MLR results showed that out of the five factors tested, only the population region (country) and sample source were significant influential factors (p = 4.47E − 07 and 2.67E − 05, respectively) for PPARD expression in MDD patients, as shown in Figure 3. This evidence concerns the gene PPARD and major depressive disorder.