The cluster structure analysis in table 4 suggests that Ins in particular loads highly on the ‘obesity’ component and BMI similarly on the ‘insulin resistance’ component (note that ‘loadings’ demonstrate the correlation between the covariate and the cluster component). Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.