Differentially expressed genes in gastric tumors identified by cDNA array

被引:20
|
作者
Meireles, SI
Carvalho, AF
Hirata, R
Montagnini, AL
Martins, WK
Runza, FB
Stolf, BS
Termini, L
Neto, CEM
Silva, RLA
Soares, FA
Neves, EJ
Reis, LFL
机构
[1] Hosp Canc AC Camargo, BR-01509010 Sao Paulo, SP, Brazil
[2] Ludwig Inst Canc Res, BR-02509010 Sao Paulo, SP, Brazil
[3] Univ Sao Paulo, Inst Matemat Estatlstica & BIOINFO, Sao Paulo, SP, Brazil
[4] SENAC Coll Comp Sci & Technol, Sao Paulo, SP, Brazil
[5] Univ Sao Paulo, Inst Quim, Sao Paulo, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
gene expression; gastric cancer; cDNA array; molecular marker;
D O I
10.1016/S0304-3835(02)00587-6
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Using cDNA fragments from the FAPESP/ICR Cancer Genome Project, we constructed a cDNA array having 4512 elements and determined gene expression in six normal and six tumor gastric tissues. Using t-statistics, we identified 80 cDNAs whose expression in normal and tumor samples differed more than 3.5 sample standard deviations. Using Self-Organizing Map, the expression profile of these cDNAs allowed perfect separation of malignant and non-malignant samples. Using the supervised learning procedure Support Vector Machine, we identified trios of cDNAs that could be used to classify samples as normal or tumor, based on single-array analysis. Finally, we identified genes with altered linear correlation when their expression in normal and tumor samples were compared. Further investigation concerning the function of these genes could contribute to the understanding of gastric carcinogenesis and may prove useful in molecular diagnostics. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:199 / 211
页数:13
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