Furthermore, prediction tree consisted of the same proteins as the astrocytoma detection algorithm that is TGF-β1 active, TIMP-1, YKL-40, with the addition of the protein of latent form TGF-β1. This evidence concerns the gene TIMP1 and astrocytoma (excluding glioblastoma).