Model | AUC (95% CI) | P value† | AIC | NRI‡ (%) |
ARIC | 0.836 (0.814 to 0.858) | Reference | 1559.4 (reference) | Reference |
ARIC+C4 | 0.836 (0.814 to 0.858) | 0.794 | 1561.3 | −3.3§ |
ARIC+C8-DC | 0.837 (0.815 to 0.859) | 0.462 | 1558.8 | 16.0 |
ARIC+C16-OH | 0.837 (0.815 to 0.859) | 0.575 | 1558.6 | −4.5 |
ARIC+alanine | 0.836 (0.814 to 0.858) | 0.692 | 1558 | 7.7 |
ARIC+glutamate/glutamine | 0.837 (0.815 to 0.859) | 0.398 | 1557.1 | 20.7 |
ARIC+glycine | 0.839 (0.817 to 0.861) | 0.208 | 1550.1 | 21.4 |
ARIC+isoleucine/leucine | 0.838 (0.816 to 0.860) | 0.293 | 1553.1 | 24.4 |
ARIC+ornithine | 0.837 (0.815 to 0.859) | 0.487 | 1558.8 | 5.1 |
ARIC+phenylalanine | 0.837 (0.815 to 0.859) | 0.420 | 1558.8 | 5.0 |
ARIC+proline | 0.836 (0.814 to 0.858) | 0.865 | 1561.3 | 4.9 |
ARIC+serine | 0.836 (0.814 to 0.858) | 0.853 | 1559.1 | 13.8 |
ARIC+tyrosine | 0.836 (0.814 to 0.858) | 0.648 | 1559.6 | 9.9 |
ARIC+valine | 0.837 (0.815 to 0.858) | 0.626 | 1558.1 | 14.1 |
ARIC+alanine to glycine ratio | 0.840 (0.819 to 0.862) | 0.132 | 1539.9 | 32.6 |
ARIC+C4+C8-DC+C16-OH+alanine+glutamate/glutamine+ glycine+isoleucine/leucine+ornithine+phenylalanine+proline +serine+tyrosine+valine+ alanine to glycine ratio | 0.847 (0.825 to 0.868) | 0.013 | 1541.9 | 45.7 |
ARIC+C8-DC+C16-OH+isoleucine/leucine+ornithine+proline+serine+alanine to glycine ratio | 0.846 (0.824 to 0.867) | 0.022 | 1530.3 | 39.8 |
*Includes age, sex, ethnicity, height, waist circumference, parental history, systolic blood pressure, fasting plasma glucose, serum triglycerides, and high-density lipoprotein cholesterol.
†P value compares the AUC of each model with the reference model.
‡The net improvement in reclassification of diabetes cases and non-cases compared with the ARIC model alone.
§A negative NRI value indicates the supplemented model performs worse at classification of diabetes cases and non-cases than the ARIC model alone.
AIC, Akaike information criterion; ARIC, Atherosclerosis Risk in Communities; AUC, area under the receiver operating characteristic curve; NRI, net reclassification improvement.