ArticleBMC biology2021
Thermal modulation of Zebrafish exploratory statistics reveals constraints on individual behavioral variability.
Article in BMC biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 21 citations in OpenAlex.
- PGE2 modulation of stimulus valence directs zebrafish behavioral fever.bioRxiv : the preprint server for biology · 2026Article
- Neural temporal scaling accounts for robust hunting behavior across temperatures.Nature communications · 2026Article
- Linking brain and behavior states in Zebrafish Larvae locomotion using hidden Markov models.PLoS computational biology · 2026Article
- Behavioral and circuit principles of temperature gradient navigation.Current biology : CB · 2025Article
- High throughput machine learning pipeline to characterize larval zebrafish motor behavior.PloS one · 2025Article
- Uncovering multiscale structure in the variability of larval zebrafish navigation.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Article
- Taking a shortcut: what mechanisms do fish use?Communications biology · 2024Article
- The preoptic area and dorsal habenula jointly support homeostatic navigation in larval zebrafish.Current biology : CB · 2024Article
- Article
- Optokinetic set-point adaptation functions as an internal dynamic calibration mechanism for oculomotor disequilibrium.iScience · 2022Article
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Authors and funding
6 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundVariability is a hallmark of animal behavior. It contributes to survival by endowing individuals and populations with the capacity to adapt to ever-changing environmental conditions. Intra-individual variability is thought to reflect both endogenous and exogenous modulations of the neural dynamics of the central nervous system. However, how variability is internally regulated and modulated by external cues remains elusive. Here, we address this question by analyzing the statistics of spontaneous exploration of freely swimming zebrafish larvae and by probing how these locomotor patterns are impacted when changing the water temperatures within an ethologically relevant range.
resultsWe show that, for this simple animal model, five short-term kinematic parameters - interbout interval, turn amplitude, travelled distance, turn probability, and orientational flipping rate - together control the long-term exploratory dynamics. We establish that the bath temperature consistently impacts the means of these parameters, but leave their pairwise covariance unchanged. These results indicate that the temperature merely controls the sampling statistics within a well-defined kinematic space delineated by this robust statistical structure. At a given temperature, individual animals explore the behavioral space over a timescale of tens of minutes, suggestive of a slow internal state modulation that could be externally biased through the bath temperature. By combining these various observations into a minimal stochastic model of navigation, we show that this thermal modulation of locomotor kinematics results in a thermophobic behavior, complementing direct gradient-sensing mechanisms.
conclusionsThis study establishes the existence of a well-defined locomotor space accessible to zebrafish larvae during spontaneous exploration, and quantifies self-generated modulation of locomotor patterns. Intra-individual variability reflects a slow diffusive-like probing of this space by the animal. The bath temperature in turn restricts the sampling statistics to sub-regions, endowing the animal with basic thermophobicity. This study suggests that in zebrafish, as well as in other ectothermic animals, ambient temperature could be used to efficiently manipulate internal states in a simple and ethological way.
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