APOE and Obesity: Whilst some evidence suggests that obesity may modulate the association between APOE genotype and fasting insulin and glucose levels, and hence potentially inflammation in men (Elosua et al., 2003), other studies point to independent effects of obesity, diabetes, and APOE genotype to LOAD risk (Profenno et al., 2010).