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Improvement in reliability of probabilistic test of significant differences in GeneChip experiments.
Authors:Kyoko Toda  Seiichi Ishida  Kotoko Nakata  Rieko Matsuda  Yukari Shigemoto-Mogami  Shogo Ozawa  Jun-ichi Sawada  Yasuo Ohno  Kazuhide Inoue  Koichi Shudo  Yuzuru Hayashi
Institution:National Institute of Health Sciences, 1-18-1 Kami-Yoga, Setagaya, Tokyo 158-8501, Japan.
Abstract:A probabilistic test (FUMI theory) for GeneChip experiments has been proposed for selecting the genes which show significant differences in the gene expression levels between a single pair of treatment and control. This paper describes that the reliability of the judgment by the FUMI theory can be enhanced, when the selected genes are referred to biomolecular-functional networks of a commercial database. The genes judged as being differently expressed are grouped into a cluster in the biomolecular networks. It is also demonstrated that false positive genes have a trend in the networks to be isolated from each other, and also away from the clustered genes, since the false positive genes are randomly selected.
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