I don't know the definite answer to this, but the first two things that come to my mind are:
1) Is the jacket machine-washable and if so, at what temps?
2) Is the cover-up makeup water or oil based?
Both of those things would probably make a big difference on how to treat this. And if the makeup doesn't have the ingredients listed on it, you may be able to find out at the brand's website...