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ABSTRACT: Model-based approaches for combining gene expression data from multiple high throughput platforms can be sensitive to technological artifacts when the number of samples in each platform is small. This paper proposes simple tools for quantifying concordance in a small study of pancreatic cancer cells lines with an emphasis on visualizations that uncover intra- and inter-platform variation. Using this approach, we identify several transcripts from the integrative analysis whose over-or under-expression in pancreatic cancer cell lines was validated by qPCR.
Cancer informatics 01/2010; 9:257-64.
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ABSTRACT: Few studies have addressed the expression profiles associated with progression of pancreatic cancer to advanced disease. Towards this end, we performed expression profiling of a series of normal pancreas, pancreatitis and cancer tissues representing early stage resected pancreatic cancers (stages pT2/T3), late stage unresectable cancers (stage pT4) and matched metastases to a variety of organ sites. Microarray data was analyzed using linear modeling of microarray data (LIMMA), and differentially expressed genes were subjected to Gene Set Enrichment Analysis (GSEA). While robust differences were found in primary cancers as compared to normal pancreatic tissues, no differences were found between primary cancers and metastases, whether using matched or unmatched samples. When resected pancreatic cancers were specifically compared to advanced pancreatic cancers, significant differences in gene expression were found associated with growth at the primary site. These differentially expressed genes were most prominent in gene classes that related to MAPK and Wnt pathway, metabolism, immune regulation, cell-cell and cell-matrix interactions within the infiltrating carcinoma. One candidate upregulated gene (MXI1) was validated as having increased expression in advanced stage (T4) carcinomas by real-time PCR (p<0.05) and immunolabeling (p<0.003). We conclude that in addition to the robust changes in expression that accompany pancreatic carcinogenesis additional specific changes occur in association with growth at the primary site. By contrast, metastatic spread is not accompanied by reproducible changes in gene expression. These findings add to our understanding of pancreatic cancer and offer new topics for investigation into the aggressive nature of this deadly tumor type.
International journal of clinical and experimental pathology 02/2008; 1(1):32-43. · 1.89 Impact Factor
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ABSTRACT: The GATA-4 and GATA-5 transcription factors are increasingly recognized as playing a role in carcinogenesis of human tumors derived of endodermal and mesodermal origin. The pancreas is derived from endodermal tissues suggesting GATA-4 and GATA-5 gene methylation may play a critical role in the biology of human pancreatic cancer as well. We investigated GATA-4 and -5 by methylation-specific PCR (MSP) in normal and neoplastic pancreatic tissues, including isogenic xenografts or cultured cell lines derived from the coexistent primary cancer and/or metastases in patients with pancreatic carcinoma. The relationship of promoter methylation was correlated with mRNA expression for each gene, and methylation patterns were correlated with known clinicopathologic features of patients. GATA-4 demonstrated a significantly lower methylation frequency than GATA-5 in low passage pancreatic cancer xenografts or cell lines (1/34 versus 21/34, p < 0.001). GATA-4 and -5 were also evaluated in microdissected samples of normal duct epithelium and cancer from pancreas cancer tissues which confirmed infrequent GATA-4 methylation in pancreatic cancers as well as in normal duct epithelium. GATA-4 was frequently overexpressed at the mRNA level with 27 of 30 (90%) pancreatic cancers showing >5.0-fold overexpression compared to normal duct epithelial cells. By contrast, high frequency methylation of GATA-5 was confirmed in pancreatic cancers tissues, but was rarely methylated in normal duct epithelium, indicating hypermethylation of this gene during pancreatic cancer development. GATA-5 mRNA expression did not correlate with its promoter hypermethylation, and treatment with the demethylating agent 5-aza-2'-deoxycytidine only partially restored mRNA expression suggesting additional regulatory mechanisms of GATA-5 expression. The presence of GATA-5 methylation showed a trend towards worse long-term survival (14.0 +/- 9.2 months versus 19.5 +/- 3.9 months, p = 0.06). While hypermethylation of GATA-5 seems to be a universal feature among human tumors, infrequent methylation of GATA-4, and its corresponding overexpression, appears unique to pancreatic cancer from other tumor types reported thus far.
Cancer biology & therapy 11/2007; 6(10):1546-52. · 2.64 Impact Factor
