| Literature DB >> 35780190 |
Abigail Ekuban1, Shigeyuki Shichino2, Cai Zong1, Frederick Adams Ekuban1, Kazuo Kinoshita3, Sahoko Ichihara4, Kouji Matsushima2, Gaku Ichihara5.
Abstract
1,2-Dichloropropane (1,2-DCP), a synthetic organic solvent, has been implicated in causality of cholangiocarcinoma (bile duct cancer). 1,2-DCP-induced occupational cholangiocarcinoma show a different carcinogenic process compared to common cholangiocarcinoma, but its mechanism remains elusive. We reported previously that exposure of MMNK-1 cholangiocytes co-cultured with THP-1 macrophages, but not monocultured MMNK-1 cholangiocytes, to 1,2-DCP induced activation-induced cytidine deaminase (AID) expression, DNA damage and ROS production. The aim of this study was to identify relevant biological processes or target genes expressed in response to 1,2-DCP, using an in vitro system where cholangiocytes are co-cultured with macrophages. The co-cultured cells were exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h, and then the cell lysates were assessed by transcriptome analysis. 1,2-DCP upregulated the expression of base excision repair genes in MMNK-1 cholangiocytes in the co-cultures, whereas it upregulated the expression of cell cycle-related genes in THP-1 macrophages. Activation of the base excision repair pathway might result from the previously observed DNA damage in MMNK-1 cholangiocytes co-cultured with THP-1 macrophages, although involvement of other mechanisms such as DNA replication, cell death or other types of DNA repair was not disproved. Cross talk interactions between cholangiocytes and macrophages leading to DNA damage in the cholangiocytes should be explored.Entities:
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Year: 2022 PMID: 35780190 PMCID: PMC9250500 DOI: 10.1038/s41598-022-15295-3
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Figure 1PCA analysis, volcano plot and cluster analysis for identified DEGs in MMNK-1 cholangiocytes co-cultured with THP-1 macrophages when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h for 3 independent experiments (n = 3). (a) The identified PCA dimensions 1 to 6 and (b) PCA Dimension 1 and 2 plotted for each sample; (c) screening for DEGs between 0 and 0.1 mM using volcano plot for MMNK-1 cholangiocytes where red-colored dots represent genes of p-value < 0.01 and |Log2FoldChange| > 0.58, (d) screening for DEGs between 0 and 0.4 mM using volcano plot for co-cultured MMNK-1 cells where red-colored dots represent genes of p-value < 0.01 and |Log2FoldChange| > 0.58; (e) Heatmap representation of co-expressed gene modules identified by the weighted co-expression network analysis of MMNK-1 cholangiocytes, where each column represents exposure group, whereas each row represents an individual module eigengene. (f) Heatmap representation of the module eigengene 9 (ME9) of MMNK-1 cholangiocytes, where each column represents exposure group, whereas each row represents an individual gene.
Figure 2PCA analysis, volcano plot and cluster analysis for identified DEGs of THP-1 macrophages co-cultured with MMNK-1 cholangiocytes when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h for 3 independent experiments (n = 3). (a) The identified PCA dimensions 1 to 6. (b) PCA Dimension 1 and 2 were plotted for each sample. (c) screening for DEGs between 0 and 0.1 mM using volcano plot for THP-1 cells where red-colored dots represent genes of p-value < 0.01 and |Log2FoldChange| > 0.58, (d) screening for DEGs between 0 and 0.4 mM using volcano plot for THP-1 macrophages where red-colored dots represent genes of p-value < 0.01 and |Log2FoldChange| > 0.58, (e) heatmap representation of co-expressed gene modules identified by the weighted co-expression network analysis of THP-1 macrophages, where each column represents exposure group, whereas each row represents an individual module eigengene, (f) heatmap representation of the module eigengene 2 (ME2) of THP-1 macrophages, where each column represents exposure group, whereas each row represents an individual gene.
KEGG pathway overrepresentation analysis of ME9 module and list of involved genes in MMNK-1 cholangiocytes co-cultured with THP-1 macrophages.
| Gene set | Description | Size | Expected | Observed | Ratio | p value | FDR |
|---|---|---|---|---|---|---|---|
| Base excision repair | 33 | 8.84E−02 | 3 | 34.0 | 8.5E−05 | 0.028 |
The table shows KEGG pathway overrepresentation analysis of ME9 module and involved genes from the transcriptomic profiles of MMNK-1 cholangiocytes co-cultured with THP-1 macrophages when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. The analysis was peformed by WebGestalt with False Discovery Rate (FDR) cut-off value of 0.05. Data of normalized values for gene expression are mean ± SD, n = 3. Fold change represents the value relative to the average of the control group (0mM). All p-values for gene expression were adjusted using Benjamini-Hochberg method and expressed as q-values.
GO (biological process) overrepresentation analysis of ME2 module in THP-1 macrophages co-cultured with MMNK-1 cholangiocytes.
| Gene set | Description | Size | Expected | Observed | Ratio | p-value | FDR |
|---|---|---|---|---|---|---|---|
| GO:1903047 | Mitotic cell cycle process | 788 | 8.70 | 33 | 3.79 | 3.2E−11 | 2.9E−07 |
| GO:0007049 | Cell cycle | 1739 | 19.20 | 44 | 2.29 | 1.0E−07 | 1.3E−04 |
| GO:0048285 | Organelle fission | 459 | 5.07 | 19 | 3.75 | 8.1E−07 | 6.1E−04 |
| GO:0051338 | Regulation of transferase activity | 940 | 10.38 | 27 | 2.60 | 4.7E−06 | 2.7E−03 |
| GO:0010324 | Membrane invagination | 60 | 0.66 | 6 | 9.06 | 5.1E−05 | 1.1E−02 |
| GO:0051276 | Chromosome organization | 1143 | 12.62 | 27 | 2.14 | 1.4E−04 | 2.3E−02 |
| GO:0009435 | NAD biosynthetic process | 53 | 0.59 | 5 | 8.54 | 2.9E−04 | 4.0E−02 |
The table shows GO (biological process) overrepresentation analysis of ME2 module from the transcriptomic profiles of THP-1 macrophages co-cultured with MMNK-1 cholangiocytes when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. The analysis was performed by WebGestalt with False Discovery Rate (FDR) cut-off value of 0.05.
KEGG pathway overrepresentation analysis of ME2 module and list of involved genes in THP-1 macrophages co-cultured with MMNK-1 cholangiocytes.
| Gene set | Description | Size | Expected | Observed | Ratio | p-value | FDR |
|---|---|---|---|---|---|---|---|
| hsa04110 | Cell cycle | 124 | 1.63 | 9 | 5.53 | 3.3E−05 | 1.1E−02 |
The table shows KEGG pathway overrepresentation analysis of ME2 module and involved genes from the transcriptomic profiles of THP-1 macrophages co-cultured with MMNK-1 cholangiocytes when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. The analysis was performed by WebGestalt with False Discovery Rate (FDR) cut-off value of 0.05. Data of normalized values for gene expression are mean ± SD, n = 3. All p-values for gene expression were adjusted using Benjamini–Hochberg method and expressed as q-values. Fold change represents the value relative to the average of the control group (0 mM).
Genes whose expression changed dose-dependently following exposure to 1,2-DCP in MMNK-1 cholangiocytes co-cultured with THP-1 macrophages.
| Genes | p-value | q-value | Mean ± SD of normalized values fold change | ||
|---|---|---|---|---|---|
| 1,2-DCP concentration | |||||
| 0 | 0.1 | 0.4 mM | |||
| Aldehyde dehydrogenase 2 family ( | 4.2E−05 | 4.5E−02 | 7.4 ± 2.3 1 | 7.5 ± 2.4 1.01 | 18.2 ± 2.3 2.27 |
| Phosphodiesterase 7B( | 3.9E−05 | 4.4E−02 | 10.6 ± 1.7 1 | 15.7 ± 5.0 1.48 | 25.0 ± 1.7 2.36 |
| DNA Ligase 1 ( | 1.6E−05 | 2.8E−02 | 157 ± 13 1 | 175 ± 15 1.12 | 213.0 ± 3.4 1.36 |
| Fibronectin 1 ( | 1.9E−05 | 2.9E−02 | 338.0 ± 5.3 1 | 375 ± 36 1.11 | 458 ± 24 1.35 |
| General transcription factor IIE subunit 2 ( | 5.2E−05 | 4.9E−02 | 63.4 ± 7.3 1 | 67.1 ± 4.0 1.06 | 85.5 ± 4.4 1.35 |
| Small nucleolar RNA, C/D box 32A ( | 1.1E−05 | 2.2E−02 | 6.2 ± 1.7 1 | 4.16 ± 0.78 0.68 | 0.31 ± 0.53 0.05 |
| Histone cluster 3 H2B family member b ( | 5.6E−05 | 4.9E−02 | 4.7 ± 1.3 1 | 4.57 ± 0.75 0.98 | 0.69 ± 0.61 0.15 |
| Ectonucleoside triphosphate diphosphohydrolase 5 ( | 5.8E−05 | 4.9E−02 | 56.9 ± 4.2 1 | 55.8 ± 8.3 0.98 | 32.1 ± 4.0 0.57 |
| Shugoshin 2 ( | 8.6E−06 | 1.9E−02 | 442 ± 19 1 | 415 ± 27 0.94 | 339 ± 12 0.77 |
| Nucleic acid binding protein 2 ( | 3.6E−05 | 4.3E−02 | 486 ± 17 1 | 467.3 ± 5.6 0.96 | 434.0 ± 8.3 0.89 |
We tested the significance of Pearson correlation coefficient between the expression of each gene and 1,2-DCP level.
The table lists the top or bottom five genes with the largest fold change at 0.4 mM in MMNK-1 cholangiocytes co-cultured with THP-1 macrophages when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. Data of normalized values for gene expression are mean ± SD, n = 3. All p-values for gene expression were adjusted using Benjamini–Hochberg method and expressed as q-values. Fold change represents the value relative to the average of the control group (0 mM).
Genes whose expression changed dose-dependently following exposure of 1,2-DCP to THP-1 macrophages co-cultured with MMNK-1 cholangiocytes.
| Genes | p-value | q-value | Mean ± SD of normalized values fold change | ||
|---|---|---|---|---|---|
| 1,2-DCP concentration | |||||
| 0 | 0.1 | 0.4 mM | |||
| Guanylate Cyclase 1 Soluble Subunit Beta 1 ( | 1.5E−04 | 4.6E−02 | 0.31 ± 0.54 1 | 2.8 ± 1.1 8.87 | 4.9 ± 1.0 15.62 |
| CD48 molecule ( | 1.7E−05 | 2.1E−02 | 0.33 ± 0.58 1 | 0.38 ± 0.65 1.12 | 3.12 ± 0.29 9.33 |
| unc-51 like kinase 4 ( | 2.2E−05 | 2.3E−02 | 4.00 ± 0.88 1 | 8.3 ± 4.5 2.06 | 17.5 ± 2.0 4.37 |
| killer cell lectin like receptor C1 ( | 5.5E−06 | 1.0E−02 | 1.6 ± 1.0 1 | 3.23 ± 0.14 1.98 | 5.50 ± 0.07 3.37 |
| regulator of G-protein signaling 13 ( | 1.6E−04 | 4.8E−02 | 5.6 ± 4.0 1 | 4.2 ± 2.6 0.75 | 17.6 ± 1.1 3.13 |
| solute carrier family 5 member 12 ( | 9.7E−05 | 4.0E−02 | 6.4 ± 1.9 1 | 4.0 ± 1.4 0.62 | 0.37 ± 0.64 0.06 |
| Prader Willi/Angelman region RNA 6 ( | 4.0E−05 | 2.8E−02 | 2.01 ± 0.14 1 | 1.98 ± 0.34 0.98 | 0.31 ± 0.54 0.15 |
| DAB1, reelin adaptor protein ( | 4.1E−05 | 2.7E−02 | 5.67 ± 0.32 1 | 5.2 ± 1.9 0.91 | 1.04 ± 0.10 0.18 |
| Argonaute 4, RISC catalytic component ( | 2.3E−05 | 2.2E−02 | 18.7 ± 2.1 1 | 17.4 ± 4.5 0.93 | 4.8 ± 1.7 0.26 |
| Intercellular adhesion molecule 5 ( | 1.5E−04 | 4.6E−02 | 9.7 ± 1.6 1 | 8.6 ± 2.6 0.89 | 2.8 ± 1.4 0.29 |
We tested the significance of Pearson correlation coefficient between the expression of each gene and 1,2-DCP level.
The table lists the top or bottom five genes with the largest fold change at 0.4 mM in THP-1 macrophages co-cultured with MMNK-1 cholangiocytes when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. Data of normalized values for gene expression are mean ± SD, n = 3. All p-values for gene expression were adjusted using Benjamini–Hochberg method and expressed as q- values. Fold change represents the value relative to the average of the control group (0 mM).
ANOVA for expression levels of cytokines/chemokines-related genes or their receptors, which are selected by hypothesis, in THP-1 macrophages co-cultured with MMNK-1 cholangiocytes.
| Genes involved in intercellular signal | Regulation | Module eigengene | p-value for ANOVA | Mean ± SD of normalized values fold change | ||
|---|---|---|---|---|---|---|
| 1,2-DCP concentration | ||||||
| 0 | 0.1 | 0.4 mM | ||||
| TNF Superfamily Member 4 ( | – | ME8 | 0.11 | 81 ± 16 1 | 52 ± 10 0.64 | 54 ± 19 0.67 |
| Tumor necrosis factor alpha-induced protein 8-like protein 1 ( | Downregulated | ME2 | 0.020 | 46.5 ± 8.4 1 | 27.3 ± 1.2 0.59 (0.013) | 35.6 ± 5.6 0.77 (0.11) |
| Tumor necrosis factor, alpha-induced protein 8-like 2 and sodium channel modifier 1 ( | – | ME3 | 0.15 | 150 ± 35 1 | 215 ± 47 1.43 | 200 ± 24 1.33 |
| TNF Receptor Superfamily Member 10a ( | – | ME3 | 0.07 | 11.4 ± 4.1 1 | 14.7 ± 6.7 1.28 | 28 ± 10 2.42 |
| C–C motif chemokine ligand 2 ( | Upregulated | ME3 | 0.018 | 436 ± 83 1 | 575 ± 42 1.32 (0.057) | 636 ± 52 1.46 (0.013) |
| C–C motif chemokine ligand 7( | – | ME7 | 0.096 | 29.3 ± 6.5 1 | 33 ± 11 1.11 | 51 ± 13 1.73 |
| C-X-C motif chemokine ligand 2 ( | Downregulated | ME2 | 0.0042 | 27.8 ± 2.6 1 | 16.1 ± 4.4 0.58 (0.018) | 10.6 ± 4.4 0.38 (0.0028) |
| C-X3-C motif chemokine receptor 1( | Upregulated | ME2 | 0.0016 | 13.5 ± 5.5 1 | 30.6 ± 6.2 2.26 (0.024) | 32.3 ± 6.4 2.39 (0.016) |
| C–C motif chemokine receptor like 2( | – | ME9 | 0.053 | 35 ± 13 1 | 50 ± 12 1.46 | 62.8 ± 7.1 1.82 |
| C–C motif chemokine receptor 6( | Downregulated | ME2 | 0.0083 | 30.7 ± 1.0 1 | 17.9 ± 4.5 0.58 (0.0074) | 19.8 ± 3.9 0.64 (0.015) |
Normalized values of expression level were compared between three groups of different 1,2-DCP concentration by one-way analysis of variance (ANOVA), being followed by post hoc Dunnett’s multiple comparison with control (0 mM 1,2-DCP group). Data represents expression levels of cytokines/chemokines-related genes or their receptors from transcriptomic profiles of THP-1 macrophages co-cultured with MMNK-1 cholangiocytes when exposed to 1,2-DCP at 0, 0.1 or 0.4 mM for 24 h. Data of normalized values for gene expression are mean ± SD, n = 3. Fold change represents the value relative to the average of the control group (0 mM).