The NMR data were further analyzed by principal component analysis (PCA) using the full, processed 1H NMR spectra with glucose regions removed to differentiate the plasma of insulin-deprived type 1 diabetic people from insulin-treated T1D and non-diabetic controls. Here, INS is linked to type 1 diabetes mellitus.