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Cancer Cell’s Seven Achilles Heels: Considerations for design of anti-cancer drug combinations

Valid Gahramanov, Frederick S. Vizeacoumar, Alain Morejon Morales, Keith Bonham, Meena K. Sakharkar, Franco J. Vizeacoumar, Andrew Freywald, Michael Y. Sherman
doi: https://doi.org/10.1101/2023.01.02.522527
Valid Gahramanov
1Department of Molecular Biology, Ariel University, Ariel 40700, Israel
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Frederick S. Vizeacoumar
2Department of Pathology and Laboratory Medicine, College of Medicine, University of Saskatchewan, Room 2841, Royal University Hospital, 103 Hospital Drive, Saskatoon, SK, S7N 0W8, Canada
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Alain Morejon Morales
2Department of Pathology and Laboratory Medicine, College of Medicine, University of Saskatchewan, Room 2841, Royal University Hospital, 103 Hospital Drive, Saskatoon, SK, S7N 0W8, Canada
3Department of Biochemistry, Microbiology and Immunology, University of Saskatchewan, GA20 Health Sciences, 107 Wiggins Road, Saskatoon, SK, S7N 5E5, Canada
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Keith Bonham
4Cancer Research, Saskatchewan Cancer Agency and Division of Oncology, University of Saskatchewan, 4D30.2 Health Sciences Building, 107 Wiggins Road, Saskatoon, SK, S7N 5E5, Canada
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Meena K. Sakharkar
5Drug Discovery and Development Research Group, College of Pharmacy and Nutrition, University of Saskatchewan, 107 Wiggins Road, Saskatoon, SK S7N 5E5, Canada
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Franco J. Vizeacoumar
4Cancer Research, Saskatchewan Cancer Agency and Division of Oncology, University of Saskatchewan, 4D30.2 Health Sciences Building, 107 Wiggins Road, Saskatoon, SK, S7N 5E5, Canada
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Andrew Freywald
2Department of Pathology and Laboratory Medicine, College of Medicine, University of Saskatchewan, Room 2841, Royal University Hospital, 103 Hospital Drive, Saskatoon, SK, S7N 0W8, Canada
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Michael Y. Sherman
1Department of Molecular Biology, Ariel University, Ariel 40700, Israel
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  • For correspondence: sherma1@ariel.ac.il
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ABSTRACT

Loss of function screens using shRNA and CRISPR are routinely used to identify genes that modulate responses of tumor cells to anti-cancer drugs. Here, by integrating GSEA and CMAP analyses of multiple published shRNA screens, we identified a core set of pathways that affect responses to multiple drugs with diverse mechanisms of action. This suggests that these pathways represent “weak points” or “Achilles heels”, whose mild disturbance should make cancer cells vulnerable to a variety of treatments. These “weak points” include proteasome, protein synthesis, RNA splicing, RNA synthesis, cell cycle, Akt-mTOR, and tight junction-related pathways. Therefore, inhibitors of these pathways are expected to sensitize cancer cells to a variety of drugs. This hypothesis was tested by analyzing the diversity of drugs that synergize with FDA-approved inhibitors of the proteasome, RNA synthesis, and Akt-mTOR pathways. Indeed, the quantitative evaluation indicates that inhibitors of any of these signaling pathways can synergize with a more diverse set of pharmaceuticals, compared to compounds inhibiting targets distinct from the “weak points” pathways. Our findings described here imply that inhibitors of the “weak points” pathways should be considered as primary candidates in a search for synergistic drug combinations.

Competing Interest Statement

The authors have declared no competing interest.

  • Abbreviations

    GSEA
    Gene Set Enrichment Analysis
    CMAP
    Connectivity Map
    CRISPR
    Clustered Regularly Interspaced Short Palindromic Repeats
    RNA
    Ribonucleic acid
    DNA
    Deoxyribonucleic acid
    shRNA
    short hairpin RNA
    MDS
    Multidimensional Scaling
    FDR
    False Discovery Rate
    GEO
    Gene Expression Omnibus
    VEGF
    Vascular endothelial growth factor
    EGF
    epidermal growth factor
    EGFR
    epidermal growth factor receptor.
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    Posted January 03, 2023.
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    Cancer Cell’s Seven Achilles Heels: Considerations for design of anti-cancer drug combinations
    Valid Gahramanov, Frederick S. Vizeacoumar, Alain Morejon Morales, Keith Bonham, Meena K. Sakharkar, Franco J. Vizeacoumar, Andrew Freywald, Michael Y. Sherman
    bioRxiv 2023.01.02.522527; doi: https://doi.org/10.1101/2023.01.02.522527
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    Cancer Cell’s Seven Achilles Heels: Considerations for design of anti-cancer drug combinations
    Valid Gahramanov, Frederick S. Vizeacoumar, Alain Morejon Morales, Keith Bonham, Meena K. Sakharkar, Franco J. Vizeacoumar, Andrew Freywald, Michael Y. Sherman
    bioRxiv 2023.01.02.522527; doi: https://doi.org/10.1101/2023.01.02.522527

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