Evidence map›Paper›PMID 31866367›Full record

ArticleCurrent biology : CB2020

Probabilistic Models of Larval Zebrafish Behavior Reveal Structure on Many Scales.

Robert Evan Johnson, Scott Linderman, Thomas Panier, Caroline Lei Wee, Erin Song, Kristian Joseph Herrera, Andrew Miller, Florian Engert

Abstract read
In one paragraph

Article in Current biology : CB, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
77citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

77 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
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  6. Whole-body 3D kinematics of freely behavingbioRxiv : the preprint server for biology · 2026
    Article
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  12. Neural Bases of Collective Social Behavior and Group Interactions across Species.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026
    Review
  13. Larval zebrafish minimize energy consumption during hunting via adaptive movement selection.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  14. Article
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  19. Life-long behavioral screen reveals an architecture of vertebrate aging.bioRxiv : the preprint server for biology · 2025
    Article
  20. Review

17 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Robert Evan JohnsonDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA; Graduate Program in Neuroscience, Harvard University, 220 Longwood Avenue, Boston, MA 02115, USA. Electronic address: robertevanjohnson@gmail.com.
Scott LindermanDepartment of Statistics, Stanford University, 390 Serra Mall, Stanford, CA 94305, USA; Wu Tsai Neurosciences Institute, Stanford University, 318 Campus Drive, Stanford, CA 94305, USA.
Thomas PanierDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA; Sorbonne Université, CNRS, Institut de Biologie Paris-Seine, Laboratoire Jean Perrin, 4 Place Jussieu, 75005 Paris, France.
Caroline Lei WeeDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA; Graduate Program in Neuroscience, Harvard University, 220 Longwood Avenue, Boston, MA 02115, USA; Institute of Molecular and Cell Biology, A(∗)STAR, 61 Biopolis Drive, 138673 Singapore, Singapore.
Erin SongDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA.
Kristian Joseph HerreraDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA.
Andrew MillerData Science Institute, Columbia University, 550 W 120th Street, New York City, NY 10027, USA.
Florian EngertDepartment of Molecular and Cellular Biology, Harvard University, 16 Divinity Avenue, Cambridge, MA 02138, USA.

Funding

Zooming into the fish's brain-What is really going on! Connectomics analysis of larval zebrafish.U19NS104653 · NINDS · HARVARD UNIVERSITY · PI Jeff W Lichtman · 2017 to 2026
$39.4M
Transgenic zebrafish for neurobiologyR24NS086601 · NINDS · HARVARD UNIVERSITY · PI ENGERT, FLORIAN · 2014 to 2017
$1.2M
High-Resolution, Parallelized Imaging of Freely Swimming Zebrafish with a Gigapixel MicroscopeR43OD024879 · OD · RAMONA OPTICS, INC. · PI HARFOUCHE, MARK, HORSTMEYER, ROARKE · 2017 to 2017
$225k
NIH HHS R43 OD024879NINDS NIH HHS R24 NS086601NINDS NIH HHS U19 NS104653
6 · The paper itself

Abstract

Nervous systems have evolved to combine environmental information with internal state to select and generate adaptive behavioral sequences. To better understand these computations and their implementation in neural circuits, natural behavior must be carefully measured and quantified. Here, we collect high spatial resolution video of single zebrafish larvae swimming in a naturalistic environment and develop models of their action selection across exploration and hunting. Zebrafish larvae swim in punctuated bouts separated by longer periods of rest called interbout intervals. We take advantage of this structure by categorizing bouts into discrete types and representing their behavior as labeled sequences of bout types emitted over time. We then construct probabilistic models-specifically, marked renewal processes-to evaluate how bout types and interbout intervals are selected by the fish as a function of its internal hunger state, behavioral history, and the locations and properties of nearby prey. Finally, we evaluate the models by their predictive likelihood and their ability to generate realistic trajectories of virtual fish swimming through simulated environments. Our simulations capture multiple timescales of structure in larval zebrafish behavior and expose many ways in which hunger state influences their action selection to promote food seeking during hunger and safety during satiety.

Indexed as

AnimalsHungerModels, BiologicalModels, StatisticalPredatory BehaviorSwimmingVisual PerceptionZebrafishbehavioral modelsbehavioral simulationsexplorationhungerhuntingnatural behaviorzebrafish

Identifiers

PMID31866367
PMCPMC6958995

What OpenQuestion holds

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LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.