Finally, our tissue-specific analyses highlight five candidate tissues (cerebellum, cortex, and the putamen, caudate and nucleus accumbens basal ganglia) and four genes (JAK1, STMN3, PICK1 and EGFR) which had causal evidence for affecting glioma risk in further research. Here, STMN3 is linked to central nervous system cancer.