The structures of four integral membrane proteins from the Mycobacterium tuberculosis (TB) gene, Rv2433c, Rv1861, Rv1616, and ROOK have been de novo predicted by combining a generalized Born implicit solvent/membrane model with replica exchange molecular dynamics simulations to sample the conformational space of each protein.