Kees,
sure you have to re-validate your EtO sterilization process - the question is whether you can do this exercise by performing a documented adoption analysis or whether you have to do experimental work to demonstrate continued safety and effectiveness of your sterilization process.
Essentially you would have to answer: does the replacement tape create a greater challenge to the sterilization cycle in lethality and/or residuals?
To this end, you may walk through AAMI TIR28:2009, Product adoption and process equivalence for ethylene oxide sterilization, and specifically through the questions listed in Annex A, where it says "If the answer to any of the following questions is “yes,” further evaluation to include product qualification studies of the candidate product might be required".
HTH,
Gerhard