ArticleAPL bioengineering2020
Cell shape, and not 2D migration, predicts extracellular matrix-driven 3D cell invasion in breast cancer.
Article in APL bioengineering, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
48 citing papers in PubMed, 68 citations in OpenAlex.
- Shape factor analysis as a quantitative framework for assessing spheroid and organoid morphology and invasiveness.APL bioengineering · 2026Article
- 3D Bioprinted Breast Cancer-Stroma Model with Tailored Migration-Permissive Bioink Reveals Impact of Adipose-Derived Stromal Cells on Cancer Cell Migration and Invasion Dynamics.Advanced healthcare materials · 2026Article
- IntravChip: a vascularized and perfused microfluidic model of the primary tumor microenvironment to collect intravasated tumor cells.Biofabrication · 2026Article
- Cyclic stretch inhibits cell invasion in 3D scaffolds.bioRxiv : the preprint server for biology · 2026Article
- Human brain pericytes protect the blood-brain barrier from triple-negative breast cancer cells while promoting tumor aggressiveness.Journal of cell communication and signaling · 2026Article
- Shape Factor Analysis as a Quantitative Framework for Assessing Spheroid and Organoid Morphology and Invasiveness.bioRxiv : the preprint server for biology · 2026Article
- IntravChip: a vascularized and perfused microfluidic model of the primary tumor microenvironment to collect intravasated tumor cells.bioRxiv : the preprint server for biology · 2026Article
- CircROR1 binds HNRNPL to regulate FOXO4 pre-mRNA splicing, promoting cutaneous melanoma metastasis and serving as a therapeutic target via RNAi-loaded PEG-LNPs.Molecular cancer · 2026Article
- Plasma Fibronectin Drives Macrophage Elongation via Integrin β3-Tie2 Axis in Blood Clots.Cancers · 2025Article
- Lipocalin-2 in Triple-Negative Breast Cancer: A Review of Its Pathophysiological Role in the Metastatic Cascade.International journal of molecular sciences · 2025Review
- 3D In Vitro Models of Breast Cancer: Current Challenges and Future Prospects Toward Recapitulating the Microenvironment and Mimicking Key Processes.Advanced biology · 2025Review
- Screening of electrospun PS/PCL scaffolds for three-dimensional triple negative breast cancer cell culture: impact of solvent, hydrophobicity, and setup orientation.Scientific reports · 2025Article
- Enhanced extracellular matrix remodeling due to embedded spheroid fluidization.New journal of physics · 2025Article
- Towards a more objective and high-throughput spheroid invasion assay quantification method.Scientific reports · 2024Article
- Towards a More Objective and High-throughput Spheroid Invasion Assay Quantification Method.bioRxiv : the preprint server for biology · 2024Article
- Prognostic and therapeutic implications of tumor-restrictive type III collagen in the breast cancer microenvironment.NPJ breast cancer · 2024Article
- Profiling Dynamic Patterns of Single-Cell Motility.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Mdm2 requires Sprouty4 to regulate focal adhesion formation and metastasis independent of p53.Nature communications · 2024Article
- Combined effects of matrix stiffness and obesity-associated signaling directs progressive phenotype in PANC-1 pancreatic cancer cellsbioRxiv : the preprint server for biology · 2024Article
- Cell morphology best predicts tumorigenicity and metastasis in vivo across multiple TNBC cell lines of different metastatic potential.Breast cancer research : BCR · 2024Article
Corrections and comments
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Authors and funding
12 authors at 1 institution in 1 country.
Funding
Abstract
Metastasis, the leading cause of death in cancer patients, requires the invasion of tumor cells through the stroma in response to migratory cues, in part provided by the extracellular matrix (ECM). Recent advances in proteomics have led to the identification of hundreds of ECM proteins, which are more abundant in tumors relative to healthy tissue. Our goal was to develop a pipeline to easily predict which ECM proteins are more likely to have an effect on cancer invasion and metastasis. We evaluated the effect of four ECM proteins upregulated in breast tumor tissue in multiple human breast cancer cell lines in three assays. There was no linear relationship between cell adhesion to ECM proteins and ECM-driven 2D cell migration speed, persistence, or 3D invasion. We then used classifiers and partial-least squares regression analysis to identify which metrics best predicted ECM-driven 2D migration and 3D invasion responses. We find that ECM-driven 2D cell migration speed or persistence did not predict 3D invasion in response to the same cue. However, cell adhesion, and in particular cell elongation and shape irregularity, accurately predicted the magnitude of ECM-driven 2D migration and 3D invasion. Our models successfully predicted the effect of novel ECM proteins in a cell-line specific manner. Overall, our studies identify the cell morphological features that determine 3D invasion responses to individual ECM proteins. This platform will help provide insight into the functional role of ECM proteins abundant in tumor tissue and help prioritize strategies for targeting tumor-ECM interactions to treat metastasis.
Identifiers
What OpenQuestion holds
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.