, and therapeutic resistance in colorectal cancer stem-like cells (CRC-SCs), with a focus on ERK/GSK-3β/β-catenin signalling and epithelial-mesenchymal transition (EMT), in order to evaluate the translational potential of targeting NANOG-associated signalling pathways. Stemness, signalling activity, and cell division modes were analysed using 3D colonospheres enriched for CRC-SCs. Drug responses to the MEK inhibitor U0126 and the GSK-3β inhibitor TDZD-8 were assessed in CRC patient-derived organoids (PDOs), alongside molecular assays, immunohistochemistry with H-score quantification in xenograft models, and molecular dynamics simulations. NANOG overexpression enhanced the expression of stemness-associated genes, promoted symmetric cell division, and activated ERK/GSK-3β signalling, contributing to increased sphere formation. Inhibition of MEK and GSK-3β reduced EMT, cell proliferation, and symmetric division in CRC-SCs. NANOG-mediated dysregulation of ERK/GSK-3β altered β-catenin signalling and disrupted E-cadherin-dependent cell-cell adhesion. Molecular simulations and drug assays demonstrated that TDZD-8 and U0126 interfere with NANOG-DNA binding and β-catenin/E-cadherin interactions. NANOG drives CRC-SC maintenance via ERK/GSK-3β/β-catenin signalling and EMT modulation. This study offers significant insights into the translational impact of targeting NANOG and its downstream pathways with small-molecule inhibitors U0126 and TDZD-8 and presents a promising strategy to reduce CRC-SCs stemness, functionality, and tumourigenicity.
Constitutive activation of receptor tyrosine kinase AXL is an important phenomenon in chemotherapy resistance and is highly expressed in several malignancies. Although studies over the past decade revealed that AXL is upregulated during treatment, the biological significance and the mechanism by which AXL is activated upon chemotherapy are yet to be determined. In this study, we aim to understand the biology of AXL mediated chemo-resistance, and the consequences of AXL activation. To investigate the biological significance of AXL, we generated iRFP-luciferase-expressing cell lines which facilitate live monitoring of cancer progression during treatment in an in vivo setting. In parallel, by knocking down AXL using shRNA, we observed inhibitory effect on cell migration and tumor forming efficiency in vitro. Moreover, using in vitro cell based models, we showed that while AXL expression was upregulated upon treatment with chemotherapeutic agents, pharmacological inhibition of AXL caused synergistic effect between selective AXL inhibitors and cisplatin. Additionally, our data suggest that upregulation of AXL and its tyrosine phosphorylation may mediate resistance to chemotherapy. Using phosphoproteomics, we identified a link between CDK9 activation and drug-induced AXL expression. We showed that while AXL expression was upregulated upon treatment with tyrosine kinase inhibitor, pharmacological inhibition of CDK9 completely blocked AXL expression. Collectively, our data suggest that activation of kinase signaling might be required for AXL repression, and thereby, for targeting AXL-axis in chemotherapy resistance. Citation Format: Mehreen Ahmed, Julhash Uddin Kazi. Mechanism of AXL regulation in chemotherapy resistance [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 406.