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Updated: May 10, 2026

Gene Digital Circuits Based on CRISPR-Cas Systems and Anti-CRISPR Proteins
Published on: October 18, 2022
Constraint and contingency in multifunctional gene regulatory circuits.
Joshua L Payne1, Andreas Wagner
1University of Zurich, Institute of Evolutionary Biology and Environmental Studies, Zurich, Switzerland.
Gene regulatory circuits can perform multiple functions, but increasing multifunctionality exponentially reduces the number of possible genotypes. This leads to fragmented circuit sets and widespread historical contingency in evolution.
Area of Science:
- Genetics and Systems Biology
- Evolutionary Developmental Biology
Background:
- Gene regulatory circuits govern organismal development, physiology, and behavior.
- These circuits are often multifunctional, producing distinct gene expression patterns across different biological contexts.
- The relationship between circuit genotype, phenotype, and multifunctionality is not fully understood.
Purpose of the Study:
- To exhaustively characterize genotype space for model regulatory circuits and their functions.
- To quantify the impact of multifunctionality on the number of possible genotypes and evolutionary pathways.
- To investigate the consequences of multifunctionality for circuit robustness and evolutionary contingency.
Main Methods:
- Computational analysis of a large genotype space for model gene regulatory circuits.
- Systematic enumeration of all possible functions for each circuit.
- Assessment of genotype-to-phenotype mapping and evolutionary accessibility.
Main Results:
- The number of genotypes decreases exponentially with increasing circuit functions.
- Circuit sets capable of performing specific functions become increasingly fragmented as functions increase.
- Historical contingency significantly impacts evolutionary trajectories, especially for multifunctional circuits.
- Multifunctional circuits exhibit increased brittleness and sensitivity to mutations.
Conclusions:
- Multifunctionality imposes significant constraints on gene regulatory circuit evolution.
- Evolutionary pathways are highly dependent on existing functions, leading to widespread historical contingency.
- Increased complexity through multifunctionality can reduce circuit robustness and adaptability.
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