The purpose of this study is to evaluate the Maximum Tolerated Dose (MTD) of pralatrexate in combination with cyclophosphamide, doxorubicin, vincristine, and prednisone (CHOP) regimen in patients with newly diagnosed peripheral T-cell lymphoma (PTCL).