To the best of our knowledge, this is the first meta-analysis providing comprehensive insights into the effects of the OPN rs17524488 (−156 GG/G), rs11730582 (−443 T/C), and rs9138 (C/A) polymorphisms and risk associated with all types of cancer in a Chinese population. This evidence concerns the gene SPP1 and cancer.