Participant classification based on kNN-networks revealed that insulin sensitivity could be accurately predicted for individuals without diabetes from gene expression patterns, whereas gene expression patterns for participants with hyperglycaemia scored differently from the clinical classification in several cases. Here, INS is linked to diabetes mellitus.