| Literature DB >> 29795118 |
Milad Abolhalaj1, David Askmyr2,3, Christina Alexandra Sakellariou1, Kristina Lundberg1, Lennart Greiff2,3, Malin Lindstedt4.
Abstract
Dendritic cells (DCs) have a key role in orchestrating immune responses and are considered important targets for immunotherapy against cancer. In order to develop effective cancer vaccines, detailed knowledge of the micromilieu in cancer lesions is warranted. In this study, flow cytometry and human transcriptome arrays were used to characterize subsets of DCs in head and neck squamous cell tonsillar cancer and compare them to their counterparts in benign tonsils to evaluate subset-selective biomarkers associated with tonsillar cancer. We describe, for the first time, four subsets of DCs in tonsillar cancer: CD123+ plasmacytoid DCs (pDC), CD1c+, CD141+, and CD1c-CD141- myeloid DCs (mDC). An increased frequency of DCs and an elevated mDC/pDC ratio were shown in malignant compared to benign tonsillar tissue. The microarray data demonstrates characteristics specific for tonsil cancer DC subsets, including expression of immunosuppressive molecules and lower expression levels of genes involved in development of effector immune responses in DCs in malignant tonsillar tissue, compared to their counterparts in benign tonsillar tissue. Finally, we present target candidates selectively expressed by different DC subsets in malignant tonsils and confirm expression of CD206/MRC1 and CD207/Langerin on CD1c+ DCs at protein level. This study descibes DC characteristics in the context of head and neck cancer and add valuable steps towards future DC-based therapies against tonsillar cancer.Entities:
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Year: 2018 PMID: 29795118 PMCID: PMC5966442 DOI: 10.1038/s41598-018-26193-y
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Sorting gate strategy and expression levels of DCs and DC subsets in malignant and benign tonsils. (A) Doublet exclusion was performed on viable cells (not shown). Leukocytes were then identified by expression of CD45, out of which, HLA-DR+ lineage− (Lin) (CD3, CD14, CD56, and CD19 cells) cells were gated. Subsequently, mDCs and pDCs were identified based on expression of CD11c and CD123, respectively, forming the complete DC fraction. Myeloid DCs were further subdivided into CD141+, CD1c+, and DN cells based on expression of CD141, CD1c, or neither, respectively. (B) Frequencies of DCs among the present leukocytes in malignant tonsillar tissue compared to benign controls. (C) CD11c+ mDC/CD123+ pDC ratio in malignant and benign tonsils. (D) Frequency of CD123+ pDCs as well as DN mDCs in malignant and benign tonsils. *P < 0.05; ***P < 0.001.
Figure 2PCA of differentially expressed transcripts among DC subsets in benign and malignant tonsillar tissues. CD11c+ mDC subsets (CD1c+, CD141+, and DN) form a cluster separated from CD123+ pDC subset indicating higher transcriptional similarity among myeloid DCs.
Top 10 pathway enrichment hits derived from differentially expressed transcripts in CD1c+ mDCs in malignant tonsil compared to CD1c+ mDCs in benign tonsils.
| Enrichment hit | FDR | Ratio | Associated transcripts |
|---|---|---|---|
|
| |||
| Transcription_HIF-1 targets | 6,649E-06 | 11/95 | TGM2, MMP-9, GLUT3, Galectin-1, Adrenomedullin, Endoglin, PLGF, PLAUR (uPAR), F263, VEGF-A, NUR77 |
| PGE2 pathways in cancer | 9,204E-04 | 7/55 | COX-2 (PTGS2), G-protein alpha-i family, EGR1, VEGF-A, Cyclin D1, TNF-alpha, PKA-reg (cAMP-dependent) |
| Immune response_IL-10 signaling pathway | 1,391E-03 | 7/62 | COX-2 (PTGS2), MMP-9, Bcl-XL, TIMP1, CD80, TNF-alpha, p19 |
| Signal transduction_HTR2A signaling outside the nervous system | 3,404E-03 | 7/74 | COX-2 (PTGS2), G-protein alpha-i family, HB-EGF, EGR1, Calmodulin, HB-EGF(mature), Cyclin D1 |
| Immune response_T cell co-signaling receptors, schema | 3,970E-03 | 6/55 | PD-L2, LAG3, Collagen XIII, PD-L1, CD80, Collagen III |
| Cell adhesion_ECM remodeling | 3,970E-03 | 6/55 | MMP-12, MMP-9, HB-EGF, PLAUR (uPAR), TIMP1, Collagen III |
| Development_Non-genomic action of Retinoic acid in cell differentiation | 4,180E-03 | 6/57 | RXRA, TGM2, COX-2 (PTGS2), PRKAR2B, VEGF-A, PKA-reg type II (cAMP-dependent) |
| Putative pathways of hormone action in neurofibromatosis type 1 | 1,230E-02 | 4/25 | Adrenomedullin, EGR3, EGR1, EGR2 (Krox20) |
| Neurogenesis_NGF/ TrkA MAPK-mediated signaling | 1,230E-02 | 7/105 | HB-EGF, EGR1, PLAUR (uPAR), Calmodulin, NUR77, Cyclin D1, PKA-reg (cAMP-dependent) |
| Neurophysiological process_GABA-B receptor signaling at postsynaptic sides of synapses | 1,230E-02 | 4/26 | G-protein alpha-i family, G-protein alpha-o, ATF-5, Calmodulin |
|
| |||
| Signal transduction_Additional pathways of NF-kB activation (in the nucleus) | 4,762E-08 | 12/30 | p38alpha (MAPK14), I-kB, CBP, PRMT5, p90RSK1, STO, p300, PKA-cat alpha, PKC-delta, Adenylate cyclase, NFKBIA, IKK-beta |
| Immune response_Antigen presentation by MHC class II | 2,948E-06 | 19/118 | MHC class II alpha chain, HLA-DO, MHC class II, ARL14EP, FCGRT, ARHGEF2, PKC, HSP90, LLIR, MHC class II beta chain, PKC-alpha, PDK (PDPK1), PKC-delta, HCLS1, p38 MAPK, CLEC10A, A2M receptor, CD4, mTOR |
| Mucin expression in CF airways | 7,533E-06 | 14/69 | IL-1 beta, p38alpha (MAPK14), I-kB, c-Raf-1, p90RSK1, SP1, PLC-beta, MEKK1(MAP3K1), PKC-alpha, PKC-delta, p38 MAPK, PKA-cat (cAMP-dependent), p90Rsk, NFKBIA |
| Immune response_C5a signaling | 7,533E-06 | 12/50 | IL-1 beta, I-kB, c-Raf-1, Rac2, B-Raf, PKC, c-Fos, PLC-beta, PDK (PDPK1), p38 MAPK, p90Rsk, PREX1 |
| Development_Glucocorticoid receptor signaling | 7,533E-06 | 9/25 | CBP, GCR Alpha, NCOA1 (SRC1), GCR Beta, Oct-2, HSP90, GCR, p300, NFKBIA |
| Signal transduction_Additional pathways of NF-kB activation (in the cytoplasm) | 9,905E-06 | 12/52 | I-kB, c-Raf-1, p90RSK1, MEKK1(MAP3K1), PKC-alpha, PDK (PDPK1), PKA-cat alpha, PKC-delta, Adenylate cyclase, NFKBIA, IKK-beta, Casein kinase II, alpha chain (CSNK2A1) |
| Immune response_IL-4 signaling pathway | 3,280E-05 | 15/94 | p38alpha (MAPK14), Tuberin, c-Raf-1, p90RSK1, c-Fes, PKC, IL13RA1, MEKK1(MAP3K1), PDK (PDPK1), Tyk2, PKC-delta, JAK3, p38 MAPK, NFKBIA, mTOR |
| Oxidative stress_Activation of NADPH oxidase | 3,280E-05 | 12/59 | TRIO, cPKC (conventional), Rac2, PKC, PLC-beta, PKC-alpha, PDK (PDPK1), PKC-delta, p114-RhoGEF, p38 MAPK, VAV-1, PREX1 |
| Immune response_IL-6 signaling pathway via JAK/STAT | 4,067E-05 | 13/72 | CBP, Rac2, c-Fos, SP1, p300, sIL6-RA, MEKK1(MAP3K1), Tyk2, PKC-delta, JAK3, VAV-1, mTOR, IL6RA |
| Development_TGF-beta receptor signaling | 5,370E-05 | 11/52 | CBP, c-Raf-1, SP1, p300, SMAD2, TIEG1, YY1, TGF-beta receptor type II, p38 MAPK, NFKBIA, IKK-beta |
Top 10 pathway enrichment hits derived from differentially expressed transcripts in DN mDCs in malignant tonsil compared to DN mDCs in benign tonsils.
| Enrichment hit | FDR | Ratio | Associated transcripts |
|---|---|---|---|
|
| |||
| Immune response_IFN-alpha/beta signaling via JAK/STAT | 9,200E-06 | 9/64 | p21, IRF1, IFI17, IFI6, Apo-2L(TNFSF10), MIG, STAT1, PML, GBP4 |
| Immune response_Antiviral actions of Interferons | 2,566E-04 | 7/52 | IRF1, WARS, OAS2, HLA-A, 2′-5′-oligoadenylate synthetase, IDO1, STAT1 |
| PGE2 pathways in cancer | 3,632E-03 | 6/55 | COX-2 (PTGS2), G-protein alpha-i family, NURR1, EGR1, COX-1 (PTGS1), Cyclin D1 |
| Development_Thrombopoetin signaling via JAK-STAT pathway | 8,911E-03 | 4/22 | p21, Bcl-XL, STAT1, Cyclin D1 |
| Role of IL-23/ T17 pathogenic axis in psoriasis | 2,395E-02 | 5/54 | IL-15RA, NF-AT1(NFATC2), HLA-Cw6, HLA-C, sIL-15RA |
| Cell cycle_Role of Nek in cell cycle regulation | 2,694E-02 | 4/32 | Tubulin beta, Tubulin alpha, Histone H1, Tubulin (in microtubules) |
| IGF family signaling in colorectal cancer | 2,810E-02 | 5/60 | COX-2 (PTGS2), Bcl-XL, Apo-2L(TNFSF10), Cyclin D1, Clusterin |
| Immune response_IL-6 signaling pathway via JAK/STAT* | 5,703E-02 | 5/72 | p21, IRF1, COX-2 (PTGS2), Rac2, STAT1 |
| Immune response_IFN-alpha/beta signaling via MAPKs* | 6,293E-02 | 5/77 | p21, Apo-2L(TNFSF10), STAT1, PML, Cyclin D1 |
| Immune response_IL-15 signaling via JAK-STAT cascade* | 6,293E-02 | 3/22 | IL-15RA, Bcl-XL, sIL-15RA |
|
| |||
| Transcription_Role of heterochromatin protein 1 (HP1) family in transcriptional silencing | 3,951E-03 | 5/40 | HP1, DNMT3A, HP1 beta, Mi-2, Mi-2 alpha |
| Development_PDGF signaling via MAPK cascades | 4,431E-03 | 5/47 | PDGF receptor, MEK1(MAP2K1), SRF, PKC-alpha, PDGF-R-beta |
| HBV signaling via protein kinases leading to HCC | 1,353E-02 | 4/36 | MEK1(MAP2K1), PKC-alpha, PKC, cPKC (conventional) |
| Development_Gastrin in differentiation of the gastric mucosa | 1,353E-02 | 4/38 | MEK1(MAP2K1), PKC-alpha, PKC, cPKC (conventional) |
| Nociception_Nociceptin receptor signaling | 1,353E-02 | 5/76 | Nociceptin receptor, PKC-alpha, MEK1/2, PKC, cPKC (conventional) |
| Oxidative stress_Activation of NOX1, NOX5, DUOX1 and DUOX2 NADPH Oxidases | 1,353E-02 | 4/42 | PKC-alpha, MEK1/2, PKC, cPKC (conventional) |
| Development_VEGF signaling and activation | 1,353E-02 | 4/42 | MEK1(MAP2K1), PKC-alpha, IKK-beta, PKC |
| Apoptosis and survival_Anti-apoptotic action of Gastrin | 1,353E-02 | 4/43 | MEK1(MAP2K1), SRF, PKC-alpha, Bax |
| Neurophysiological process_Dopamine D2 receptor transactivation of PDGFR in CNS | 3,398E-02 | 3/26 | PDGF receptor, PKC, PDGF-R-beta |
| Oxidative stress_Activation of NADPH oxidase | 3,398E-02 | 4/59 | PKC-alpha, MEK1/2, PKC, cPKC (conventional) |
Figure 3Candidate targeting molecules differentially expressed by CD123+ pDCs (A), CD1c+ (B), CD141+ (C), and DN mDCs (D), generated by reviewing the transcripts enriched in MetaCore “Plasma membrane” and “Cell surface” localization enrichments associated with endocytosis, cross presentation, or signaling activities. Transcripts were identified through one-tailed T-tests (p < 0.05, fold change ≥ 1.2) comparing each subset to other subsets in malignant tonsils separately.
Figure 4Expression of CD206/MRC1 and CD207/Langerin by CD1c+ mDCs in benign and malignant tonsils. Higher frequency of CD1c+ DCs express CD206/MRC1 and CD207/Langerin in malignant (A) and benign (B) tonsillar samples as compared to other subsets, measured by flow cytometry. Net percentage of positive cells was calculated by FMO positivity subtraction. *P < 0.05; **P < 0.01; ***P < 0.001.
Antibody (Ab) panels applied for DC subset identification and PRR expression analysis.
| Antibody | Clone | Supplier | Used for |
|---|---|---|---|
| CD45 APC-H7 | 2D1 | BD Biosciences (CA, USA) | Sorting/marker validation |
| CD3 FITC | UCHT1 | BD Biosciences | Marker validation |
| CD14 FITC | TüK4 | Life Technologies (CA, USA) | Marker validation |
| CD56 FITC | NCAM16.2 | BD Biosciences | Marker validation |
| CD19 Brilliant Blue515 (BB515) | HIB19 | BD Biosciences | Marker validation |
| HLA-DR PerCp-Cy5.5 | L243 | BioLegend (CA, USA) | Sorting/marker validation |
| CD11c Brilliant Violet 421 (BV421) | B-ly6 | BD Biosciences | Sorting/marker validation |
| CD1c APC | L161 | eBioscience (CA, USA) | Sorting/marker validation |
| CD141 Brilliant Violet 510 (BV510) | 1A4 | BD Biosciences | Sorting/marker validation |
| CD123 PE-Cy7 | 6H6 | BioLegend | Sorting/marker validation |
| CD206/MRC1 PE | 3.29B1.10 | Immunotech (Beckman Coulter, TX, USA) | Marker validation |
| CD207/Langerin PE | DCGM4 | Immunotech | Marker validation |
| CD3 PE | UCHT1 | BD Biosciences | Sorting |
| CD14 PE | TÜK4 | Dako (Glostrup, Denmark) | Sorting |
| CD 19 PE | HD37 | Dako | Sorting |
| CD56 | B159 | BD Biosciences | Sorting |
Top 10 pathway enrichment hits derived from differentially expressed transcripts in CD123+ pDCs in malignant tonsil compared to CD123+ pDCs in benign tonsils.
| Enrichment hit | FDR | Ratio | Associated transcripts |
|---|---|---|---|
|
| |||
| Immune response_IFN-alpha/beta signaling via JAK/STAT | 9,226E-10 | 9/64 | IFI27, USP18, PKR, IFI17, IFI6, Apo-2L(TNFSF10), XAF1, STAT1, PML |
| Immune response_Antiviral actions of Interferons | 2,333E-04 | 5/52 | PKR, OAS2, 2′-5′-oligoadenylate synthetase, STAT1, MxA |
| Development_Role of CNTF and LIF in regulation of oligodendrocyte development | 1,313E-02 | 3/28 | Annexin V, STAT1, CLIC4 |
| Immune response_IFN-alpha/beta signaling via MAPKs | 1,415E-02 | 4/77 | PKR, Apo-2L(TNFSF10), STAT1, PML |
| Macrophage and dendritic cell phenotype shift in cancer | 3,050E-02 | 4/100 | Apo-2L(TNFSF10), PGE2R4, STAT1, CD40(TNFRSF5) |
| Mitochondrial dysfunction in neurodegenerative diseases* | 5,930E-02 | 3/59 | G3P2, mGluR5, PPIF |
| Immune response_IL-4-responsive genes in type 2 immunity* | 8,279E-02 | 3/70 | STAT1, CD40(TNFRSF5), CCL17 |
| SLE genetic marker-specific pathways in antigen-presenting cells (APC)* | 1,080E-01 | 3/84 | MDA-5, STAT1, CD40(TNFRSF5) |
| Immune response_Innate immune response to RNA viral infection* | 1,080E-01 | 2/28 | MDA-5, LGP2 |
| Glycolysis and gluconeogenesis* | 1,080E-01 | 3/94 | G3P2, TPI1, GLUT3 |
|
| |||
| Immune response_IL-4 signaling pathway | 6,228E-04 | 15/94 | Syk, IKK-gamma, Tuberin, Shc, STAT5, c-Fes, PKC, IL4RA, c-Cbl, MEKK1(MAP3K1), PDK (PDPK1), Tyk2, PKC-delta, NFKBIA, PI3K cat class IA (p110-delta) |
| Signal transduction_Additional pathways of NF-kB activation (in the cytoplasm) | 6,228E-04 | 11/52 | IKK-gamma, I-kB, PI3K cat class IA, Pin1, NIK(MAP3K14), MEKK1(MAP3K1), PDK (PDPK1), PKC-delta, Adenylate cyclase, NFKBIA, IKK-beta |
| Transcription_Negative regulation of HIF1A function | 1,243E-03 | 12/69 | ING4, MTG16 (CBFA2T3), Casein kinase I delta, KLF2, HIF-prolyl hydroxylase, EGLN2, MCM5, Sirtuin2, CHIP, CITED2, VHL, Sirtuin7 |
| Signal transduction_Additional pathways of NF-kB activation (in the nucleus) | 1,349E-03 | 8/30 | IKK-gamma, I-kB, CBP, NIK(MAP3K14), PKC-delta, Adenylate cyclase, NFKBIA, IKK-beta |
| Signal transduction_PTMs (phosphorylation) in TNF-alpha-induced NF-kB signaling | 1,629E-03 | 9/41 | IKK-gamma, PI3K cat class IA, Pin1, NIK(MAP3K14), PDK (PDPK1), PKC-delta, Adenylate cyclase, NFKBIA, IKK-beta |
| Immune response_Gastrin in inflammatory response | 3,646E-03 | 11/69 | ELAVL1 (HuR), I-kB, Shc, PI3K cat class IA, MEF2, NIK(MAP3K14), MEKK1(MAP3K1), PDK (PDPK1), PKC-delta, MEF2B, IKK-beta |
| Immune response_IL-2 activation and signaling pathway | 3,714E-03 | 9/48 | Syk, HMGI/Y, I-kB, Shc, STAT5, PI3K cat class IA, Calcineurin A (catalytic), SMAD3, PDK (PDPK1) |
| Immune response_TREM1 signaling pathway | 3,714E-03 | 10/60 | Syk, IKK-gamma, I-kB, Bax, PI3K cat class IA, Calcineurin A (catalytic), c-Cbl, MIP-1-alpha, PDK (PDPK1), NFKBIA |
| Immune response_LTBR1 signaling | 3,714E-03 | 10/60 | Syk, I-kB, PI3K cat class IA, PKC, PLC-beta, PDK (PDPK1), PKC-delta, Adenylate cyclase, p47-phox, PLC-beta2 |
| Signal transduction_IP3 signaling | 3,714E-03 | 9/49 | Syk, Shc, Galpha(q)-specific nucleotide-like GPCRs, PI3K cat class IA, MEF2, HDAC5, PLC-beta, PDK (PDPK1), CaMKK |
Top 10 pathway enrichment hits derived from differentially expressed transcripts in CD141+ mDCs in malignant tonsil compared to CD141+ mDCs in benign tonsils.
| Enrichment hit | FDR | Ratio | Associated transcripts |
|---|---|---|---|
|
| |||
| Immune response_IFN-alpha/beta signaling via JAK/STAT | 6,856E-04 | 5/64 | IFI27, IP10, IRF1, GBP1, PML |
| Immune response_T regulatory cell-mediated modulation of antigen-presenting cell functions* | 1,659E-01 | 3/66 | IRF1, SLC7A5, LAG3 |
| Cell cycle_Role of 14-3-3 proteins in cell cycle regulation* | 1,717E-01 | 2/22 | CDC25B, 14-3-3 sigma |
| NETosis in SLE* | 1,987E-01 | 2/31 | Histone H2, Histone H2A |
| Cell cycle_Spindle assembly and chromosome separation* | 1,987E-01 | 2/33 | TPX2, Aurora-B |
| Cell cycle_The metaphase checkpoint* | 1,987E-01 | 2/36 | SPBC24, Aurora-B |
| Apoptosis and survival_NGF activation of NF-kB* | 1,987E-01 | 2/40 | Bcl-XL, TGM2 |
| Apoptosis and survival_BAD phosphorylation* | 1,987E-01 | 2/42 | Bcl-XL, 14-3-3 |
| Immune response_CRTH2 signaling in Th2 cells* | 1,987E-01 | 2/44 | Bcl-XL, 14-3-3 |
| Development_PIP3 signaling in cardiac myocytes* | 1,987E-01 | 2/47 | Bcl-XL, 14-3-3 |
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| |||
| Immune response_IL-11 signaling pathway via MEK/ERK and PI3K/AKT cascades | 2,205E-04 | 9/67 | I-kB, SFK, Osteocalcin, Fyn, gp130, NFKBIA, c-Jun, Caspase-9, c-Fos |
| Immune response_IL-6-induced acute-phase response in hepatocytes | 2,205E-04 | 7/36 | Heme oxygenase 1, c-Jun/c-Fos, gp130, IL-6 receptor, c-Jun, IL6RA, c-Fos |
| Reproduction_Gonadotropin-releasing hormone (GnRH) signaling | 2,205E-04 | 9/72 | c-Jun/c-Fos, AP-1, PER1, Adenylate cyclase, c-Jun, MKP-1, c-Fos, G-protein alpha-q/11, PLC-beta |
| Immune response_IL-6 signaling pathway via JAK/STAT | 2,205E-04 | 9/72 | sIL6-RA, Osteocalcin, c-Jun/c-Fos, gp130, AP-1, IL-6 receptor, c-Jun, IL6RA, c-Fos |
| Aberrant production of IL-2 and IL-17 in SLE T cells | 3,228E-04 | 8/58 | Syk, I-kB, Fc epsilon RI gamma, c-Jun/c-Fos, MHC class II, AP-1, CD4, c-Fos |
| Immune response_M-CSF-receptor signaling pathway | 4,003E-04 | 9/81 | Syk, GAB3, c-Jun/c-Fos, GLUT1, Fyn, AP-1, PLD2, c-Jun, c-Fos |
| Immune response_MIF-induced cell adhesion, migration and angiogenesis | 5,059E-04 | 7/46 | CD44, c-Jun/c-Fos, AP-1, CXCR4, c-Jun, MKP-1, c-Fos |
| Immune response_Histamine H1 receptor signaling in immune response | 5,135E-04 | 7/47 | I-kB, c-Jun/c-Fos, NFKBIA, c-Jun, c-Fos, G-protein alpha-q/11, PLC-beta |
| Immune response_IL-22 signaling pathway | 1,089E-03 | 6/36 | IL10RB, c-Jun/c-Fos, MHC class II, c-Jun, CD4, c-Fos |
| Development_Angiotensin signaling via PYK2 | 3,207E-03 | 6/44 | c-Jun/c-Fos, AP-1, c-Jun, c-Fos, G-protein alpha-q/11, PLC-beta |