#acl All:read DanieleMerico:write,delete,revert <> = Pathway Analysis Readings = == Lectures == * '''Introduction to R Programming''' * [[attachment:MicroarrayAnalysis_Rprog_L1.ppt]] * [[attachment:MicroarrayAnalysis_Rprog_L2.ppt]] * [[attachment:MicroarrayAnalysis_Rprog_L3.ppt]] * '''Affymetrix Microarray Analysis using R Programming''' * [[attachment:MicroarrayAnalysis_Rprog_L4.ppt]] * [[attachment:MicroarrayAnalysis_Rprog_L5.ppt]] * '''Gene-set Enrichment Analysis''' * [[attachment:OBI_EnrPathwAnalysis.ppt]] == Readings == * '''R Programming''' * [[http://cran.r-project.org/doc/manuals/R-intro.pdf|An Introduction to R]] * [[http://cran.r-project.org/doc/contrib/Short-refcard.pdf|R Command Reference Card]] * '''Statistics''' * [[http://www.statsoft.com/textbook/|Online statistical reference by Statsoft]] * '''Primers on Useful Data Analysis Techniques''' * __Principal Component Analysis__ * What is principal component analysis?<
> Ringnér M.<
> Nat Biotechnol. 2008 Mar;26(3):303-4.<
> http://www.ncbi.nlm.nih.gov/pubmed/18327243 * __Clustering__ * How does gene expression clustering work?<
> D'haeseleer P.<
> Nat Biotechnol. 2005 Dec;23(12):1499-501.<
> http://www.ncbi.nlm.nih.gov/pubmed/16333293 * __Multiple Testing Correction__ * ''How does multiple testing correction work?''<
> Noble WS.<
> Nat Biotechnol. 2009 Dec;27(12):1135-7.<
> http://www.ncbi.nlm.nih.gov/pubmed/20010596 * '''Microarray Analysis''' * __General Reviews__ * ''Microarray data analysis: from disarray to consolidation and consensus.''<
> Allison DB, Cui X, Page GP, Sabripour M.<
> Nat Rev Genet. 2006 Jan;7(1):55-65. Review. Erratum in: Nat Rev Genet. 2006 May;7(5):406.<
> http://www.ncbi.nlm.nih.gov/pubmed/16369572 * ''Computational analysis of microarray data.''<
> Quackenbush J.<
> Nat Rev Genet. 2001 Jun;2(6):418-27. <
> http://www.ncbi.nlm.nih.gov/pubmed/11389458 * '''Gene-set Enrichment Analysis''' * __Reviews on Methods and Tools__ * ''Gene-set approach for expression pattern analysis.''<
> Nam D, Kim SY.<
> Brief Bioinform. 2008 May;9(3):189-97.<
> http://www.ncbi.nlm.nih.gov/pubmed/18202032 * ''Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists.''<
> Huang da W, Sherman BT, Lempicki RA.<
> Nucleic Acids Res. 2009 Jan;37(1):1-13.<
> http://www.ncbi.nlm.nih.gov/pubmed/19033363 * __GSEA__ * ''Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.''<
> Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP.<
> Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50.<
> http://www.ncbi.nlm.nih.gov/pubmed/16199517 * __Enrichment Visualization__ * ''Enrichment map: a network-based method for gene-set enrichment visualization and interpretation.''<
> Merico D, Isserlin R, Stueker O, Emili A, Bader GD.<
> PLoS One. 2010 Nov 15;5(11):e13984.<
> http://www.ncbi.nlm.nih.gov/pubmed/21085593 * '''Network Analysis and Visualization''' * __General Reviews__ * How to visually interpret biological data using networks.<
> Merico D, Gfeller D, Bader GD.<
> Nat Biotechnol. 2009 Oct;27(10):921-4.<
> http://www.ncbi.nlm.nih.gov/pubmed/19816451 * ''Pathway information for systems biology.''<
> Cary MP, Bader GD, Sander C.<
> FEBS Lett. 2005 Mar 21;579(8):1815-20.<
> http://www.ncbi.nlm.nih.gov/pubmed/15763557 * __Cytoscape__ * ''Integration of biological networks and gene expression data using Cytoscape.''<
> Cline MS et al.<
> Nat Protoc. 2007;2(10):2366-82.<
> http://www.ncbi.nlm.nih.gov/pubmed/17947979 * '''Pathway Analysis and Visualization''' * __Methods__ * A novel signaling pathway impact analysis.<
> Tarca AL, Draghici S, Khatri P, Hassan SS, Mittal P, Kim JS, Kim CJ, Kusanovic JP, Romero R.<
> Bioinformatics. 2009 Jan 1;25(1):75-82.<
> http://www.ncbi.nlm.nih.gov/pubmed/18990722 === Other Useful Readings === * [[http://www.liacs.nl/~hoogeboo/mcb/nature_primer.html|Nature Biotechnology Primers in Computational Biology]] == Interesting Research Applications of Pathway Analysis == * ''A transcriptional signature and common gene networks link cancer with lipid metabolism and diverse human diseases.''<
> Hirsch HA, Iliopoulos D, Joshi A, Zhang Y, Jaeger SA, Bulyk M, Tsichlis PN, Shirley Liu X, Struhl K.<
> Cancer Cell. 2010 Apr 13;17(4):348-61.<
> http://www.ncbi.nlm.nih.gov/pubmed/20385360 * ''Functional impact of global rare copy number variation in autism spectrum disorders.''<
> Pinto D et al.<
> Nature. 2010 Jul 15;466(7304):368-72. Epub 2010 Jun 9.<
> http://www.ncbi.nlm.nih.gov/pubmed/20531469