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Table 4 The proteins included in the reduced datasets identified by RGIFE for the canine proteomics emPAI and ProteinProphet data.

From: A machine learning heuristic to identify biologically relevant and minimal biomarker panels from omics data

Protein ID

Protein name

Identified from emPAI or ProteinProphet

Protein description

Known link to cartilage inflammation or OA

MMP-3

matrix-metalloproteinase 3

ProteinProphet and emPAI

MMP-3 is a proteolytic enzyme known to degrade components of the ECM, including collagens and cartilage proteoglycans [53].

Found to be down-regulated in late OA [33].

IL-8

interleukin-8

ProteinProphet

IL-8 is a chemotactic factor that attracts neutrophils, basophils, and T-cells, but not monocytes. It is also involved in neutrophil activation. It is released from several cell types in response to an inflammatory stimulus [54].

IL-8 is the major chemotactic factor released in response to proinflammatory cytokines in synovial tissues from RA and OA affected joints [34].

TSP1

thrombospondin-1

ProteinProphet

Adhesive glycoprotein that mediates cell-to-cell and cell-to-matrix interactions [55].

Levels of TSP1 are increased after the onset of OA [35]

APOE

apolipoprotein E

ProteinProphet

APOE mediates the binding, internalization, and catabolism of lipoprotein particles [56].

No known link.

HPLN1

hyaluronan and proteoglycan link protein 1

ProteinProphet

Stabilizes the aggregates of proteoglycan monomers with hyaluronic acid in the extracellular cartilage matrix [57].

HPLN1 has been associated with OA and osteophyte formation [36].

TPIS

triosephosphate isomerase

ProteinProphet

Catalyses the reaction D-glyceraldehyde 3-phosphate = glycerone phosphate [58].

No known link.

CLUS

clusterin

emPAI

A glycoprotein that functions as extracellular chaperone that prevents aggregation of non-native proteins, which is involved in many diverse biological functions [59].

Higher levels of clusterin have been observed in synovial fluid of advanced primary knee and hip OA patients [37].

FETUA

alpha-2-HS-glycoprotein/fetuin-A

emPAI

Promotes endocytosis, possesses opsonic properties and influences the mineral phase of bone [60].

FETUA levels have been found to decrease as the severity of knee OA increases [38].

POLG

Genome polyprotein

emPAI

Bacterial protein.

No known link.

ATPX

ATP synthase subunit b'

emPAI

Bacterial protein.

No known link.