Table 2 Ontology enrichment modules for MEs of interest with correlation to survival or staging clinical traits.
Module | ANOVA p | Top biological processes | GOparallel FET FDR | Block correlation | |
|---|---|---|---|---|---|
Turquoise | M1 | p = 0.013 | RNA splicing | 0.03019598 | Staging/survival |
mRNA processing | 0.03019598 | ||||
Blue | M2 | NS | Regulation of nucleobase-containing compound metabolic process | 5.45E−50 | Survival |
Regulation of RNA metabolic process | 5.45E−50 | ||||
Regulation of RNA biosynthetic process | 4.26E−46 | ||||
Regulation of DNA-templated transcription | 8.54E−46 | ||||
Regulation of transcription by RNA polymerase Ii | 1.15E−39 | ||||
Brown | M3 | p = 0.0083 | Cell cycle | 4.74E−64 | Staging/survival |
Cell cycle process | 5.98E−60 | ||||
Nucleobase-containing compound metabolic process | 1.90E−54 | ||||
Nucleic acid metabolic process | 1.94E−53 | ||||
Mitotic cell cycle | 7.83E−50 | ||||
Yellow | M4 | NS | Macromolecule metabolic process | 1.11E−10 | Survival |
Nucleic acid metabolic process | 1.73E−09 | ||||
Primary metabolic process | 1.28E−08 | ||||
Nucleobase-containing compound metabolic process | 2.89E−08 | ||||
Organic substance metabolic process | 7.08E−08 | ||||
Green | M5 | NS | Immune system process | 4.67E−63 | Staging |
Defense response | 2.73E−61 | ||||
Immune response | 1.80E−53 | ||||
Response to external stimulus | 4.11E−52 | ||||
Regulation of immune system process | 1.18E−49 | ||||
Red | M6 | p = 0.00039 | Lipid metabolic process | 3.04E−06 | Staging/survival |
Surfactant homeostasis | 5.74E−4 | ||||
Chemical homeostasis | 1.59E−3 | ||||
Fluid transport | 3.78E−3 | ||||
Monoatomic ion transmembrane transport | 4.19E−3 | ||||
Black | M7 | NS | Oxidative phosphorylation | 2.30E−35 | Staging/survival |
Mitochondrial translation | 3.16E−30 | ||||
Aerobic respiration | 3.73E−30 | ||||
Cellular respiration | 2.24E−29 | ||||
Atp synthesis coupled electron transport | 1.90E−28 | ||||
Pink | M8 | NS | Anatomical structure morphogenesis | 1.47E−51 | NA |
Extracellular structure organization | 5.06E−48 | ||||
External encapsulating structure organization | 5.06E−48 | ||||
Extracellular matrix organization | 5.06E−48 | ||||
System development | 2.44E−43 | ||||
Magenta | M9 | p = 0.042 | Immune system process | 6.14E−83 | Staging/survival |
Immune response | 2.70E−76 | ||||
Regulation of immune system process | 1.85E−51 | ||||
Regulation of immune response | 3.39E−44 | ||||
Positive regulation of immune system process | 8.12E−42 | ||||
Purple | M10 | NS | Vasculature development | 3.03E−32 | Staging |
Blood vessel development | 6.68E−31 | ||||
System development | 2.56E−28 | ||||
Circulatory system development | 5.78E−28 | ||||
Anatomical structure morphogenesis | 6.22E−28 | ||||
Greenyellow | M11 | NS | Nucleic acid metabolic process | 2.97E−4 | Staging/survival |
Regulation of cellular process | 5.17E−4 | ||||
Regulation of transcription elongation by Rna polymerase Ii | 5.17E−4 | ||||
Rna metabolic process | 1.08E−3 | ||||
Regulation of Dna-templated transcription elongation | 1.16E−3 | ||||
Tan | M12 | NS | No significant biological processes associated | NS | Staging |
Salmon | M13 | NS | Macromolecule metabolic process | 4.60E−4 | NA |
Protein metabolic process | 3.18E−2 | ||||
Protein transport | 3.77E−2 | ||||
Primary metabolic process | 3.92E−2 | ||||
Organic substance metabolic process | 4.76E−2 | ||||
Cyan | M14 | NS | Cellular respiration | 2.59E−3 | NA |
Mitochondrial respiratory chain complex assembly | 2.59E−3 | ||||
Mitochondrion organization | 2.59E−3 | ||||
Generation of precursor metabolites and energy | 1.13E−2 | ||||
Aerobic respiration | 1.17E−2 | ||||
Midnightblue | M15 | NS | Rna metabolic process | 9.85E−3 | NA |
Regulation of nucleobase-containing compound metabolic process | 1.44E−2 | ||||
Regulation of Rna metabolic process | 1.85E−2 | ||||
Positive regulation of biosynthetic process | 1.85E−2 | ||||
Nucleobase-containing compound transport | 2.02E−2 | ||||
Lightcyan | M16 | p = 0.0086 | Adaptive immune response | 9.87E−157 | Staging |
Immune response | 1.52E−108 | ||||
Immune system process | 5.36E−86 | ||||
Immunoglobulin mediated immune response | 3.43E−78 | ||||
B cell mediated immunity | 2.09E−77 | ||||
Grey60 | M17 | NS | Cytoplasmic translation | 2.61E−120 | NA |
Translation | 7.12E−85 | ||||
Organonitrogen compound biosynthetic process | 1.64E−55 | ||||
Gene expression | 1.51E−39 | ||||
Macromolecule biosynthetic process | 1.14E−34 | ||||
Lightgreen | M18 | NS | No significant biological processes associated | NS | Staging |