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A neural model of the optomotor system accounts for ordered responses to decreasing stimulus spatial frequencies
BMC Neuroscience volume 16, Article number: P159 (2015)
In insects the optomotor response produces a motor action to compensate for unintended body rotation. The response is generally modeled as a Reichardt-Hassenstein (HSD) or Barlow-Levick (BL) correlation detector, as anatomical and physiological studies in Drosophila melanogaster have demonstrated consistent neural pathways and responses in the insect brain . Recordings from the descending neurons carrying the optomotor response signal in honeybees indicate an ordering effect for different stimulus spatial frequencies, with a greater response with decreasing frequency  (see Figure 1A), which is not accounted for by HSD or BL correlation detectors.
We present a model in the SpineML format of the optomotor system, using Izhikevich point neurons tuned to match the respective physiological responses, which is shown in Figure 1B. To examine if the model reproduces the ordering effect found in the honeybee we performed simulated annealing on four conductance values in the model, as shown in Figure 1. The objective function is designed to maximize: correct ordering; a 10Hz maximum response; and contrast between responses to forward and reverse motion. A. The data was imported into a commercial software package (MATLAB 7.14, The MathWorks Inc., Natick, MA, 2012) for analysis and interpolated onto a 414 grid. A 3D slice of this 4D grid can be seen in Figure 1C. Spatial frequencies of 32.7, 18.9 and 9.5 Hz are used.
A stable region in which a high value of the objective function, and thus correct spatial frequency ordering, could be obtained was found. In the stable region the onset pathway activity is low, leading to offset activity dominating. A RHD using the model up to the Medulla does not show correct ordering.
Behnia R, Clark DA, Carter AG, Clandinin TR, Desplan C: Processing properties of ON and OFF pathways for Drosophila motion detection. Nature. 2014, 512: 427-430.
Ibbotson MR: Evidence for velocity-tuned motion-sensitive descending neurons in the honeybee. Proc. Biol Sci. 2001, 268 (1482): 2195-2201.
This work was supported by the Engineering and Physical Sciences Research Council [grant number EP/J019534/1]
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Cope, A., Sabo, C., Vasilaki, E. et al. A neural model of the optomotor system accounts for ordered responses to decreasing stimulus spatial frequencies. BMC Neurosci 16, P159 (2015). https://doi.org/10.1186/1471-2202-16-S1-P159
- Objective Function
- Simulated Annealing
- Spatial Frequency
- Stable Region
- Commercial Software