This study pooled ten human liver transcriptomic datasets to analyze the expression of epigenetic and epitranscriptomic gene families across NAFLD stages. It found that many genes in these families were differentially expressed in non-alcoholic fatty liver (NAFL) and non-alcoholic steatohepatitis (NASH) versus normal samples, with more pronounced differences in NASH.