Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2023 Jun 23:17:1143391.
doi: 10.3389/fnbeh.2023.1143391. eCollection 2023.

Larval zebrafish as a model for studying individual variability in translational neuroscience research

Affiliations
Review

Larval zebrafish as a model for studying individual variability in translational neuroscience research

Elina A K Jacobs et al. Front Behav Neurosci. .

Abstract

The larval zebrafish is a popular model for translational research into neurological and psychiatric disorders due to its conserved vertebrate brain structures, ease of genetic and experimental manipulation and small size and scalability to large numbers. The possibility of obtaining in vivo whole-brain cellular resolution neural data is contributing important advances into our understanding of neural circuit function and their relation to behavior. Here we argue that the larval zebrafish is ideally poised to push our understanding of how neural circuit function relates to behavior to the next level by including considerations of individual differences. Understanding variability across individuals is particularly relevant for tackling the variable presentations that neuropsychiatric conditions frequently show, and it is equally elemental if we are to achieve personalized medicine in the future. We provide a blueprint for investigating variability by covering examples from humans and other model organisms as well as existing examples from larval zebrafish. We highlight recent studies where variability may be hiding in plain sight and suggest how future studies can take advantage of existing paradigms for further exploring individual variability. We conclude with an outlook on how the field can harness the unique strengths of the zebrafish model to advance this important impending translational question.

Keywords: in vivo imaging; individual variability; neural circuit; translational neuroscience; zebrafish.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

FIGURE 1
FIGURE 1
(A) Top: illustration of two “ideal” normal distributions with the same mean (0) and different variances (blue = 0.5, orange = 1.5). Bottom: two examples of different sample sizes drawn from the distributions illustrated at the top. A small (n = 15) sample size may fail to reveal the differences in variances and even erroneously indicate differences in the mean, when in actuality both samples are drawn from distributions with the same mean but different variances. A larger sample size (n = 100) more accurately represents both the mean and variance of the population the samples were drawn from. (B) Top: illustration of a normal distribution (blue) and a distribution that results from a combination of two distributions with different means (orange). When only a small portion of the sample (here 10%) comes from a distribution with a different mean, this is difficult to detect in the average. Bottom: a small sample size may not reveal any samples that deviate from the majority, while a larger sample size can make outliers more obvious and detectable. 10% of a sample can appear like a small component that may get discarded as outliers, but it is estimated that 5–10% of the human population is left-handed (Knecht et al., 2000). This percentage is high enough that most people know at least one left-handed person, and discarding these outliers would be akin to neglecting the existence of left- handed individuals.

Similar articles

Cited by

References

    1. Adams L. G., Gordon M. S., Buth D. G., Hutchings E. M. (2020). A comparison of isogenic homozygous clone and wildtype zebrafish (Danio rerio): survival and developmental responses to low pH conditions. Zebrafish 17. 10.1089/zeb.2019.1780 - DOI - PubMed
    1. Alfred K. L., Hillis M. E., Kraemer D. J. M. (2021). Individual differences in the neural localization of relational networks of semantic concepts. J. Cogn. Neurosci. 33 390–401. 10.1162/jocn_a_01657 - DOI - PubMed
    1. Andalman A. S., Burns V. M., Lovett-Barron M., Broxton M., Poole B., Yang S. J., et al. (2019). Neuronal dynamics regulating brain and behavioral state transitions. Cell 177:e20. 10.1016/j.cell.2019.02.037 - DOI - PMC - PubMed
    1. Ayroles J. F., Buchanan S. M., O’leary C., Skutt-Kakaria K., Grenier J. K., Clark A. G., et al. (2015). Behavioral idiosyncrasy reveals genetic control of phenotypic variability. Proc. Natl. Acad. Sci. U.S.A. 112 6706–6711. 10.1073/pnas.1503830112 - DOI - PMC - PubMed
    1. Bahl A., Engert F. (2020). Neural circuits for evidence accumulation and decision making in larval zebrafish. Nat. Neurosci. 23 94–102. 10.1038/s41593-019-0534-9 - DOI - PMC - PubMed

LinkOut - more resources