Acetylated proteome data of young human dermal fibroblasts (HDFs) [Young], old HDFs [Old], FTO-knockdown HDFs [shFTO], KAT8-overexpression HDFs [KAT8] and KAT8-overexpressed HDFs after FTO deprivation [shFTO_KAT8] were analysed by LC‒MS/MS.