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      Accurate measurements of dynamics and reproducibility in small genetic networks

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          Abstract

          • A careful analysis of the contribution of multiple sources of measurement errors shows that <20% of the observed embryo-to-embryo fluctuations stem from experimental error.

          • Intensities and slopes of the borders of gap gene expression patterns simultaneously reach a maximum around 15 min before gastrulation in a precisely coordinated fashion, hinting at an intrinsically collective organization of the gap gene network.

          • The reproducibility of gap gene expression levels increases two-fold before reaching a maximum when the overall network dynamics peak. At the same time, the positional accuracy of determining cell fates is half an internuclear distance and uniform along the entire embryo length.

          Abstract

          Quantification of gene expression has become a central tool for understanding genetic networks. In many systems, the only viable way to measure protein levels is by immunofluorescence, which is notorious for its limited accuracy. Using the early Drosophila embryo as an example, we show that careful identification and control of experimental error allows for highly accurate gene expression measurements. We generated antibodies in different host species, allowing for simultaneous staining of four Drosophila gap genes in individual embryos. Careful error analysis of hundreds of expression profiles reveals that less than ∼20% of the observed embryo-to-embryo fluctuations stem from experimental error. These measurements make it possible to extract not only very accurate mean gene expression profiles but also their naturally occurring fluctuations of biological origin and corresponding cross-correlations. We use this analysis to extract gap gene profile dynamics with ∼1 min accuracy. The combination of these new measurements and analysis techniques reveals a twofold increase in profile reproducibility owing to a collective network dynamics that relays positional accuracy from the maternal gradients to the pair-rule genes.

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          Most cited references58

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          The green fluorescent protein.

          R Tsien (1998)
          In just three years, the green fluorescent protein (GFP) from the jellyfish Aequorea victoria has vaulted from obscurity to become one of the most widely studied and exploited proteins in biochemistry and cell biology. Its amazing ability to generate a highly visible, efficiently emitting internal fluorophore is both intrinsically fascinating and tremendously valuable. High-resolution crystal structures of GFP offer unprecedented opportunities to understand and manipulate the relation between protein structure and spectroscopic function. GFP has become well established as a marker of gene expression and protein targeting in intact cells and organisms. Mutagenesis and engineering of GFP into chimeric proteins are opening new vistas in physiological indicators, biosensors, and photochemical memories.
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            The bicoid protein determines position in the Drosophila embryo in a concentration-dependent manner.

            The bicoid (bcd) protein in a Drosophila embryo is derived from an anteriorly localized mRNA and comes to be distributed in an exponential concentration gradient along the anteroposterior axis. To determine whether the levels of bcd protein are directly related to certain cell fates, we manipulated the density and distribution of bcd mRNA by genetic means, measured the resultant alterations in height and shape of the bcd protein gradient, and correlated the gradient with the fate map of the respective embryos. Increases or decreases in bcd protein levels in a given region of the embryo cause a corresponding posterior or anterior shift of anterior anlagen in the embryo. The bcd protein thus has the properties of a morphogen that autonomously determines positions in the anterior half of the embryo.
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              GenePaint.org: an atlas of gene expression patterns in the mouse embryo.

              High-throughput instruments were recently developed to determine gene expression patterns on tissue sections by RNA in situ hybridization. The resulting images of gene expression patterns, chiefly of E14.5 mouse embryos, are accessible to the public at http://www.genepaint.org. This relational database is searchable for gene identifiers and RNA probe sequences. Moreover, patterns and intensity of expression in approximately 100 different embryonic tissues are annotated and can be searched using a standardized catalog of anatomical structures. A virtual microscope tool, the Zoom Image Server, was implemented in GenePaint.org and permits interactive zooming and panning across approximately 15,000 high-resolution images.
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                Author and article information

                Journal
                Mol Syst Biol
                Mol. Syst. Biol
                Molecular Systems Biology
                Nature Publishing Group
                1744-4292
                2013
                22 January 2013
                22 January 2013
                : 9
                : 639
                Affiliations
                [1 ]Joseph Henry Laboratories of Physics, Princeton University , Princeton, NJ, USA
                [2 ]Lewis Sigler Institute for Integrative Genomics, Princeton University , Princeton, NJ, USA
                [3 ]Howard Hughes Medical Institute, Princeton University , Princeton, NJ, USA
                Author notes
                [a ]Joseph Henry Laboratories of Physics, Lewis Sigler Institute for Integrative Genomics, Princeton University , Washington Road, Princeton, NJ 08544, USA. Tel.:+1 609 258 4335; Fax:+1 609 258 6360; tg2@ 123456princeton.edu
                Article
                msb201272
                10.1038/msb.2012.72
                3564256
                23340845
                935903c0-5241-4f91-8b8e-2defc34bae65
                Copyright © 2013, EMBO and Macmillan Publishers Limited

                This article is licensed under a Creative Commons Attribution Noncommercial Share Alike 3.0 Unported License.

                History
                : 10 September 2012
                : 10 December 2012
                Categories
                Article

                Quantitative & Systems biology
                drosophila gap genes,dynamics,error analysis,immunofluorescence,reproducibility

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