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Published byMiguel Bustamante Plaza Modified over 6 years ago
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Aedín Culhane aedin@jimmy.harvard.edu
Introduction to Bioc Aedín Culhane
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Bioconductor To install use script on Bioconductor Website
source(" biocLite()
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What Packages do I need? Specific to you data and analysis pipeline but for examples: Bioconductor Workshops Bioconductor Workflows
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Packages Overview BioConductor web site
Bioconductor BiocViews Task view Software Annotation Data Experimental Data
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Main types of Annotation Packages
Gene centric AnnotationDbi packages: Organism: org.Mm.eg.db. Technology/Platform: hgu133plus2.db. GeneSets and Pathway (biology level): GO.db or KEGG.db .db packages can be queried with sql or accessed using annotation package (totable, get, mget) Genome centric GenomicFeatures packages: Transriptome level: TxDb.Hsapiens.UCSC.hg19.knownGene Generic features: Can generate via GenomicFeatures biomaRt: Query web-based `biomart' resource for genes, sequence, SNPs, and etc. See
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Bioconductor resources
Mailing List (sign up for daily digest) Documentation, workshop/course material online Slides from talks, pdf of tutorials, R code Help available for each software package Each package MUST contain vignette (howto) Other resources ww.Rseek.org
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Vignette Tutorials, provide worked example of package
Required in Bioconductor packages library("Biobase") library("GOstats") # Load package of interest openVignette()
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Getting Data into R & Bioconductor
Aedín Culhane
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Simple Excel SpreadSheet data
Simple table read.table() read.csv() scan() However more datatype specialized. See Technologies on BiocViews. Views.html GDC - GenomicDataCommons Microarray Data- GEOquery, ArrayExpress,
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A Microarray Overview
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Reading Affymetrix Data
May 2011 Reading Affymetrix Data library(affy) require(affy) # Alternative affybatch <- ReadAffy(celfile.path="[Location of your data]") eSet<-justRMA()
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Sample R code
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Other Arrays Illumina 2 color spotted arrays Other arrays Lumi package
May 2011 Other Arrays Illumina Lumi package 2 color spotted arrays Limma package Other arrays go-arrays/
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May 2011 R Code
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More on GEOquery require(GEOquery)
May 2011 More on GEOquery require(GEOquery) Let's try to load the GDS810 dataset which contains data on Alzheimer's disease at various stages of severity. GDS810<-getGEO("GDS810") The getGEO function returns an object of class GEOData. You can get a description of this class like this: help("GEOData-class") Meta(GDS810) Columns(GDS810) head(Table(GDS810))
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Assessing Data Quality
May 2011 Assessing Data Quality
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ExpressionSet Class in R
May 2011 ExpressionSet Class in R
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R basics: Getting help To get help help.search(“mean”)
help(mean) help.search(“mean”) apropos("mean") example(mean)
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