The invention relates to a slow-release injection containing nolatrexed and a synergistic agent of the nolatrexed, which consists of a slow-release microballoon sphere and a solution medium, wherein, the slow-release microballoon sphere comprises active anti-cancer ingredients and slow-release accessories; and the solution medium is a special solution medium containing a suspending agent. The active anti-cancer ingredients are antimetabolites, such as pemetrexed, rumitrexed, raltitrexed, nolatrexed, carmofur, dexrazoxane, tegafur, zalcitabine, emtricitabine, ibatabine, ancitabine, decitabine, flurocitabine, enocitabine, imidazoletabine, capecitabine, gemcitabine, fludarabine or cladribine, and the like, and synergistic agents of the antimetabolites selected from topoisomerase inhibitors and / or tetrazine compounds; the slow-release accessories are selected from one of polifeprosan, di-fatty acid and decanedioic acid copolymer, polylactic acid copolymer and EVAC or the combination thereof; the viscosity of the suspending agent is 100cp to 3000cp (at the temperature of 20 DEG C to 30 DEG C) and the suspending agent is selected from carboxymethylcellulose sodium and the like. The slow-release microballoon sphere can also be prepared into a slow-release implant used for being injected or put in tumors or the surrounding of the tumors so as to enhance the effects of radiotherapy and chemotherapy.