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Cell, Tumor, and Stem Cell Biology |
1 BIDMC Genomics Center, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; 2 Medical Polymer Center, National Institute of Family Planning, Beijing, China; and 3 Laboratory of Genetics, The Salk Institute for Biological Studies, La Jolla, California
Requests for reprints: Towia A. Libermann, BIDMC Genomics Center, Beth Israel Deaconess Medical Center and Harvard Medical School, Harvard Institutes of Medicine, 4 Blackfan Circle, Boston, MA 02115. Phone: 617-667-3393; Fax: 617-975-5299; E-mail: tliberma{at}bidmc.harvard.edu.
| Abstract |
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| Introduction |
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Most Ets genes are ubiquitously expressed, but we and others identified recently a group of Ets factors, ESE-1, ESE-2, ESE-3, and PDEF, whose expression is restricted to epithelial cells (1214). PDEF (SPDEF) is unique among Ets factors because its expression is highly restricted to a small subset of epithelial cell types (i.e., hormone-regulated epithelium, such as prostate, mammary gland, endometrium, and ovary, as well as salivary gland and colon; ref. 12).
The precise function of PDEF in cancer development and progression remains somewhat controversial. Elevated levels of PDEF transcripts have been detected in primary human breast, prostate, and ovarian cancers, as well as breast cancer lymph node metastases, and PDEF transcripts can be detected in peripheral blood of breast cancer patients (15, 16). However, several reports indicate reduced PDEF protein expression in cancer cells relative to their normal counterparts as well as decreased protein expression in invasive, metastatic relative to early-stage breast cancer, possibly due to translational suppression (17).
A potential role for PDEF in cancer cell migration and invasion has emerged, although different investigators have come to opposite conclusions. Whereas, in one study, PDEF overexpression in MDA-MB-231 breast cancer cells inhibits cell growth and reduces invasion and migration (17), in another report, PDEF overexpression induces invasion and migration in breast cancer cells that is further enhanced by mitogen-activated protein kinasedependent phosphorylation (18). This discrepancy may be due to differences in the cellular environment between different cell lines. A role for PDEF in prostate cancer seems likely due to its involvement in prostate-specific antigen (PSA) gene regulation and direct interaction with the androgen receptor and the prostate-specific tumor suppressor gene NKX3.1, which represses PDEF-mediated activation of the PSA promoter in prostate cancer cells (12, 19). However, the precise role of PDEF in prostate cancer has not been explored.
To provide insight into the function of PDEF in prostate cancer and to overcome limitations with overexpression of potentially unphysiologic concentrations of transcription factors, we have used RNA interference (RNAi) experiments to reduce endogenous PDEF expression in prostate cancer cells. We report now that inhibition of PDEF in prostate cancer cells leads to drastic physiologic and morphologic changes that are associated with the conversion of epithelial properties toward mesenchymal phenotypes with decreased epithelial markers, increased mesenchymal markers, and decreased adhesion, enhanced migration, enhanced invasion, and activation of the transforming growth factor ß (TGFß) pathway. We also show that TGFß represses PDEF expression, indicating that PDEF suppression may mediate part of the biological effects of TGFß. Thus, PDEF seems to play a critical role in cell motility and invasion of prostate cancer cells, steps that are critical for progression and metastasis of prostate cancer.
| Materials and Methods |
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Small interfering RNA oligonucleotides and lentivirus vector generation. Three different small interfering RNA (siRNA; Dharmacon, Inc.) for human PDEF [siPDEF1 (5'-AAGAAGGGCAUCAUCCGGAAG-3'), siPDEF2 (5'-AAGUGCUCAAGGACAUCGAGA-3'), and siPDEF3 (5'-AAGCUGCUCAACAUCACCGCA3')] were evaluated for their abilities to reduce PDEF expression. The most effective PDEF siRNA (siPDEF3) was inserted into a lentivirus vector using a single 83-mer oligonucleotide (5'-CTGTCTAGACAAAAAGTGCTCAAGGACATCGAGATCTCTTGAATCTCGATGTCCTTGAGCACGGGGATCTGTGGTCTCATACA-3'). For details, see Supplementary Data.
Generation of cell lines stably expressing PDEF siRNA. PC-3 and LNCaP cells were stably infected with the PDEF siRNA or green fluorescent protein (GFP) siRNA lentivirus and enriched as described in Supplementary Data. Protein extracts from sorted cells were analyzed by Western blot using anti-PDEF antibody. These cell lines (PC-3 siGFP, PC-3 siPDEF, LNCaP siGFP, and LNCap siPDEF) were used in all experiments.
Inverted control siRNA design and transient transfection. A scrambled control siRNA [inverted central 8 bp for siPDEF3 (target sequence is 5'-AAGCUACAACUCGUCACCGCA-3')] was purchased from Dharmacon. RNA (50 µmol/L) duplexes for PDEF (siPDEF2) and scrambled control (siControl) were transfected into PC-3 cells using TKO transfection reagent (Mirus). Forty-eight hours after transfection, RNA was isolated for real-time PCR analysis.
Stable transfection. Wild-type PDEF (PDEF-wt) expression construct was made by subcloning full-length wild type PDEF cDNA into the pCDNA 5'-FLAG expression vector (Invitrogen) to generate pCDNA-PDEF-wt (FLAG-tagged; see Supplementary Data). PC-3 or LNCaP cells (1 x 106) were transfected with 10 µg of each expression vector DNA as described (20). Stably transfected cell pools were selected in G418 (Invitrogen) as PC-3-PDEF-wt and PC-3-FLAG, and LNCaP-PDEF-wt and LNCaP-FLAG.
Construction of adenovirus and adenoviral infection. The FLAG-PDEFencoding adenovirus was generated as described previously and in more detail in Supplementary Data (21). Recombinant adenoviruses were screened for PDEF expression by Western blot.
Real-time PCR. Total RNA was harvested using QIAshredder (Qiagen) and the RNeasy mini kit (Qiagen). Primers used for real-time PCR and details are described in Supplementary Data.
Western blot analysis. Western blots were done as described in Supplementary Data by using a mouse monoclonal anti-PDEF antibody,4 mouse anti-vimentin (Santa Cruz Biotechnology), and mouse anti-cytokeratin 18 (Santa Cruz Biotechnology). Mouse anti-tubulin (Santa Cruz Biotechnology) was used as control for loading.
Immunofluorescence. Formaldehyde-fixed, permeabilized cells cultured on glass coverslips were incubated with primary antibodies overnight at 4°C followed by incubation with secondary fluorescent antibodies as described in Supplementary Data. Fluorescent signals for vimentin and cytokeratin 18 were observed with an Alexa Fluor 633conjugated goat anti-mouse antibody (1:500). F-actin was stained with phalloidin (TRITC labeled; 1:1,000 dilution; Sigma).
Northern blot analysis. Total RNA was analyzed by Northern blotting with a [32P]dUTP-labeled PDEF cDNA probe as described in Supplementary Data.
Microarray analysis. Antisense biotinylated cRNA from 1 µg total RNA harvested from two clones each of PC-3 cells stably expressing PDEF siRNA or GFP siRNA was prepared on the Affymetrix GeneChip Array Station using the GeneChip HT One-Cycle cDNA Synthesis and GeneChip HT IVT Labeling kits (Affymetrix). Biotinylated cRNAs were hybridized to the Affymetrix HT-U133AA of Av2 GeneChip (a high-throughput platform array in 24-well format of HG-U133A). Array washing and staining were done on the GeneChip Array Station following a robotic protocol according to the manufacturer's instructions (Affymetrix). Arrays were scanned on the GeneChip HT scanner (Affymetrix). Signal intensity for each transcript was determined using GeneChip operating software 2.0. The scanned array images were analyzed by dChip (22), which is more robust than Affymetrix Microarray Analysis Suite 5.0 for
60% of genes (23). We used the lower confidence bound (LCB) >1.2 of the fold change between the two groups as cutoff criteria. The microarray data were uploaded to Gene Expression Omnibus as GSE6576 (GSM152021, GSM152020, GSM152019, and GSM152018). For more details, check Supplementary Data.
Adhesion assays. Ninety-six-well tissue culture plates, coated overnight at 4°C with 50 ng/mL fibronectin, 100 ng/mL Matrigel, or 1% bovine serum albumin (BSA) as negative control, were washed with PBS and blocked for 30 min at 37°C with 250 µg/mL heat-inactivated lipid-free BSA in DMEM. Cells (3 x 104), resuspended in DMEM, were added to the protein-coated wells. After incubation at 37°C for the indicated time course, the wells were washed with PBS, fixed with methanol for 10 min, stained with 0.2% crystal violet in 2% ethanol, and washed thrice with water. The stain was solubilized with 1% SDS and adhesion was quantified by measuring absorbance at 595 nm. BSA-coated wells were used to control for nonspecific adhesion.
Migration and invasion assays. Cell migration and invasion were tested using a modified Transwell chamber migration assay (8-µm pore size membrane, BD Biosciences) or invasion assay (Matrigel-coated membrane, BD Biosciences). Cells (25 x 104) were seeded in serum-free medium into the upper chamber and allowed to migrate or invade toward 10% FCS as a chemoattractant in the lower chamber for 20 h. Cells in the upper chamber were carefully removed using cotton buds, and cells at the bottom of the membrane were fixed and stained with crystal violet. Quantification was done by counting the stained cells.
Luciferase reporter assays. A 1.2-kb PCR fragment of the human Snail2 promoter (AF084243) was inserted into the pGL3-Basic vector (Promega) and designated pSnail2-Luc. To check the effect of PDEF knockdown on transcriptional activity of Snail2, pSnail2-Luc or pGL3-Basic vector was transfected into PC-3 siGFP or siPDEF cells together with ß-galactosidase control vector in the presence of LipofectAMINE for 16 h. For the effect of TGFß on transcriptional activity of the Snail2 promoter, PC-3 cells were transfected with pSnail2-Luc or pGL3-Basic vector together with ß-galactosidase control vector. Cells were washed with serum-free medium and incubated in 2 ng/mL TGFß-containing serum-free medium for 4 h. Lysates were analyzed for luciferase activities using the Dual-Luciferase Reagent Assay kit (Promega) and for expression of the control plasmid (pSVß-galactosidase) to normalize the luciferase data by the method of Eustice et al. (24). The result for each reporter represents the average of at least three independent assays.
Statistical analysis. Statistical analysis was done using two-tailed unpaired Student's t test.
| Results |
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PDEF knockdown reduces prostate cancer cell adhesion. To explore whether inhibition of PDEF expression affects cellular adhesion, an in vitro adhesion assay of siPDEF- or siGFP-expressing PC-3 and LNCaP cells on a matrix of fibronectin or Matrigel was done. PDEF knockdown decreased adhesion of PC-3 cells on Matrigel by 80% (P < 0.001) and of LNCaP cells by 70% compared with either control siGFP cells or parental cells (P = 0.002; Fig. 1D; see representative image in Supplementary Fig. S1). These results show that down-regulation of endogenous PDEF reduces prostate cancer adhesion to extracellular matrix.
PDEF knockdown enhances prostate cancer cell migration and invasion. Because the morphologic changes induced on interference with PDEF expression suggested that those cells had undergone EMT, we evaluated the effect of PDEF knockdown on serum-induced migration of PC-3 cells in a Transwell chamber assay. siPDEF increased the ability of PC-3 cells to migrate through the pores by >50% compared with siGFP-treated cells (P = 0.041; Fig. 2A ). Because cell migration is a process that promotes tumor invasion, we tested the effect of PDEF knockdown on cell invasion using Matrigel-coated Transwell chambers. siPDEF compared with siGFP strongly increased PC-3 cell invasion by 60% after 24-h incubation (P = 0.042; Fig. 2B). Representative images are shown in Supplementary Fig. S2. Under the same conditions, overexpression of PDEF decreased PC-3 cells invasive ability by 40% (P = 0.081; Fig. 2C). Similar inhibition of migration and invasion by PDEF overexpression was seen in MDA-MB-231 breast cancer cells. Cells expressing AdPDEF have >60% reduced migration and invasion of cells compared with Ad-FLAGinfected cells (Fig. 2A and B). We have not used MDA-MB-231 breast cancer cells for siRNA experiments because this cell line does not express endogenous PDEF. These results show that PDEF is an inhibitor of prostate and breast cancer cell migration and invasion.
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1; integrins
3,
5, and
6; and CDH11, were up-regulated in PDEF knockdown cells, whereas cytoskeletal and intermediate filament genes as well as integrins ß4, ß6, and ß8 were down-regulated, indicating cytoskeletal rearrangements and changes in cell adhesion and migration (Fig. 3; Supplementary Table S1). Modeling of differentially regulated genes identified the integrin signaling pathway as a major target for PDEF (Fig. 3; Supplementary Fig. S3) because, in addition to effects of PDEF on expression of extracellular matrix proteins and integrins, several genes downstream of integrins in the signaling pathway, such as tyrosine kinase focal adhesion kinase (FAK)/PTK, DOCK 1 and 4, RAC2, WASPIP, and phosphoinostide 3-kinases PIK3C3 and PIK3CD, were up-regulated in PDEF knockdown cells (Supplementary Table S1). These results indicate that inhibition of PDEF expression may lead to integrin receptor aggregation induced by extracellular matrix interaction, which could result in stimulation of signal transduction cascades resulting in cytoskeletal rearrangements and enhanced prostate cancer cell migration. Further, detailed analysis of these signaling pathways on the protein level is needed to support this notion.
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, as well as VEGF and VEGFB are up-regulated in PDEF knockdown cells. The VEGF receptor as well as the downstream signaling genes PI3K, FAK, PLC
, and PKC
are up-regulated, indicating potential activation (Fig. 3; Supplementary Table S1). Many biological effects elicited by PDEF knockdown in PC-3 cells and the changes in epithelial and mesenchymal marker expression are reminiscent of TGFß signaling. Indeed, the TGFß-activated Smad1, Smad2, Smad3, and Smad4 transcription factors are up-regulated in PDEF knockdown cells as well as several TGFß-inducible genes, such as Snail2 and plasminogen activator inhibitor-1 (PAI-1), a key regulator of tumor invasion and metastasis (Fig. 3; Supplementary Table S1 and Fig. S3). Strikingly, the Wnt/ß-catenin pathway, which plays a central role in adhesion and migration, is significantly modulated in PDEF knockdown cells, particularly a strong induction of the downstream transcriptional mediators LEF-1 and TCF8, up-regulation of several catenins, frizzled homologue 8, dickkopf homologue 3, and Wnt5a, and down-regulation of E-cadherin (Fig. 3; Supplementary Table S1). These results show that PDEF suppresses tumor cell invasion and migration via modulating multiple signaling pathways.
Functional annotation of differentially expressed genes. To investigate the biological processes deregulated in PDEF knockdown PC-3 cells, we implemented an enrichment analysis of all differentially expressed genes (1,584 up and 1,299 down) using the database for annotation, visualization, and integrated discovery (DAVID; ref. 25). DAVID is useful to identify enriched biological themes, functional clusters of genes. Clusters of biological processes, keywords, terms, functions, and pathways with enrichment scores of >2 against all human genes as background are listed in Supplementary Table S2. One of the top categories identified includes signaling pathways relevant to cell invasion, adhesion, migration, and invasion (see colorgrams in Supplementary Fig. S4). The colorgrams include enriched genes involved in the Wnt, VEGF, integrin, and TGFß pathways (Supplementary Fig. S5).
Blocking PDEF expression in PC-3 cells results in loss of epithelial markers and induction of mesenchymal markers. Various genes linked to mesenchymal/migratory cells as described above were induced on PDEF depletion. Furthermore, genes associated with epithelial cells and known or suspected to be lost during EMT, such as E-cadherin, plakoglobin, and cytokeratins, were down-regulated in PC-3 siPDEF cells. We validated expression of several classic markers of EMT, including vimentin, Snail2, cytokeratin 18, and E-cadherin, by real-time PCR in PDEF knockdown and PDEF-overexpressing PC-3 cells. Whereas Snail2 and vimentin were induced by siRNA against PDEF, overexpression of PDEF reduced expression of these genes (Fig. 4A ). In contrast, cytokeratin 18 and E-cadherin were down-regulated in PDEF knockdown cells, and expression increased in PDEF-overexpressing cells (Fig. 4A), further supporting the conclusions from the previous experiments. Similar effects of PDEF on vimentin and E-cadherin expression were seen in another prostate cancer cell line, LNCaP, as well as in two breast cancer cell lines, SKBr-3 and MCF-7. The specificity of PDEF siRNA oligonucleotides and of the effect of knocking down PDEF was validated by transient transfection of scrambled oligonucleotides (siControl, inverted central 8 bp of the specific siRNA) and a second siRNA against PDEF (siPDEF2) into PC-3 cells. RT-PCR analysis 48 h after transfection (Fig. 4B) confirmed that expression of PDEF and cytokeratin 18 was decreased by siPDEF2 only, whereas Snail2 and vimentin were induced.
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TGFß reduces expression of PDEF in prostate cancer cells. Because PDEF inhibition induces phenotypic changes similar to TGFß action and modulated expression of TGFß target genes, we evaluated whether PDEF may be downstream of TGFß. Northern blot analysis of TGFß-stimulated LNCaP (Supplementary Fig. S6) and PC-3 (Fig. 5A ) cells indicates decreased PDEF expression in TGFß-treated cells in a time-dependent manner, starting 8 h after stimulation (Fig. 5A). Real-time PCR confirmed down-regulation of PDEF expression by TGFß stimulation (Fig. 5B).
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PDEF and TGFß regulate transactivation of the Snail2 promoter. Snail2, in addition to being a mesenchymal marker, represses expression of E-cadherin and is a critical regulator of EMT (26). To determine whether PDEF and TGFß affect Snail2 transcription, we inserted the 1.2-kb human Snail2 promoter upstream of the luciferase reporter gene into the pGL3 vector. Analysis of the Snail2 promoter sequence identified several potential PDEF binding sites (consensus sequence: GGAA/T) and Smad binding sites (consensus sequence: AGAC) in the 1.2-kb Snail2 promoter (Supplementary Fig. S7). PC-3 cells containing either siPDEF or siGFP were transiently transfected with either the Snail2 promoter luciferase vector or the parental pGL3 vector, and luciferase activity was read 24 h after transfection. Activity of the Snail2 promoter increased
2.0-fold (P < 0.05) in PC-3 with siPDEF compared with siGFP (Fig. 6A
), correlating with the Snail2 expression data. Similarly, TGFß treatment of PC-3 cells transfected with the luciferase vectors increased Snail2 promoter activity
1.5-fold (P < 0.05; Fig. 6B).
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| Discussion |
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Whereas previous publications relied on overexpression experiments to determine biological function of PDEF, we have focused our effort on reducing expression of endogenous PDEF by RNAi to evaluate the role of PDEF in prostate cancer and only apply overexpression when necessary to show the opposite effect of reducing PDEF expression. Our results show that inhibition of endogenous PDEF expression in PC-3 cells results in alterations of cell morphology with increased motile-invasive activities concomitant with changes in epithelial and mesenchymal marker gene expression as well as pleiotropic responses in multiple signaling pathways associated with adhesion, migration, and invasion of cancer cells. Thus, our data indicate that PDEF expression reduces motility and invasion and enhances adhesion of prostate cancer cells. Our data are consistent with published reports by Feldman et al. (17) on the inhibitory role of overexpressed PDEF in breast cancer cell migration and the role of the PDEF Drosophila homologue D-Ets4 as an inhibitor of migration of primordial germ cells (27). Our results, nevertheless, do not rule out that PDEF in response to RTKs and extracellular signal-regulated kinase activation switches from an inhibitor of migration into an activator of migration as suggested by the results from Gunawardane et al. (18), suggesting a bimodal function of PDEF that may be modulated both by regulation on the protein expression level and by phosphorylation.
Some biological responses elicited on interference with PDEF expression are reminiscent of EMT and TGFß function (28). TGFß plays a major role in human cancer, including prostate cancer, and functions as both a tumor suppressor in early tumorigenesis and a tumor promoter during tumor progression (29). TGFß is frequently overexpressed in hormone-refractory prostate cancer and a risk factor for tumor progression and poor clinical outcome (30, 31). During tumor progression, TGFß induces EMT, tumor cell migration, and invasion by enhancing expression of mesenchymal genes, extracellular matrix proteins, cell adhesion proteins, and proteases, thus promoting the metastatic potential of cancer cells (3234). TGFß function is critically involved in epithelial dedifferentiation toward mesenchymal cells by activating transcriptional repressors of the Snail family that inhibit epithelial-specific E-cadherin expression (35, 36). Our data show that TGFß reduces PDEF expression and reduced PDEF expression affects expression of various TGFß target genes, including Smads, which mediate TGFß responses, vimentin, Snail2, fibronectin, and various extracellular matrix and adhesion proteins. Because PDEF overexpression blocks the TGFß effect on expression of several critical target genes, PDEF may play an important role in TGFß signaling and cancer cell migration.
Although EMT plays a critical role in progression and metastasis of various cancer types, EMT per se has not been typically observed in prostate cancer. Nevertheless evidence of EMT-like changes exists in prostate cancer cell lines and during prostate cancer progression. Overexpression of PSA or kallikrein 4 in PC-3 cells induces cell migration through Matrigel and a morphologic change from rounded epithelial-like to spindle-shaped, mesenchymal-like cells concomitant with a decrease in adhesion (37). This EMT-like phenotype is associated with decreased E-cadherin and increased vimentin expression (37). In contrast, overexpression of the Wnt inhibitor Frzb/secreted Frizzled-related protein 3 in PC-3 cells leads to induction of epithelial markers, such as E-cadherin, and decrease in mesenchymal markers vimentin and fibronectin resulting in reduced invasive capacity (38). These results are highly reminiscent of our own observations with regard to PDEF knockdown, and our transcriptional profiling data implicate Wnt and TGFß pathways in PDEF function. Our transcriptional profiling analysis shows up-regulation of several positive regulators or mediators of the Wnt signaling pathway, such as WNT5A, TGFß1, LEF1, TCF3, TCF4, FZD1, FZD4, and FZD8, and down-regulation of negative regulators, such as SFRP1, in PDEF knockdown cells, indicating that PDEF expression may inhibit Wnt signaling. Nevertheless, some positive regulators are down-regulated rather than up-regulated, showing the complexity of effects and the caution to overinterpret microarray data without further protein analysis. Nevertheless, an indication of activation of Wnt signaling is the high up-regulation of the downstream target LEF1. Motility and metastatic potential of prostate cancer cell lines directly correlates with vimentin expression levels and high vimentin expression in tissue sections correlates with poorly differentiated prostate cancers and bone metastases (39, 40). E-cadherin loss correlates with increased Gleason scores, increased invasive capacity, extracapsular dissemination, and bone metastasis (41, 42). Thus, there is a clear shift on prostate cancer progression and metastasis from a well-differentiated, epithelial phenotype expressing E-cadherin to a poorly differentiated, mesenchymal, invasive phenotype expressing vimentin. Our data implicate PDEF in these processes. Additionally, our results indicate involvement of PDEF in multiple biological pathways implicated in cancer development and progression. In the integrin signaling pathway, genes associated with cell adhesion and migration, such as the collagens COL1A1, COL4A1, and COL4A2 and integrins ITGA6, ITGA5, and ITGA3, as well as the positive signaling regulators FAK (PTK2), MYLK, WASPIP, RAC2, RHOQ, and RRAS, are up-regulated in PDEF knockdown cells, suggesting that PDEF expression leads to inhibition of the integrin pathway resulting in reduced cancer cell motility.
In summary, our data indicate that PDEF is a downstream target of TGFß and repression of PDEF expression is a critical step for TGFß to elicit its biological effects in prostate cancer cells, apparently via activation of several signaling pathways (Wnt, VEGF, and integrin) linked to adhesion, migration, invasion, and EMT.
| Acknowledgments |
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The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.
We thank Dr. Inder M. Verma for help with generation of LV-siRNA PDEF.
| Footnotes |
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Current address for H.H. Otu: Department of Genetics and Bioengineering, Yeditepe University, Istanbul 34755, Turkey.
4 X. Gu et al., unpublished data. ![]()
Received 10/ 6/06. Revised 1/ 5/07. Accepted 2/22/07.
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B p50/p65 and Fra-1 and JunD is essential for deregulated interleukin 6 expression in prostate cancer. Cancer Res 2003;63:220615.This article has been cited by other articles:
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V. J. Findlay, D. P. Turner, O. Moussa, and D. K. Watson MicroRNA-Mediated Inhibition of Prostate-Derived Ets Factor Messenger RNA Translation Affects Prostate-Derived Ets Factor Regulatory Networks in Human Breast Cancer Cancer Res., October 15, 2008; 68(20): 8499 - 8506. [Abstract] [Full Text] [PDF] |
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D. P. Turner, V. J. Findlay, A. D. Kirven, O. Moussa, and D. K. Watson Global Gene Expression Analysis Identifies PDEF Transcriptional Networks Regulating Cell Migration during Cancer Progression Mol. Biol. Cell, September 1, 2008; 19(9): 3745 - 3757. [Abstract] [Full Text] [PDF] |
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D. Spentzos, S. A Cannistra, F. Grall, D. A Levine, K. Pillay, T. A Libermann, and C. S Mantzoros IGF axis gene expression patterns are prognostic of survival in epithelial ovarian cancer Endocr. Relat. Cancer, September 1, 2007; 14(3): 781 - 790. [Abstract] [Full Text] [PDF] |
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