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Differential Sensitivity Analysis for Resistant Malignancies (DISARM) Identifies Common Candidate Therapies across
Carl M Gay1, Pan Tong2, Robert J Cardnell1
1Department of Thoracic and Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
Purpose:
Despite a growing arsenal of approved drugs, therapeutic resistance remains a formidable and, often, insurmountable challenge in cancer treatment. The mechanisms underlying therapeutic resistance remain largely unresolved and, thus, examples of effective combinatorial or sequential strategies to combat resistance are rare. Here, we present Differential Sensitivity Analysis for Resistant Malignancies (DISARM), a novel, integrated drug screen analysis tool designed to address this dilemma.
Experimental Design:
DISARM, a software package and web-based application, analyzes drug response data to prioritize candidate therapies for models with resistance to a reference drug and to assess whether response to a reference drug can be utilized to predict future response to other agents. Using cisplatin as our reference drug, we applied DISARM to models from nine cancers commonly treated with first-line platinum chemotherapy including recalcitrant malignancies such as small cell lung cancer (SCLC) and pancreatic adenocarcinoma (PAAD).
Results:
In cisplatin-resistant models, DISARM identified novel candidates including multiple inhibitors of PI3K, MEK, and BCL-2, among other classes, across unrelated malignancies. Additionally, DISARM facilitated the selection of predictive biomarkers of response and identification of unique molecular subtypes, such as contrasting ASCL1-low/cMYC-high SCLC targetable by AURKA inhibitors and ASCL1-high/cMYC-low SCLC targetable by BCL-2 inhibitors. Utilizing these predictions, we assessed several of DISARM's top candidates, including inhibitors of AURKA, BCL-2, and HSP90, to confirm their activity in cisplatin-resistant SCLC models.
Conclusions:
DISARM represents the first validated tool to analyze large-scale in vitro drug response data to statistically optimize candidate drug and biomarker selection aimed at overcoming candidate drug resistance.
Insights
A new tool, Differential Sensitivity Analysis for Resistant Malignancies (DISARM), identifies novel drug candidates and biomarkers to overcome therapeutic resistance in cancers like SCLC and pancreatic adenocarcinoma.
Area of Science:
- Oncology
- Computational Biology
- Drug Discovery
Background:
- Therapeutic resistance is a major challenge in cancer treatment, with limited strategies to overcome it.
- Understanding resistance mechanisms is crucial for developing effective combination or sequential therapies.
Purpose of the Study:
- To introduce Differential Sensitivity Analysis for Resistant Malignancies (DISARM), a novel tool for analyzing drug screening data.
- To address the challenge of therapeutic resistance by prioritizing candidate therapies and identifying predictive biomarkers.
Main Methods:
- DISARM, a software package and web application, was developed to analyze drug response data.
- The tool was applied to cisplatin-resistant models from nine cancers, including small cell lung cancer (SCLC) and pancreatic adenocarcinoma (PAAD).
Main Results:
- DISARM identified novel drug candidates, including PI3K, MEK, and BCL-2 inhibitors, across various malignancies.
- The tool facilitated the selection of predictive biomarkers and identified distinct molecular subtypes in SCLC, guiding targeted therapies like AURKA and BCL-2 inhibitors.
Conclusions:
- DISARM is the first validated tool for statistically optimizing drug and biomarker selection to overcome drug resistance.
- The tool enables analysis of large-scale in vitro drug response data to guide personalized cancer treatment strategies.
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