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. 2022 Feb 4;44(3):1677–1688. doi: 10.1007/s11357-021-00511-1

Table 2.

The metabolic pathways most involved in the physically frail metabolome study

Metabolite (common name) Chemical formula KEGG code KEGG pathways/biological process KEGG map code
Cholesterol C27H46O C00187 Lipid and atherosclerosis map05417
Vitamin digestion and absorption map04977
Steroid hormone biosynthesis map00140/map00100
Metabolic pathways map01100
Fat digestion and absorption map04975
Cholesterol metabolism map04979
Overview of biosynthetic pathways map01010
Bile secretion map04976
Primary bile acid biosynthesis map00120
Steroid degradation map00984
Microbial metabolism in diverse environments map01120
Ovarian steroidogenesis map04913
Aldosterone synthesis and secretion map04925
Cortisol synthesis and secretion map04927
PC (14:0/20:4) C42H76NO8P C00157 Biosynthesis of secondary metabolites map01110
Metabolic pathways map01100
alpha-Linolenic acid metabolism map00592
Linoleic acid metabolism map00591
Arachidonic acid metabolism map00590
Glycerophospholipid metabolism map00564
Cer (d18:1/20:0) C38H75NO3 C00195 Sphingolipid signaling pathway map04071
Insulin resistance map04931
Sphingolipid metabolism map00600
Metabolic pathways map01100
Neurotrophin signaling pathway map04722
Adipocytokine signaling pathway map04920
AGE-RAGE signaling pathway in diabetic complications map04933
Diabetic cardiomyopathy map05415
Cer (d18:1/23:0) C41H81NO3 HMDB0000950* Lipid peroxidation  − 
Insulin signaling pathway  − 
Apoptosis  − 
Lipid metabolism pathway  − 
Phospholipid metabolism  − 
Lipid transport  − 
Lipid metabolism  − 
Fatty acid metabolism  − 

We used the metabolic pathways by the Kyoto Encyclopedia of Genes and Genomes (KEGG) database were used for searches metabolites by their chemical name in the database and their KEGG codes were registered. This code locates the pathways where the metabolite is involved. Then, the script program obtains the most involved metabolic KEGG pathways by counting the number of metabolites (significantly differentiated) involved in each pathway (https://www.genome.jp/kegg/). *Lipid nomenclature and classification follow the LIPID MAPS convention (https://www.lipidmaps.org) from The Human Metabolome Database (HMDB) ID. –, no informed