Table 1 Overlap of cytokines predicted as upstream regulators (top 20 candidates; Ingenuity Pathway Analysis).

From: Stromal cells engineered to express T cell factors induce robust CLL cell proliferation in vitro and in PDX co-transplantations allowing the identification of RAF inhibitors as anti-proliferative drugs

Prediction from CXCR4/CD5 subpopulations (this study)

Predicted from this study (CXCR4/CD5 subpopulations)

Predicted from Sun et al. (lymph node vs. blood CLL cells)

Predicted from Pascutti et al. (CLL-T cell contact)

Upstream regulator

Predicted state in CXCR4dimCD5brigth cells

Activation z-scorea

P-valueb

Main producing cell type(s)

   

IL4

Activated

3.46

5.77E−29

T cells, mast cells, basophils, eosinophils

Yes

Yes

Yes

TNF

Activated

4.16

1.31E−26

Macrophages, T cells, NK cells, mast cells

Yes

Yes

Yes

IL2

Activated

3.82

2.89E−26

Activated T cells

Yes

Yes

Yes

IFNG

Activated

6.45

5.18E−25

T cells, NK cells

Yes

Yes

Yes

IL15

Activated

3.85

2.21E−20

Monocytes, macrophages, dendritic cells

Yes

Yes

Yes

CD40LG

Activated

2.81

8.34E−15

Activated T cells, dendritic cells, B cells

Yes

Yes

Yes

CSF1

Activated

4.27

1.21E−14

Monocytes, macrophages

Yes

Yes

Yes

IL33

Activated

2.80

2.03E−11

Epithelial cells, dendritic cells

Yes

Yes

Yes

IL1B

Activated

4.40

2.73E−11

Macrophages, monocytes

Yes

Yes

Yes

CSF2

Activated

4.04

2.46E−10

T cells, macrophages, endothelial cells

Yes

Yes

Yes

IL33

Activated

2.99

2.41E−07

Myeloid cells, endothelial cells

Yes

Yes

Yes

IL21

Activated

2.39

1.95E−05

Activated T cells, NK cells, dendritic cells

Yes

Yes

Yes

IL6

 

0.80

2.98E−06

B cells, T cells, macrophages, endothelial cells

Yes

Yes

Yes

IL5

Activated

4.16

6.58E−11

T cells, eosinophils

Yes

No

Yes

IFNA2

Activated

5.76

2.72E−10

Lymphocytes, monocytes

Yes

No

Yes

IFNL1

Activated

4.26

6.76E−05

Various cell types in response to viral infection

Yes

No

Yes

IL13

Activated

2.74

2.38E−07

T cells, macrophages, basophils

Yes

Yes

No

CSF3

 

0.20

2.62E−07

Epithelial cells, dendritic cells, mast cells

Yes

No

No

PRL

Activated

3.12

2.24E−06

Pituitary cells

Yes

No

No

TNFSF13B

Activated

2.00

2.31E−05

Activated T cells, B cells

Yes

No

No

  1. Bold indicates the factors used in this study to modify HS5 cells.
  2. Top 20 cytokines, predicted as potential upstream regulators by Ingenuity Pathway Analysis [34], causing the observed gene expression changes in CXCR4dimCD5bright vs. CXCR4brightCD5dim CLL cells.
  3. aZ-scores that are ≥2 correspond to predictions of highly significant activation in CXCR4dimCD5bright cells, while z-scores ≤ −2 correspond to highly significant inhibitions.
  4. bBenjamini–Hochberg corrected P-value.