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. Author manuscript; available in PMC: 2023 Sep 1.
Published in final edited form as: Neurobiol Aging. 2022 May 3;117:12–23. doi: 10.1016/j.neurobiolaging.2022.04.009

Table 4.

The significant pathways from pathway analyses for the six significant PCs.

PC Pathway Total Raw p FDR p Impact Hits Hit metabolites
PC8 Caffeine metabolism 10 2.81E-08 2.36E-06 1.00 5 Paraxanthine
1-Methylxanthine
Theobromine
7-Methylxanthine
Caffeine
PC13 Caffeine metabolism 10 1.26E-04 1.06E-02 1.00 3 Paraxanthine
1-Methylxanthine
Caffeine
Arachidonic acid metabolism 36 3.31E-01 1.00 0.31 1 Arachidonate
Nicotinate and nicotinamide metabolism 15 1.53E-01 1.00 0.19 1 Nicotinamide
PC16 Caffeine metabolism 10 1.78E-04 1.49E-02 0.31 3 Paraxanthine
Theobromine
7-Methylxanthine
Butanoate metabolism 15 1.36E-02 5.71E-01 0.11 2 Acetoacetate
2-Hydroxyglutarate
Synthesis and degradation of ketone bodies 5 5.99E-02 1.00 0.60 1 Acetoacetate
PC20 Caffeine metabolism 10 6.69E-03 5.62E-01 0.69 2 Paraxanthine
7-Methylxanthine
Synthesis and degradation of ketone bodies 5 6.30E-02 1.00 0.60 1 Acetoacetate
Nicotinate and nicotinamide metabolism 15 1.78E-01 1.00 0.19 1 Nicotinamide
Butanoate metabolism 15 1.78E-01 1.00 0.11 1 Acetoacetate
PC22 Nicotinate and nicotinamide metabolism 15 9.70E-03 8.15E-01 0.33 2 1-Methylnicotinamide
Nicotinamide
PC29 Vitamin B6 metabolism 9 1.11E-01 1.00 0.49 1 Pyridoxal

Total means the total number of metabolites in this pathway according to KEGG. Raw p is the original p value calculated from the enrichment analysis; FDR p is the p value adjusted using False Discovery Rate; Impact is the pathway impact value calculated from the pathway topology analysis. Hits represents the number of metabolites out of the Total that were in the top 10% of loadings for the PC in present study for the corresponding pathway.