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. 2022 Feb 9;12:804248. doi: 10.3389/fgene.2021.804248

TABLE 1.

Random forests of metabolites.

Metabolite Mean decrease accuracy Mean decrease gini t.stat p value
1-Methylnicotinamide 0.008 0.318 −3.958 −3.958
Diacetyl 0.004 0.326 3.990 <0.001
4-Hydroxyproline 0.004 0.191 −5.028 <0.001
Aspartame 0.004 0.152 −3.153 0.004
Beta-alanyl-l-arginine 0.004 0.216 −7.585 <0.001
Formononetin 0.003 0.185 5.301 <0.001
Heptanoic acid 0.003 0.127 4.981 <0.001
5-Hydroxylysine 0.003 0.122 5.355 <0.001
Galactaric acid 0.003 0.143 −5.119 <0.001
Cytidine monophosphate N-acetylneuraminic acid <0.001 0.029 1.104 0.28
Pyridoxine 0.002 0.124 −3.897 <0.001
5-Acetamidovalerate 0.002 0.1 −3.13 0.004
l-Prolinamide 0.002 0.109 4.51 <0.001
Kyotorphin 0.002 0.076 −2.837 0.007
Beta-glycerophosphoric acid 0.001 0.049 2.185 0.037