Can I use liquid nails or a similar product to put decorative PVC behind toilet?

I am afraid I will hit plumbing when putting decorative wall panels or bead board behind the toilet. Can I use Liquid Nails or something similar in this area, without any nails?

Would I have to sand the walls at all to take away some of the paint?

Thank you!