Modularity-based mathematical modeling of ligand inter-nanocluster connectivity for unraveling reversible stem cell regulation
Authors:
Open Access
- 23 December 2024
- journal article
- research article
- Published by Springer Nature in Nature Communications
- Vol. 15 (1) , 1-22
Abstract
The native extracellular matrix is continuously remodeled to form complex interconnected network structures that reversibly regulate stem cell behaviors. Both regulation and understanding of its intricate dynamicity can help to modulate numerous cell behaviors. However, neither of these has yet been achieved due to the lack of designing and modeling such complex structures with dynamic controllability. Here we report modularity-based mathematical modeling of extracellular matrix-emulating ligand inter-cluster connectivity using the graph theory. Increasing anisotropy of magnetic nano-blockers proportionately disconnects arginine-glycine-aspartic acid ligand-to-ligand interconnections and decreases the number of ligand inter-cluster edges. This phenomenon deactivates stem cells, which can be partly activated by linearizing the nano-blockers. Remote cyclic elevation of high-anisotropy nano-blockers flexibly generates nano-gaps under the nano-blockers and augments the number of ligand inter-cluster edges. Subsequently, integrin-presenting stem cell infiltration is stimulated, which reversibly intensifies focal adhesion and mechanotransduction-driven differentiation both in vitro and in vivo. Designing and systemically modeling extracellular matrix-mimetic geometries opens avenues for unraveling dynamic cell-material interactions for tissue regeneration.Keywords
This publication has 82 references indexed in Scilit:
- Mechanical Signal‐Tailored Hydrogel Microspheres Recruit and Train Stem Cells for Precise DifferentiationAdvanced Materials, 2023
- Photoswitchable Microgels for Dynamic Macrophage ModulationAdvanced Materials, 2022
- Activating Nanomedicines with Electromagnetic Energy for Deep‐Tissue Induction of Immunogenic Cell Death in Cancer ImmunotherapySmall Methods, 2022
- Submolecular Ligand Size and Spacing for Cell AdhesionAdvanced Materials, 2022
- Remote Control of Time‐Regulated Stretching of Ligand‐Presenting Nanocoils In Situ Regulates the Cyclic Adhesion and Differentiation of Stem CellsAdvanced Materials, 2021
- Extracellular Matrix Networks: From Connections to Functions2020
- Remote active control of nanoengineered materials for dynamic nanobiomedical engineeringView, 2020
- Independent Tuning of Nano‐Ligand Frequency and Sequences Regulates the Adhesion and Differentiation of Stem CellsAdvanced Materials, 2020
- High‐Aspect‐Ratio Nanostructured Surfaces as Biological MetamaterialsAdvanced Materials, 2020
- Mapping functional connectivity in patients with brain lesionsAnnals of Neurology, 2008