| Literature DB >> 21696611 |
Karen F Chambers1, Joanna F Pearson, Davide Pellacani, Naveed Aziz, Miodrag Gužvić, Christoph A Klein, Shona H Lang.
Abstract
BACKGROUND: Stromal signalling increases the lateral cell adhesions of prostate epithelial cells grown in 3D culture. The aim of this study was to use microarray analysis to identify significant epithelial signalling pathways and genes in this process.Entities:
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Year: 2011 PMID: 21696611 PMCID: PMC3141633 DOI: 10.1186/1423-0127-18-45
Source DB: PubMed Journal: J Biomed Sci ISSN: 1021-7770 Impact factor: 8.410
Figure 1Primary component analysis to show clustering of genes from acini cultured with stroma (blue) compared to acini cultured without (red).
The ten most upregulated and down regulated primary epithelial genes in response to stroma, in 3D culture
| Gene Symbol | Gene Title | Fold change | Probe ID |
|---|---|---|---|
| FGFBP1 | fibroblast growth factor binding protein 1 | 3.078 | H300006842 |
| OR4N5 | olfactory receptor, family 4, subfamily N, member 5 | 2.993 | opHsV0400002653 |
| KLRC4 | killer cell lectin-like receptor subfamily C, member 4 | 2.735 | H300021805 |
| TESSP1 | testis serine protease 1 | 2.656 | opHsV0400002778 |
| KT3K | Ketosamine-3-kinase | 2.528 | H200004088 |
| KLRC1 | killer cell lectin-like receptor subfamily C, member 1 | 2.420 | H200005914 |
| SNX12 | sorting nexin 12 | 2.330 | H200009199 |
| PABPC1 | poly(A) binding protein, cytoplasmic 1 | 2.323 | H200014179 |
| DNMBP | Dynamin binding protein | 2.282 | opHsV0400003719 |
| MSH4 | mutS homolog 4 | 2.265 | H200011946 |
| IL23R | interleukin 23 receptor | -2.489 | H300020818 |
| DYNC2LI1 | dynein 2 light intermediate chain isoform 1 | -2.553 | opHsV0400000277 |
| KRT6B | keratin 6B | -2.560 | H300014335 |
| SAA1 | serum amyloid A1 | -2.600 | opHsV0400005893 |
| TOP1 | topoisomerase (DNA) I | -2.844 | opHsV0400006965 |
| PTPLAD1 | protein tyrosine phosphatase domain containing 1 | -2.859 | H300003447 |
| SEMA3C | sema domain, secreted 3C | -3.412 | H200008006 |
| KRT23 | keratin 23 | -3.552 | H300014341 |
| C3 | complement component 3 | -3.553 | H20000880 |
| MAGI1 | membrane associated guanylate kinase, WWW and PDZ domain containing 1 | -4.678 | H200002533 |
Values are the mean fold expression changes of ten primary epithelial cell cultures, abstracted from Operon datasets. All genes showed significant differential expression (p < 0.05). Positive values indicate up regulation, negative values indicate down regulation of epithelial genes cultured with stroma compared to without stroma. Hypothetical or unassigned genes were removed from the list.
Significantly induced pathways associated with the response of primary epithelia to stroma co-culture in 3D
| Rank | Pathway | Impact Factor | no. genes/ genes in pathway | Upregulated genes | Downregulated genes |
|---|---|---|---|---|---|
| 1 | Cell adhesion molecules | 246.278 | 9/133 | CLDN22, CLDN6, HLA-DPB1, ITGB2, NRXN3, PTPRC | CD22, CLDN7, ITGA6 |
| 2 | Phosphatidyl inositol signalling | 27.591 | 4/77 | PRKCB1 | DGKG, INPP4B, PLCD3 |
| 3 | Antigen processing and presentation | 20.271 | 6/88 | HLADPB1, KLRC2, | NFYB |
| 4 | Adherens junction | 10.67 | 2/75 | ACVR1B | PTPRB |
| 5 | Type II diabetes mellitus | 7.677 | 2/44 | CACNA1C, | |
| 6 | Long term depression | 5.7 | 6/76 | GRM1, NPR2, PRKCB1 | CRHR1, HRAS, PLA2G6 |
| 7 | Gap junction | 5.297 | 8/96 | GRM1, HTR2, NPR2, PRKCB1, TUBB6 | HRAS,PRKACB |
| 8 | Tight junction | 5.253 | 10/135 | CLDN22, CLDN6, MYH10, MYH6, PRKCB1 | CLDN7, HRAS, MYH14, PP2R4, PRKCQ |
| 9 | Melanoma | 5.206 | 4/71 | FGF11, FGF2, FGF18 | HRAS |
| 10 | Basal cell carcinoma | 5.174 | 1/55 | FZD2 | |
| 11 | TGF beta signalling | 4.763 | 3/89 | ACVR1B, DCN | ZFYVE9 |
| 12 | Glioma | 4.756 | 4/64 | PRKCB1 | CAMK2D, HRAS, SHC2 |
| 13 | MAPK signalling pathway | 4.747 | 19/265 | CACNA1C, CACNA1E, CACNA1S, CACNB2, ACVR1B, FGF11, FGF2, | CRKL, HRAS, MAP3K7IP2, PLA2G6, PRKACB, |
The 'primary 1.1 fold gene list' was loaded into Pathway Express to determine the significant epithelial pathways associated with co-culture with stroma in 3D. The 1.1 fold gene list was derived from all ten primary epithelial cell cultures. All significantly (p < 0.05) ranked pathways are shown (91 ranked in total).
Figure 2Evidence of heterogeneity in gene expression between different primary culture samples. Primary epithelial cells were grown for 14 days in Matrigel with stromal co-cultures and compared to cultures grown without stroma. RNA was prepared from single acini. Data is shown for all ten matched primary epithelial cell cultures. A) the mean fold change in gene expression levels for FGFBP1 measured by Operon microarray (black bars) or QRT-PCR (open bars). B) the mean fold change in gene expression levels for DNMBP measured by Operon microarray. C) the mean fold change in gene expression levels for CLDN6 measured by Operon microarray. Changes in gene expression detected by Operon were from the 1.1 fold gene list (p < 0.05).* insufficient sample available for QRT-PCR
The ten most upregulated and down regulated BPH-1 genes in response to stroma, in 3D culture
| Gene Symbol | Gene Title | Fold change | Probe ID |
|---|---|---|---|
| MAP7D2 | MAP7 domain containing 2 | 2.866 | 228262_at |
| IGFBP3 | insulin-like growth factor binding protein 3 | 2.613 | 212143_s_at |
| IGFBP3 | insulin-like growth factor binding protein 3 | 2.600 | 210095_s_at |
| STON1 | stonin 1 | 2.527 | 213413_at |
| BEAN | brain expressed, associated with Nedd4 | 2.446 | 214068_at |
| FBXO32 | F-box protein 32 | 2.290 | 225803_at |
| GNG7 | guanine nucleotide binding protein (G protein), gamma 7 | 2.277 | 228831_s_at |
| NOTCH3 | Notch homolog 3 (Drosophila) | 2.264 | 203238_s_at |
| MB | myoglobin | 2.258 | 204179_at |
| CLIC3 | chloride intracellular channel 3 | 2.225 | 219529_at |
| KRT6A /// KRT6B /// KRT6C | keratin 6A /// keratin 6B /// keratin 6C | -3.099 | 214580_x_at |
| NNMT | nicotinamide N-methyltransferase | -3.126 | 202237_at |
| KIAA1199 | KIAA1199 | -3.183 | 212942_s_at |
| KRT6A | keratin 6A | -3.215 | 209125_at |
| HSD17B2 | hydroxysteroid (17-beta) dehydrogenase 2 | -3.450 | 204818_at |
| KRT14 | keratin 14 | -3.460 | 209351_at |
| SERPINB3 /// SERPINB4 | serpin peptidase inhibitor, clade B (ovalbumin), member 3 /// serpin peptidase inhibitor, clade B (ovalbumin), member 4 | -8.311 | 210413_x_at |
| SERPINB3 | serpin peptidase inhibitor, clade B (ovalbumin), member 3 | -9.406 | 209719_x_at |
| SERPINB3 | serpin peptidase inhibitor, clade B (ovalbumin), member 3 | -12.240 | 209720_s_at |
| SERPINB4 | serpin peptidase inhibitor, clade B (ovalbumin), member 4 | -17.045 | 211906_s_at |
*Values are mean fold expression changes of three BPH-1 cultures abstracted from Affymetrix datasets. All genes showed significant differential expression (p < 0.05). Positive values indicate upregulation, negative values indicate down regulated genes in the epithelial cells. Hypothetical or unassigned genes were removed from the list.
Significant pathways associated with the response of BPH-1 cells to stroma in 3D culture
| Rank | Pathway Name | Impact Factor | no. genes/ genes in pathway | Upregulated genes | Downregulated genes |
|---|---|---|---|---|---|
| 1 | ECM-receptor interaction | 14.5* | 10/84 | COL6A1, LAMB2 | CD44, CD47, FN1, ITGA2, LAMB1, THBS1 |
| 2 | Adherens junction | 11.94 | 1/78 | MET | |
| 3 | Haematopoietic cell lineage | 9.93* | 8/87 | CD44, CD55. CD59, IL1R2, IL4R, IL7R, ITGA2, ITGA6 | |
| 4 | Small cell lung cancer | 7.96* | 7/86 | LAMB2 | FN1, ITGA2, ITGA6, LAMB1, MYC |
| 5 | Basal cell carcinoma | 7.83 | 2/55 | WNT10A, WNT4 | |
| 6 | Pathways in cancer | 7.27* | 13/330 | DAPK2, LAMB2, WNT10A, WNT4 | ETS1, FN1, ITGA2, ITGA6, LAMB1, MET, MYC, RUNX1 |
| 7 | Focal adhesion | 7.02* | 10/203 | COL6A1, LAMB2 | FLNB, FN1, ITGA2, LAMB1, MET, THBS1 |
| 8 | TGF-beta signalling pathway | 6.61* | 5/87 | INHBB | FST, MYC, THBS1, ID1 |
| 9 | Axon guidance | 6.48* | 7/129 | EFNB3, NFATC4, NTN1, SEMA3C | MET, PLXNC1, SRGAP1 |
| 10 | Jak-STAT signalling pathway | 6.32* | 7/155 | IL13RA2, IL24, IL4R, IL7R, MYC, OSMR, SOCS3 | |
| 11 | Calcium signalling pathway | 4.93 | 2/182 | EDNRA, HRH1 | |
| 12 | Bladder cancer | 4.74* | 3/42 | DAPK2 | MYC, THBS1 |
| 13 | B cell receptor signalling pathway | 4.62 | 2/65 | BLNK, NFATC4 | |
| 14 | Complement and coagulation cascades | 4.59* | 4/69 | C3 | CD55, CD59, F3 |
| 15 | Cytokine-cytokine receptor interaction | 4.56* | 9/263 | INHBB | CXCL5, IL1R2, IL24, IL4R, IL7R, MET, OSMR, PPBP |
| 16 | Regulation of actin cytoskeleton | 4.37 | 5/217 | CYFIP2 | FN1, ITGA2, ITGA6, SSH1 |
| 17 | Regulation of autophagy | 4.32 | 1/35 | GABARAPL1 | |
| 18 | Melanoma | 4.25 | 1/71 | MET | |
| 19 | Wnt signaling pathway | 4.2 | 4/152 | NFATC4, WNT10A, WNT4 | MYC |
| 20 | Tight junction | 4.11 | 2/135 | JAM2, TJP3 | |
The 'BPH1 1.1 fold gene list' was loaded into pathway express. All pathways with an impact factor > 4 are listed. * significant pathways, p < 0.05. The 1.1 fold gene list was derived from all three BPH-1 cultures.
Figure 3Genes identified in the TGF beta pathway. The Kegg pathway for TGF beta signalling illustrating the significant genes identified by pathway express. Genes circled in red indicate genes indicate genes from the primary cell microarray dataset (Operon) and those in blue from the BPH-1 cell microarray dataset (Affymetrix). Continuous lines are upregulated genes whereas broken lines are down-regulated.
Figure 4Validation of human TGF beta/ BMP signalling pathway genes. Average changes in gene expression between 3D BPH-1 acini cultured with stroma compared to without stroma detected by Affymetrix (white bars) and QRT-PCR techniques (black bars). Changes in gene expression detected by Affymetrix were from the 1.1 fold gene list (p < 0.05).
Figure 5Identification of common genes that were up regulated or down regulated in both cell line and primary epithelial models in response to stroma. Fold change lists were generated using Genesping (both used fold change lists of 1.1 fold and p < 0.05) for both the primary (blue) and cell line (red) arrays. The gene lists were compared using Entrez gene IDs to find common upregulated (A) and downregulated genes (B).
Figure 6Confirmation of MAP2 expression. QRT-PCR was performed on mRNA isolated from 3D BPH-1 acini cultured for 7 days with (white) or without stroma (black) from three different patients (in duplicate). The average fold difference in gene expression was expressed relative to growth without stroma ± standard error ** P < 0.05.