DocumentCode
3218871
Title
Independent component analysis of gene expression profiles in the hepatic inflammatory response
Author
Nicolini, A.M. ; Dunn, S.M. ; Roth, C.M.
Author_Institution
Dept. of Biomed. Eng., Rutgers Univ., Piscataway, NJ, USA
fYear
2005
fDate
2-3 April 2005
Firstpage
215
Lastpage
217
Abstract
The response of the liver to inflammatory cues involves a complex interplay by which input signals from the circulation are translated into outputs in the form of differential gene and protein expression, resulting in the diversion of metabolic and synthetic machinery from the normal state to one that is focused on host defense. We seek to understand better the molecular programs (sources) driving these changes in order to better control adverse effects of the inflammatory response without compromising its beneficial aspects. To this end, we have used independent component analysis (ICA) of gene expression profiles obtained from both in vivo and in vitro models of the hepatic acute phase response. We have found that the most significant sources obtained from ICA analysis clustered the profiles into groups of genes with common molecular function. The comparison of in vitro and in vivo modes of gene expression shows both conserved and stimulus-specific programs within the overall inflammatory response.
Keywords
genetics; independent component analysis; liver; molecular biophysics; proteins; common molecular function; gene expression profile; hepatic acute phase response; hepatic inflammatory response; independent component analysis; liver; metabolic diversion; molecular programs; protein expression; synthetic machinery; Biomedical engineering; Cancer; Chemical engineering; Gene expression; In vitro; In vivo; Independent component analysis; Injuries; Liver; Principal component analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioengineering Conference, 2005. Proceedings of the IEEE 31st Annual Northeast
Print_ISBN
0-7803-9105-5
Electronic_ISBN
0-7803-9106-3
Type
conf
DOI
10.1109/NEBC.2005.1431998
Filename
1431998
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