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. 2023 Aug 12;43(12):2060–2071. doi: 10.1177/0271678X231195243

Table 3.

Statistically enriched biological pathways reflected by the identified 13-component biomarker cluster based on the whole genome.

Pathway # Biomarkers in cluster/Total # of biomarkers in pathway (Reactome) p pFDR-corrected a Biomarkers
Inflammation pathways
 Interleukin-4 and Interleukin-13 signaling 2/211 <0.001 <0.001 MMP3, MMP3
 Neutrophil degranulation 4/480 <0.001 0.008 MMP9, CTSD, CSTB, PECAM1
 Senescence-Associated Secretory Phenotype 1/91 0.005 0.038 IGFBP7
Extracellular matrix organization pathways
 Degradation of the extracellular matrix 4/148 <0.001 0.001 MMP9, CTSD, MMP3, HSPG2
 Extracellular matrix organization 5/301 <0.001 0.001 MMP9, CTSD, PECAM1, MMP3, HSPG2
 Collagen degradation 3/64 <0.001 0.002 MMP9, CTSD, MMP3
 Activation of Matrix Metalloproteinases 2/33 0.001 0.015 MMP9, MMP3
 Assembly of collagen fibrils and other  multimeric structures 2/61 0.003 0.030 MMP9, MMP3
 Collagen formation 2/90 0.007 0.036 MMP9, MMP3
 Integrin cell surface interactions 2/85 0.006 0.036 PECAM1, HSPG2
Signal transduction pathways
 ESR-mediated signaling 3/196 0.003 0.028 MMP9, CTSD, MMP3
 Signaling by Interleukins 4/457 0.003 0.030 MMP9, MMP3
 Signaling by Nuclear Receptors 3/273 0.006 0.036 MMP9, CTSD, MMP3
 Extra-nuclear estrogen signaling 2/80 0.006 0.036 MMP9, MMP3
Transport of small molecules pathway
 Intracellular oxygen transport 1/5 0.006 0.038 MB
a

False Discovery Rate-corrected p-values

The number of biomarkers involved in the cluster and belonging to the pathway are shown, as a ratio to the known total number of biomarkers involved in the pathway based on the Reactome pathway analysis tool. For example, 480 proteins are known to be involved in Neutrophil degranulation, of which four are part of our 13-component cluster (MMP9, CTSD, CSTB, PECAM1), this pathway is significantly enriched (pFDR-corrected < 0.001).