The development of active binocular vision under normal and alternate rearing conditions

  1. Lukas Klimmasch  Is a corresponding author
  2. Johann Schneider
  3. Alexander Lelais
  4. Maria Fronius
  5. Bertram Emil Shi
  6. Jochen Triesch  Is a corresponding author
  1. Frankfurt Institute for Advanced Studies (FIAS), Germany
  2. Goethe University, Germany
  3. Hong Kong University of Science and Technology, China

Abstract

The development of binocular vision is an active learning process comprising the development of disparity tuned neurons in visual cortex and the establishment of precise vergence control of the eyes. We present a computational model for the learning and self-calibration of active binocular vision based on the Active Efficient Coding framework, an extension of classic efficient coding ideas to active perception. Under normal rearing conditions with naturalistic input, the model develops disparity tuned neurons and precise vergence control, allowing it to correctly interpret random dot stereograms. Under altered rearing conditions modeled after neurophysiological experiments, the model qualitatively reproduces key experimental findings on changes in binocularity and disparity tuning. Furthermore, the model makes testable predictions regarding how altered rearing conditions impede the learning of precise vergence control. Finally, the model predicts a surprising new effect that impaired vergence control affects the statistics of orientation tuning in visual cortical neurons.

Data availability

All data generated or analysed during this study are included in the manuscript and supporting files. Source data files have been provided for all Figures displaying our own generated data.

The following previously published data sets were used

Article and author information

Author details

  1. Lukas Klimmasch

    Theoretical Neuroscience, Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
    For correspondence
    klimmasch@fias.uni-frankfurt.de
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-9923-3052
  2. Johann Schneider

    Theoretical Neuroscience, Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
    Competing interests
    The authors declare that no competing interests exist.
  3. Alexander Lelais

    Theoretical Neuroscience, Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
    Competing interests
    The authors declare that no competing interests exist.
  4. Maria Fronius

    Department of Ophthalmology, Child Vision Research Unit, Goethe University, Frankfurt am Main, Germany
    Competing interests
    The authors declare that no competing interests exist.
  5. Bertram Emil Shi

    Dept of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong, China
    Competing interests
    The authors declare that no competing interests exist.
  6. Jochen Triesch

    Theoretical Neuroscience, Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
    For correspondence
    triesch@fias.uni-frankfurt.de
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-8166-2441

Funding

German Federal Ministry of Education and Research (01GQ1414)

  • Lukas Klimmasch
  • Alexander Lelais

Gernan Federal Ministry of Education and Research (01EW1603A)

  • Lukas Klimmasch
  • Johann Schneider
  • Maria Fronius
  • Jochen Triesch

European Union's Horizon 2020 (713010)

  • Alexander Lelais

Hong Kong Research Grants Council (16244416)

  • Bertram Emil Shi

Quandt Foundation

  • Jochen Triesch

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Copyright

© 2021, Klimmasch et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 1,447
    views
  • 114
    downloads
  • 2
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Lukas Klimmasch
  2. Johann Schneider
  3. Alexander Lelais
  4. Maria Fronius
  5. Bertram Emil Shi
  6. Jochen Triesch
(2021)
The development of active binocular vision under normal and alternate rearing conditions
eLife 10:e56212.
https://doi.org/10.7554/eLife.56212

Share this article

https://doi.org/10.7554/eLife.56212

Further reading

    1. Cell Biology
    2. Developmental Biology
    Yi Sun, Zhe Chen ... Chengtian Zhao
    Short Report

    How cells regulate the size of their organelles remains a fundamental question in cell biology. Cilia, with their simple structure and surface localization, provide an ideal model for investigating organelle size control. However, most studies on cilia length regulation are primarily performed on several single-celled organisms. In contrast, the mechanism of length regulation in cilia across diverse cell types within multicellular organisms remains a mystery. Similar to humans, zebrafish contain diverse types of cilia with variable lengths. Taking advantage of the transparency of zebrafish embryos, we conducted a comprehensive investigation into intraflagellar transport (IFT), an essential process for ciliogenesis. By generating a transgenic line carrying Ift88-GFP transgene, we observed IFT in multiple types of cilia with varying lengths. Remarkably, cilia exhibited variable IFT speeds in different cell types, with longer cilia exhibiting faster IFT speeds. This increased IFT speed in longer cilia is likely not due to changes in common factors that regulate IFT, such as motor selection, BBSome proteins, or tubulin modification. Interestingly, longer cilia in the ear cristae tend to form larger IFT compared to shorter spinal cord cilia. Reducing the size of IFT particles by knocking down Ift88 slowed IFT speed and resulted in the formation of shorter cilia. Our study proposes an intriguing model of cilia length regulation via controlling IFT speed through the modulation of the size of the IFT complex. This discovery may provide further insights into our understanding of how organelle size is regulated in higher vertebrates.

    1. Developmental Biology
    2. Genetics and Genomics
    Subhradip Das, Sushmitha Hegde ... Girish S Ratnaparkhi
    Research Article

    Repurposing of pleiotropic factors during execution of diverse cellular processes has emerged as a regulatory paradigm. Embryonic development in metazoans is controlled by maternal factors deposited in the egg during oogenesis. Here, we explore maternal role(s) of Caspar (Casp), the Drosophila orthologue of human Fas-associated factor-1 (FAF1) originally implicated in host-defense as a negative regulator of NF-κB signaling. Maternal loss of either Casp or it’s protein partner, transitional endoplasmic reticulum 94 (TER94) leads to partial embryonic lethality correlated with aberrant centrosome behavior, cytoskeletal abnormalities, and defective gastrulation. Although ubiquitously distributed, both proteins are enriched in the primordial germ cells (PGCs), and in keeping with the centrosome problems, mutant embryos display a significant reduction in the PGC count. Moreover, the total number of pole buds is directly proportional to the level of Casp. Consistently, it’s ‘loss’ and ‘gain’ results in respective reduction and increase in the Oskar protein levels, the master determinant of PGC fate. To elucidate this regulatory loop, we analyzed several known components of mid-blastula transition and identify the translational repressor Smaug, a zygotic regulator of germ cell specification, as a potential critical target. We present a detailed structure-function analysis of Casp aimed at understanding its novel involvement during PGC development.