Hello Iris van 't Klooster. The wording of your post makes me think you are planning on carrying out an unpaired t-test on the change scores. If you are randomly allocating subjects to groups, ANCOVA is arguably a better approach. See this BMJ stats note, for example:
https://www.bmj.com/content/323/7321/1123
Article Statistics Notes: Analysing controlled trials with baseline ...