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Table 2 Molecules selected as classifiers of the molecular subtypes of IPF in at least 3 iterations

From: Integrative multi-omics analysis reveals novel idiopathic pulmonary fibrosis endotypes associated with disease progression

Molecule

Number of iterations in which molecule was selected

Variable importance across iterations where selected

Mean (standard deviation)

GRB2 adapter protein

4

5.96 (1.47)

PKC-A

4

4.92 (2.16)

BCL2-like 1 protein

3

3.93 (3.26)

Sorting nexin 4

4

3.86 (1.67)

DUS3

3

3.29 (1.34)

IF4G2*

5

3.28 (2.29)

NDP kinase B*

5

3.25 (2.54)

GSK-3 alpha/beta

4

3.20 (1.42)

Cyclophilin F

3

2.97 (0.84)

DLRB1

3

2.96 (3.23)

FER

3

2.95 (2.06)

UFC1*

5

2.85 (0.91)

Caspase-3

4

2.70 (1.46)

14-3-3

3

2.66 (0.38)

PKB beta

3

2.41 (3.05)

Sphingosine kinase 1

4

2.26 (2.06)

PDE5A

4

2.19 (1.51)

HSP 60

3

2.14 (1.78)

Cofilin-1

3

2.02 (1.13)

SBDS

4

1.96 (0.62)

SMAD2

3

1.70 (0.73)

ERK-1

4

1.69 (0.95)

BARK1*

5

1.63 (0.78)

MAPK2

4

1.63 (0.99)

CSK

4

1.56 (1.01)

Calcineurin

4

1.50 (1.49)

PKB a/b/g

4

1.49 (0.72)

RAC1

3

1.48 (0.73)

IMB1

4

1.14 (0.69)

Aflatoxin B1 aldehyde reductase

3

1.02 (0.63)

Cytochrome P450 3A4

3

0.97 (0.80)

TEC

4

0.91 (0.46)

LYNB

3

0.83 (0.42)

XPNPEP1

3

0.73 (0.43)

hsa-miR-744-5p*

5

2.17 (1.33)

hsa-miR-199a-5p

3

1.94 (0.07)

hsa-miR-126-5p

3

1.61 (0.65)

hsa-miR-107

3

1.46 (0.38)

hsa-miR-3074-5p

3

1.21 (0.15)

hsa-miR-451a

3

1.15 (0.30)

hsa-miR-24-3p

3

1.10 (0.11)

  1. *Indicates a molecule selected in all 5 classifier iterations.
  2. The larger the variable importance score, the more relevant the variable is to the prediction.