We then examined relationships between this omics-based misclassification within normal or obese BMI class and the obesity-related clinical blood markers (Supplementary Data 6), including triglycerides, HDL cholesterol, LDL cholesterol, high-sensitivity C-reactive protein (hs-CRP), glucose, insulin, HOMA-IR, glycated hemoglobin A1c (HbA1c), adiponectin and vitamin D3,15,23,38,39. The gene discussed is INS; the disease is obesity disorder.