But the deeper layers of skin, called the dermis, do not go through this cellular turnover and so do not replace themselves. Thus, foreign bodies, such as tattoo dyes, implanted in the dermis will remain.
Kinda. They don't get rubbed away, but they do die and are replaced. However Collagen is not a living thing per se, so like tatoo dye it sticks around.