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Detection of cellular micromotion by advanced signal processing

Cellular micromotion—a tiny movement of cell membranes on the nm-µm scale—has been proposed as a pathway for inter-cellular signal transduction and as a label-free proxy signal to neural activity. Here we harness several recent approaches of signal processing to detect such micromotion in video reco...

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Detalles Bibliográficos
Autores principales: Rinner, Stephan, Trentino, Alberto, Url, Heike, Burger, Florian, von Lautz, Julian, Wolfrum, Bernhard, Reinhard, Friedemann
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7675976/
https://www.ncbi.nlm.nih.gov/pubmed/33208817
http://dx.doi.org/10.1038/s41598-020-77015-z
Descripción
Sumario:Cellular micromotion—a tiny movement of cell membranes on the nm-µm scale—has been proposed as a pathway for inter-cellular signal transduction and as a label-free proxy signal to neural activity. Here we harness several recent approaches of signal processing to detect such micromotion in video recordings of unlabeled cells. Our survey includes spectral filtering of the video signal, matched filtering, as well as 1D and 3D convolutional neural networks acting on pixel-wise time-domain data and a whole recording respectively.