TABLE 2.
Gene | Gene set name (pathway)a | K | Gene description | k | k/Kb | P | FDR q |
---|---|---|---|---|---|---|---|
YC vs. OC (791 genes applied)c | NABA_MATRISOME | 1028 | Ensemble of genes encoding ECM and ECM-associated proteins | 137 | 0.1333 | 9.44E−85 | 1.25E−81 |
NABA_CORE_MATRISOME | 275 | Ensemble of genes encoding core ECM, including ECM glycoproteins, collagens, and proteoglycans | 68 | 0.2473 | 2.00E−60 | 1.33E−57 | |
NABA_ECM_GLYCOPROTEINS | 196 | Genes encoding structural ECM glycoproteins | 42 | 0.2143 | 7.28E−35 | 3.22E−32 | |
NABA_MATRISOME_ASSOCIATED | 753 | Ensemble of genes encoding ECM-associated proteins, including ECM-affiliated proteins, ECM regulators, and secreted factors | 69 | 0.0916 | 6.64E−32 | 2.21E−29 | |
NABA_ECM_REGULATORS | 238 | Genes encoding enzymes and their regulators involved in the remodeling of the ECM | 39 | 0.1639 | 8.52E−28 | 2.26E−25 | |
KEGG_COMPLEMENT_AND_COAGULATION_CASCADES | 69 | Complement and coagulation cascades | 25 | 0.3623 | 1.24E−27 | 2.35E−25 | |
KEGG_PPAR_SIGNALING_PATHWAY | 69 | PPAR-signaling pathway | 25 | 0.3623 | 1.24E−27 | 2.35E−25 | |
REACTOME_METABOLISM_OF_LIPIDS_AND_LIPOPROTEINS | 478 | Genes involved in metabolism of lipids and lipoproteins | 51 | 0.1067 | 7.24E−27 | 1.20E−24 | |
KEGG_FOCAL_ADHESION | 201 | Focal adhesion | 35 | 0.1741 | 5.28E−26 | 7.80E−24 | |
PID_INTEGRIN1_PATHWAY | 66 | Beta1-integrin cell surface interactions | 21 | 0.3182 | 4.81E−22 | 6.39E−20 | |
OC vs. EC (222 genes applied)d | NABA_CORE_MATRISOME | 275 | Ensemble of genes encoding core ECM, including ECM glycoproteins, collagens, and proteoglycans | 20 | 0.0727 | 1.58E−18 | 2.10E−15 |
NABA_MATRISOME | 1028 | Ensemble of genes encoding ECM and ECM-associated proteins | 29 | 0.0282 | 3.03E−15 | 2.01E−12 | |
REACTOME_DEVELOPMENTAL_BIOLOGY | 396 | Genes involved in developmental biology | 19 | 0.048 | 2.38E−14 | 1.05E−11 | |
REACTOME_METABOLISM_OF_LIPIDS_AND_LIPOPROTEINS | 478 | Genes involved in metabolism of lipids and lipoproteins | 20 | 0.0418 | 6.23E−14 | 2.07E−11 | |
NABA_COLLAGENS | 44 | Genes encoding collagen proteins | 9 | 0.2045 | 3.47E−13 | 8.96E−11 | |
PID_INTEGRIN1_PATHWAY | 66 | Beta1-integrin cell surface interactions | 10 | 0.1515 | 4.04E−13 | 8.96E−11 | |
KEGG_PPAR_SIGNALING_PATHWAY | 69 | PPAR-signaling pathway | 10 | 0.1449 | 6.44E−13 | 1.22E−10 | |
REACTOME_NEURONAL_SYSTEM | 279 | Genes involved in neuronal system | 15 | 0.0538 | 2.75E−12 | 4.44E−10 | |
REACTOME_TRANSMISSION_ACROSS_CHEMICAL_SYNAPSES | 186 | Genes involved in transmission across chemical synapses | 13 | 0.0699 | 3.01E−12 | 4.44E−10 | |
KEGG_ECM_RECEPTOR_INTERACTION | 84 | ECM–receptor interaction | 10 | 0.119 | 4.94E−12 | 5.97E−10 | |
Both YC vs. OC and OC vs. EC (92 genes applied)e | NABA_CORE_MATRISOME | 275 | Ensemble of genes encoding core ECM, including ECM glycoproteins, collagens, and proteoglycans | 18 | 0.0655 | 1.14E−22 | 1.52E−19 |
NABA_MATRISOME | 1028 | Ensemble of genes encoding ECM and ECM-associated proteins | 23 | 0.0224 | 2.51E−18 | 1.67E−15 | |
PID_INTEGRIN1_PATHWAY | 66 | Beta1-integrin cell surface interactions | 10 | 0.1515 | 8.50E−17 | 3.76E−14 | |
KEGG_ECM_RECEPTOR_INTERACTION | 84 | ECM–receptor interaction | 10 | 0.119 | 1.08E−15 | 3.59E−13 | |
REACTOME_DEVELOPMENTAL_BIOLOGY | 396 | Genes involved in developmental biology | 15 | 0.0379 | 1.76E−15 | 4.68E−13 | |
NABA_COLLAGENS | 44 | Genes encoding collagen proteins | 8 | 0.1818 | 2.40E−14 | 5.31E−12 | |
KEGG_FOCAL_ADHESION | 201 | Focal adhesion | 11 | 0.0547 | 2.31E−13 | 4.22E−11 | |
REACTOME_COLLAGEN_FORMATION | 58 | Genes involved in collagen formation | 8 | 0.1379 | 2.54E−13 | 4.22E−11 | |
KEGG_PPAR_SIGNALING_PATHWAY | 69 | PPAR-signaling pathway | 8 | 0.1159 | 1.09E−12 | 1.56E−10 | |
REACTOME_NCAM1_INTERACTIONS | 39 | Genes involved in NCAM1 interactions | 7 | 0.1795 | 1.17E−12 | 1.56E−10 |
FDR, false discovery rate; K, genes in gene set (n); k, genes shared (n); NCAM, neural cell adhesion molecule. aAssociated pathways with differential gene expressions were identified by using Gene Set Enrichment Analysis (http://software.broadinstitute.org/gsea/msigdb). The list of top 100 pathways is provided in Supplemental Tables 2–4. bk/K = proportion of identified differential expression genes for a given gene set (pathway). cTop 10 enriched pathways that were associated with aging in SkM. dTop 10 enriched pathways that were associated with epicatechin supplementation in SkM of OC mice. eTop 10 enriched pathways that were associated with aging and epicatechin supplementation in SkM.