ArticleScientific reports2021
Morphodynamics facilitate cancer cells to navigate 3D extracellular matrix.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 35 citations in OpenAlex.
- MDA-MB-231 cell morphology influences chemotactic sensing of CXCL12 gradients in type 1 bovine collagen matrix.PloS one · 2026Article
- Dissecting Morphological and Functional Dynamics of Non-Tumorigenic and Triple-Negative Breast Cancer Cell Lines Using PCA and t-SNE Analysis.Cancer reports (Hoboken, N.J.) · 2025Article
- Intravasation-On-µDevice (INVADE): Engineering Dynamic Vascular Interfaces to Study Cancer Cell Intravasation.Advanced materials (Deerfield Beach, Fla.) · 2025Article
- Representation of high-dimensional cell morphology and morphodynamics in 2D latent space.Physical biology · 2025Article
- Systematic data analysis pipeline for quantitative morphological cell phenotyping.Computational and structural biotechnology journal · 2024Review
- Coupled Dynamics in Phenotype and Tissue Spaces Shape the Three-Dimensional Cancer Invasion.PRX life · 2024Article
- Ovarian cancer cells exhibit diverse migration strategies on stiff collagenous substrata.Biophysical journal · 2024Article
- Morphological entropy encodes cellular migration strategies on multiple length scales.NPJ systems biology and applications · 2024Article
- Imaging actin organisation and dynamics in 3D.Journal of cell science · 2024Article
- ProNGF promotes brain metastasis through TrkA/EphA2 induced Src activation in triple negative breast cancer cells.Experimental hematology & oncology · 2023Article
- Facilitating cell segmentation with the projection-enhancement network.Physical biology · 2023Article
- Article
- Interaction of phenotypic sublines isolated from triple-negative breast cancer cell line MDA-MB-231 modulates their sensitivity to paclitaxel and doxorubicin in 2D and 3D assays.American journal of cancer research · 2023Article
- Montelukast Inhibits Lung Cancer Cell Migration by Suppressing Cysteinyl Leukotriene Receptor 1 ExpressionCurrent pharmaceutical biotechnology · 2023Article
- Micromechanical remodeling of the extracellular matrix by invading tumors: anisotropy and heterogeneity.Soft matter · 2022Article
- Mesoscience in cell biology and cancer research.Cancer innovation · 2022Review
- Unravelling cell migration: defining movement from the cell surface.Cell adhesion & migration · 2022Review
- A microfluidic-based analysis of 3D macrophage migration after stimulation by Mycobacterium, Salmonella and Escherichia.BMC microbiology · 2022Article
- Efficient deformation mechanisms enable invasive cancer cells to migrate faster in 3D collagen networks.Scientific reports · 2022Article
- Prolonged Cadmium Exposure Alters Migration Dynamics and Increases Heterogeneity of Human Uterine Fibroid Cells-Insights from Time Lapse Analysis.Biomedicines · 2022Article
Corrections and comments
- Erratum issued
Authors and funding
6 authors at 1 institution in 1 country.
Funding
Abstract
Cell shape is linked to cell function. The significance of cell morphodynamics, namely the temporal fluctuation of cell shape, is much less understood. Here we study the morphodynamics of MDA-MB-231 cells in type I collagen extracellular matrix (ECM). We systematically vary ECM physical properties by tuning collagen concentrations, alignment, and gelation temperatures. We find that morphodynamics of 3D migrating cells are externally controlled by ECM mechanics and internally modulated by Rho/ROCK-signaling. We employ machine learning to classify cell shape into four different morphological phenotypes, each corresponding to a distinct migration mode. As a result, we map cell morphodynamics at mesoscale into the temporal evolution of morphological phenotypes. We characterize the mesoscale dynamics including occurrence probability, dwell time and transition matrix at varying ECM conditions, which demonstrate the complex phenotype landscape and optimal pathways for phenotype transitions. In light of the mesoscale dynamics, we show that 3D cancer cell motility is a hidden Markov process whereby the step size distributions of cell migration are coupled with simultaneous cell morphodynamics. Morphological phenotype transitions also facilitate cancer cells to navigate non-uniform ECM such as traversing the interface between matrices of two distinct microstructures. In conclusion, we demonstrate that 3D migrating cancer cells exhibit rich morphodynamics that is controlled by ECM mechanics, Rho/ROCK-signaling, and regulate cell motility. Our results pave the way to the functional understanding and mechanical programming of cell morphodynamics as a route to predict and control 3D cell motility.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.