GTPBP3 catalyzes τm5(s2) U biosynthesis at the 34th wobble position of mitochondrial tRNAs, the hypomodification of τm5U leads to mitochondrial disease. Here, GTPBP3 is linked to inborn mitochondrial metabolism disorder.