I would like to remove batch effects by ComBat but when we have one peptide missing for the whole batch 1 while we have data for batch 2, 3, and 4. But we would like to incorporate this peptide in adjusting for batch effect of rest of the batches. What's the suggestion to deal with this peptide? 

Thank you very much!!