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remove batch effect of SILAC protein data

Hello,

I have SILAC protein data which comes from three different days and want to remove batch effect of these data,

  1. knn function of impute package to impute missing expression values.

  2. na.omit to delete all the NA value.

None of them is work.

Are there any methods that can remove batch effect of this kind SILAC protein data?

Thank you in advance for any suggestion!

Best,

Yue

Screenshot-from-2020-11-16-03-43-32

gene

The missingness rate appears to be 'high'. Can you even use this data? - it looks meaningless

Hello Kevin Blighe,

Thank you so much for your suggestion!

Thank you!

Best,

Yue

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