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Are any recommended tools to deal with many missing values in the phospho proteomics data matrix

Dear guys,

Are any recommended tools to deal with many missing values in the phosphor proteomics data matrix?

When searching the net, most direct to the imputation (median, k-nearest neighbor, etc. ), while if the samples 3 replicates for treat1 all missing (treat2/3/4/5/6 partial missing), it seems not possible to impute the values for the treat1 accurately...

It's a bit surprising when looking at the Excel file of the phosphoproteomics abundance matrix, missing values are now and there...

Thank you very much for your guidance!

limma phosphoproteomics

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