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Layered signaling regulatory networks analysis of gene expression involved in malignant tumorigenesis of non-resolving ulcerative colitis via integration of cross-study microarray profiles. PLoS One 2013; 8:e67142. [PMID: 23825635 PMCID: PMC3692446 DOI: 10.1371/journal.pone.0067142] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2013] [Accepted: 05/15/2013] [Indexed: 01/08/2023] Open
Abstract
Background Ulcerative colitis (UC) was the most frequently diagnosed inflammatory bowel disease (IBD) and closely linked to colorectal carcinogenesis. By far, the underlying mechanisms associated with the disease are still unclear. With the increasing accumulation of microarray gene expression profiles, it is profitable to gain a systematic perspective based on gene regulatory networks to better elucidate the roles of genes associated with disorders. However, a major challenge for microarray data analysis is the integration of multiple-studies generated by different groups. Methodology/Principal Findings In this study, firstly, we modeled a signaling regulatory network associated with colorectal cancer (CRC) initiation via integration of cross-study microarray expression data sets using Empirical Bayes (EB) algorithm. Secondly, a manually curated human cancer signaling map was established via comprehensive retrieval of the publicly available repositories. Finally, the co-differently-expressed genes were manually curated to portray the layered signaling regulatory networks. Results Overall, the remodeled signaling regulatory networks were separated into four major layers including extracellular, membrane, cytoplasm and nucleus, which led to the identification of five core biological processes and four signaling pathways associated with colorectal carcinogenesis. As a result, our biological interpretation highlighted the importance of EGF/EGFR signaling pathway, EPO signaling pathway, T cell signal transduction and members of the BCR signaling pathway, which were responsible for the malignant transition of CRC from the benign UC to the aggressive one. Conclusions The present study illustrated a standardized normalization approach for cross-study microarray expression data sets. Our model for signaling networks construction was based on the experimentally-supported interaction and microarray co-expression modeling. Pathway-based signaling regulatory networks analysis sketched a directive insight into colorectal carcinogenesis, which was of significant importance to monitor disease progression and improve therapeutic interventions.
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Yen D, Cheung J, Scheerens H, Poulet F, McClanahan T, Mckenzie B, Kleinschek MA, Owyang A, Mattson J, Blumenschein W, Murphy E, Sathe M, Cua DJ, Kastelein RA, Rennick D. IL-23 is essential for T cell-mediated colitis and promotes inflammation via IL-17 and IL-6. J Clin Invest 2006; 116:1310-6. [PMID: 16670770 PMCID: PMC1451201 DOI: 10.1172/jci21404] [Citation(s) in RCA: 1179] [Impact Index Per Article: 65.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2004] [Accepted: 02/07/2006] [Indexed: 12/11/2022] Open
Abstract
Uncontrolled mucosal immunity in the gastrointestinal tract of humans results in chronic inflammatory bowel disease (IBD), such as Crohn disease and ulcerative colitis. In early clinical trials as well as in animal models, IL-12 has been implicated as a major mediator of these diseases based on the ability of anti-p40 mAb treatment to reverse intestinal inflammation. The cytokine IL-23 shares the same p40 subunit with IL-12, and the anti-p40 mAbs used in human and mouse IBD studies neutralized the activities of both IL-12 and IL-23. IL-10-deficient mice spontaneously develop enterocolitis. To determine how IL-23 contributes to intestinal inflammation, we studied the disease susceptibility in the absence of either IL-23 or IL-12 in this model, as well as the ability of recombinant IL-23 to exacerbate IBD induced by T cell transfer. Our study shows that in these models, IL-23 is essential for manifestation of chronic intestinal inflammation, whereas IL-12 is not. A critical target of IL-23 is a unique subset of tissue-homing memory T cells, which are specifically activated by IL-23 to produce the proinflammatory mediators IL-17 and IL-6. This pathway may be responsible for chronic intestinal inflammation as well as other chronic autoimmune inflammatory diseases.
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Affiliation(s)
- David Yen
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Jeanne Cheung
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Heleen Scheerens
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Frédérique Poulet
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Terrill McClanahan
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Brent Mckenzie
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Melanie A. Kleinschek
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Alex Owyang
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Jeanine Mattson
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Wendy Blumenschein
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Erin Murphy
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Manjiri Sathe
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Daniel J. Cua
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Robert A. Kastelein
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
| | - Donna Rennick
- Department of Discovery Research, Schering-Plough Biopharma, Palo Alto, California, USA.
Schering-Plough Research Institute, Lafayette, New Jersey, USA.
Department of Experimental Pathology and Pharmacology, Schering-Plough Biopharma, Palo Alto, California, USA
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Abstract
Determination of plasma and tissue cytokine levels in inflammatory bowel disease have frequently resulted in conflicting data. In the present study we determined in patients with ulcerative colitis (UC), the levels of the proinflammatory cytokines interleukin (IL)-1beta, IL-6, interferon (IFN)-gamma, and tumor-necrosis factor (TNF)-alpha liberated by peripheral blood mononuclear cells (PBMC) and lamina propria mononuclear cells (LPMC) after 48-hr culture with pokeweed mitogen (PWM). IL-1beta, IL-6, IFN-gamma and TNF-alpha in the supernatant were detected by ELISA. Results show low basal levels of IL-1beta secretion by PBMC and LPMC, and a considerable increase after mitogen stimulation. Basal IL-6 production by PBMC was higher in UC patients than in controls [2029 pg/ml, CI95(-165 to 4223) vs 572 pg/ml (-383 to 1527) respectively, P = 0.05] and also after PWM activation [14,995 pg/ml (7759-22,230) vs 6598 pg/ml (3240-9956), respectively, P = 0.05]. In LPMC, no differences in IL-6 secretion were observed. TNF-alpha in activated PBMC of patients with UC was not significantly increased in relation to control (P = 0.09). No constitutive secretion of IFN-gamma was observed in mononuclear cells. IFN-gamma levels secreted by activated LPMC were lower in patients with UC than in controls [1571 pg/ml (-108 to 3251) vs 7953 pg/ml (3851-12,055), respectively, P = 0.03]. These results suggest that IL-6, IL-1beta, and TNF-alpha participate as mediators in the inflammatory phenomena observed in UC. Further studies are necessary to evaluate the role of IFN-gamma in this condition.
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