Recent years have witnessed rapid progress on computing Bjorken-$x$ dependence of hadron structure from lattice QCD. In this talk, I give a brief review of such developments, with a particular focus on the isovector quark PDFs in the proton, for which intensive studies in the past few years have yielded very encouraging results.