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Table 3 Random Forest Importance of the highest ranked metabolites

From: A distinct metabolic signature predicts development of fasting plasma glucose

Metabolite

Random Forest Importance

Hypoxanthine

12.52

Pyroglutamic acid

9.37

NA 1027 (sterol phosphate)

8.13

NA 611 (Allantoin)

7.80

NA 718 (carboxylic acid)

7.56

NA 1033 (trisaccharide)

6.28

Aspartic acid

5.34

NA 1034

5.26

Citric acid

4.60

  1. Metabolites belonging to the pattern identified using Random Forests and their Importance. Not yet identified metabolites are marked with NA, putative biochemical structures are given in round brackets.