Related Experiment Video
Updated: Apr 30, 2026

Establishing Dual Resistance to EGFR-TKI and MET-TKI in Lung Adenocarcinoma Cells In Vitro with a 2-step Dose-escalation Procedure
Published on: August 11, 2017
Bioinformatics-driven discovery of rational combination for overcoming EGFR-mutant lung cancer resistance to EGFR
Jihye Kim1, Vihas T Vasu1, Rangnath Mishra1
1Division of Medical Oncology, Department of Medicine, Translational Bioinformatics and Cancer Systems Biology Laboratory, University of Colorado Anschutz Medical Campus, 80045 Aurora, Department of Medicine, National Jewish Health, 80206 Denver, Department of Craniofacial Biology, School of Dental Medicine, Division of Pulmonary Sciences and Critical Care Medicine, University of Colorado Anschutz Medical Campus, 80045 Aurora, CO, USA and Department of Computer Science and Engineering, Korea University, Seoul 136-713, Korea.
Motivation:
Non-small-cell lung cancer (NSCLC) is the leading cause of cancer death in the United States. Targeted tyrosine kinase inhibitors (TKIs) directed against the epidermal growth factor receptor (EGFR) have been widely and successfully used in treating NSCLC patients with activating EGFR mutations. Unfortunately, the duration of response is short-lived, and all patients eventually relapse by acquiring resistance mechanisms.
Result:
We performed an integrative systems biology approach to determine essential kinases that drive EGFR-TKI resistance in cancer cell lines. We used a series of bioinformatics methods to analyze and integrate the functional genetics screen and RNA-seq data to identify a set of kinases that are critical in survival and proliferation in these TKI-resistant lines. By connecting the essential kinases to compounds using a novel kinase connectivity map (K-Map), we identified and validated bosutinib as an effective compound that could inhibit proliferation and induce apoptosis in TKI-resistant lines. A rational combination of bosutinib and gefitinib showed additive and synergistic effects in cancer cell lines resistant to EGFR TKI alone.
Conclusions:
We have demonstrated a bioinformatics-driven discovery roadmap for drug repurposing and development in overcoming resistance in EGFR-mutant NSCLC, which could be generalized to other cancer types in the era of personalized medicine.
Availability And Implementation:
K-Map can be accessible at: http://tanlab.ucdenver.edu/kMap.
Supplementary Information:
Supplementary data are available at Bioinformatics online.
Insights
This study identifies key kinases driving resistance to EGFR tyrosine kinase inhibitors (TKIs) in non-small-cell lung cancer (NSCLC). Bosutinib effectively targets these resistant cells, offering a new strategy for NSCLC treatment.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Non-small-cell lung cancer (NSCLC) is a leading cause of cancer mortality.
- Epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) are effective but face acquired resistance.
- Understanding resistance mechanisms is crucial for improving NSCLC treatment outcomes.
Purpose of the Study:
- To identify essential kinases driving resistance to EGFR-TKIs in NSCLC.
- To discover novel therapeutic strategies to overcome EGFR-TKI resistance.
- To develop a bioinformatics-driven approach for drug repurposing in NSCLC.
Main Methods:
- Integrative systems biology approach combining functional genetics screens and RNA-seq data.
- Bioinformatics analysis to identify critical survival and proliferation kinases in TKI-resistant cells.
- Kinase connectivity map (K-Map) for linking essential kinases to potential compounds.
Main Results:
- Identified a set of kinases critical for survival and proliferation in TKI-resistant NSCLC cells.
- Validated bosutinib as a compound that inhibits proliferation and induces apoptosis in TKI-resistant lines.
- Demonstrated additive and synergistic effects of combining bosutinib with gefitinib in resistant cell lines.
Conclusions:
- A bioinformatics-driven roadmap for drug discovery and repurposing to overcome EGFR-TKI resistance in NSCLC.
- The approach can be generalized to other cancer types for personalized medicine.
- Highlights bosutinib as a potential therapeutic agent for resistant NSCLC.
More Related Videos
09:38Establishment and Characterization of Three Afatinib-resistant Lung Adenocarcinoma PC-9 Cell Lines Developed with Increasing Doses of Afatinib
Published on: June 26, 2019
08:52Profiling Sensitivity to Targeted Therapies in EGFR-Mutant NSCLC Patient-Derived Organoids
Published on: November 22, 2021
Related Concept Videos
Combination Therapies and Personalized Medicine
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
Combination Therapies and Personalized Medicine
Targeted Cancer Therapies
There are several types of targeted therapies against...
Mitogens and the Cell Cycle
Treatment Resistant Cancers
Tumor Immunotherapy