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Statistical Validation of Two Sample Comparison Methods for Oligonucleotide Microarray in Rat Ischemia Model

Authors :
Megumi Sugahara Kobayashi
Satoshi Asai
Koichi Ishikawa
Yasuo Takahashi
Yayoi Nishida
Toshihito Nagata
Source :
Neurochemical Research. 31:735-740
Publication Year :
2006
Publisher :
Springer Science and Business Media LLC, 2006.

Abstract

In gene expression analyses using a high-density oligonucleotide array in a rat ischemia model, two comparison methods, "pair-wise comparison" and "sample average comparison", were evaluated based on statistical methods. The reliability of the elements screened with a 1.2 to 10-fold threshold was also evaluated. In pair-wise comparisons, most of the elements were significantly independent of the threshold value, with the percentage of significant elements remaining above 95%, when screened at 2.5-fold or higher threshold value. Pair-wise comparison structurally provided strict screening, which resulted in genes that were not selected despite significant alterations in expression. Screening by "sample average comparison" resulted in elements with low probability of significance, which suggested the necessity for increasing the reliability by additional statistical analyses after screening. When genes with altered expression were screened using an oligonucleotide array, marked differences in the numbers and reliability were proved to exist among elements screened by each sample comparison method.

Details

ISSN :
15736903 and 03643190
Volume :
31
Database :
OpenAIRE
Journal :
Neurochemical Research
Accession number :
edsair.doi.dedup.....d103865f36abc4253979cfe7ec18e42b
Full Text :
https://doi.org/10.1007/s11064-006-9074-2