ArticlePLoS computational biology2022
Fine-grained, nonlinear registration of live cell movies reveals spatiotemporal organization of diffuse molecular processes.
Article in PLoS computational biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Delineation of signaling microdomains from live-cell movies.Cell systems · 2026Article
- Robust statistical assessment of Oncogenotype to Organotropism translation in xenografted zebrafish.bioRxiv : the preprint server for biology · 2025Article
- Morphological control of merlin-Rac antagonism in proliferation-promoting signaling.Science signaling · 2025Article
- Spatiotemporal analysis of F-actin polymerization with micropillar arrays reveals synchronization between adhesion sites.Molecular biology of the cell · 2024Article
- Interpretable Fine-Grained Phenotypes of Subcellular Dynamics via Unsupervised Deep Learning.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- The actin binding protein profilin 1 localizes inside mitochondria and is critical for their function.EMBO reports · 2024Article
- Live-cell imaging in the deep learning era.Current opinion in cell biology · 2023Review
- The actin binding protein profilin 1 is critical for mitochondria function.bioRxiv : the preprint server for biology · 2023Article
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Authors and funding
4 authors.
Funding
Abstract
We present an application of nonlinear image registration to align in microscopy time lapse sequences for every frame the cell outline and interior with the outline and interior of the same cell in a reference frame. The registration relies on a subcellular fiducial marker, a cell motion mask, and a topological regularization that enforces diffeomorphism on the registration without significant loss of granularity. This allows spatiotemporal analysis of extremely noisy and diffuse molecular processes across the entire cell. We validate the registration method for different fiducial markers by measuring the intensity differences between predicted and original time lapse sequences of Actin cytoskeleton images and by uncovering zones of spatially organized GEF- and GTPase signaling dynamics visualized by FRET-based activity biosensors in MDA-MB-231 cells. We then demonstrate applications of the registration method in conjunction with stochastic time-series analysis. We describe distinct zones of locally coherent dynamics of the cytoplasmic protein Profilin in U2OS cells. Further analysis of the Profilin dynamics revealed strong relationships with Actin cytoskeleton reorganization during cell symmetry-breaking and polarization. This study thus provides a framework for extracting information to explore functional interactions between cell morphodynamics, protein distributions, and signaling in cells undergoing continuous shape changes. Matlab code implementing the proposed registration method is available at https://github.com/DanuserLab/Mask-Regularized-Diffeomorphic-Cell-Registration.
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