Disclosed herein is pharmaceutical composition derived from pemetrexed dipotassium nonahydrate characterized by X-ray powder diffraction pattern containing at least 5 characteristic 280 diffraction angle peaks selected from the XRPD peak set of 5.0, 12.5, 17.2, 20.8, 22.4, 25.7, 26.9 and 27.9 ± 0.2 2&thetas;°, and a pharmaceutically acceptable amount of an excipient, wherein the pharmaceutical composition having moisture content less than 2%w/w. Also disclosed is a process for preparing lyophilized composition ofpemetrexed dipotassium, comprising the following steps: (a) dissolving a Cryoprotectant (also referred to as “generally regarded as safe” (GRAS) bulking agents) or a combination of Cryoprotectants selected from mannitol, sucrose, lactose or a combination thereof in water for injection to form a solution; (b) dissolving pemetrexed dipotassium nonahydrate in to the above solution, and determining the pH ofthe solution; (c) adjusting the pH ofthe bulk solution to 7.2 by addition of pH adjusters; (d) make up the volume to 100% with WFI; (e) optionally, filtering the solution obtained in step d); (f) freezing the solution obtained in step e); and (g) perform freeze drying to form the lyophilized composition, wherein the composition is having moisture content of less than 2%w/w.