I have a gene expression data including intrinsic subtypes of breast cancer, but it does not have paired normal samples, Is it possible to use normal samples from different batch if I use batch effect removal methods eg COMBAT or DWD?

You cant remove batch effects if the data is 100% confounded.

Better just to ignore the normals.