RESUMO
A statistically robust and biologically-based approach for analysis of microarray data is described that integrates independent biological knowledge and data with a global F-test for finding genes of interest that minimizes the need for replicates when used for hypothesis generation. First, each microarray is normalized to its noise level around zero. The microarray dataset is then globally adjusted by robust linear regression. Second, genes of interest that capture significant responses to experimental conditions are selected by finding those that express significantly higher variance than those expressing only technical variability. Clustering expression data and identifying expression-independent properties of genes of interest including upstream transcriptional regulatory elements (TREs), ontologies and networks or pathways organizes the data into a biologically meaningful system. We demonstrate that when the number of genes of interest is inconveniently large, identifying a subset of "beacon genes" representing the largest changes will identify pathways or networks altered by biological manipulation. The entire dataset is then used to complete the picture outlined by the "beacon genes." This allow construction of a structured model of a system that can generate biologically testable hypotheses. We illustrate this approach by comparing cells cultured on plastic or an extracellular matrix which organizes a dataset of over 2,000 genes of interest from a genome wide scan of transcription. The resulting model was confirmed by comparing the predicted pattern of TREs with experimental determination of active transcription factors.
Assuntos
Biomarcadores Tumorais/metabolismo , Proteínas da Matriz Extracelular/metabolismo , Perfilação da Expressão Gênica/métodos , Modelos Biológicos , Proteínas de Neoplasias/metabolismo , Neoplasias/metabolismo , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Biologia/métodos , Simulação por Computador , Interpretação Estatística de Dados , Neoplasias/genética , Fenótipo , Transdução de Sinais , Integração de SistemasRESUMO
BACKGROUND: To better understand the response of urinary epithelial (urothelial) cells to Enterococcus faecalis, a uropathogen that exhibits resistance to multiple antibiotics, a genome-wide scan of gene expression was obtained as a time series from urothelial cells growing as a layered 3-dimensional culture similar to normal urothelium. We herein describe a novel means of analysis that is based on deconvolution of gene variability into technical and biological components. RESULTS: Analysis of the expression of 21,521 genes from 30 minutes to 10 hours post infection, showed 9553 genes were expressed 3 standard deviations (SD) above the system zero-point noise in at least 1 time point. The asymmetric distribution of relative variances of the expressed genes was deconvoluted into technical variation (with a 6.5% relative SD) and biological variation components (>3 SD above the mode technical variability). These 1409 hypervariable (HV) genes encapsulated the effect of infection on gene expression. Pathway analysis of the HV genes revealed an orchestrated response to infection in which early events included initiation of immune response, cytoskeletal rearrangement and cell signaling followed at the end by apoptosis and shutting down cell metabolism. The number of poorly annotated genes in the earliest time points suggests heretofore unknown processes likely also are involved. CONCLUSION: Enterococcus infection produced an orchestrated response by the host cells involving several pathways and transcription factors that potentially drive these pathways. The early time points potentially identify novel targets for enhancing the host response. These approaches combine rigorous statistical principles with a biological context and are readily applied by biologists.
Assuntos
Mapeamento Cromossômico/métodos , Enterococcus faecalis/fisiologia , Células Epiteliais/metabolismo , Células Epiteliais/microbiologia , Proteoma/fisiologia , Urotélio/metabolismo , Urotélio/microbiologia , Células Cultivadas , Células Epiteliais/citologia , Perfilação da Expressão Gênica , Regulação da Expressão Gênica/genética , Variação Genética/genética , Humanos , Biologia de Sistemas/métodos , Urotélio/citologiaRESUMO
BACKGROUND: The extracellular matrix has a major effect upon the malignant properties of bladder cancer cells both in vitro in 3-dimensional culture and in vivo. Comparing gene expression of several bladder cancer cells lines grown under permissive and suppressive conditions in 3-dimensional growth on cancer-derived and normal-derived basement membrane gels respectively and on plastic in conventional tissue culture provides a model system for investigating the interaction of malignancy and extracellular matrix. Understanding how the extracellular matrix affects the phenotype of bladder cancer cells may provide important clues to identify new markers or targets for therapy. METHODS: Five bladder cancer cell lines and one immortalized, but non-tumorigenic, urothelial line were grown on Matrigel, a cancer-derived ECM, on SISgel, a normal-derived ECM, and on plastic, where the only ECM is derived from the cells themselves. The transcriptomes were analyzed on an array of 1186 well-annotated cancer derived cDNAs containing most of the major pathways for malignancy. Hypervariable genes expressing more variability across cell lines than a set expressing technical variability were analyzed further. Expression values were clustered, and to identify genes most likely to represent biological factors, statistically over-represented ontologies and transcriptional regulatory elements were identified. RESULTS: Approximately 400 of the 1186 total genes were expressed 2 SD above background. Approximately 100 genes were hypervariable in cells grown on each ECM, but the pattern was different in each case. A core of 20 were identified as hypervariable under all 3 growth conditions, and 33 were hypervariable on both SISgel and Matrigel, but not on plastic. Clustering of the hypervariable genes showed very different patterns for the same 6 cell types on the different ECM. Even when loss of cell cycle regulation was identified, different genes were involved, depending on the ECM. Under the most permissive conditions of growth where the malignant phenotype was fully expressed, activation of AKT was noted. TGFbeta1 signaling played a major role in the response of bladder cancer cells to ECM. Identification of TREs on genes that clustered together suggested some clustering was driven by specific transcription factors. CONCLUSION: The extracellular matrix on which cancer cells are grown has a major effect on gene expression. A core of 20 malignancy-related genes were not affected by matrix, and 33 were differentially expressed on 3-dimensional culture as opposed to plastic. Other than these genes, the patterns of expression were very different in cells grown on SISgel than on Matrigel or even plastic, supporting the hypothesis that growth of bladder cancer cells on normal matrix suppresses some malignant functions. Unique underlying regulatory networks were driving gene expression and could be identified by the approach outlined here.
Assuntos
Matriz Extracelular/fisiologia , Regulação Neoplásica da Expressão Gênica , Fenótipo , Neoplasias da Bexiga Urinária/genética , Linhagem Celular Tumoral , Perfilação da Expressão Gênica/métodos , Humanos , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Elementos Reguladores de TranscriçãoRESUMO
BACKGROUND: The extracellular matrix can have a profound effect upon the phenotype of cancer cells. Previous work has shown that growth of bladder cancer cells on a matrix derived from normal basement membrane suppresses many malignant features that are displayed when the cells are grown on a matrix that has been modified by malignant tumors. This work was undertaken to investigate proteome-level changes as determined by a new commercially available proteome display involving 2-dimensional chromatography for bladder cancer cells grown on different extracellular matrix preparations that modulate the expression of the malignant phenotype. RESULTS: Depending on the matrix, between 1300 and 2000 distinct peaks were detected by two-dimensional chromatographic fractionation of 2.1-4.4 mg of total cellular protein. The fractions eluting from the reversed-phase fractionation were suitable for mass spectrometric identification following only lyophilization and trypsin digestion and achieved approximately 10-fold higher sensitivity than was obtained with gel-based separations. Abundant proteins that were unique to cells grown on one of the matrices were identified by mass spectrometry. Following concentration, peaks of 0.03 AU provided unambiguous identification of protein components when 10% of the sample was analyzed, whereas peaks of 0.05 AU was approximately the lower limit of detection when the entire sample was separated on a gel and in-gel digestion was used. Although some fractions were homogeneous, others were not, and up to 3 proteins per fraction were identified. Strong evidence for post-translational modification of the unique proteins was noted. All 13 of the unique proteins from cells grown on Matrigel were related to MYC pathway. CONCLUSION: The system provides a viable alternative to 2-dimensional gel electrophoresis for proteomic display of biological systems. The findings suggest the importance of MYC to the malignant phenotype of bladder cancer cells.
RESUMO
We have previously shown that growth of bladder carcinoma cell lines onto matrices such as Matrigel and small intestinal submucosal (SIS) gel cause distinct changes in cellular morphology and motility. In these studies, we found that bladder cells grown on Matrigel showed increased resistance to either doxorubicin or mitomycin-C whereas growth of cells in SIS gel caused either significant increases or little difference in drug resistance, depending on both the cells and the drug. Finally, it was found that this altered drug sensitivity is reversible with a finite half-life and is likely due to altered drug accumulation and/or cell cycle kinetics.
Assuntos
Técnicas de Cultura de Células , Linhagem Celular Tumoral/efeitos dos fármacos , Colágeno , Combinação de Medicamentos , Resistência a Múltiplos Medicamentos/fisiologia , Mucosa Intestinal , Laminina , Proteoglicanas , Neoplasias da Bexiga Urinária/metabolismo , Técnicas de Cultura de Células/métodos , Doxorrubicina/metabolismo , Doxorrubicina/farmacologia , Ensaios de Seleção de Medicamentos Antitumorais , Matriz Extracelular , Humanos , Mitomicina/metabolismo , Mitomicina/farmacologia , FenótipoRESUMO
BACKGROUND: Interstital cystitis is often treated with exogenous glycosaminoglycans such as heparin, chondroitin sulphate (Uracyst), hyaluronate (Cystistat) or the semi-synthetic pentosan polysulphate (Elmiron). The mechanism of action is presumed to be due to a coating of the bladder surface to replace the normally present chondroitin sulphate and heparan sulphate lost as a result of the disease. This study used fluorescent labelled chondroitin sulphate to track the distribution of glycosaminoglycans administered intravesically to mouse bladder that had been damaged on the surface. METHODS: The surfaces of mouse bladders were damaged by 3 mechanisms -- trypsin, 10 mM HCl, and protamine sulphate. Texas Red-labeled chondroitin sulphate was instilled into the bladders of animals with damaged bladders and controls instilled only with saline. Bladders were harvested, frozen, and sectioned for examination by fluorescence. RESULTS: The normal mouse bladder bound a very thin layer of the labelled chondroitin sulphate on the luminal surface. Trypsin- and HCl-damaged bladders bound the labelled chondroitin sulphate extensively on the surface with little penetration into the bladder muscle. Protamine produced less overt damage, and much less labelling was seen, presumably due to loss of the label as it complexed with the protamine intercalated into the bladder surface. CONCLUSION: Glycosaminoglycan administered intravesically does bind to damaged bladder. Given that the changes seen following bladder damage resemble those seen naturally in interstitial cystitis, the mechanisms proposed for the action of these agents is consistent with a coating of damaged bladder.
Assuntos
Sulfatos de Condroitina/farmacocinética , Sulfatos de Condroitina/uso terapêutico , Cistite Intersticial/tratamento farmacológico , Cistite Intersticial/metabolismo , Glicosaminoglicanos/farmacocinética , Glicosaminoglicanos/uso terapêutico , Bexiga Urinária/metabolismo , Bexiga Urinária/patologia , Animais , Corantes Fluorescentes , Camundongos , Camundongos Endogâmicos C57BL , Xantenos/uso terapêuticoRESUMO
Elucidating the mechanisms by which the phenotype of cancer cells is modulated by the extracellular matrix (ECM) potentially identifies mechanisms that could be exploited for cancer control. Three readily available bladder cancer cell lines of different aggressiveness were grown on a bioscaffold material (Small Intestine Submucosa: SIS) under a variety of media and nutrient schedules to determine the influence of epigenetic factors on phenotype. The aggressive TCCSUP and J82 lines displayed an invasive phenotype when fed twice weekly with medium containing 10% fetal calf serum (FCS), but grew as a layered, noninvasive structure when fed daily with the same nutrient. The papillary RT4 cells grew as a nearly normal appearing layered phenotype when fed with medium containing 10% FCS, regardless of the feeding schedule. The papillary phenotype appeared only when the fetal calf serum concentration was reduced to 1% and the cells were fed twice weekly. Immunohistochemical staining showed E-cadherin was detected in the nucleus of the TCCSUP line rather than on the cell periphery, thus, demonstrating that normalization of the TCCSUP line into a layered phenotype did not alter the fundamental dysregulation of the cadherin-B-catenin-cytoskeleton complex. In contrast, in the RT4 cells the biomarker was distributed discretely around the cell periphery in 10% fetal calf serum but in the nucleus in 1% fetal calf serum and twice weekly feeding. Modulating the phenotype of cancer cells from invasive to noninvasive through manipulation of matrix and nutrient components presents a model system for identifying the key factors involved in invasiveness and may identify new therapeutic targets and markers.
Assuntos
Carcinoma de Células de Transição/patologia , Matriz Extracelular/patologia , Invasividade Neoplásica/patologia , Papiloma/patologia , Neoplasias da Bexiga Urinária/patologia , Caderinas/metabolismo , Carcinoma de Células de Transição/metabolismo , Adesão Celular , Proteínas do Citoesqueleto/metabolismo , Citoesqueleto , Humanos , Técnicas Imunoenzimáticas , Fenótipo , Transativadores/metabolismo , Células Tumorais Cultivadas , Neoplasias da Bexiga Urinária/metabolismo , beta CateninaRESUMO
The purpose of this study was to investigate the effect of cancer- and normal basement membrane-derived extracellular matrix to modulate the phenotype of bladder cancer cell lines. Five lines, varying in malignancy from papilloma to highly undifferentiated and invasive and immortalized human urothelial cells, were grown on two extracellular matrix preparations, Matrigel and SISgel. Matrigel represents matrix remodeled by malignancy while SISgel, obtained from small intestine submucosa (SIS), represents the normal matrix supporting differentiated cell growth. On Matrigel, regardless of the content of growth factors, the invasive lines displayed an invasive phenotype, while the low grade lines grew as papillary structures. In contrast, when the same cells were grown on SISgel, they grew as a layer of cells one to 5 cells thick, failed to invade, and expressed cell-surface E-cadherin. Unlike breast cancer cells, neutralization of beta 1, beta 4 and alpha 6 integrins altered cell-cell and cell-matrix adhesiveness but did not alter the phenotype. When invasive cells were grown on mixtures of SISgel and Matrigel, the phenotype changed gradually, not abruptly, indicating that factors within the gel reversibly alter the phenotypic expression of invasion. In summary, the phenotype of bladder cancer cells growing in tissue-like 3-dimensional culture is highly plastic, and malignant properties such as invasion and papillary growth can be suppressed by the matrix.
Assuntos
Matriz Extracelular/fisiologia , Neoplasias da Bexiga Urinária/patologia , Caderinas/biossíntese , Divisão Celular/fisiologia , Colágeno , Combinação de Medicamentos , Matriz Extracelular/metabolismo , Humanos , Integrinas/fisiologia , Laminina , Fenótipo , Proteoglicanas , Células Tumorais Cultivadas , Neoplasias da Bexiga Urinária/metabolismoRESUMO
A major problem in cancer research is the lack of a tractable model for delayed metastasis. Herein we show that cancer cells suppressed by SISgel, a gel-forming normal ECM material derived from Small Intestine Submucosa (SIS), in flank xenografts show properties of suppression and re-activation that are very similar to normal delayed metastasis and suggest these suppressed cells can serve as a novel model for developing therapeutics to target micrometastases or suppressed cancer cells. Co-injection with SISgel suppressed the malignant phenotype of highly invasive J82 bladder cancer cells and highly metastatic JB-V bladder cancer cells in nude mouse flank xenografts. Cells could remain viable up to 120 days without forming tumors and appeared much more highly differentiated and less atypical than tumors from cells co-injected with Matrigel. In 40% of SISgel xenografts, growth resumed in the malignant phenotype after a period of suppression or dormancy for at least 30 days and was more likely with implantation of 3 million or more cells. Ordinary Type I collagen did not suppress malignant growth, and tumors developed about as well with collagen as with Matrigel. A clear signal in gene expression over different cell lines was not seen by transcriptome microarray analysis, but in contrast, Reverse Phase Protein Analysis of 250 proteins across 4 cell lines identified Integrin Linked Kinase (ILK) signaling that was functionally confirmed by an ILK inhibitor. We suggest that cancer cells suppressed on SISgel could serve as a model for dormancy and re-awakening to allow for the identification of therapeutic targets for treating micrometastases.
Assuntos
Matriz Extracelular/metabolismo , Fenótipo , Neoplasias da Bexiga Urinária/metabolismo , Neoplasias da Bexiga Urinária/patologia , Animais , Técnicas de Cultura de Células , Linhagem Celular Tumoral , Análise por Conglomerados , Modelos Animais de Doenças , Expressão Gênica , Genes Reporter , Xenoenxertos , Humanos , Antígeno Ki-67/metabolismo , Camundongos , Análise Serial de Proteínas , Proteínas Serina-Treonina Quinases/metabolismo , Transdução de Sinais , Carga Tumoral , Neoplasias da Bexiga Urinária/mortalidade , Vimentina/metabolismoRESUMO
PURPOSE: Despite a lack of consensus concerning the etiology of interstitial cystitis (IC) the loss of impermeability and other abnormalities of the urothelium are features of the disease. In this study the distribution of proteins involved with epithelial adhesion, cellular differentiation and bladder impermeability in urothelial biopsies were explored by the immunohistochemical assessment of E-cadherin, ZO-1, uroplakin and chondroitin sulfate. MATERIALS AND METHODS: Biopsies obtained from 27 patients with IC and 7 controls were immediately fixed in formalin, immunohistochemically labeled for the described proteins and scored for protein expression, morphology and differentiation. RESULTS: Only 3 IC samples appeared completely normal, while 24 of the 27 showed an abnormality in at least 1 marker and in 6 all 4 markers were abnormal. In patients vs controls findings were abnormal for uroplakin in 13 of 27 vs 1 of 7 (p = 0.085), for E-cadherin (over expressed) in 18 of 27 vs 0 of 7 (p = 0.0021), for ZO-1 in 11 of 27 vs 0 of 7 (p = 0.046) and for chondroitin sulfate in 15 of 27 vs 0 of 7 (p = 0.0054). The morphology/polarity score significantly correlated with ZO-1 (Pearson r = 0.3935, p = 0.0423) and chondroitin sulfate (Pearson r = 0.7079, p <0.0001) expression. Chondroitin sulfate and ZO-1 showed a high correlation with each other (Pearson r = 0.5587, p = 0.0025). Uroplakin and E-cadherin expression were independent of all other markers. CONCLUSIONS: The findings reported strongly suggest abnormal differentiation in the IC bladder. The disruption of ZO-1 is similar to that reported in feline IC. Elevated E-cadherin may represent an adaptation to increased bladder permeability.