In the study, we performed multi-omics approaches to construct a novel GPR signature for early diagnosis, predict prognosis and immunotherapy response for STS, and uncover the underlying molecular mechanisms in the context of PPPM. Here, ALDH18A1 is linked to telomere syndrome.