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Quantifying topography-guided actin dynamics across scales using optical flow

Rachel Lee, Leonard Campanello, Matt J. Hourwitz, Phillip Alvarez, Ava Omidvar, John T. Fourkas, Wolfgang Losert

2020Molecular Biology of the Cell41 citationsDOIOpen Access PDF

Abstract

The dynamic rearrangement of the actin cytoskeleton is an essential component of many mechanotransduction and cellular force generation pathways. Here we use periodic surface topographies with feature sizes comparable to those of in vivo collagen fibers to measure and compare actin dynamics for two representative cell types that have markedly different migratory modes and physiological purposes: slowly migrating epithelial MCF10A cells and polarizing, fast-migrating, neutrophil-like HL60 cells. Both cell types exhibit reproducible guidance of actin waves (esotaxis) on these topographies, enabling quantitative comparisons of actin dynamics. We adapt a computer-vision algorithm, optical flow, to measure the directions of actin waves at the submicron scale. Clustering the optical flow into regions that move in similar directions enables micron-scale measurements of actin-wave speed and direction. Although the speed and morphology of actin waves differ between MCF10A and HL60 cells, the underlying actin guidance by nanotopography is similar in both cell types at the micron and submicron scales.

Topics & Concepts

BiologyOptical flowRidgeActinFlow (mathematics)Nanoscopic scaleOptical imagingDynamics (music)BiophysicsLive cell imagingIntracellularBiological systemCell biologyNanotechnologyMaterials scienceCellOpticsMechanicsComputer sciencePhysicsImage (mathematics)AcousticsComputer visionPaleontologyGeneticsCellular Mechanics and InteractionsAdvanced Fluorescence Microscopy TechniquesCell Image Analysis Techniques
Quantifying topography-guided actin dynamics across scales using optical flow | Litcius