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Chipster user friendly analysis tool for microarray data

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Chipster user friendly analysis tool for microarray data. Eija Korpelainen ... Support for different array types (Affymetrix, Agilent, Illumina, cDNA) ... – PowerPoint PPT presentation

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Title: Chipster user friendly analysis tool for microarray data


1
Chipster user friendly analysis tool for
microarray data
  • Eija Korpelainen
  • Center for Scientific Computing, Finland
  • eija.korpelainen_at_csc.fi

2
Chipster
  • Goal Easy access to up-to-date analysis methods
    (R/Bioconductor)
  • Features
  • Easy to use graphical interface
  • Comprehensive selection of analysis tools and
    visualizations
  • Support for different array types (Affymetrix,
    Agilent, Illumina, cDNA)
  • Possibility to construct (and share) analysis
    workflows
  • Compatible with Windows, Linux and Mac OS X
  • Easy to install and update
  • Graphical client program on users computer sends
    analysis jobs to central computing servers
  • Availability
  • Guest accounts for evaluation
  • Open source (http//chipster.sourceforge.net)
  • http//chipster.csc.fi

3
  • Aleksi Kallio
  • Jarno Tuimala
  • Taavi Hupponen
  • Petri Klemelä, Mikko Koski, Janne Käki, Mika
    Rissanen
  • All the pilot users
  • Department of Computer Science, University of
    Helsinki
  • Tekes, the Finnish Funding Agency for Technology
    and Innovation

4
  • Affymetrix HG-U133A dataset of 17 samples by
    Lenburg et al (GEO GDS505) Comparison of renal
    clear cell tumor tissue and adjacent normal
    tissue
  • Finding differentially expressed genes and
    analyzing them (annotations, pathways, promoters)
  • Visualizations
  • Saving the analysis workflow for re-use

5
Analysis tool content
  • In addition to the usual analysis content such as
    normalization, filtering, statistics, clustering
    and annotations, Chipster provides
  • Quality control methods
  • Linear (mixed) models
  • Bootstrapping of hierarchical clustering results
  • Alternative mappings of the Affymetrix arrays
    (altCDF)
  • Gene set enrichment analysis
  • Promoter analysis

6
Visualizing the data
  • Interactive visualizations produced by the client
    program
  • Histogram
  • 2D and 3D scatterplot
  • Expression profiles
  • Clustered profiles
  • Hierarchical clustering
  • SOM clustering
  • Static images produced by R/Bioconductor
  • Volcano plot
  • Box plot
  • Heatmap
  • Venn diagram
  • Idiogram
  • Chromosomal position
  • Correlogram
  • Dendrogram
  • QC stats plot
  • Ordination plots (NMDS, PCA)

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Automatic tracking of analysis history
12
Workflow reusing your analysis pipeline
  • Creates a macro that can be applied to another
    normalized dataset and phenodata
  • Choose a dataset, and workflow records the
    analysis steps starting from it
  • You can change parameters directly to the
    workflow file (e.g. affymetrix.bsh) located in
    the chipster-scripts folder
  • Workflows can be shared with other users

13
Wizard for Affymetrix data
  • Ready-made workflow to find differentially
    expressed genes
  • Normalization
  • Phenodata creation
  • Statistical test
  • Hierarchical clustering
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