ArticlePLoS computational biology2012
MOSAIC: a multiscale model of osteogenesis and sprouting angiogenesis with lateral inhibition of endothelial cells.
Article in PLoS computational biology, 2012. 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 35 papers.
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Who cites it
35 citing papers in PubMed, 85 citations in OpenAlex.
- The Genetic and Biological Basis of Pseudoarthrosis in Fractures: Current Understanding and Future Directions.Diseases (Basel, Switzerland) · 2025Review
- Engineering next-generation oxygen-generating scaffolds to enhance bone regeneration.Trends in biotechnology · 2025Review
- External mechanical loading overrules cell-cell mechanical communication in sprouting angiogenesis during early bone regeneration.PLoS computational biology · 2023Article
- AnFrontiers in bioengineering and biotechnology · 2023Article
- On the role of mechanical signals on sprouting angiogenesis through computer modeling approaches.Biomechanics and modeling in mechanobiology · 2022Review
- The vascularization paradox of non-union formation.Angiogenesis · 2022Review
- Self-Oxygenation of Tissues Orchestrates Full-Thickness Vascularization of Living Implants.Advanced functional materials · 2021Article
- TowardsFrontiers in bioengineering and biotechnology · 2021Review
- Simulating flow induced migration in vascular remodelling.PLoS computational biology · 2020Article
- Article
- The endothelial tip-stalk cell selection and shuffling during angiogenesis.Journal of cell communication and signaling · 2019Review
- Computational Modeling to Quantify the Contributions of VEGFR1, VEGFR2, and Lateral Inhibition in Sprouting Angiogenesis.Frontiers in physiology · 2019Article
- Soluble VEGFR1 signaling guides vascular patterns into dense branching morphologies.Journal of theoretical biology · 2018Article
- Enhanced Delta-Notch Lateral Inhibition Model Incorporating Intracellular Notch Heterogeneity and Tension-Dependent Rate of Delta-Notch Binding that Reproduces Sprouting Angiogenesis Patterns.Scientific reports · 2018Article
- Three-dimensional computational model simulating the fracture healing process with both biphasic poroelastic finite element analysis and fuzzy logic control.Scientific reports · 2018Article
- Agent-based computational model of retinal angiogenesis simulates microvascular network morphology as a function of pericyte coverage.Microcirculation (New York, N.Y. : 1994) · 2017Article
- A review of computational models of bone fracture healing.Medical & biological engineering & computing · 2017Review
- Bone fracture healing in mechanobiological modeling: A review of principles and methods.Bone reports · 2017Review
- Microvessel Chaste: An Open Library for Spatial Modeling of Vascularized Tissues.Biophysical journal · 2017Article
- Multiscale modeling methods in biomechanics.Wiley interdisciplinary reviews. Systems biology and medicine · 2017Review
Corrections and comments
- Erratum issued
Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The healing of a fracture depends largely on the development of a new blood vessel network (angiogenesis) in the callus. During angiogenesis tip cells lead the developing sprout in response to extracellular signals, amongst which vascular endothelial growth factor (VEGF) is critical. In order to ensure a correct development of the vasculature, the balance between stalk and tip cell phenotypes must be tightly controlled, which is primarily achieved by the Dll4-Notch1 signaling pathway. This study presents a novel multiscale model of osteogenesis and sprouting angiogenesis, incorporating lateral inhibition of endothelial cells (further denoted MOSAIC model) through Dll4-Notch1 signaling, and applies it to fracture healing. The MOSAIC model correctly predicted the bone regeneration process and recapitulated many experimentally observed aspects of tip cell selection: the salt and pepper pattern seen for cell fates, an increased tip cell density due to the loss of Dll4 and an excessive number of tip cells in high VEGF environments. When VEGF concentration was even further increased, the MOSAIC model predicted the absence of a vascular network and fracture healing, thereby leading to a non-union, which is a direct consequence of the mutual inhibition of neighboring cells through Dll4-Notch1 signaling. This result was not retrieved for a more phenomenological model that only considers extracellular signals for tip cell migration, which illustrates the importance of implementing the actual signaling pathway rather than phenomenological rules. Finally, the MOSAIC model demonstrated the importance of a proper criterion for tip cell selection and the need for experimental data to further explore this. In conclusion, this study demonstrates that the MOSAIC model creates enhanced capabilities for investigating the influence of molecular mechanisms on angiogenesis and its relation to bone formation in a more mechanistic way and across different time and spatial scales.
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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.