RRC ID 57152
著者 Park J, Kondo S, Tanimoto H, Kohsaka H, Nose A.
タイトル Data-driven analysis of motor activity implicates 5-HT2A neurons in backward locomotion of larval Drosophila.
ジャーナル Sci Rep
Abstract Rhythmic animal behaviors are regulated in part by neural circuits called the central pattern generators (CPGs). Classifying neural population activities correlated with body movements and identifying the associated component neurons are critical steps in understanding CPGs. Previous methods that classify neural dynamics obtained by dimension reduction algorithms often require manual optimization which could be laborious and preparation-specific. Here, we present a simpler and more flexible method that is based on the pre-trained convolutional neural network model VGG-16 and unsupervised learning, and successfully classifies the fictive motor patterns in Drosophila larvae under various imaging conditions. We also used voxel-wise correlation mapping to identify neurons associated with motor patterns. By applying these methods to neurons targeted by 5-HT2A-GAL4, which we generated by the CRISPR/Cas9-system, we identified two classes of interneurons, termed Seta and Leta, which are specifically active during backward but not forward fictive locomotion. Optogenetic activation of Seta and Leta neurons increased backward locomotion. Conversely, thermogenetic inhibition of 5-HT2A-GAL4 neurons or application of a 5-HT2 antagonist decreased backward locomotion induced by noxious light stimuli. This study establishes an accelerated pipeline for activity profiling and cell identification in larval Drosophila and implicates the serotonergic system in the modulation of backward locomotion.
巻・号 8(1)
ページ 10307
公開日 2018-7-9
DOI 10.1038/s41598-018-28680-8
PII 10.1038/s41598-018-28680-8
PMID 29985473
PMC PMC6037780
MeSH Animals CRISPR-Cas Systems / genetics Calcium / metabolism Drosophila / growth & development Drosophila / metabolism* Drosophila Proteins / genetics* Drosophila Proteins / metabolism Gene Editing Larva / metabolism Light Locomotion* / drug effects Locomotion* / radiation effects Motor Neurons / metabolism* Optogenetics / methods Receptor, Serotonin, 5-HT2A / genetics* Receptor, Serotonin, 5-HT2A / metabolism Serotonin 5-HT2 Receptor Antagonists Temperature Transcription Factors / genetics
IF 4.011
引用数 1
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