Hi I am trying to use PCA analysis on chemical data using concentrations that have been identified.

I have 1000's of data points and a lot of then connect "0" concentration, now i have performed PCA with blank cells and cells with the value "0" in them.

I have been told that using "0" can corrupt the analysis, but am failing to find a source to confirm or deny this. can any one help me?