Obese and lean type pig breeds exhibit differences in their fat deposits and fatty acid composition. Here, we compared the effect of genome-wide DNA methylation on fatty acid metabolism between Landrace pigs (LP, leaner) and Rongchang pigs (RP, fatty). We found that LP backfat (LBF) had a higher polyunsaturated fatty acid content but a lower adipocyte volume than RP backfat (RBF). LBF exhibited higher global DNA methylation levels at the genome level than RBF. A total of 483 differentially methylated regions (DMRs) were located in promoter regions, mainly affecting olfactory and sensory activity and lipid metabolism. In LBF, the promoters of genes related to ATPase activity had significantly stronger methylation. This fact may suggest lower energy metabolism levels, which may result in less efficient lipid synthesis in LBF. Furthermore, we identified a DMR in the miR-4335 and miR-378 promoters and validated their methylation status by bisulfite sequencing PCR. The hypermethylation of the promoters of miR-4335 and miR-378 in LBF and the resulting silencing of the target genes may result in LBF's low content in saturated fatty acids and fat deposition capacity. This study provides a solid basis for exploring the epigenetic mechanisms affecting fat deposition and fatty acid composition.Animal fat is a common part of the human diet, especially in developing countries. However, it is widely accepted that the amount and type of consumed dietary fat has a direct impact on human health. For instance, an excess of dietary fat may significantly contribute to the development of type II diabetes, obesity and other diseases [1][2][3][4] . In addition, the dietary fatty acid composition is also highly related to human health. Recent studies have shown that some saturated fatty acids (SFA), but not mono-or polyunsaturated fatty acids (MUFA and PUFA, respectively), can increase plasma cholesterol levels and the risk of cardiovascular diseases 5 . However, some PUFA and MUFA are known to decrease levels of low-density lipoprotein and cholesterol and also mediate important benefits for human health by stimulating the immune system 6-8 . Additionally, the ratios between PUFA and MUFA and between n-6 PUFA and n-3 PUFA have effects on human health and are used to characterize healthy fats 9 . It is also well known that fatty acid composition directly affects the technological properties of meat products by altering the lipid melting point and fat firmness 10 . The fatty acid composition further affects the tenderness, juiciness and flavor of the meat 11 . Therefore, a better understanding of the mechanisms behind adipose tissue accumulation and fatty acid composition in pigs is of great importance for human health but simultaneously may be helpful in improving pork quality and production efficiency.In recent decades, the pork industry has focused on increasing the lean meat percentage by decreasing subcutaneous fat content, but the mechanisms behind fat deposition and fatty acid composition regulation are complex physiological proce...