PLOS Computational BiologyAnimal Behavior & CognitionPeer-reviewed journal article
Changes in postural syntax characterize sensory modulation and natural variation of C. elegans locomotion
Roland F. Schwarz, Robyn Branicky, Laura J. Grundy, William R. Schafer, André E.X. Brown
Abstract
Locomotion is driven by shape changes coordinated by the nervous system through time; thus, enumerating an animals complete repertoire of shape transitions would provide a basis for a comprehensive understanding of locomotor behaviour. Here we introduce a discrete representation of behaviour in the nematode C. elegans. At each point in time, the worms posture is approximated by its closest matching template from a set of 90 postures and locomotion is represented as sequences of postures. The frequency distribution of postural sequences is heavy-tailed with a core of frequent behaviours and a much larger set of rarely used behaviours. Responses to optogenetic and environmental stimuli can be quantified as changes in postural syntax: worms show different preferences for different sequences of postures drawn from the same set of templates. A discrete representation of behaviour will enable the use of methods developed for other kinds of discrete data in bioinformatics and language processing to be harnessed for the study of behaviour.\n\nAuthor SummaryTechnology for recording neural activity is advancing rapidly and whole-brain imaging with single neuron resolution has already been demonstrated for smaller animals. To interpret such complex neural recordings, we need comprehensive characterizations of behaviour, which is the principal output of the brain. Animal tracking can increasingly be performed automatically but an outstanding challenge is finding ways to represent these behavioural data. We have focused on the movement of the nematode worm C. elegans to develop a quantitative representation of behaviour as a series of distinct postures. Each posture is analogous to a word in a language and so we can directly count the number of phrases that makes up the C. elegans behavioural repertoire. C. elegans has a very small nervous system but we find that its behavioural repertoire is still complex. As with human languages, there is a large number of possible phrases, but most are rarely used. When comparing different populations of worms or worms in different environments, we find that the difference between their behaviour is due to a subset of their entire repertoire. In the language analogy, these would correspond to idiomatic phrases that distinguish groups of speakers. A quantitative understanding of the nature of behavioural variation will inform research on the function and evolution of neural circuits.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A context-free grammar for Caenorhabditis elegans behavior
S. Gupta, A. Gomez-Marin·bioRxiv·Jul 19, 2019
- Decoding locomotion from population neural activity in moving C. elegans
Kelsey M. Hallinen, Ross Dempsey, … Andrew M. Leifer·eLifePeer-reviewed·Jul 29, 2021
- Information theory rules out the reflex-chain model of C. elegans locomotion
John M. Webb, Saul Kato·bioRxiv·Feb 1, 2022
- Brain-wide representations of behavior spanning multiple timescales and states in C. elegans
Adam A. Atanas, Jungsoo Kim, … Steven W. Flavell·bioRxiv·Nov 11, 2022
- A Quantitative Analysis of Locomotor Patterns in Developing C. elegans
C. W. Hassinan, S. C. Sterrett, … J. Bai·bioRxiv·Jun 3, 2023
- A Markovian dynamics for C. elegans behavior across scales
A. C. Costa, T. Ahamed, … G. J. Stephens·bioRxiv·Oct 19, 2023