Small, fluctuation-driven models reproduce <i>Drosophila</i> locomotor patterns.

<p>(<b>A</b>) The capacity of discovered models without (left) or with (right) fluctuating inputs (n = 250 models for each condition with 50 models of each size) to reproduce the basal locomotor statistics of <i>Canton-S</i> flies. (<b>B</b>) Fluctuation-driven models from panel <b>A</b>, dashed box, separated as a function of network size (n = 50 models for each size). (<b>C</b>) A dendrogram illustrating the similarity of odor-evoked locomotor patterns across 98 DGRP strains. Hierarchical clustering distance was based on the Pearson’s correlation coefficient between odor-response time-series for each strain. The three strains chosen for further analysis are color-coded cyan (strain A—RAL57), orange (strain B—RAL790), and red (strain C—RAL707). (<b>D</b>) A graph representation of the best model overall in panel <b>B</b>. This model was chosen for all subsequent analysis. Recurrent and reciprocal connection strengths are color-coded. The tau value for each neuron is shown in grey-scale. (<b>E</b>) Odor impulse locomotor patterns for the model in panel <b>D</b> (purple) optimized to match the odor impulse locomotor patterns of DGRP strains A (RAL57), B (RAL790), and C (RAL707). Locomotor frequency time-series for each strain are color-coded cyan, orange, and red, respectively.