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A system-level approach for deciphering the transcriptional response to prion infection

Zampieri, M
•
Legname, Giuseppe
•
Segrè, D
•
Altafini, Claudio
2011
  • journal article

Periodico
BIOINFORMATICS
Abstract
Deciphering the response of a complex biological system to an insulting event, at the gene expression level, requires adopting theoretical models that are more sophisticated than a one-to-one comparison (i.e. t-test). Here, we investigate the ability of a novel reverse engineering approach (System Response Inference) to unveil non-obvious transcriptional signatures of the system response induced by prion infection. RESULTS: To this end, we analyze previously published gene expression data, from which we extrapolate a putative full-scale model of transcriptional gene-gene dependencies in the mouse central nervous system. Then, we use this nominal model to interpret the gene expression changes caused by prion replication, aiming at selecting the genes primarily influenced by this perturbation. Our method sheds light on the mode of action of prions by identifying key transcripts that are the most likely to be responsible for the overall transcriptional rearrangement from a nominal regulatory network. As a first result of our inference, we have been able to predict known targets of prions (i.e. PrP(C)) and to unveil the potential role of previously unsuspected genes
DOI
10.1093/bioinformatics/btr580
WOS
WOS:000297860000012
Archivio
http://hdl.handle.net/20.500.11767/12889
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-83355177201
https://doi.org/10.1093/bioinformatics/btr580
Diritti
metadata only access
Soggetti
  • Systems biology

  • network inference

  • Settore BIO/09 - Fisi...

Scopus© citazioni
10
Data di acquisizione
Jun 14, 2022
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Web of Science© citazioni
9
Data di acquisizione
Mar 12, 2024
Visualizzazioni
2
Data di acquisizione
Apr 19, 2024
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