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      Application of Top-Down and Bottom-up Systems Approaches in Ruminant Physiology and Metabolism

      research-article
      1 , * , 1
      Current Genomics
      Bentham Science Publishers
      Bioinformatics, dairy cow, nutrigenomics, microarray.

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          Abstract

          Systems biology is a computational field that has been used for several years across different scientific areas of biological research to uncover the complex interactions occurring in living organisms. Applications of systems concepts at the mammalian genome level are quite challenging, and new complimentary computational/experimental techniques are being introduced. Most recent work applying modern systems biology techniques has been conducted on bacteria, yeast, mouse, and human genomes. However, these concepts and tools are equally applicable to other species including ruminants (e.g., livestock). In systems biology, both bottom-up and top-down approaches are central to assemble information from all levels of biological pathways that must coordinate physiological processes. A bottom-up approach encompasses draft reconstruction, manual curation, network reconstruction through mathematical methods, and validation of these models through literature analysis (i.e., bibliomics). Whereas top-down approach encompasses metabolic network reconstructions using ‘omics’ data (e.g., transcriptomics, proteomics) generated through DNA microarrays, RNA-Seq or other modern high-throughput genomic techniques using appropriate statistical and bioinformatics methodologies. In this review we focus on top-down approach as a means to improve our knowledge of underlying metabolic processes in ruminants in the context of nutrition. We also explore the usefulness of tissue specific reconstructions (e.g., liver and adipose tissue) in cattle as a means to enhance productive efficiency.

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          Most cited references139

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

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            Single-step method of RNA isolation by acid guanidinium thiocyanate-phenol-chloroform extraction.

            A new method of total RNA isolation by a single extraction with an acid guanidinium thiocyanate-phenol-chloroform mixture is described. The method provides a pure preparation of undegraded RNA in high yield and can be completed within 4 h. It is particularly useful for processing large numbers of samples and for isolation of RNA from minute quantities of cells or tissue samples.
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              Cluster analysis and display of genome-wide expression patterns.

              A system of cluster analysis for genome-wide expression data from DNA microarray hybridization is described that uses standard statistical algorithms to arrange genes according to similarity in pattern of gene expression. The output is displayed graphically, conveying the clustering and the underlying expression data simultaneously in a form intuitive for biologists. We have found in the budding yeast Saccharomyces cerevisiae that clustering gene expression data groups together efficiently genes of known similar function, and we find a similar tendency in human data. Thus patterns seen in genome-wide expression experiments can be interpreted as indications of the status of cellular processes. Also, coexpression of genes of known function with poorly characterized or novel genes may provide a simple means of gaining leads to the functions of many genes for which information is not available currently.
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                Author and article information

                Journal
                Curr Genomics
                Curr. Genomics
                CG
                Current Genomics
                Bentham Science Publishers
                1389-2029
                1875-5488
                August 2012
                August 2012
                : 13
                : 5
                : 379-394
                Affiliations
                [1 ]Department of Animal Sciences, University of Illinois, Urbana-Champaign, Urbana, Illinois, 61801, USA
                Author notes
                [* ]Address correspondence to this author at the Department of Animal Sciences, University of Illinois, Urbana, IL, 61801, USA; Tel: 217-244-5957; Fax: 217-333-7861; E-mail: ( jloor@ 123456illinois.edu )
                Article
                CG-13-379
                10.2174/138920212801619269
                3401895
                23372424
                6373d932-b9c5-4e6c-b119-589fdf88ac4b
                ©2012 Bentham Science Publishers

                This is an open access article distributed under the terms of the Creative Commons Attribution License ( http://creativecommons.org/licenses/by/2.5/), which permits unrestrictive use, distribution, and reproduction in any medium, provided the original work is properly cited.

                History
                : 10 March 2012
                : 31 May 2012
                : 31 May 2012
                Categories
                Article

                Genetics
                dairy cow,microarray.,nutrigenomics,bioinformatics
                Genetics
                dairy cow, microarray., nutrigenomics, bioinformatics

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