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      Gene expression profiling in whole blood of patients with coronary artery disease

      research-article
      * , * , * , * , , * , * , * , *
      Clinical Science (London, England : 1979)
      Portland Press Ltd.
      coronary artery disease (CAD), gene expression, microRNA (miRNA), mitochondrion, oxidative phosphorylation, rehabilitation programme, ATP5I, ATP synthase, H+ transporting, mitochondrial F0 complex, subunit E, ATP5L, ATP synthase, H+ transporting, mitochondrial F0 complex, subunit G, CABG, coronary artery bypass graft, CAD, coronary artery disease, CASP3, caspase 3, COX7C, cytochrome c oxidase subunit VIIc, CRP, C-reactive protein, FDR, False Discovery Rate, GAPDH, glyceraldehyde-3-phosphate dehydrogenase, miRNA, microRNA, NDUFA1, NADH dehydrogenase (ubiquinone) 1α subcomplex 1, NDUFB3, NADH dehydrogenase (ubiquinone) 1β subcomplex 3, qRT-PCR, quantitative real-time PCR, ROS, reactive oxygen species, UQCRQ, ubiquinol-cytochrome c reductase, complex III subunit VII, UTR, untranslated region

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          Abstract

          Owing to the dynamic nature of the transcriptome, gene expression profiling is a promising tool for discovery of disease-related genes and biological pathways. In the present study, we examined gene expression in whole blood of 12 patients with CAD (coronary artery disease) and 12 healthy control subjects. Furthermore, ten patients with CAD underwent whole-blood gene expression analysis before and after the completion of a cardiac rehabilitation programme following surgical coronary revascularization. mRNA and miRNA (microRNA) were isolated for expression profiling. Gene expression analysis identified 365 differentially expressed genes in patients with CAD compared with healthy controls (175 up- and 190 down-regulated in CAD), and 645 in CAD rehabilitation patients (196 up- and 449 down-regulated post-rehabilitation). Biological pathway analysis identified a number of canonical pathways, including oxidative phosphorylation and mitochondrial function, as being significantly and consistently modulated across the groups. Analysis of miRNA expression revealed a number of differentially expressed miRNAs, including hsa-miR-140-3p (control compared with CAD, P=0.017), hsa-miR-182 (control compared with CAD, P=0.093), hsa-miR-92a and hsa-miR-92b (post- compared with pre-exercise, P<0.01). Global analysis of predicted miRNA targets found significantly reduced expression of genes with target regions compared with those without: hsa-miR-140-3p ( P=0.002), hsa-miR-182 ( P=0.001), hsa-miR-92a and hsa-miR-92b ( P=2.2×10 −16). In conclusion, using whole blood as a ‘surrogate tissue’ in patients with CAD, we have identified differentially expressed miRNAs, differentially regulated genes and modulated pathways which warrant further investigation in the setting of cardiovascular function. This approach may represent a novel non-invasive strategy to unravel potentially modifiable pathways and possible therapeutic targets in cardiovascular disease.

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          Most cited references33

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          Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing

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            Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments.

            One of the main objectives in the analysis of microarray experiments is the identification of genes that are differentially expressed under two experimental conditions. This task is complicated by the noisiness of the data and the large number of genes that are examined simultaneously. Here, we present a novel technique for identifying differentially expressed genes that does not originate from a sophisticated statistical model but rather from an analysis of biological reasoning. The new technique, which is based on calculating rank products (RP) from replicate experiments, is fast and simple. At the same time, it provides a straightforward and statistically stringent way to determine the significance level for each gene and allows for the flexible control of the false-detection rate and familywise error rate in the multiple testing situation of a microarray experiment. We use the RP technique on three biological data sets and show that in each case it performs more reliably and consistently than the non-parametric t-test variant implemented in Tusher et al.'s significance analysis of microarrays (SAM). We also show that the RP results are reliable in highly noisy data. An analysis of the physiological function of the identified genes indicates that the RP approach is powerful for identifying biologically relevant expression changes. In addition, using RP can lead to a sharp reduction in the number of replicate experiments needed to obtain reproducible results.
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              Dysregulation of cardiogenesis, cardiac conduction, and cell cycle in mice lacking miRNA-1-2.

              MicroRNAs (miRNAs) are genomically encoded small RNAs used by organisms to regulate the expression of proteins generated from messenger RNA transcripts. The in vivo requirement of specific miRNAs in mammals through targeted deletion remains unknown, and reliable prediction of mRNA targets is still problematic. Here, we show that miRNA biogenesis in the mouse heart is essential for cardiogenesis. Furthermore, targeted deletion of the muscle-specific miRNA, miR-1-2, revealed numerous functions in the heart, including regulation of cardiac morphogenesis, electrical conduction, and cell-cycle control. Analyses of miR-1 complementary sequences in mRNAs upregulated upon miR-1-2 deletion revealed an enrichment of miR-1 "seed matches" and a strong tendency for potential miR-1 binding sites to be located in physically accessible regions. These findings indicate that subtle alteration of miRNA dosage can have profound consequences in mammals and demonstrate the utility of mammalian loss-of-function models in revealing physiologic miRNA targets.
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                Author and article information

                Journal
                Clin Sci (Lond)
                cls
                CS
                Clinical Science (London, England : 1979)
                Portland Press Ltd.
                0143-5221
                1470-8736
                7 June 2010
                9 July 2010
                : 119
                : Pt 8
                : 335-343
                Affiliations
                *BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine, University of Glasgow, Glasgow G12 8TA, U.K.
                †Department of Computer Science, University of Glasgow, Glasgow G12 8QQ, U.K.
                Author notes

                1These authors contributed equally to this work

                Correspondence: Dr Christian Delles ( c.delles@ 123456clinmed.gla.ac.uk ).
                Article
                cs1190335
                10.1042/CS20100043
                2922838
                20528768
                c3387774-0ca7-4977-8925-9aee98386fd3
                © 2010 The Author(s) The author(s) has paid for this article to be freely available under the terms of the Creative Commons Attribution Non-Commercial Licence (http://creativecommons.org/licenses/by-nc/2.5/) which permits unrestricted non-commercial use, distribution and reproduction in any medium, provided the original work is properly cited.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

                History
                : 19 January 2010
                : 25 May 2010
                : 7 June 2010
                Page count
                Figures: 4, References: 46, Pages: 9
                Categories
                Research Article
                S1
                S4

                Medicine
                cabg, coronary artery bypass graft,ndufb3, nadh dehydrogenase (ubiquinone) 1β subcomplex 3,oxidative phosphorylation,coronary artery disease (cad),cad, coronary artery disease,atp5l, atp synthase, h+ transporting, mitochondrial f0 complex, subunit g,casp3, caspase 3,gene expression,mirna, microrna,ros, reactive oxygen species,microrna (mirna),rehabilitation programme,utr, untranslated region,ndufa1, nadh dehydrogenase (ubiquinone) 1α subcomplex 1,gapdh, glyceraldehyde-3-phosphate dehydrogenase,atp5i, atp synthase, h+ transporting, mitochondrial f0 complex, subunit e,uqcrq, ubiquinol-cytochrome c reductase, complex iii subunit vii,qrt-pcr, quantitative real-time pcr,fdr, false discovery rate,cox7c, cytochrome c oxidase subunit viic, crp, c-reactive protein,mitochondrion

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