Question: Infinium/Illumina 450K methylation array data analysis: How to compare the various packages/pipelines?
gravatar for arpit.singh1203
5.6 years ago by
arpit.singh120360 wrote:


I am planning to work on 450K methylation array data. There are various pipelines/packages for data analysis. I don't need to know the best or the standard pipeline for the analysis. However I would appreciate ideas on how to compare various pipelines?

For a sample data I can use minfi, ChAMP, COHCAP, RnBeads and so forth. But how do I compare which one is working best for me?

ADD COMMENTlink modified 5.6 years ago by Charles Warden7.8k • written 5.6 years ago by arpit.singh120360
gravatar for Devon Ryan
5.6 years ago by
Devon Ryan96k
Freiburg, Germany
Devon Ryan96k wrote:

In general, to see what algorithm is producing better results, you need to either (A) have a dataset with some known differences or (B) perform an independent validation of some of the discordant results produced by the various packages.

ADD COMMENTlink written 5.6 years ago by Devon Ryan96k
gravatar for Charles Warden
5.6 years ago by
Charles Warden7.8k
Duarte, CA
Charles Warden7.8k wrote:

I have a template for comparing those algorithms here

with relevant description here

One important limitation with the demo dataset is the small number of validated sites, but you can use the templates to get an idea of what the results would look like for your own data.

ADD COMMENTlink modified 11 months ago by RamRS30k • written 5.6 years ago by Charles Warden7.8k
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