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Abstract
The nanoscale organization of the F-actin cytoskeleton in neurons comprises membrane-associated periodical rings, bundles, and longitudinal fibers. The F-actin rings have been observed predominantly in axons but only sporadically in dendrites, where fluorescence nanoscopy reveals various patterns of F-actin arranged in mixed patches. These complex dendritic F-actin patterns pose a challenge for investigating quantitatively their regulatory mechanisms. We developed here a weakly supervised deep learning segmentation approach of fluorescence nanoscopy images of F-actin in cultured hippocampal neurons. This approach enabled the quantitative assessment of F-actin remodeling, revealing the disappearance of the rings during neuronal activity in dendrites, but not in axons. The dendritic F-actin cytoskeleton of activated neurons remodeled into longitudinal fibers. We show that this activity-dependent remodeling involves and NMDA receptor-dependent mechanisms. This highly dynamic restructuring of dendritic F-actin based submembrane lattice into longitudinal fibers may serve to support activity-dependent membrane remodeling, protein trafficking and neuronal plasticity.
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1 CERVO Brain Research Center, Québec, Canada; Laval University, Department of Psychiatry and Neuroscience, Québec, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)
2 CERVO Brain Research Center, Québec, Canada (GRID:grid.23856.3a)
3 Laval University, Department of Electrical and Computer Engineering, Québec, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)
4 CERVO Brain Research Center, Québec, Canada (GRID:grid.23856.3a); Laval University, Department of Biochemistry, Microbiology, and Bioinformatics, Québec, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)