High DEGs in grade II gliomas included NNMT, MFAP5, APCDD1L-AS1, C7orf57, HP, SERPINA5, and LTF and some highly downregulated DEGs included ABCA4, PDE6A, GRP, RD3, and TMEM72. Here, ABCA4 is linked to glioma.