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Discovery of genetic profiles impacting response to chemotherapy: application to gemcitabine
Hamdi Jarjanazi1, Jeffrey Kiefer, Sevtap Savas
1Fred A. Litwin Centre for Cancer Genetics, Samuel Lunenfeld Research Institute, Toronto, Ontario, Canada.
Abstract:
Chemotherapy is a major treatment modality for individuals affected by cancer. Currently, a number of genome-based technologies are being adopted to identify genes associated with drug response; however, large-scale genetic association applications are still limited. Here we describe a novel strategy based on the genetic and drug response data of the NCI60 cell lines to discover potential candidate genetic variants associated with variable response to chemotherapy. As an example we have applied this strategy to discover single genetic markers and haplotypes from candidate genes previously implicated in the pharmacobiology of gemcitabine. Single-marker association analyses have implicated the association of four SNPs within the gene loci of CDC5L, EPC2, POLS, and PARP1. We have also investigated the combined effect of SNPs using haplotype-based analysis. Accordingly, we have shown modest association of haplotypes in six genes, whereas the most significant associations included a haplotype of the POLS gene. The hypothesis-generating tool presented in this study can be applied to drugs profiled in the NCI60 cell line screen and provides an effective means for the identification of genes associated with drug response. The results obtained using this novel methodology can be used to better design the clinical trials for effective study of the chemotherapeutic agents and thus provide a basis for individualized chemotherapy.
Insights
This study introduces a new method using NCI60 cell line data to find genetic markers linked to chemotherapy response. The approach identified specific genetic variations associated with gemcitabine drug response, aiding personalized cancer treatment.
Area of Science:
- Genomics
- Pharmacology
- Cancer Research
Background:
- Chemotherapy is a cornerstone of cancer treatment, but patient response varies significantly.
- Genome-based technologies are emerging for identifying genes related to drug response, yet large-scale applications remain limited.
Purpose of the Study:
- To develop and apply a novel strategy for discovering genetic variants associated with variable chemotherapy response.
- To identify candidate genetic markers and haplotypes impacting gemcitabine pharmacobiology using NCI60 cell line data.
Main Methods:
- Utilized genetic and drug response data from the NCI60 cancer cell line panel.
- Performed single-nucleotide polymorphism (SNP) association analyses on candidate genes.
- Conducted haplotype-based analyses to investigate the combined effects of SNPs.
Main Results:
- Identified four SNPs within CDC5L, EPC2, POLS, and PARP1 associated with gemcitabine response.
- Found modest associations for haplotypes in six genes, with a significant association in the POLS gene.
- Demonstrated the utility of the NCI60 cell line screen for hypothesis generation.
Conclusions:
- The novel strategy effectively identifies genes associated with drug response, applicable to other NCI60-profiled drugs.
- The findings provide a basis for designing improved clinical trials and enabling individualized chemotherapy.
- This approach facilitates the discovery of genetic markers for predicting patient response to chemotherapeutic agents.
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