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The Complexity Ratchet: Stronger than Selection, Stronger than Evolvability, Weaker than Robustness
Vincent Liard1,2,3,4,5, David P Parsons1, Jonathan Rouzaud-Cornabas1,2,3,4,5
1Inria Beagle Team.
Artificial Life
|February 7, 2020
Summary
Digital organisms evolved complexity, even when less fit, suggesting a complexity ratchet. This ratchet, driven by negative epistasis, prevents simplification and favors robustness over pure selection.
Area of Science:
- Evolutionary biology
- Computational biology
- Theoretical biology
Background:
- The evolution of biological complexity is a long-standing question in evolutionary biology.
- Existing theories often rely on natural selection to explain increasing complexity.
- Alternative mechanisms, such as non-selective processes, are also considered.
Purpose of the Study:
- To investigate the existence of a 'complexity ratchet' in digital organisms.
- To determine the role of selection and non-selective effects in the evolution of complexity.
- To understand the long-term dynamics of complexity and its relationship with fitness.
Main Methods:
- Utilizing the in silico experimental evolution platform Aevol.
- Evolving populations of digital organisms under varying environmental conditions.
- Analyzing the fitness, robustness, and evolvability of simple versus complex organisms.
Main Results:
- Organisms predominantly evolved complexity, even when it conferred lower fitness and offered no robustness or evolvability advantage.
- Selection was found to be necessary for complexity to evolve, ruling out purely non-selective explanations.
- Complex organisms rarely reverted to simplicity, instead accumulating further complexity with slow fitness gains.
Conclusions:
- A complexity ratchet, driven by negative epistasis, appears to govern the evolution of complexity.
- This ratchet prevents simplification, as mutations favoring simplicity become deleterious after complex mutations are fixed.
- Robustness, rather than selection, can overcome the constraints imposed by the complexity ratchet.
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