Table 5 Feature importances for the classifier predicting MGD level 4 from relative protein quantifications using SHAP weighted by model uncertainty.
Rank | Protein (accession number), incl. BL | Protein (accession number), excl. BL |
|---|---|---|
1 | Heterogeneous nuclear ribonucleoprotein M (P52272) | Heterogeneous nuclear ribonucleoprotein M (P52272) |
2 | Phosphatidylinositol 5-phosphate 4-kinase type-2 gamma (Q8TBX8) | Phosphatidylinositol 5-phosphate 4-kinase type-2 gamma (Q8TBX8) |
3 | Polymeric immunoglobulin receptor (P01833) | Polymeric immunoglobulin receptor (P01833) |
4 | Golgi membrane protein 1 (Q8NBJ4) | Golgi membrane protein 1 (Q8NBJ4) |
5 | Corticosteroid-binding globulin (P08185) | PRP4 (Q16378) |
6 | PRP4 (Q16378) | Immunoglobulin heavy variable 3-74 (A0A0B4J1X5) |
7 | Immunoglobulin heavy variable 3-74 (A0A0B4J1X5) | Corticosteroid-binding globulin (P08185) |
8 | Immunoglobulin heavy constant gamma 4 (P01861) | Mitogen-activated protein kinase 1 (P28482) |
9 | Malate dehydrogenase, cytoplasmic (P40925) | Malate dehydrogenase, cytoplasmic (P40925) |
10 | X-ray repair cross-complementing protein 5 (P13010) | Immunoglobulin heavy constant gamma 4 (P01861) |
11 | Mitogen-activated protein kinase 1 (P28482) | Eukaryotic translation initiation factor 6 (P56537) |
12 | Phospholipid transfer protein (P55058) | Methanethiol oxidase (Q13228) |
13 | Eukaryotic translation initiation factor 6 (P56537) | X-ray repair cross-complementing protein 5 (P13010) |
14 | Methanethiol oxidase (Q13228) | Phospholipid transfer protein (P55058) |
15 | Protein NDRG1 (Q92597) | Prostaglandin reductase 1 (Q14914) |
