Using an untargeted high-resolution liquid chromatography-mass spectrometry , we conducted metabolomics analysis of study participants who developed incident diabetes ( n = @ ) and those who did not ( n = @ ) from @,@ normoglycemic American Indians followed for an average of @ years in the Strong Heart Family Study .