, Byungchan Kim2, Keon Hee Yoo3
1Department of Pediatrics, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea
2Department of Health Sciences and Technology, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Korea
3Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
Copyright © 2026 by the Korean Cancer Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Ethical Statement
This study was approved by the Institutional Review Board of Samsung Medical Center (IRB No. 2015-10-025), and informed consent was obtained for sample collection.
Author Contributions
Conceived and designed the analysis: Lee NH, Yoo KH.
Collected the data: Lee NH, Kim B.
Contributed data or analysis tools: Lee NH, Kim B, Yoo KH.
Performed the analysis: Lee NH, Kim B.
Wrote the paper: Lee NH, Yoo KH.
Conflicts of Interest
Conflict of interest relevant to this article was not reported.
Funding
This study was supported by Samsung Medical Center Grant #SMO 125037.
| Gene symbol | Fold changea) | Log2 fold change | Basal (mean, TPM) | IFN-γ (mean, TPM) | BH-adjusted p-valueb) |
|---|---|---|---|---|---|
| IDO1 | 610,491.67 | 19.22 | < 0.001 | 1,506.68 | 1.77497E-56 |
| CXCL9 | 41,085.06 | 15.33 | < 0.001 | 48.61 | 1.06737E-34 |
| CXCL11 | 19,225.21 | 14.23 | < 0.001 | 45.16 | 4.20726E-30 |
| TNFSF10 | 8,492.13 | 13.05 | < 0.001 | 30.20 | 4.03294E-25 |
| CXCL10 | 1,865.88 | 10.87 | < 0.001 | 62.98 | 2.99496E-13 |
| CX3CL1 | 380.93 | 8.57 | < 0.001 | 0.56 | 2.12163E-09 |
| TNFSF13B | 242.60 | 7.92 | 0.09 | 61.73 | 1.3394E-120 |
| ICAM1 | 59.07 | 5.88 | 11.20 | 648.34 | 2.66471E-68 |
| TLR3 | 49.10 | 5.62 | 0.41 | 15.97 | 5.1842E-110 |
| TNFRSF14 | 31.42 | 4.97 | 1.07 | 17.15 | 3.70296E-10 |
| TNFRSF1B | 24.09 | 4.63 | 0.39 | 5.37 | 1.31785E-23 |
| PD-L1 | 6.30 | 2.65 | 20.78 | 146.79 | 5.36233E-35 |
CX3CL1, C-X3-C motif chemokine ligand 1; CXCL9, C-X-C motif chemokine ligand 9; CXCL10, C-X-C motif chemokine ligand 10; CXCL11, C-X-C motif chemokine ligand 11; ICAM1, intercellular adhesion molecule 1; IDO1, indoleamine 2,3-dioxygenase 1; IFN-γ, interferon-γ; MSC, mesenchymal stromal cells; PD-L1, programmed death-ligand 1; TLR3, toll like receptor 3; TNFRSF14, TNF receptor superfamily member 14; TNFRSF1B, TNF receptor superfamily member 1B; TNFSF10, TNF superfamily member 10; TNFSF13B, TNF superfamily member 13b; TPM, transcripts per million.
a) Fold change was derived from DESeq2 nbinom WaldTest results,
b) p-value was calculated using the Benjamini–Hochberg (BH) method to control for errors from multiple comparisons.
All values represent relative fold changes normalized to the control, calculated using the delta-delta Ct method. For genes with low baseline expression, fold changes may appear amplified and reflect relative induction. CXCL10, C-X-C motif chemokine ligand 10; ICAM1, intercellular adhesion molecule 1; IDO1, indoleamine 2,3-dioxygenase 1; IFN-γ, interferon-γ; IL-6, interleukin-6; LPS, lipopolysaccharide; MSC, mesenchymal stromal cells; TGFA, transforming growth factor alpha; TGFβ1, transforming growth factor beta 1; TNF-α, tumor necrosis factor-α.
Values are presented as percentage. AML, acute myeloid leukemia; HL-60, human promyelocytic leukemia; MOLM-14, monocytic leukemia-14; MSCIFN-γ, mesenchymal stromal cells primed with interferon-γ; MSCIL-6, mesenchymal stromal cells primed with interleukin-6; MSCLPS, mesenchymal stromal cells primed with lipopolysaccharide; MSCNaive, naive mesenchymal stem cells; MSCTNF-α, mesenchymal stromal cells primed with tumor necrosis factor-α; MV-4-11, monocytic variant-4-11; THP-1, Tsuchiya human promyelocytic.
| GO category | Biological process | p-value | Total No. | Intersection | Up regulation | Down regulation |
|---|---|---|---|---|---|---|
| GO:0006952 | Defense response | 1.31972E-34 | 1,956 | 267 | 233 | 34 |
| GO:0006955 | Immune response | 1.34568E-27 | 2,544 | 298 | 266 | 32 |
| GO:0001817 | Regulation of cytokine production | 6.48247E-17 | 847 | 123 | 104 | 19 |
| GO:0042611 | MHC protein complex | 1.0948E-14 | 24 | 18 | 18 | 0 |
| GO:0050776 | Regulation of immune response | 2.08585E-14 | 1,159 | 145 | 130 | 15 |
| GO:0022610 | Biological adhesion | 6.42536E-08 | 1,509 | 152 | 90 | 62 |
| GO:0008219 | Cell death | 5.22537E-06 | 2,306 | 202 | 134 | 68 |
| GO:0042981 | Regulation of apoptotic process | 0.000380569 | 1,560 | 137 | 92 | 45 |
| GO:0002253 | Activation of immune response | 0.02198115 | 566 | 53 | 50 | 3 |
| GO:0016477 | Cell migration | 0.075179453 | 1,660 | 126 | 73 | 53 |
| GO:0048771 | Tissue remodeling | 0.092424478 | 187 | 20 | 11 | 9 |
| Gene symbol | Fold change |
Log2 fold change | Basal (mean, TPM) | IFN-γ (mean, TPM) | BH-adjusted p-value |
|---|---|---|---|---|---|
| IDO1 | 610,491.67 | 19.22 | < 0.001 | 1,506.68 | 1.77497E-56 |
| CXCL9 | 41,085.06 | 15.33 | < 0.001 | 48.61 | 1.06737E-34 |
| CXCL11 | 19,225.21 | 14.23 | < 0.001 | 45.16 | 4.20726E-30 |
| TNFSF10 | 8,492.13 | 13.05 | < 0.001 | 30.20 | 4.03294E-25 |
| CXCL10 | 1,865.88 | 10.87 | < 0.001 | 62.98 | 2.99496E-13 |
| CX3CL1 | 380.93 | 8.57 | < 0.001 | 0.56 | 2.12163E-09 |
| TNFSF13B | 242.60 | 7.92 | 0.09 | 61.73 | 1.3394E-120 |
| ICAM1 | 59.07 | 5.88 | 11.20 | 648.34 | 2.66471E-68 |
| TLR3 | 49.10 | 5.62 | 0.41 | 15.97 | 5.1842E-110 |
| TNFRSF14 | 31.42 | 4.97 | 1.07 | 17.15 | 3.70296E-10 |
| TNFRSF1B | 24.09 | 4.63 | 0.39 | 5.37 | 1.31785E-23 |
| PD-L1 | 6.30 | 2.65 | 20.78 | 146.79 | 5.36233E-35 |
| Condition | IDO1 | TGFA | TGFB1 | IL-6 | CXCL10 | CXCL9 | CXCL6 | ICAM1 |
|---|---|---|---|---|---|---|---|---|
| Control | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
| IL-6 (ng/mL) | ||||||||
| 50 | 7.76 | 9.65 | 1.5 | 1.23 | 86.17 | 1.1 | 0.65 | 1.28 |
| 100 | 9.0 | 7.05 | 1.19 | 1.38 | 1.04 | 6.9 | 0.72 | 1.15 |
| 200 | 81.14 | 87.92 | 1.91 | 2.47 | 120.78 | 2.22 | 0.73 | 1.49 |
| LPS (ng/mL) | ||||||||
| 50 | 397.94 | 16.52 | 0.75 | 20.74 | 36,912,582.06 | 19,709,200.6 | 2.44 | 92.08 |
| 100 | 648.33 | 19.21 | 0.83 | 27.28 | 75,935,372.63 | 35,173,011.01 | 2.26 | 139.8 |
| 200 | 834.7 | 69.73 | 0.74 | 30.64 | 83,178,563.64 | 60,433,193.8 | 2.14 | 151.7 |
| TNF-α (ng/mL) | ||||||||
| 50 | 16.8 | 23.81 | 1.28 | 0.94 | 7,172.17 | 70,452.37 | 0.66 | 0.88 |
| 100 | 59.61 | 88.19 | 1.25 | 1.27 | 10,274.01 | 4,401.48 | 0.48 | 1.65 |
| 200 | 91.81 | 93.75 | 5.33 | 3.47 | 31,478.48 | 2,491.77 | 0.45 | 3.23 |
| IFN-γ (IU/mL) | ||||||||
| 200 | 22.97 | 24.77 | 0.64 | 0.59 | 447.41 | 562.72 | 0.49 | 0.56 |
| 400 | 13.24 | 15.38 | 0.68 | 0.37 | 1,450.8 | 449.04 | 0.54 | 0.91 |
| 800 | 75.42 | 89.16 | 0.62 | 0.62 | 1,980.63 | 632.99 | 0.62 | 0.69 |
| AML only | MSCNaive | MSCIFN-γ | MSCIL-6 | MSCLPS | MSCTNF-α | p-value | |
|---|---|---|---|---|---|---|---|
| HL60 | 100 | 96.33 | 94.91 | 99.18 | 99.12 | 96.17 | 0.794 |
| MOLM-14 | 100 | 100.16 | 101.32 | 106.28 | 101.63 | 105.39 | 0.697 |
| MV-4-11 | 100 | 100.84 | 102.56 | 104.80 | 103.21 | 109.44 | 0.744 |
| THP-1 | 100 | 102.07 | 101.17 | 103.98 | 103.19 | 104.12 | 0.765 |
GO, gene ontology; IFN-γ, interferon-γ; MSC, mesenchymal stromal cells.
CX3CL1, C-X3-C motif chemokine ligand 1; CXCL9, C-X-C motif chemokine ligand 9; CXCL10, C-X-C motif chemokine ligand 10; CXCL11, C-X-C motif chemokine ligand 11; ICAM1, intercellular adhesion molecule 1; IDO1, indoleamine 2,3-dioxygenase 1; IFN-γ, interferon-γ; MSC, mesenchymal stromal cells; PD-L1, programmed death-ligand 1; TLR3, toll like receptor 3; TNFRSF14, TNF receptor superfamily member 14; TNFRSF1B, TNF receptor superfamily member 1B; TNFSF10, TNF superfamily member 10; TNFSF13B, TNF superfamily member 13b; TPM, transcripts per million. Fold change was derived from DESeq2 nbinom WaldTest results, p-value was calculated using the Benjamini–Hochberg (BH) method to control for errors from multiple comparisons.
All values represent relative fold changes normalized to the control, calculated using the delta-delta Ct method. For genes with low baseline expression, fold changes may appear amplified and reflect relative induction. CXCL10, C-X-C motif chemokine ligand 10; ICAM1, intercellular adhesion molecule 1; IDO1, indoleamine 2,3-dioxygenase 1; IFN-γ, interferon-γ; IL-6, interleukin-6; LPS, lipopolysaccharide; MSC, mesenchymal stromal cells; TGFA, transforming growth factor alpha; TGFβ1, transforming growth factor beta 1; TNF-α, tumor necrosis factor-α.
Values are presented as percentage. AML, acute myeloid leukemia; HL-60, human promyelocytic leukemia; MOLM-14, monocytic leukemia-14; MSCIFN-γ, mesenchymal stromal cells primed with interferon-γ; MSCIL-6, mesenchymal stromal cells primed with interleukin-6; MSCLPS, mesenchymal stromal cells primed with lipopolysaccharide; MSCNaive, naive mesenchymal stem cells; MSCTNF-α, mesenchymal stromal cells primed with tumor necrosis factor-α; MV-4-11, monocytic variant-4-11; THP-1, Tsuchiya human promyelocytic.
