Oleksandr Chepizhkoa, Josep-Maria Armengol-Colladob, Stephanie Alexander, Esther Wagenae, Bettina Weigelin, Luca Giomi, Peter Friedl, Stefano Zapperi,Caterina A. M. La Porta
DOI: https://doi.org/10.1073/pnas.2414009121
Abstract: Cancer metastasis involves the collective migration of cancer cells in confined space, a problem that has been widely investigated in vitro. Here, we quantify the flow patterns of cancer cell as they invade tissue space and deform the surrounding extracellular matrix in vivo. Cell motion self-organizes into well-defined traffic lanes aligned along interstitial tracks and resembles the flow of a turbulent active fluid. Our study provides insights into the mechanisms underlying tumor invasion and sheds light on physical factors contributing to metastatic spread.
Collective migration of cancer cells is often interpreted using concepts derived from the physics of active matter, but the experimental evidence is mostly restricted to observations made in vitro. Here, we study collective invasion of metastatic cancer cells injected into the mouse deep dermis using intravital multiphoton microscopy combined with a skin window technique and three-dimensional quantitative image analysis. We observe a multicellular but low-cohesive migration mode characterized by rotational patterns which self-organize into antiparallel persistent tracks with orientational nematic order. We analyze the deformations induced by the cells in the extracellular matrix and find broadly distributed strain bands with a prevalence of compression. A model of active nematic hydrodynamics is able to describe several statistical features of the experimentally observed flow, suggesting that collective cancer cell invasion can be interpreted as a nematic active fluid in the turbulent regime. Our results help elucidate the migration patterns of cancer cells in vivo and provide quantitative guidance for the development of realistic in vitro and in silico models for collective cell migration.
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Created: 15th May 2025 at 18:33
Last updated: 15th May 2025 at 18:34

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Projects: Hi-IMPAcTB, MIT SRP, MetNet, Endometriosis, Cancer Systems Biology Consortium (CSBC), Shoulders Lab
Institutions: Massachusetts Institute of Technology
Projects: MIT SRP, Hi-IMPAcTB, MetNet, Endometriosis, Cancer Systems Biology Consortium (CSBC), Shoulders Lab
Web page: https://nextseek.mit.edu/
Understanding the spectrum of complex metastatic processes is important to the development of a comprehensive and cohesive understanding of cancer metastasis. The Metastasis Research Network (MetNet) supports collaborative, multidisciplinary projects that focus on several themes of the metastatic process and use integrative systems-level approaches.
MetNet is advancing the understanding of metastasis as a non-linear, dynamic, and emergent process, as well as revealing mechanistic insights of early ...
Programme: NExtSEEK
Public web page: Not specified
Organisms: Not specified
Submitter: Charles Demurjian
Studies: Chromatin conformation, gene transcription, and nucleosome remodeling as..., Confined cell migration along extracellular matrix space in vivo, Impact of fibrinogen, fibrin thrombi and thrombin on cancer cell extrava..., Patient-specific vascularized tumor model: Blocking monocyte recruitment..., Personalized Vascularized Models of Breast Cancer Desmoplasia Reveal Bio..., Polyploidy of MDA-MB-231 cells drives increased extravasation with enhan..., Utilizing convolutional neural networks for discriminating cancer and st...
Assays: All Metadata, All Metadata, All Metadata, All Metadata, Cancer Cell Extravasation Analysis - Data Linked, Cancer Cell Extravasation Analysis - Data Linked, Cell Culture - Metadata, Cell Culture - Metadata, Cell Culture Imaging - Data Linked, Cell Culture Imaging Analysis - Data Linked, Cell Culture and Tumor Spheroid Creation - Metadata, Cell Culture and Tumor Spheroid Creation - Metadata, Cell Imaging - Data Linked, Chromatin Sequencing Analysis - Data Linked, Clot Modeling Analysis - Data Linked, Convolutional Neural Network - Data Linked, Device Creation - Metadata, Device Creation - Metadata, Device Imaging - Data Linked, Device Imaging - Data Linked, Device Imaging - Data Linked, Device Imaging - Metadata, Flow Cytometry - Data Linked, Flow Cytometry - Data Linked, Flow Cytometry Analysis - Data Linked, Flow Cytometry Analysis - Data Linked, Fluorescence-Activated Cell Sorting - Data Linked, Gene Expression Analysis - Data Linked, Imaging Analysis - Data Attached, Imaging Analysis - Data Linked, Imaging Analysis - Data Linked, Intravital Microscopy, Library Creation - Metadata, Library Prep - Metadata, Microfluidic Device Creation - Metadata, Microfluidic Device Creation - Metadata, Microfluidic Device Imaging - Data Linked, Microvascular Network Formation - Metadata, Migration Assay Analysis - Data Linked, Modeling - Data Linked, Permeability Analysis - Data Linked, RNA Extraction - Metadata, Real-time RT-PCR - Data Linked, Short Read Sequencing - Data Linked, Short Read Sequencing - Data Linked, Tumoroid Formation - Metadata
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Submitter: Charles Demurjian
Assay type: Experimental Assay Type
Technology type: Technology Type
Investigation: MetNet
Organisms: No organisms
SOPs: P.FRI-250515-V1_IntravitalMircoscopyofTumorCell...
Data files: samples-publish_PF-IVM_D.IMG.xlsx, samples-publish_PF-IVM_MUS.xlsx
Snapshots: No snapshots
Submitter: Charles Demurjian
Assay type: Experimental Assay Type
Technology type: Technology Type
Investigation: MetNet
Organisms: No organisms
SOPs: P.FRI-250515-V1_3DOpticalFlowAlgorithm.docx, P.FRI-250515-V1_IntravitalMircoscopyofTumorCell...
Data files: samples-publish_PF-IVM_A.IMG.xlsx, samples-publish_PF-IVM_D.IMG.xlsx
Snapshots: No snapshots
Submitter: Charles Demurjian
Assay type: Experimental Assay Type
Technology type: Technology Type
Investigation: MetNet
Organisms: No organisms
SOPs: No SOPs
Data files: All Metadata PF-IVM_v1.xlsx
Snapshots: No snapshots
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: All Metadata
Batch sample publishing
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: Imaging Analysis - Data Linked
Batch sample publishing
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: Imaging Analysis - Data Linked, Intravital Microscopy
Batch sample publishing
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: Intravital Microscopy
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: Imaging Analysis - Data Linked
Creator: Charles Demurjian
Submitter: Charles Demurjian
Investigations: MetNet
Studies: Confined cell migration along extracellular mat...
Assays: Imaging Analysis - Data Linked, Intravital Microscopy