“…First, with immune checkpoint therapy showing varying response rates, the pursuit of precision therapy becomes crucial for maximizing clinical benefits. 29 , 30 , 72 Under the circumstances, numerous studies have searched for prediction markers for immunotherapy response from the perspective of immune cells, molecules, and tumor mutation 73 , 74 , 75 , 76 , 77 More and more evidence has pointed out that tumor metabolism reprogramming has wider implications in the regulation of antitumor immune response influencing immune cell differentiation and function. 1 , 78 , 79 In our study, the MPS2 subgroup had abundant infiltration of immune cells with antitumor function and higher expression of immune molecules, whereas immune dysregulation within the TME prevented the immune cells from exerting their full effects in this subgroup.…”