EDIT: Yes. Personally, I would not risk it if it lowers my chance of getting infected. The choice is up to you.
> These pathogens can be picked up by our hands and get into the body through mucous membranes on the face — eyes, nose, and mouth — that act as pathways to the throat and lungs.
https://www.statnews.com/2020/03/09/how-touching-your-face-c...