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Data Mining for Identification of Targets and Repurposed Drugs to Eliminate Persistent Chronic Myeloid Leukaemia Stem
I Made Bayu Anggriawan1,2,3, Heather G Jørgensen4
1School of Medicine, Dentistry and Nursing, College of MVLS, University of Glasgow, Glasgow, UK.
Background:
Persistent leukaemic stem cells (LSCs) in chronic myeloid leukaemia (CML) are insensitive to targeted tyrosine kinase inhibitors (TKIs). Identifying alternative molecular vulnerabilities may offer new therapeutic opportunities. This study aimed to identify active RAS/RAF signalling pathway components in persistent CML-LSCs using publicly available datasets to propose a novel drug combination that could synergise with TKI therapy.
Methods:
EMBL-EBI Single Cell Expression Atlas and Stemformatics were used to analyse gene expression within the chosen signalling pathway using DESeq2 analysis in R Studio. Genes that showed statistically significant differences across three comparisons (CML vs. normal; post vs. pre TKI; post TKI vs. normal) were evaluated for gene dependency (Chronos scores), expression profiles, and inhibitor sensitivity using the DepMap platform, with a focus on CML cell lines. Candidate inhibitors were identified using DrugBank.
Results:
PPP2CA demonstrated broad essentiality with negative Chronos scores consistent with strong gene dependency. Its expression was consistently high, reinforcing its biological relevance in CML. LB-100 was found as a PP2A inhibitor under trial. Sensitivity analysis revealed LB-100 affected 548 cancer cell lines broadly.
Conclusion:
PPP2CA represents a promising therapeutic vulnerability in CML, supported by both strong dependency and consistent expression in myeloid models, while BRAF showed limited relevance outside mutation-driven cancers. Variation in experimental platforms, sample representation, and data integration across public datasets is a recognised study limitation. Nonetheless, LB-100 may provide a novel therapeutic avenue in CML, provided further preclinical functional and clinical validation is performed in patient-derived samples to confirm translational applicability of the findings.
Insights
Persistent chronic myeloid leukaemia (CML) stem cells resist tyrosine kinase inhibitors (TKIs). This study identified PPP2CA as a vulnerability, suggesting the PP2A inhibitor LB-100 could synergize with TKIs for better CML treatment.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Persistent leukaemic stem cells (LSCs) in chronic myeloid leukaemia (CML) exhibit resistance to tyrosine kinase inhibitors (TKIs).
- Identifying novel molecular targets is crucial for developing alternative therapeutic strategies against CML.
- This research focuses on the RAS/RAF signalling pathway for potential CML vulnerabilities.
Purpose of the Study:
- To identify active components within the RAS/RAF signalling pathway in persistent CML-LSCs.
- To explore potential drug combinations that could enhance TKI therapy efficacy.
- To investigate novel therapeutic avenues for TKI-resistant CML.
Main Methods:
- Analysis of gene expression in CML versus normal cells and TKI-treated versus untreated samples using public datasets (EMBL-EBI, Stemformatics).
- Utilized DESeq2 for differential gene expression analysis and the DepMap platform for assessing gene dependency (Chronos scores) and inhibitor sensitivity.
- Identified candidate inhibitors, including PP2A inhibitor LB-100, using DrugBank.
Main Results:
- PPP2CA showed significant gene dependency (negative Chronos scores) and consistent high expression in CML models.
- The PP2A inhibitor LB-100 demonstrated broad sensitivity across numerous cancer cell lines.
- BRAF was found to have limited relevance in CML, unlike in mutation-driven cancers.
Conclusions:
- PPP2CA represents a potential therapeutic vulnerability in CML due to its strong dependency and expression.
- LB-100 offers a potential novel therapeutic strategy for CML, possibly synergizing with TKIs.
- Further preclinical and clinical validation is required to confirm the translational applicability of LB-100 in patient-derived CML samples.
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