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Toxicity Analysis of Pentachlorophenol Data with a Bioinformatics Tool Set.
Polouliakh, Natalia; Hase, Takeshi; Ghosh, Samik; Kitano, Hiroaki.
Affiliation
  • Polouliakh N; Sony Computer Science Laboratories Inc., Tokyo, Japan. nata@csl.sony.co.jp.
  • Hase T; Department of Ophthalmology and Visual Science, Yokohama City University, Yokohama, Japan. nata@csl.sony.co.jp.
  • Ghosh S; Systems Biology Institute, Tokyo, Japan. nata@csl.sony.co.jp.
  • Kitano H; Systems Biology Institute, Tokyo, Japan.
Methods Mol Biol ; 2486: 105-125, 2022.
Article in En | MEDLINE | ID: mdl-35437721
ABSTRACT
Rapid progress in technologies opened the new era of computer-leaded analytics, leaving humans more space for experimental design and decision making. Here we demonstrate the machine learning analysis workflow represented by spectral clustering, elucidation of evolutionary conserved transcription regulation, and network analysis using reverse engineering. Analysis of genes induced by the Pentachlorophenol toxic chemical revealed two subnetworks, one orchestrated by Interferon and another by Nuclear receptor factor 2 (NRF2) gene. Furthermore, network-inference based analysis identified a gene network module composed of genes associated with interferon signaling and their regulatory interaction with downstream genes, especially TRIM family proteins involved in responses of innate immune systems.
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pentachlorophenol / Computational Biology Type of study: Prognostic_studies Limits: Humans Language: En Journal: Methods Mol Biol Journal subject: BIOLOGIA MOLECULAR Year: 2022 Document type: Article Affiliation country: Japan

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pentachlorophenol / Computational Biology Type of study: Prognostic_studies Limits: Humans Language: En Journal: Methods Mol Biol Journal subject: BIOLOGIA MOLECULAR Year: 2022 Document type: Article Affiliation country: Japan