| Literature DB >> 27414409 |
Jan Skoda1,2,3, Marketa Hermanova4, Tomas Loja1, Pavel Nemec1, Jakub Neradil1,2,3, Petr Karasek5, Renata Veselska1,2,3.
Abstract
Pancreatic ductal adenocarcinoma (PDAC) remains one of the most lethal malignancies. Its dismal prognosis is often attributed to the presence of cancer stem cells (CSCs) that have been identified in PDAC using various markers. However, the co-expression of all of these markers has not yet been evaluated. Furthermore, studies that compare the expression levels of CSC markers in PDAC tumor samples and in cell lines derived directly from those tumors are lacking. Here, we analyzed the expression of putative CSC markers-CD24, CD44, epithelial cell adhesion molecule (EpCAM), CD133, and nestin-by immunofluorescence, flow cytometry and quantitative PCR in 3 PDAC-derived cell lines and by immunohistochemistry in 3 corresponding tumor samples. We showed high expression of the examined CSC markers among all of the cell lines and tumor samples, with the exception of CD24 and CD44, which were enriched under in vitro conditions compared with tumor tissues. The proportions of cells positive for the remaining markers were comparable to those detected in the corresponding tumors. Co-expression analysis using flow cytometry revealed that CD24+/CD44+/EpCAM+/CD133+ cells represented a significant population of the cells (range, 43 to 72%) among the cell lines. The highest proportion of CD24+/CD44+/EpCAM+/CD133+ cells was detected in the cell line derived from the tumor of a patient with the shortest survival. Using gene expression profiling, we further identified the specific pro-tumorigenic expression profile of this cell line compared with the profiles of the other two cell lines. Together, CD24+/CD44+/EpCAM+/CD133+ cells are present in PDAC cell lines derived from primary tumors, and their increased proportion corresponds with a pro-tumorigenic gene expression profile.Entities:
Mesh:
Substances:
Year: 2016 PMID: 27414409 PMCID: PMC4945008 DOI: 10.1371/journal.pone.0159255
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Description of patient cohort and derived cell lines.
| Tumor sample | Gender | Age | Diagnosis | Localization | Grade | Stage | OS | PFS | Cell line |
|---|---|---|---|---|---|---|---|---|---|
| P6 | M | 66 | PDAC | Head | 3 | pT3N1M0 | 33 | 21 | P6B |
| P28 | M | 49 | PDAC | Head | 3 | pT3N0M0 | 9 | 9 | P28B |
| P34 | F | 62 | PDAC | Body | 2 | pT3N1M0 | 21 | 11 | P34B |
Gender: M, male; F, female. Age at the time of diagnosis: years. Localization: Head, head of the pancreas; Body, body of the pancreas. Grade: 2, moderately differentiated; 3, poorly differentiated. OS, overall-free survival: months. PFS, progression free survival: months.
Fig 1IF and IHC analysis of CSC marker expression in PDAC cell lines and corresponding tumors.
Representative images of immunofluorescence (IF) and immunohistochemical (IHC) detection of CD24, CD44, EpCAM, CD133, and nestin expression are shown. For IF analysis, the cells of each PDAC cell line were stained with the appropriate antibodies against the CSC markers (green) and were counterstained with DAPI (blue) to visualize the nuclei. IHC was performed on tumor samples with antibodies that recognize specific markers; positive cells were visualized by DAB staining. Scale bars, 40 μm.
IHC analysis of CSC marker expression in PDAC tumor samples.
| Positive cells | Localization of marker expression | |||||
|---|---|---|---|---|---|---|
| P6 | P28 | P34 | P6 | P28 | P34 | |
| ++ | + | - | apical cytoplasmic, luminal | apical cytoplasmic | – | |
| - | +/- | - | – | poorly differentiated component | – | |
| +++ | +++ | +++ | membranous | membranous | membranous | |
| +++ | +++ | +++ | cytoplasmic | cytoplasmic | cytoplasmic | |
| ++ | +++ | + | cytoplasmic | cytoplasmic, rarely membranous | cytoplasmic | |
aThe percentage of positive tumor cells was categorized into five levels:—(0%), +/- (1–5%), + (6–20%), ++ (21–60%), and +++ (61–100%).
Fig 2Flow cytometric analysis of the expression of CSC markers in fixed and live PDAC cells.
(A) Dot plot diagrams depict the differences in CSC marker expression in PDAC cells when fixed or live cells were used in the flow cytometric analysis. The percentages of cells that were positive for specific markers are marked by numbers in the gated areas. (B) A Boolean gating approach was used to determine the proportion of cells that co-expressed CSC markers. An illustrative Boolean gate of the CD24+/CD44+/EpCAM+/CD133+ population (black) is shown in the dot plot diagrams. Cells stained with matched isotype control antibodies (gray) were used as controls for each CSC marker antibody (red) in both experimental designs (fixed cells and live cells). Representative data for the P6B cell line are shown. For detailed results of CSC marker expression, see Table 3.
Flow cytometric analysis of CSC marker expression in PDAC cell lines.
| Marker | Fixed cells | Live cells | ||||
|---|---|---|---|---|---|---|
| P6B | P28B | P34B | P6B | P28B | P34B | |
| CD24+ | 80.70 | 79.10 | 79.10 | 3.03 | 13.00 | 2.52 |
| CD44+ | 98.70 | 96.10 | 96.70 | 99.80 | 98.50 | 98.20 |
| EpCAM+ | 44.00 | 78.60 | 57.50 | 1.83 | 4.08 | 2.28 |
| CD133+ | 91.40 | 94.90 | 89.60 | 0.09 | 0 | 6.70 |
| CD24+/CD44+/EpCAM+ | 43.20 | 72.10 | 55.10 | 0.40 | 0.76 | 1.14 |
| CD24+/CD44+/CD133+ | 79.70 | 78.10 | 78.00 | 0.06 | 0 | 1.43 |
| CD24+/CD44+/CD133+/EpCAM+ | 43.20 | 71.90 | 55.00 | 0 | 0 | 1.14 |
aProportions of cells positive for expression of individual CSC marker or combination of markers are indicated as percentages.
Fig 3qRT-PCR analysis of CSC marker expression.
P6B cell line served as the arbitrary calibrator of the gene expression. The error bars indicate the calculated maximum (RQMax) and minimum (RQMin) expression levels that represent the standard error of the mean expression level (RQ value).
Gene ontology analysis of genes differentially expressed in P28B cells.
| Biological process | Number of genes | P value |
|---|---|---|
| Cell surface receptor linked signal transduction | 65 | < 0.001 |
| Cell adhesion | 32 | < 0.001 |
| G-protein coupled receptor protein signaling pathway | 30 | 0.049 |
| Ion transport | 29 | < 0.001 |
| Cell-cell signaling | 28 | < 0.001 |
| Regulation of cell proliferation | 26 | 0.007 |
| Response to wounding | 22 | 0.001 |
| Immune response | 20 | 0.061 |
| Cell motion | 16 | 0.034 |
| Regulation of cell proliferation | 29 | < 0.001 |
| Cell motion | 20 | < 0.001 |
| Regulation of apoptosis | 18 | 0.039 |
| Immune response | 17 | 0.022 |
| Cell adhesion | 17 | 0.024 |
| Mitotic cell cycle | 11 | 0.026 |
| Vasculature development | 10 | 0.006 |
Upregulated (fold-change ≥ 2) and downregulated (fold-change ≤ 0.5) genes in P28B cells compared with P6B and P34B cells were analyzed for gene ontology. Gene ontology analysis was performed using GOTERM_BP_FAT database in DAVID functional annotation tool.
Differentially expressed genes in P28B cells grouped by their role in tumorigenesis.
| Role in cancer | Number of genes | Genes |
|---|---|---|
| Pro-tumorigenic | 62 | ABCC4, ADAMTS7, ADM, ANO1, BAMBI, CD24, CP, CSF1, CXCL14, CXCR7, CYP1A1, EDN1, ELMO1, ENTPD1, EPHA6, F3, FGFR4, FZD6, FZD7, GFRA1, GPR183, GPR56, GPR65, GRIA4, CHRM3, IL6R, ITGB3, JAM2, KIT, LAMA3, LPAR3, LYN, MCAM, MITF, NCAM2, NLK, NOG, NOX4, P2RY1, PMP22, PREX2, PTGER4, PTHLH, RPS6KA5, SCN5A, SEMA4D, SEMA6A, SHC3, SLC4A4, SMAD9, SORT1, TEK, TFAP2C, TRPA1, TRPC3, TRPC6, TRPV2, UCP2, VTN, WFDC1, WNT2, WNT2B |
| Anti-tumorigenic | 10 | DSC2, DSC3, FOXF1, GBP2, PENK, PPAP2A, RELN, RGS6, TNFSF10, TXNIP |
| Mixed | 9 | ADAMTS8, CD9, DSG2, F11R, CHL1, ITGA8, NPY, SMURF2, UNC5C |
| Pro-tumorigenic | 28 | ADRA2A, ARHGEF2, BGN, CENPF, CTSS, DLGAP5, ENPP2, GLI3, HORMAD1, CHST11, IL1A, IL1B, IL6, JAG1, KCNMA1, MET, MSX2, NFIB, NRP1, PLAUR, PLK1, PTX3, SEMA3C, SERPINE1, SPOCK1, TPBG, VASH2, VCAN |
| Anti-tumorigenic | 18 | CCND2, CDH13, CLDN11, EMILIN2, EPHB2, GAS1, CHST11, KLF4, KYNU, NEFL, PCDH10, PLA2G4A, RARB, SERPINB2, SLIT2, SRPX, TGFBR3, UNC5B |
| Mixed | 16 | ASPM, BUB1B, CD74, CDC6, CDKN3, CLU, CTH, ENPEP, FYN, ITGA2, ITGA3, POSTN, PRRX1, RAC2, TOP2A, UACA |
The role of individual genes in tumorigenesis was determined based on the literature review (S4 Table).
Fig 4Validation of pro-tumorigenic expression profile of P28B cells by qRT-PCR.
Five anti-tumorigenic and five pro-tumorigenic genes were selected based on the microarray data and their expression was validated by qRT-PCR. The graph shows the expression levels of the respective genes in P6B and P34B cells relative to that in P28B cell line, which served as the arbitrary calibrator. The bars represent the mean expression level (RQ value) of three biological replicates; the data are presented in log2 scale. The calculated maximum (RQMax) and minimum (RQMin) expression levels are indicated by error bars. *P < 0.001, indicates significant differences from P28B cell line.
Fig 5Functional protein network analysis based on a set of differentially expressed genes in P28B cells.
A set of upregulated (fold-change ≥ 2) and downregulated (fold-change ≤ 0.5) genes in P28B cells compared with P6B and P34B cells was visualized with Cytoscape. A Reactome FI plug-in was used to analyze the functional network of proteins that are encoded by the respective genes. The fold-change values of gene expression are depicted as tints of blue (downregulated genes) or red (upregulated genes) color.