Using an untargeted high-resolution liquid chromatography-mass spectrometry , we conducted metabolomics analysis of study participants who developed incident diabetes ( n = 133 ) and those who did not ( n = 298 ) from 2,117 normoglycemic American Indians followed for an average of 5.5 years in the Strong Heart Family Study .