The Developmental Origins of Health and Disease (DOHaD) hypothesis predicts that early life environmental exposures can be detrimental to later-life health, and that mismatch between the pre and postnatal environment may contribute to the growing non-communicable disease (NCD) epidemic. Within this is an increasingly recognised role for epigenetic mechanisms; epigenetic modifications can be influenced by, e.g., nutrition, and can alter gene expression in mothers and offspring. Currently, there are no whole-genome transcriptional studies of response to nutritional alteration. Thus, we sought to explore how nutrition affects the expression of genes involved in epigenetic processes in Drosophila melanogaster. We manipulated Drosophila food macronutrient composition at the F0 generation, mismatched F1 offspring back to a standard diet, and analysed the transcriptome of the F0 to F3 generations by RNA sequencing. At F0, the altered (high protein, low carbohydrate, HPLC) diet increased expression of genes involved in epigenetic processes, with coordinated downregulation of genes involved in immunity, neurotransmission and neurodevelopment, oxidative stress and metabolism. Upon reversion to standard nutrition, mismatched F1 and F2 generations displayed multigenerational inheritance of altered gene expression. By the F3 generation, gene expression had reverted to F0 (matched) levels. These nutritionally-induced gene expression changes demonstrate that dietary alteration can upregulate epigenetic genes, which may influence the expression of genes with broad biological functions. Further, the multigenerational inheritance of the gene expression changes in F1 and F2 mismatched generations suggests a predictive adaptive response (PAR) to maternal nutrition. Our findings may help to understand the interaction between maternal diet and future offspring health, and have direct implications for the current NCD epidemic.