Title :
Using ANOVA to analyse thalidomide’s molecular mechanisms in human PBMC microarrays
Author :
Paiva, Renata T. ; Dias, Barbara C. ; Ribeiro-Alves, Marcelo ; Lopes, Ulisses G. ; Nobre, Flávio F.
Author_Institution :
COPPE/UFRJ, Biomed. Eng. Program, Rio de Janeiro
Abstract :
Thalidomide is an anti-inflammatory and immunomodulatory drug that is the treatment of choice for erythema nodosum leprosum (ENL), an inflammatory cutaneous and systemic complication of multibacillary leprosy. Its use in leprosy and other conditions is controversial due to its teratogenic effects. Fifty years after the development of thalidomide, its action mechanism is still not well understood. In the present study we analyzed the in vitro effect of thalidomide on global gene expression in cultured human Peripheral Blood Mononuclear Cells (PBMC) of normal donors. We normalized the background subtracted spotted cDNA microarray data using a locally weighted linear regression and modeled its residual by a two-step analysis of variance to detect differentially expressed PBMC human genes in response to thalidomide. Using the full set of spotted genes, 13 genes were identified as differentially expressed genes. A reduced set was derived with a direct simple filtering approach and this set resulted in eight differentially expressed genes. Among these 21 genes, 15 are involved in the immune regulation processes.
Keywords :
cellular biophysics; diseases; drugs; genetics; lab-on-a-chip; regression analysis; ANOVA; anti-inflammatory drug; cDNA microarray; erythema nodosum leprosum; gene expression; human PBMC microarrays; immune regulation process; immunomodulatory drug; inflammatory cutaneous complication; locally weighted linear regression; molecular mechanisms; multibacillary leprosy; peripheral blood mononuclear cells; systemic complication; teratogenic effects; thalidomide; two-step variance analysis; Analysis of variance; Blood; Cells (biology); Drugs; Filtering; Gene expression; Humans; Immune system; In vitro; Linear regression;
Conference_Titel :
BioInformatics and BioEngineering, 2008. BIBE 2008. 8th IEEE International Conference on
Conference_Location :
Athens
Print_ISBN :
978-1-4244-2844-1
Electronic_ISBN :
978-1-4244-2845-8
DOI :
10.1109/BIBE.2008.4696737