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      Emerging Biomarkers in Bladder Cancer Identified by Network Analysis of Transcriptomic Data

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          Abstract

          Bladder cancer is a very common malignancy. Although new treatment strategies have been developed, the identification of new therapeutic targets and reliable diagnostic/prognostic biomarkers for bladder cancer remains a priority. Generally, they are found among differentially expressed genes between patients and healthy subjects or among patients with different tumor stages. However, the classical approach includes processing these data taking into consideration only the expression of each single gene regardless of the expression of other genes. These complex gene interaction networks can be revealed by a recently developed systems biology approach called Weighted Gene Co-expression Network Analysis (WGCNA). It takes into account the expression of all genes assessed in an experiment in order to reveal the clusters of co-expressed genes (modules) that, very probably, are also co-regulated. If some genes are co-expressed in controls but not in pathological samples, it can be hypothesized that a regulatory mechanism was altered and that it could be the cause or the effect of the disease. Therefore, genes within these modules could play a role in cancer and thus be considered as potential therapeutic targets or diagnostic/prognostic biomarkers. Here, we have reviewed all the studies where WGCNA has been applied to gene expression data from bladder cancer patients. We have shown the importance of this new approach in identifying candidate biomarkers and therapeutic targets. They include both genes and miRNAs and some of them have already been identified in the literature to have a role in bladder cancer initiation, progression, metastasis, and patient survival.

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          Most cited references72

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          Functional organization of the transcriptome in human brain.

          The enormous complexity of the human brain ultimately derives from a finite set of molecular instructions encoded in the human genome. These instructions can be directly studied by exploring the organization of the brain's transcriptome through systematic analysis of gene coexpression relationships. We analyzed gene coexpression relationships in microarray data generated from specific human brain regions and identified modules of coexpressed genes that correspond to neurons, oligodendrocytes, astrocytes and microglia. These modules provide an initial description of the transcriptional programs that distinguish the major cell classes of the human brain and indicate that cell type-specific information can be obtained from whole brain tissue without isolating homogeneous populations of cells. Other modules corresponded to additional cell types, organelles, synaptic function, gender differences and the subventricular neurogenic niche. We found that subventricular zone astrocytes, which are thought to function as neural stem cells in adults, have a distinct gene expression pattern relative to protoplasmic astrocytes. Our findings provide a new foundation for neurogenetic inquiries by revealing a robust and previously unrecognized organization to the human brain transcriptome.
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            A quantitative analysis of CLIP methods for identifying binding sites of RNA-binding proteins.

            Cross-linking and immunoprecipitation (CLIP) is increasingly used to map transcriptome-wide binding sites of RNA-binding proteins. We developed a method for CLIP data analysis, and applied it to compare CLIP with photoactivatable ribonucleoside-enhanced CLIP (PAR-CLIP) and to uncover how differences in cross-linking and ribonuclease digestion affect the identified sites. We found only small differences in accuracies of these methods in identifying binding sites of HuR, which binds low-complexity sequences, and Argonaute 2, which has a complex binding specificity. We found that cross-link-induced mutations led to single-nucleotide resolution for both PAR-CLIP and CLIP. Our results confirm the expectation from original CLIP publications that RNA-binding proteins do not protect their binding sites sufficiently under the denaturing conditions used during the CLIP procedure, and we show that extensive digestion with sequence-specific RNases strongly biases the recovered binding sites. This bias can be substantially reduced by milder nuclease digestion conditions.
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              miR-145 and miR-133a function as tumour suppressors and directly regulate FSCN1 expression in bladder cancer

              Background: We have recently identified down-regulated microRNAs including miR-145 and miR-133a in bladder cancer (BC). The aim of this study is to determine the genes targeted by miR-145, which is the most down-regulated microRNA in BC. Methods: We focused on fascin homologue 1 (FSCN1) from the gene expression profile in miR-145 transfectant. The luciferase assay was used to confirm the actual binding sites of FSCN1 mRNA. Cell viability was evaluated by cell growth, wound-healing, and matrigel invasion assays. BC specimens were subjected to immunohistochemistry of FSCN1 and in situ hybridisation of miR-145. Results: The miR-133a as well as miR-145 had the target sequence of FSCN1 mRNA by the database search, and both microRNAs repressed the mRNA and protein expression of FSCN1. The luciferase assay revealed that miR-145 and miR-133a were directly bound to FSCN1 mRNA. Cell viability was significantly inhibited in miR-145, miR-133a, and si-FSCN1 transfectants. In situ hybridisation revealed that miR-145 expression was markedly repressed in the tumour lesion in which FSCN1 was strongly stained. The immunohistochemical score of FSCN1 in invasive BC (n=46) was significantly higher than in non-invasive BC (n=20) (P=0.0055). Conclusion: Tumour suppressive miR-145 and miR-133a directly control oncogenic FSCN1 in BC.
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                Author and article information

                Contributors
                Journal
                Front Oncol
                Front Oncol
                Front. Oncol.
                Frontiers in Oncology
                Frontiers Media S.A.
                2234-943X
                12 October 2018
                2018
                : 8
                : 450
                Affiliations
                [1] 1Department of Specialistic Clinical and Odontostomatological Sciences, Polytechnic University of Marche , Ancona, Italy
                [2] 2Department of Clinical and Molecular Sciences, Polytechnic University of Marche , Ancona, Italy
                [3] 3Department of Urology, Bressanone/Brixen Hospital , Bressanone, Italy
                [4] 4Department of Biomolecular Sciences, University of Urbino “Carlo Bo” , Fano, Italy
                [5] 5Unit of Pediatric and Specialistic Surgery, United Hospitals , “G.Salesi”, Ancona, Italy
                [6] 6Department of Life and Environmental Science, Polytechnic University of Marche , Ancona, Italy
                Author notes

                Edited by: Matteo Santoni, Polytechnic University of Marche, Italy

                Reviewed by: Simona Di Francesco, Independent Researcher, Chieti, Italy; Francesco Massari, Azienda Ospedaliera Universitaria Integrata Verona, Italy

                *Correspondence: Matteo Giulietti m.giulietti@ 123456univpm.it

                This article was submitted to Genitourinary Oncology, a section of the journal Frontiers in Oncology

                Article
                10.3389/fonc.2018.00450
                6194189
                30370253
                52753cd6-c8f5-472e-9144-ce7edda0fd71
                Copyright © 2018 Giulietti, Occhipinti, Righetti, Bracci, Conti, Ruzzo, Cerigioni, Cacciamani, Principato and Piva.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 22 June 2018
                : 25 September 2018
                Page count
                Figures: 0, Tables: 2, Equations: 0, References: 88, Pages: 8, Words: 7116
                Categories
                Oncology
                Mini Review

                Oncology & Radiotherapy
                wgcna,bladder cancer,tumor biomarkers,gene expression,heterogeneity
                Oncology & Radiotherapy
                wgcna, bladder cancer, tumor biomarkers, gene expression, heterogeneity

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