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ANALYTICS

Affymetrix

Affymetrix data processing

Differential expression analysis for Affymetrix data

Input data

Files:

  • Affymetrix .cel files
  • A design.csv file describing each sample (i.e. sample metadata), for example,
gsm,transfection,treatment
GSM606125,control,ethanol
GSM606126,control,ethanol
GSM606134,ERK1,ethanol
GSM606133,ERK1,ethanol
GSM606128,control,E2
GSM606127,control,E2
...

, where the sample identifiers must be in the first column.

Files are organized as follows:

my_project
|-- design.csv
|-- GSM606123.CEL.gz
|-- GSM606124.CEL.gz
|-- GSM606125.CEL.gz
|-- GSM606126.CEL.gz
|-- GSM606127.CEL.gz
|-- ...

Output files

  • probeset_expression.tsv : Normalized gene expression matrix
  • *_comparion.tsv : comparison results (one for each contrast) from running LIMMA package
  • probeset_qc.tsv : Probeset QC status

For example,

output/
|-- control_E2-vs-ethanol_comparison.tsv
|-- ERK1_E2-vs-ethanol_comparison.tsv
|-- probeset_expression.tsv
`-- probeset_qc.tsv

Parameter settings

  • factor_of_interest — Comparison column; optional
  • reference_level — Baseline level; must be one of the values in factor_of_interest column
  • grouping_factor — Subgroup analysis column; optional
  • blocking_factor — Blocking/Pairing column, used for controlling blocking/pairing effects; optional
  • summarization — Probeset summarization method, possible values, MAS5 (default) and RMA

Note: Currently we support adding either grouping_factor or blocking_factor (i.e. not both).

References

Please cite:

Bioconductor affy package

Bioconductor oligo package

Bioconductor limma package

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