Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Canalization of Gene Expression in the Drosophila Blastoderm by Gap Gene Cross Regulation

Journal Article · · PLoS Biology (Online)
 [1];  [2];  [3];  [4];  [5];  [3];  [6];  [3];  [7];  [2];  [3]
  1. Stony Brook University, NY (United States); DOE/OSTI
  2. St. Petersburg State Polytechnical University, St. Petersburg (Russian Federation)
  3. Stony Brook University, NY (United States)
  4. Russian Academy of Sciences (RAS), St. Petersburg (Russian Federation)
  5. CRG–Centre de Regulacio Genomica, Barcelona (Spain)
  6. University of Rennes (France)
  7. Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)

Developing embryos exhibit a robust capability to reduce phenotypic variations that occur naturally or as a result of experimental manipulation. This reduction in variation occurs by an epigenetic mechanism called canalization, a phenomenon which has resisted understanding because of a lack of necessary molecular data and of appropriate gene regulation models. In recent years, quantitative gene expression data have become available for the segment determination process in the Drosophila blastoderm, revealing a specific instance of canalization. These data show that the variation of the zygotic segmentation gene expression patterns is markedly reduced compared to earlier levels by the time gastrulation begins, and this variation is significantly lower than the variation of the maternal protein gradient Bicoid. We used a predictive dynamical model of gene regulation to study the effect of Bicoid variation on the downstream gap genes. The model correctly predicts the reduced variation of the gap gene expression patterns and allows the characterization of the canalizing mechanism. We show that the canalization is the result of specific regulatory interactions among the zygotic gap genes. We demonstrate the validity of this explanation by showing that variation is increased in embryos mutant for two gap genes, Kru¨ppel and knirps, disproving competing proposals that canalization is due to an undiscovered morphogen, or that it does not take place at all. In an accompanying article in PLoS Computational Biology, we show that cross regulation between the gap genes causes their expression to approach dynamical attractors, reducing initial variation and providing a robust output. These results demonstrate that the Bicoid gradient is not sufficient to produce gap gene borders having the low variance observed, and instead this low variance is generated by gap gene cross regulation. More generally, we show that the complex multigenic phenomenon of canalization can be understood at a quantitative and predictive level by the application of a precise dynamical model.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); National Institutes of Health (NIH); National Science Foundation (NSF); Civilian Research and Development Foundation; Russian Federation for Basic Research (RFBR)
Grant/Contract Number:
AC52-06NA25396
OSTI ID:
1627158
Journal Information:
PLoS Biology (Online), Journal Name: PLoS Biology (Online) Journal Issue: 3 Vol. 7; ISSN 1545-7885
Publisher:
Public Library of ScienceCopyright Statement
Country of Publication:
United States
Language:
English

References (72)

The role of localization of bicoid RNA in organizing the anterior pattern of the Drosophila embryo. journal June 1988
A novel spatial transcription pattern associated with the segmentation gene, giant, of Drosophila. journal May 1989
Model for cooperative control of positional information inDrosophila by bicoid and maternal hunchback journal January 1995
Removal of background signal from in situ data on the expression of segmentation genes in Drosophila journal February 2005
A high-throughput method for quantifying gene expression data from early Drosophila embryos journal April 2005
A gradient of bicoid protein in Drosophila embryos journal July 1988
Progression of the cell cycle through mitosis leads to abortion of nascent transcripts journal October 1991
Trans- and cis-acting requirements for blastodermal expression of the head gap gene buttonhead journal October 1995
Probing the Limits to Positional Information journal July 2007
Stability and Nuclear Dynamics of the Bicoid Morphogen Gradient journal July 2007
Probing Intrinsic Properties of a Robust Morphogen Gradient in Drosophila journal October 2008
Modeling the bicoid gradient: Diffusion and reversible nuclear trapping of a stable protein journal December 2007
Characterization of the Drosophila segment determination morphome journal January 2008
A connectionist model of development journal October 1991
A single mode of canalization journal October 2002
Canalization of Development and the Inheritance of Acquired Characters journal November 1942
Canalization of Development and Genetic Assimilation of Acquired Characters journal June 1959
Abdominal segmentation of the Drosophila embryo requires a hormone receptor-like protein encoded by the gap gene knirps journal December 1988
Canalization of segmentation and its evolution in Drosophila journal June 2007
Registration of the expression patterns of Drosophila segmentation genes by two independent methods journal January 2001
Efficient parameter estimation for spatio-temporal models of pattern formation: case study of Drosophila melanogaster journal September 2007
Expression and embryonic function of empty spiracles: a Drosophila homeo box gene with two patterning functions on the anterior-posterior axis of the embryo. journal December 1989
Precise domain specification in the developingDrosophilaembryo journal December 2005
Two gap genes mediate maternal terminal pattern information in Drosophila journal April 1990
bicoid and the terminal system activate tailless expression in the early Drosophila embryo journal May 1992
Zygotic caudal regulation by hunchback and its role in abdominal segment formation of the Drosophila embryo journal April 1995
Pre-Steady-State Decoding of the Bicoid Morphogen Gradient journal February 2007
Reverse Engineering the Gap Gene Network of Drosophila melanogaster journal May 2006
Canalization of Gene Expression and Domain Shifts in the Drosophila Blastoderm by Dynamical Attractors journal March 2009
A Population Genetic Theory of Canalization journal April 1997
Model for the robust establishment of precise proportions in the early Drosophila embryo preprint January 2004
Embryonic Pattern Scaling Achieved by Oppositely Directed Morphogen Gradients text January 2006
Stripe forming architecture of the gap gene system journal January 1998
Canalization in evolutionary genetics: a stabilizing theory? journal March 2000
Parallel Simulated Annealing by Mixing of States journal January 1999
Rapid preparation of a panel of polyclonal antibodies to Drosophila segmentation proteins journal July 1998
The bicoid protein determines position in the Drosophila embryo in a concentration-dependent manner journal July 1988
Control of Drosophila body pattern by the hunchback morphogen gradient journal April 1992
Control and function of terminal gap gene activity in the posterior pole region of the Drosophila embryo journal November 1991
Mechanism of eve stripe formation journal January 1995
Physics of chemoreception journal November 1977
A connectionist model of development journal October 1991
Positional information and the spatial pattern of cellular differentiation journal October 1969
A single mode of canalization journal October 2002
Bicoid Determines Sharp and Precise Target Gene Expression in the Drosophila Embryo journal November 2005
Model for the robust establishment of precise proportions in the early Drosophila embryo journal May 2005
Modeling the precision and robustness of Hunchback border during Drosophila embryonic development journal September 2008
Hsp90 as a capacitor for morphological evolution journal November 1998
Mutations affecting segment number and polarity in Drosophila journal October 1980
Finger protein of novel structure encoded by hunchback, a second member of the gap class of Drosophila segmentation genes journal June 1987
Disruption of a putative Cys–zinc interaction eliminates the biological activity of the Krüppel finger protein journal March 1988
The orthodenticle gene is regulated by bicoid and torso and specifies Drosophila head development journal August 1990
A morphogenetic gradient of hunchback protein organizes the expression of the gap genes Krüppel and knirps in the early Drosophila embryo journal August 1990
Activation of posterior gap gene expression in the Drosophila blastoderm journal July 1995
Establishment of developmental precision and proportions in the early Drosophila embryo journal February 2002
A self-organizing system of repressor gradients establishes segmental complexity in Drosophila journal December 2003
Dynamic control of positional information in the early Drosophila embryo journal July 2004
Dynamics of Drosophila embryonic patterning network perturbed in space and time using microfluidics journal April 2005
Diffusion and scaling during early embryonic pattern formation journal December 2005
Waddington's canalization revisited: Developmental stability and evolution journal June 2002
Embryonic pattern scaling achieved by oppositely directed morphogen gradients journal May 2006
Precise domain specification in the developingDrosophilaembryo journal December 2005
Exact probabilistic solution of spatial-dependent stochastics and associated spatial potential landscape for the bicoid protein journal April 2008
Finding the Center Reliably: Robust Patterns of Developmental Gene Expression journal November 2005
A Population Genetic Theory of Canalization journal April 1997
The Evolution of Genetic Architecture journal December 2006
Master equation simulation analysis of immunostained Bicoid morphogen gradient journal November 2007
Interactions of the Drosophila gap gene giant with maternal and zygotic pattern-forming genes journal February 1991
Mutually repressive interactions between the gap genes giant and Kruppel define middle body regions of the Drosophila embryo journal February 1991
Targeting gene expression to the head: the Drosophila orthodenticle gene is a direct target of the Bicoid morphogen journal November 1998
Studies of nuclear and cytoplasmic behaviour during the five mitotic cycles that precede gastrulation in Drosophila embryogenesis journal May 1983
Dynamical Analysis of Regulatory Interactions in the Gap Gene System of Drosophila melanogaster journal August 2004

Cited By (93)

The gap gene network journal October 2010
Mathematics and biology: a Kantian view on the history of pattern formation theory journal November 2011
The Comet Cometh: Evolving Developmental Systems journal February 2015
Evolution of early development in dipterans: Reverse-engineering the gap gene network in the moth midge Clogmia albipunctata (Psychodidae) journal September 2014
Whole-Embryo Modeling of Early Segmentation in Drosophila Identifies Robust and Fragile Expression Domains journal July 2011
Analytic Approaches to Stochastic Gene Expression in Multicellular Systems journal December 2013
Shadow Enhancers Foster Robustness of Drosophila Gastrulation journal September 2010
Shadow Enhancers Are Pervasive Features of Developmental Regulatory Networks journal January 2016
Neural Progenitors Adopt Specific Identities by Directly Repressing All Alternative Progenitor Transcriptional Programs journal March 2016
Causality analysis detects the regulatory role of maternal effect genes in the early Drosophila embryo journal March 2017
Encoding and decoding of positional information in morphogen-dependent patterning journal December 2012
Parallel simulated annealing using an adaptive resampling interval journal April 2016
Challenges for modeling global gene regulatory networks during development: Insights from Drosophila journal April 2010
Lack of tailless leads to an increase in expression variability in Drosophila embryos journal May 2013
A Schnurri/Mad/Medea complex attenuates the dorsal–twist gradient readout at vnd journal June 2013
Precision and scaling in morphogen gradient read‐out journal January 2010
Dissecting sources of quantitative gene expression pattern divergence between Drosophila species journal January 2012
Accurate measurements of dynamics and reproducibility in small genetic networks journal January 2013
Fates-shifted is an F-box protein that targets Bicoid for degradation and regulates developmental fate determination in Drosophila embryos journal December 2010
Temporal and spatial dynamics of scaling-specific features of a gene regulatory network in Drosophila journal December 2015
Fundamental origins and limits for scaling a maternal morphogen gradient journal March 2015
Gap Gene Regulatory Dynamics Evolve along a Genotype Network journal January 2016
Temporal development of Drosophila embryos is highly robust across a wide temperature range posted_content April 2018
A New Image Segmentation Algorithm With Applications in Confocal Microscopy Analysis journal January 2019
Distance measurements via the morphogen gradient of Bicoid in Drosophila embryos journal August 2010
Inferring Drosophila gap gene regulatory network: a parameter sensitivity and perturbation analysis journal September 2009
Reverse engineering a gene network using an asynchronous parallel evolution strategy journal March 2010
Mechanisms of gap gene expression canalization in the Drosophila blastoderm journal July 2011
Spatiotemporal network motif reveals the biological traits of developmental gene regulatory networks in Drosophila melanogaster journal May 2012
Classification of transient behaviours in a time-dependent toggle switch model journal January 2014
A quantitative atlas of Even-skipped and Hunchback expression in Clogmia albipunctata (Diptera: Psychodidae) blastoderm embryos journal January 2014
Adapting machine-learning algorithms to design gene circuits journal April 2019
Transcriptional precision and accuracy in development: from measurements to models and mechanisms journal November 2017
Getting the Measure of Positional Information journal March 2009
Gene Circuit Analysis of the Terminal Gap Gene huckebein journal October 2009
Modeling of Gap Gene Expression in Drosophila Kruppel Mutants journal August 2012
Reverse-Engineering Post-Transcriptional Regulation of Gap Genes in Drosophila melanogaster journal October 2013
Inferring Regulatory Networks from Experimental Morphological Phenotypes: A Computational Method Reverse-Engineers Planarian Regeneration journal June 2015
Synthesizing developmental trajectories journal September 2017
Distinct Functional Constraints Partition Sequence Conservation in a cis-Regulatory Element journal June 2011
The Maternal-to-Zygotic Transition Targets Actin to Promote Robustness during Morphogenesis journal November 2013
3 minutes to precisely measure morphogen concentration journal October 2018
A Two-Dimensional Simulation Model of the Bicoid Gradient in Drosophila journal April 2010
A Multiscale Investigation of Bicoid-Dependent Transcriptional Events in Drosophila Embryos journal April 2011
Mechanistic Explanations for Restricted Evolutionary Paths That Emerge from Gene Regulatory Networks journal April 2013
A Computational Approach towards a Gene Regulatory Network for the Developing Nematostella vectensis Gut journal July 2014
A spectrum of modularity in multi‐functional gene circuits journal April 2017
Dynamic patterning by the Drosophila pair-rule network reconciles long-germ and short-germ segmentation journalarticle January 2017
A damped oscillator imposes temporal order on posterior gap gene expression in Drosophila. text January 2018
Morphogen interpretation: concentration, time, competence, and signaling dynamics text January 2021
Beyond the French Flag Model: Exploiting Spatial and Gene Regulatory Interactions for Positional Information text January 2016
Intrinsic noise profoundly alters the dynamics and steady state of morphogen-controlled bistable genetic switches text January 2016
Quantitative analysis of the dynamics of maternal gradients of the early Drosophila embryo preprint January 2019
Quantitative system drift compensates for altered maternal inputs to the gap gene network of the scuttle fly Megaselia abdita journal January 2015
Modularity, criticality, and evolvability of a developmental gene regulatory network journal June 2019
The Inheritance of Process: A Dynamical Systems Approach: THE INHERITANCE OF PROCESS
  • Jaeger, Johannes; Irons, David; Monk, Nick
  • Journal of Experimental Zoology Part B: Molecular and Developmental Evolution, Vol. 318, Issue 8 https://doi.org/10.1002/jez.b.22468
journal October 2012
Morphogen interpretation: concentration, time, competence, and signaling dynamics: Morphogen interpretation journal March 2017
Evolutionary Developmental Biology and the Limits of Philosophical Accounts of Mechanistic Explanation book January 2015
Strategies for cellular decision‐making journal January 2009
Joint mouse–human phenome-wide association to test gene function and disease risk journal February 2016
A microfluidic array for large-scale ordering and orientation of embryos journal December 2010
The interplay between cell signalling and mechanics in developmental processes journal September 2013
Multiple enhancers ensure precision of gap gene-expression patterns in the Drosophila embryo journal August 2011
Dynamic interpretation of maternal inputs by the Drosophila segmentation gene network journal April 2013
Noise in biology journal January 2014
Relationship between the species-representative phenotype and intraspecific variation in Ranunculaceae floral organ and Asteraceae flower numbers journal April 2016
Natural Selection Canalizes Expression Variation of Environmentally Induced Plasticity-Enabling Genes journal August 2014
Temporal development of Drosophila embryos is highly robust across a wide temperature range journal July 2018
Adapting machine-learning algorithms to design gene circuits posted_content November 2017
The effect of mutational robustness on the evolvability of multicellular organisms posted_content September 2021
3 minutes to precisely measure morphogen concentration posted_content April 2018
Modularity, criticality, and evolvability of a developmental gene regulatory network posted_content April 2019
Embryonic geometry underlies phenotypic variation in decanalized conditions posted_content March 2019
Evolution of Larval Segment Position across 12 Drosophila Species journal January 2019
Classification-based Inference of Dynamical Models of Gene Regulatory Networks posted_content January 2019
An in silico analysis of robust but fragile gene regulation links enhancer length to robustness posted_content June 2019
Morphogen profiles can be optimized to buffer against noise journal October 2009
The significance and scope of evolutionary developmental biology: a vision for the 21st century: The significance and scope of evolutionary developmental biology journal May 2015
Evolution of larval segment position across 12 Drosophila species* journal January 2020
Computational Approaches to Developmental Patterning journal April 2012
Developmental Pattern Formation: Insights from Physics and Biology journal October 2012
Relative sensitivity analysis of the predictive properties of sloppy models journal April 2018
Noise model estimation with application to gene expression journal April 2019
Canalization of gene expression is a major signature of regulatory cold adaptation in temperate Drosophila melanogaster journal August 2016
A damped oscillator imposes temporal order on posterior gap gene expression in Drosophila journal February 2018
Intrinsic Noise Profoundly Alters the Dynamics and Steady State of Morphogen-Controlled Bistable Genetic Switches journal October 2016
An in silico analysis of robust but fragile gene regulation links enhancer length to robustness journal November 2019
Temperature Stress Mediates Decanalization and Dominance of Gene Expression in Drosophila melanogaster journal February 2015
The Effects of Weak Genetic Perturbations on the Transcriptome of the Wing Imaginal Disc and Its Association With Wing Shape in Drosophila melanogaster journal February 2011
Adapting machine-learning algorithms to design gene circuits. text January 2019
Morphogen interpretation: concentration, time, competence, and signaling dynamics text January 2021
A developmental basis for stochasticity in floral organ numbers journal November 2014
Morphogen Profiles Can Be Optimised to Buffer Against Noise text January 2009

Similar Records

Canalization of Gene Expression and Domain Shifts in the Drosophila Blastoderm by Dynamical Attractors
Journal Article · Fri Mar 13 00:00:00 EDT 2009 · PLoS Computational Biology (Online) · OSTI ID:1627190

Three-dimensional morphology and gene expression in the Drosophila blastoderm at cellular resolution II: dynamics
Journal Article · Wed Dec 20 23:00:00 EST 2006 · GenomeBiology.com · OSTI ID:1626709

A connectionist model of the Drosophila blastoderm
Conference · Wed Oct 31 23:00:00 EST 1990 · OSTI ID:6039223