Gap gene network and positional information
Gap genes are a set of genes that pattern the Drosophila embryo along its anterior-posterior axis. Perkins and colleagues describe a general rule: maternal gradients switch genes on in broad regions, and other gap genes repress them locally.1 The system matters as a worked case of a spatial pattern whose regulatory network has been reverse engineered from data.4
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- 2006, Perkins TJ, Jaeger J, Reinitz…
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- Reverse engineering the gap gene network of…, 2006
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- 39 passages in 11 works
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- 2026-10-06
Expression in the trunk
Perkins, Jaeger, Reinitz and Glass (2006) modelled four trunk gap genes: hb, Kr, kni and gt. Expression is set up during cleavage cycles 13 and 14A, a span of about 70 minutes.3 At the start of cycle 13 there is some hb in the anterior, from maternally deposited mRNA. The other three genes are not unambiguously detectable.3 By the end of cycle 14A there are six main peaks, two each for hb and gt and one each for Kr and kni.3 The authors treated bcd, cad and tll as given inputs and did not model them.3
Logical rules and circuits
Perkins and colleagues built their last two models on logical rules. A gap protein is produced if at least one activator exceeds its threshold and no repressor exceeds its own.2 This implements the plan of broad activation by maternal gradients, with local repression by other gap genes.1 Lobo and Levin (2015) place this work in a wider setting. They note that most tools for inferring networks from expression data yield models without spatial information. They name the gene circuit method and later automated approaches as successes: they recovered the gap gene network from spatial data.4
Positional information elsewhere
Pietak and colleagues (2019) describe planarian factors such as β-Catenin, Wnt and ERK as gradients with characteristic polarities along the anterior-posterior axis. They state that experimental interventions on these factors give heteromorphoses, consistent with positional information regulating the body plan.5 Their model and new experiments tested pre-existing gradients against net nerve direction. In small fragments without the ventral nerve cord, the axis rotated 90 degrees. They concluded that axon polarity is the dominant driver of polarity.6 Fields and Levin (2022) note that in C. elegans the first division sets the axis.9
Limits of inference
McMillen, Walker and Levin (2022) give a caution from the segmentation clock. Delayed mutual information between cells along the axis suggested that posterior cells caused the state of anterior neighbours. Ablating the tailbud cells left the hairy wave intact, so the causal inference was wrong.7 McMillen and Levin (2024) report that single cells moved to another axial domain change their expression to match neighbours. Groups of cells moved the same way keep their original expression.8 They read this as collectives holding positional memory longer than single cells.8
genes are activated in broad regions by maternal gradients, but that repression from other gap genes can locally overwhelm general activation
Perkins TJ, Jaeger J, Reinitz J, Glass L, 2006 · Reverse engineering the gap gene network of Drosophila melanogaster · open at passage 13we assume that gap protein a is produced at rate Ra if at least one of its activators exceeds an activation threshold and none of its repressors exceed their repression thresholds
Perkins TJ, Jaeger J, Reinitz J, Glass L, 2006 · Reverse engineering the gap gene network of Drosophila melanogaster · open at passage 13By the end of cleavage cycle 14A, there are six main gap expression peaks, two each for hb and gt and one each for Kr and kni.
Perkins TJ, Jaeger J, Reinitz J, Glass L, 2006 · Reverse engineering the gap gene network of Drosophila melanogaster · open at passage 7have successfully reverse engineered a complex dynamical regulatory network from spatial data: the gap gene network controlling Drosophila blastoderm patterning.
Lobo D, Levin M, 2015 · Inferring regulatory networks from experimental morphological phenotypes: a… · open at passage 5Consistent with the concept of positional information regulating the body-plan, various heteromorphoses can be generated through experimentally-applied genetic and pharmacological interventions
Pietak A, Bischof J, LaPalme J, Morokuma J, Levin M, 2019 · Neural control of body-plan axis in regenerating planaria · open at passage 3indicating that average neural axon polarity in a fragment is the dominant driver of anatomical polarity via the directional transport of morphogens with respect to nerve polarity
Pietak A, Bischof J, LaPalme J, Morokuma J, Levin M, 2019 · Neural control of body-plan axis in regenerating planaria · open at passage 61Surprisingly, the hairy wave still manifested, demonstrating that the causal prediction from their delayed mutual information analysis was incorrect
McMillen P, Walker SI, Levin M, 2022 · Information Theory as an Experimental Tool for Integrating Disparate… · open at passage 15In some organisms (e.g., Caenorhabditis elegans), the first division establishes the anterior-posterior axis
Fields C, Levin M, 2022 · Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · open at passage 17Individual cells transposed from one anterior-posterior axial domain to another will change their gene expression to match their neighbors
McMillen P, Levin M, 2024 · Collective intelligence: A unifying concept for integrating biology across… · open at passage 22