1. Identification of a candidate single-nucleotide polymorphism related to chemotherapeutic response through a combination of knowledge-based algorithm and hypothesis-free genomic data
- Author
-
Yasuhiro Shimada, Hiromi Sakamoto, Nahoko Kaniwa, Teruhiko Yoshida, Yoko Odaka, Atsushi Ohtsu, Anna Takahashi, Yasuhiro Matsumura, Kuniaki Shirao, Jun-ichi Sawada, Yoshiro Saito, Hiro Takahashi, Takayuki Yoshino, Kimie Sai, Tetsuya Hamaguchi, and Misuzu Okuyama
- Subjects
Male ,Antimetabolites, Antineoplastic ,Bioengineering ,Genome-wide association study ,Single-nucleotide polymorphism ,Biology ,Polymorphism, Single Nucleotide ,Applied Microbiology and Biotechnology ,Stomach Neoplasms ,Antineoplastic Combined Chemotherapy Protocols ,medicine ,Humans ,SNP ,Computational Biology ,Cancer ,Combination chemotherapy ,Genomics ,medicine.disease ,ErbB Receptors ,Exact test ,Pharmacogenetics ,Pharmacogenomics ,Colonic Neoplasms ,Multiple comparisons problem ,Regression Analysis ,Female ,Fluorouracil ,Algorithm ,Algorithms ,Genome-Wide Association Study ,Biotechnology - Abstract
Inter-individual variations in drug responses among patients are known to cause serious problems in medicine. Genome-wide association study (GWAS) is powerful for examining single-nucleotide polymorphisms (SNPs) and their relationships with drug response variations. However, no significant SNP has been identified using GWAS due to multiple testing problems. Therefore, we propose a combination method consisting of knowledge-based algorithm, two stages of screening, and permutation test for identifying SNPs in the present study. We applied this method to a genome-wide pharmacogenomics study for which 109,365 SNPs had been genotyped using Illumina Human-1 BeadChip for 119 gastric cancer patients treated with fluoropyrimidine. We identified rs2293347 in epidermal growth factor receptor (EGFR) is as a candidate SNP related to chemotherapeutic response. The p value for the rs2293347 was 2.19 × 10(-5) for Fisher's exact test, and the p value was 0.00360 for the permutation test (multiple testing problems are corrected). Additionally, rs2293347 was clearly superior to clinical parameters and showed a sensitivity value of 55.0% and specificity value of 94.4% in the evaluation by using multiple regression models. Recent studies have shown that combination chemotherapy of fluoropyrimidine and EGFR-targeting agents is effective for gastric cancer patients highly expressing EGFR. These results suggest that rs2293347 is a potential predictive factor for selecting chemotherapies, such as fluoropyrimidine alone or combination chemotherapies.
- Published
- 2013
- Full Text
- View/download PDF