Document Type
Article
Publication Date
2017
Keywords
tyrosine kinase inhibitors, resistance, somatic genetics, intrinsic, copy number
Digital Object Identifier (DOI)
https://doi.org/10.18632/oncotarget.22914
Abstract
Multi-targeted tyrosine kinase inhibitors (TKIs) have broad efficacy and similar FDA-approved indications, suggesting shared molecular drug targets across cancer types. Irrespective of tumor type, 20-30% of patients treated with multi-targeted TKIs demonstrate intrinsic resistance, with progressive disease as a best response. We conducted a retrospective cohort study to identify tumor (somatic) point mutations, insertion/deletions, and copy number alterations (CNA) associated with intrinsic resistance to multi-targeted TKIs. Using a candidate gene approach (n=243), tumor next-generation sequencing and CNA data was associated with resistant and non-resistant outcomes. Resistant individuals (n=11) more commonly harbored somatic point mutations in NTRK1, KDR, TGFBR2, and PTPN11 and CNA in CDK4, CDKN2B, and ERBB2 compared to non-resistant (n=26, p<0.01). Using a random forest classification model for variable reduction and a decision tree classification model, we were able to differentiate intrinsically resistant from non-resistant patients. CNA in CDK4 and CDKN2B were the most important analytical features, implicating the cyclin D pathway as a potentially important factor in resistance to multi-targeted TKIs. Replication of these results in a larger, independent patient cohort has potential to inform personalized prescribing of these widely utilized agents.
Rights Information
This work is licensed under a Creative Commons Attribution 3.0 License.
Was this content written or created while at USF?
Yes
Citation / Publisher Attribution
Oncotarget, v. 8, issue 70, p. 115114-115127
Scholar Commons Citation
Gillis, Nancy K.; Rotroff, Daniel M.; Mesa, Tania E.; Yao, Jiqiang; Carulli, Michael A.; Yoder, Sean J.; Walko, Christine M.; Teer, Jamie K.; and McLeod, Howard L., "Tumor Exome Sequencing and Copy Number Alterations Reveal Potential Predictors of Intrinsic Resistance to Multi-targeted Tyrosine Kinase Inhibitors" (2017). Pharmacy Faculty Publications. 84.
https://digitalcommons.usf.edu/pharm_facpub/84