Disentangling collective motion and local rearrangements in 2D and 3D cell assemblies
- 8 December 2020
- journal article
- research article
- Published by Royal Society of Chemistry (RSC) in Soft Matter
- Vol. 17 (13) , 3550-3559
Abstract
The accurate quantification of cellular motility and of the structural changes occurring in multicellular aggregates is critical in describing and understanding key biological processes, such as wound repair, embryogenesis and cancer invasion. Current methods based on cell tracking or velocimetry either suffer from limited spatial resolution or are challenging and time-consuming, especially for three-dimensional (3D) cell assemblies. Here we propose a conceptually simple, robust and tracking-free approach for the quantification of the dynamical activity of cells via a two-step procedure. We first characterise the global features of the collective cell migration by registering the temporal stack of the acquired images. As a second step, a map of the local cell motility is obtained by performing a mean squared amplitude analysis of the intensity fluctuations occurring when two registered image frames acquired at different times are subtracted. We successfully apply our approach to cell monolayers undergoing a jamming transition, as well as to monolayers and 3D aggregates that exhibit a cooperative unjamming-via-flocking transition. Our approach is capable of disentangling very efficiently and of assessing accurately the global and local contributions to cell motility.Keywords
Funding Information
- Associazione Italiana per la Ricerca sul Cancro (5XMille#22759, IG#18621, MFAG#22083)
This publication has 39 references indexed in Scilit:
- Emerging modes of collective cell migration induced by geometrical constraintsProceedings of the National Academy of Sciences, 2012
- Collective cell guidance by cooperative intercellular forcesNature Materials, 2011
- Glass-like dynamics of collective cell migrationProceedings of the National Academy of Sciences, 2011
- Velocity Fields in a Collectively Migrating EpitheliumBiophysical Journal, 2010
- Scattering information obtained by optical microscopy: Differential dynamic microscopy and beyondPhysical Review E, 2009
- Differential Dynamic Microscopy: Probing Wave Vector Dependent Dynamics with a MicroscopePhysical Review Letters, 2008
- Collective Epithelial Migration and Cell Rearrangements Drive Mammary Branching MorphogenesisDevelopmental Cell, 2008
- Direct Experimental Evidence of a Growing Length Scale Accompanying the Glass TransitionScience, 2005
- Spatially heterogeneous dynamics investigated via a time-dependent four-point density correlation functionThe Journal of Chemical Physics, 2003
- A PIV Algorithm for Estimating Time-Averaged Velocity FieldsJournal of Fluids Engineering, 2000