Research has identified key genes associated with diabetes-related lipophagy, with CCR1 and EGR2 being specifically noted. Some studies suggest that genes related to lipid metabolism may serve as potential biomarkers for diabetic conditions. However, the focus and findings of these studies appear to vary, with some exploring different conditions, such as multiple myeloma.