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1.
Cell ; 144(6): 970-85, 2011 Mar 18.
Artículo en Inglés | MEDLINE | ID: mdl-21414487

RESUMEN

Evolutionary change in animal morphology results from alteration of the functional organization of the gene regulatory networks (GRNs) that control development of the body plan. A major mechanism of evolutionary change in GRN structure is alteration of cis-regulatory modules that determine regulatory gene expression. Here we consider the causes and consequences of GRN evolution. Although some GRN subcircuits are of great antiquity, other aspects are highly flexible and thus in any given genome more recent. This mosaic view of the evolution of GRN structure explains major aspects of evolutionary process, such as hierarchical phylogeny and discontinuities of paleontological change.


Asunto(s)
Evolución Biológica , Redes Reguladoras de Genes , Animales , Humanos , Morfogénesis , Mutación , Filogenia
2.
BMC Biol ; 19(1): 257, 2021 12 04.
Artículo en Inglés | MEDLINE | ID: mdl-34863182

RESUMEN

BACKGROUND: The evolutionary history of cell types provides insights into how morphological and functional complexity arose during animal evolution. Photoreceptor cell types are particularly broadly distributed throughout Bilateria; however, their evolutionary relationship is so far unresolved. Previous studies indicate that ciliary photoreceptors are homologous at least within chordates, and here, we present evidence that a related form of this cell type is also present in echinoderm larvae. RESULTS: Larvae of the purple sea urchin Strongylocentrotus purpuratus have photoreceptors that are positioned bilaterally in the oral/anterior apical neurogenic ectoderm. Here, we show that these photoreceptors express the transcription factor Rx, which is commonly expressed in ciliary photoreceptors, together with an atypical opsin of the GO family, opsin3.2, which localizes in particular to the cilia on the cell surface of photoreceptors. We show that these ciliary photoreceptors express the neuronal marker synaptotagmin and are located in proximity to pigment cells. Furthermore, we systematically identified additional transcription factors expressed in these larval photoreceptors and found that a majority are orthologous to transcription factors expressed in vertebrate ciliary photoreceptors, including Otx, Six3, Tbx2/3, and Rx. Based on the developmental expression of rx, these photoreceptors derive from the anterior apical neurogenic ectoderm. However, genes typically involved in eye development in bilateria, including pax6, six1/2, eya, and dac, are not expressed in sea urchin larval photoreceptors but are instead co-expressed in the hydropore canal. CONCLUSIONS: Based on transcription factor expression, location, and developmental origin, we conclude that the sea urchin larval photoreceptors constitute a cell type that is likely homologous to the ciliary photoreceptors present in chordates.


Asunto(s)
Células Fotorreceptoras , Erizos de Mar , Animales , Ectodermo/metabolismo , Regulación del Desarrollo de la Expresión Génica , Larva , Células Fotorreceptoras/metabolismo , Erizos de Mar/genética , Erizos de Mar/metabolismo , Factores de Transcripción/genética , Factores de Transcripción/metabolismo
3.
Development ; 145(24)2018 12 18.
Artículo en Inglés | MEDLINE | ID: mdl-30470703

RESUMEN

Evolution of the animal body plan is driven by changes in developmental gene regulatory networks (GRNs), but how networks change to control novel developmental phenotypes remains, in most cases, unresolved. Here, we address GRN evolution by comparing the endomesoderm GRN in two echinoid sea urchins, Strongylocentrotus purpuratus and Eucidaris tribuloides, with at least 268 million years of independent evolution. We first analyzed the expression of twelve transcription factors and signaling molecules of the S. purpuratus GRN in E. tribuloides embryos, showing that orthologous regulatory genes are expressed in corresponding endomesodermal cell fates in the two species. However, perturbation of regulatory genes revealed that important regulatory circuits of the S. purpuratus GRN are significantly different in E. tribuloides For example, mesodermal Delta/Notch signaling controls exclusion of alternative cell fates in E. tribuloides but controls mesoderm induction and activation of a positive feedback circuit in S. purpuratus These results indicate that the architecture of the sea urchin endomesoderm GRN evolved by extensive gain and loss of regulatory interactions between a conserved set of regulatory factors that control endomesodermal cell fate specification.


Asunto(s)
Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Erizos de Mar/embriología , Erizos de Mar/genética , Animales , Linaje de la Célula , Embrión no Mamífero/citología , Embrión no Mamífero/metabolismo , Endodermo/embriología , Endodermo/metabolismo , Retroalimentación Fisiológica , Gastrulación/genética , Mesodermo/embriología , Mesodermo/metabolismo , Erizos de Mar/citología , Transducción de Señal
4.
Proc Natl Acad Sci U S A ; 114(23): 5862-5869, 2017 06 06.
Artículo en Inglés | MEDLINE | ID: mdl-28584110

RESUMEN

Gene regulatory networks (GRNs) provide a transformation function between the static genomic sequence and the primary spatial specification processes operating development. The regulatory information encompassed in developmental GRNs thus goes far beyond the control of individual genes. We here address regulatory information at different levels of network organization, from single node to subcircuit to large-scale GRNs and discuss how regulatory design features such as network architecture, hierarchical organization, and cis-regulatory logic contribute to the developmental function of network circuits. Using specific subcircuits from the sea urchin endomesoderm GRN, for which both circuit design and biological function have been described, we evaluate by Boolean modeling and in silico perturbations the import of given circuit features on developmental function. The examples include subcircuits encoding positive feedback, mutual repression, and coherent feedforward, as well as signaling interaction circuitry. Within the hierarchy of the endomesoderm GRN, these subcircuits are organized in an intertwined and overlapping manner. Thus, we begin to see how regulatory information encoded at individual nodes is integrated at all levels of network organization to control developmental process.


Asunto(s)
Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Erizos de Mar/genética , Animales , Retroalimentación Fisiológica , Modelos Biológicos , Erizos de Mar/crecimiento & desarrollo
5.
Nature ; 474(7353): 635-9, 2011 May 29.
Artículo en Inglés | MEDLINE | ID: mdl-21623371

RESUMEN

Specification of endoderm is the prerequisite for gut formation in the embryogenesis of bilaterian organisms. Modern lineage labelling studies have shown that in the sea urchin embryo model system, descendants of the veg1 and veg2 cell lineages produce the endoderm, and that the veg2 lineage also gives rise to mesodermal cell types. It is known that Wnt/ß-catenin signalling is required for endoderm specification and Delta/Notch signalling is required for mesoderm specification. Some direct cis-regulatory targets of these signals have been found and various phenomenological patterns of gene expression have been observed in the pre-gastrular endomesoderm. However, no comprehensive, causal explanation of endoderm specification has been conceived for sea urchins, nor for any other deuterostome. Here we propose a model, on the basis of the underlying genomic control system, that provides such an explanation, built at several levels of biological organization. The hardwired core of the control system consists of the cis-regulatory apparatus of endodermal regulatory genes, which determine the relationship between the inputs to which these genes are exposed and their outputs. The architecture of the network circuitry controlling the dynamic process of endoderm specification then explains, at the system level, a sequence of developmental logic operations, which generate the biological process. The control system initiates non-interacting endodermal and mesodermal gene regulatory networks in veg2-derived cells and extinguishes the endodermal gene regulatory network in mesodermal precursors. It also generates a cross-regulatory network that specifies future anterior endoderm in veg2 descendants and institutes a distinct network specifying posterior endoderm in veg1-derived cells. The network model provides an explanatory framework that relates endoderm specification to the genomic regulatory code.


Asunto(s)
Endodermo/embriología , Redes Reguladoras de Genes/genética , Strongylocentrotus purpuratus/embriología , Strongylocentrotus purpuratus/genética , Animales , Tipificación del Cuerpo , Gastrulación , Regulación del Desarrollo de la Expresión Génica , Mesodermo/embriología
6.
Proc Natl Acad Sci U S A ; 111(10): E906-13, 2014 Mar 11.
Artículo en Inglés | MEDLINE | ID: mdl-24556994

RESUMEN

By gastrulation the ectodermal territories of the sea urchin embryo have developed an unexpectedly complex spatial pattern of sharply bounded regulatory states, organized orthogonally with respect to the animal/vegetal and oral/aboral axes of the embryo. Although much is known of the gene regulatory network (GRN) linkages that generate these regulatory states, the principles by which the boundaries between them are positioned and maintained have remained undiscovered. Here we determine the encoded genomic logic responsible for the boundaries of the oral aspect of the embryo that separate endoderm from ectoderm and ectoderm from neurogenic apical plate and that delineate the several further subdivisions into which the oral ectoderm per se is partitioned. Comprehensive regulatory state maps, including all spatially expressed oral ectoderm regulatory genes, were established. The circuitry at each boundary deploys specific repressors of regulatory states across the boundary, identified in this work, plus activation by broadly expressed positive regulators. These network linkages are integrated with previously established interactions on the oral/aboral axis to generate a GRN model encompassing the 2D organization of the regulatory state pattern in the pregastrular oral ectoderm of the embryo.


Asunto(s)
Tipificación del Cuerpo/fisiología , Ectodermo/embriología , Regulación del Desarrollo de la Expresión Génica/fisiología , Modelos Biológicos , Boca/embriología , Erizos de Mar/embriología , Animales , Clonación Molecular , Cartilla de ADN/genética , Embrión no Mamífero/fisiología , Endodermo/embriología , Redes Reguladoras de Genes/fisiología , Hibridación in Situ , Microinyecciones
7.
Proc Natl Acad Sci U S A ; 111(47): E5029-38, 2014 Nov 25.
Artículo en Inglés | MEDLINE | ID: mdl-25385617

RESUMEN

Wnt signaling affects cell-fate specification processes throughout embryonic development. Here we take advantage of the well-studied gene regulatory networks (GRNs) that control pregastrular sea urchin embryogenesis to reveal the gene regulatory functions of the entire Wnt-signaling system. Five wnt genes, three frizzled genes, two secreted frizzled-related protein 1 genes, and two Dickkopf genes are expressed in dynamic spatial patterns in the pregastrular embryo of Strongylocentrotus purpuratus. We present a comprehensive analysis of these genes in each embryonic domain. Total functions of the Wnt-signaling system in regulatory gene expression throughout the embryo were studied by use of the Porcupine inhibitor C59, which interferes with zygotic Wnt ligand secretion. Morpholino-mediated knockdown of each expressed Wnt ligand demonstrated that individual Wnt ligands are functionally distinct, despite their partially overlapping spatial expression. They target specific embryonic domains and affect particular regulatory genes. The sum of the effects of blocking expression of individual wnt genes is shown to equal C59 effects. Remarkably, zygotic Wnt-signaling inputs are required for only three general aspects of embryonic specification: the broad activation of endodermal GRNs, the regional specification of the immediately adjacent stripe of ectoderm, and the restriction of the apical neurogenic domain. All Wnt signaling in this pregastrular embryo is short range (and/or autocrine). Furthermore, we show that the transcriptional drivers of wnt genes execute important specification functions in the embryonic domains targeted by the ligands, thus connecting the expression and function of wnt genes by encoded cross-regulatory interactions within the specific regional GRNs.


Asunto(s)
Redes Reguladoras de Genes , Erizos de Mar/embriología , Transducción de Señal , Vía de Señalización Wnt , Animales , Regulación del Desarrollo de la Expresión Génica , Ligandos , Proteínas Wnt/genética
8.
Proc Natl Acad Sci U S A ; 109(41): 16434-42, 2012 Oct 09.
Artículo en Inglés | MEDLINE | ID: mdl-22927416

RESUMEN

Gene regulatory networks (GRNs) control the dynamic spatial patterns of regulatory gene expression in development. Thus, in principle, GRN models may provide system-level, causal explanations of developmental process. To test this assertion, we have transformed a relatively well-established GRN model into a predictive, dynamic Boolean computational model. This Boolean model computes spatial and temporal gene expression according to the regulatory logic and gene interactions specified in a GRN model for embryonic development in the sea urchin. Additional information input into the model included the progressive embryonic geometry and gene expression kinetics. The resulting model predicted gene expression patterns for a large number of individual regulatory genes each hour up to gastrulation (30 h) in four different spatial domains of the embryo. Direct comparison with experimental observations showed that the model predictively computed these patterns with remarkable spatial and temporal accuracy. In addition, we used this model to carry out in silico perturbations of regulatory functions and of embryonic spatial organization. The model computationally reproduced the altered developmental functions observed experimentally. Two major conclusions are that the starting GRN model contains sufficiently complete regulatory information to permit explanation of a complex developmental process of gene expression solely in terms of genomic regulatory code, and that the Boolean model provides a tool with which to test in silico regulatory circuitry and developmental perturbations.


Asunto(s)
Biología Computacional/métodos , Embrión de Mamíferos/metabolismo , Embrión no Mamífero/metabolismo , Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Animales , Embrión de Mamíferos/embriología , Embrión no Mamífero/embriología , Humanos , Modelos Biológicos , Modelos Genéticos , Reproducibilidad de los Resultados
9.
Proc Natl Acad Sci U S A ; 108(34): 14186-91, 2011 Aug 23.
Artículo en Inglés | MEDLINE | ID: mdl-21844364

RESUMEN

Specific regulatory states, i.e., sets of expressed transcription factors, define the gene expression capabilities of cells in animal development. Here we explore the functional significance of an unprecedented example of regulatory state conservation from the cnidarian Nematostella to Drosophila, sea urchin, fish, and mammals. Our probe is a deeply conserved cis-regulatory DNA module of the SRY-box B2 (soxB2), recognizable at the sequence level across many phyla. Transphyletic cis-regulatory DNA transfer experiments reveal that the plesiomorphic control function of this module may have been to respond to a regulatory state associated with neuronal differentiation. By introducing expression constructs driven by this module from any phyletic source into the genomes of diverse developing animals, we discover that the regulatory state to which it responds is used at different levels of the neurogenic developmental process, including patterning and development of the vertebrate forebrain and neurogenesis in the Drosophila optic lobe and brain. The regulatory state recognized by the conserved DNA sequence may have been redeployed to different levels of the developmental regulatory program during evolution of complex central nervous systems.


Asunto(s)
Evolución Biológica , Secuencia Conservada/genética , Regulación del Desarrollo de la Expresión Génica , Filogenia , Animales , Animales Modificados Genéticamente , Secuencia de Bases , Encéfalo/embriología , Encéfalo/metabolismo , ADN Intergénico/genética , Drosophila/genética , Elementos de Facilitación Genéticos/genética , Larva/genética , Datos de Secuencia Molecular , Factores de Transcripción SOXB2/genética , Erizos de Mar/genética , Pez Cebra/embriología , Pez Cebra/genética
11.
Sci Adv ; 8(44): eabo2416, 2022 Nov 04.
Artículo en Inglés | MEDLINE | ID: mdl-36322649

RESUMEN

Apical organs are relatively simple larval nervous systems. The extent to which apical organs are evolutionarily related to the more complex nervous systems of other animals remains unclear. To identify common developmental mechanisms, we analyzed the gene regulatory network (GRN) controlling the development of the apical organ in sea urchins. We characterized the developmental expression of 30 transcription factors and identified key regulatory functions for FoxQ2, Hbn, Delta/Notch signaling, and SoxC in the patterning of the apical organ and the specification of neurons. Almost the entire set of apical transcription factors is expressed in the nervous system of worms, flies, zebrafish, frogs, and mice. Furthermore, a regulatory module controlling the axial patterning of the vertebrate brain is expressed in the ectoderm of sea urchin embryos. We conclude that GRNs controlling the formation of bilaterian nervous systems share a common origin and that the apical GRN likely resembles an ancestral regulatory program.

12.
Dev Biol ; 340(2): 188-99, 2010 Apr 15.
Artículo en Inglés | MEDLINE | ID: mdl-19895806

RESUMEN

As the result of early specification processes, sea urchin embryos eventually form various mesodermal cell lineages and a gut consisting of fore-, mid- and hindgut. The progression of specification as well as the overall spatial organization of the organism is encoded in its gene regulatory networks (GRNs). We have analyzed the GRN driving endoderm specification up to the onset of gastrulation and present in this paper the mechanisms which determine this process up to mid-blastula stage. At this stage, the embryo consists of two separate lineages of endoderm precursor cells with distinct regulatory states. One of these lineages, the veg2 cell lineage, gives rise to endoderm and mesoderm cell types. The separation of these cell fates is initiated by the spatially confined activation of the mesoderm GRN superimposed on a generally activated endoderm GRN within veg2 descendants. Here we integrate the architecture of regulatory interactions with the spatial restriction of regulatory gene expression to model the logic control of endoderm development.


Asunto(s)
Endodermo/fisiología , Redes Reguladoras de Genes , Genes Reguladores , Erizos de Mar/embriología , Erizos de Mar/metabolismo , Animales , Blástula/metabolismo , Linaje de la Célula , Embrión no Mamífero , Regulación del Desarrollo de la Expresión Génica , Modelos Biológicos , Erizos de Mar/genética
13.
Curr Top Dev Biol ; 139: 267-295, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32450963

RESUMEN

An important contribution of systems biology is the insight that biological systems depend on the function of molecular interactions and not just on individual molecules. System level mechanisms are particularly important in the development of animals and plants which depends not just on transcription factors and signaling molecules, but also on regulatory circuits and gene regulatory networks (GRNs). However, since GRNs consist of transcription factors, it can be challenging to assess the function of regulatory circuits independently of the function of regulatory factors. The comparison of different GRNs offers a way to do so and leads to several observations. First, similar regulatory circuits operate in various developmental contexts and in different species, and frequently, these circuits are associated with similar developmental functions. Second, given regulatory circuits are often used at particular positions within the GRN hierarchy. Third, in some GRNs, regulatory circuits are organized in a particular order in respect to each other. And fourth, the evolution of GRNs occurs not just by co-option of regulatory genes but also by rewiring of regulatory linkages between conserved regulatory genes, indicating that the organization of interactions is important. Thus, even though in most instances the function of regulatory circuits remains to be discovered, it becomes evident that the architecture and logic of GRNs are functionally important for the control of genome activity and for the specification of the body plan.


Asunto(s)
Embrión no Mamífero/metabolismo , Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Mesodermo/metabolismo , Biología de Sistemas/métodos , Animales , Embrión no Mamífero/embriología , Genes Reguladores/genética , Mesodermo/embriología , Modelos Genéticos , Erizos de Mar/embriología , Erizos de Mar/genética , Transducción de Señal/genética
14.
Methods Cell Biol ; 151: 89-113, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-30948033

RESUMEN

The discovery of gene regulatory networks (GRNs) has opened a gate to access the genomic mechanisms controlling development. GRNs are systems of transcriptional regulatory circuits that control the differential specification of cell fates during development by regulating gene expression. The experimental analysis of GRNs involves a collection of methods, each revealing aspects of the overall control process. This review provides an overview of experimental and computational methods that have been successfully applied for solving developmental GRNs in the sea urchin embryo. The key in this approach is to obtain experimental evidence for functional interactions between transcription factors and regulatory DNA. In the second part of this review, a more generally applicable strategy is discussed that shows a path from experimental evidence to annotation of regulatory linkages to the generation of GRN models.


Asunto(s)
Biología Computacional/métodos , Redes Reguladoras de Genes/genética , Modelos Biológicos , Erizos de Mar/genética , Animales , Embrión no Mamífero , Regulación del Desarrollo de la Expresión Génica , Genoma/genética , Erizos de Mar/crecimiento & desarrollo
15.
J Comput Biol ; 26(7): 685-695, 2019 07.
Artículo en Inglés | MEDLINE | ID: mdl-31166788

RESUMEN

The regulatory genome controls genome activity throughout the life of an organism. This requires that complex information processing functions are encoded in, and operated by, the regulatory genome. Although much remains to be learned about how the regulatory genome works, we here discuss two cases where regulatory functions have been experimentally dissected in great detail and at the systems level, and formalized by computational logic models. Both examples derive from the sea urchin embryo, but assess two distinct organizational levels of genomic information processing. The first example shows how the regulatory system of a single gene, endo16, executes logic operations through individual transcription factor binding sites and cis-regulatory modules that control the expression of this gene. The second example shows information processing at the gene regulatory network (GRN) level. The GRN controlling development of the sea urchin endomesoderm has been experimentally explored at an almost complete level. A Boolean logic model of this GRN suggests that the modular logic functions encoded at the single-gene level show compositionality and suffice to account for integrated function at the network level. We discuss these examples both from a biological-experimental point of view and from a computer science-informational point of view, as both illuminate principles of how the regulatory genome works.


Asunto(s)
Redes Reguladoras de Genes , Genoma , Animales , Endodermo/embriología , Endodermo/metabolismo , Regulación del Desarrollo de la Expresión Génica , Mesodermo/embriología , Mesodermo/metabolismo
16.
Brief Funct Genomics ; 16(5): 281-287, 2017 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-28444142

RESUMEN

A growing body of evidence shows that gene expression in multicellular organisms is controlled by the combinatorial function of multiple transcription factors. This indicates that not the individual transcription factors or signaling molecules, but the combination of expressed regulatory molecules, the regulatory state, should be viewed as the functional unit in gene regulation. Here, I discuss the concept of the regulatory state and its proposed role in the genome-wide control of gene expression. Recent analyses of regulatory gene expression in sea urchin embryos have been instrumental for solving the genomic control of cell fate specification in this system. Some of the approaches that were used to determine the expression of regulatory states during sea urchin embryogenesis are reviewed. Significant developmental changes in regulatory state expression leading to the distinct specification of cell fates are regulated by gene regulatory network circuits. How these regulatory state transitions are encoded in the genome is illuminated using the sea urchin endoderm-mesoderms cell fate decision circuit as an example. These observations highlight the importance of considering developmental gene regulation, and the function of individual transcription factors, in the context of regulatory states.


Asunto(s)
Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Animales , Linaje de la Célula/genética , Modelos Biológicos
17.
Cell Rep ; 19(2): 364-374, 2017 04 11.
Artículo en Inglés | MEDLINE | ID: mdl-28402858

RESUMEN

Gene expression in different spatial domains is often controlled by separate cis-regulatory modules (CRMs), but regulatory states determining CRM activity are not only distinct in space, they also change continuously during developmental time. Here, we systematically analyzed the regulatory sequences controlling hox11/13b expression and identified a single CRM required throughout embryonic gut development. We show that within this CRM, distinct sets of binding sites recognizing Ets, Tcf, and homeodomain transcription factors control the dynamic spatial expression of hox11/13b in each developmental phase. Several binding sites execute multiple, sometimes contradictory, regulatory functions, depending on the temporal and spatial regulatory context. In addition, we identified a nearby second CRM operating in inter-modular AND logic with the first CRM to control hox11/13b expression in hindgut endoderm. Our results suggest a mechanism for continuous gene expression in response to changing developmental network functions that depends on sequential combinatorial regulation of individual CRMs.


Asunto(s)
Desarrollo Embrionario/genética , Proteínas de Homeodominio/genética , Secuencias Reguladoras de Ácidos Nucleicos/genética , Erizos de Mar/crecimiento & desarrollo , Animales , Sitios de Unión , Proteínas de Unión al ADN/genética , Embrión no Mamífero/embriología , Regulación del Desarrollo de la Expresión Génica , Proteínas de Homeodominio/biosíntesis , Intrones/genética , Erizos de Mar/genética
18.
Curr Top Dev Biol ; 117: 237-51, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-26969981

RESUMEN

The insight that the genomic control of developmental process is encoded in the form of gene regulatory networks has profound impacts on many areas of modern bioscience. Most importantly, it affects developmental biology itself, as it means that a causal understanding of development requires knowledge of the architecture of regulatory network interactions. Furthermore, it follows that functional changes in developmental gene regulatory networks have to be considered as a primary mechanism for evolutionary process. We here discuss some of the recent advances in gene regulatory network biology and how they have affected our current understanding of development, evolution, and regulatory genomics.


Asunto(s)
Evolución Biológica , Biología Evolutiva , Redes Reguladoras de Genes , Animales , Regulación del Desarrollo de la Expresión Génica , Genoma , Humanos
20.
J Comput Biol ; 20(6): 419-23, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23614576

RESUMEN

The efficacy of a newly created software package for predictive modeling of developmental gene regulatory networks (GRNs) has recently been demonstrated (Peter et al., 2012 ). The program GeNeTool computes spatial gene expression patterns based on GRN interactions and thereby allows the direct comparison of predicted and observed spatial expression patterns. GeNeTool also permits in silico exploration of both cis- and trans- perturbations of GRN interactions. Here, we present this program, review briefly its major features and applications, and provide a detailed and accessible tutorial.


Asunto(s)
Regulación del Desarrollo de la Expresión Génica , Redes Reguladoras de Genes , Modelos Genéticos , Programas Informáticos
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