journal article·2023-10-01Open access

Physically-based simulation of elastic-plastic fusion of 3D bioprinted spheroids

Hassan Bahrami, Federico Sichetti, Enrico Puppo, Laura Vettori, Clara Liu Chung Ming, Stuart Perry, Carmine Gentile, Nico Pietroni

Biofabrication· Volume 15· Issue 4

Abstract

Abstract Spheroids are microtissues containing cells organized in a spherical shape whose diameter is usually less than a millimetre. Depending on the properties of the environment they are placed in, some nearby spheroids spontaneously fuse and generate a tissue. Given their potential to mimic features typical of body parts and their ability to assemble by fusing in permissive hydrogels, they have been used as building blocks to 3D bioprint human tissue parts. Parameters controlling the shape and size of a bioprinted tissue using fusing spheroid cultures include cell composition, hydrogel properties, and their relative initial position. Hence, simulating, anticipating, and then controlling the spheroid fusion process is essential to control the shape and size of the bioprinted tissue. This study presents the first physically-based framework to simulate the fusion process of bioprinted spheroids. The simulation is based on elastic-plastic solid and fluid continuum mechanics models. Both models use the ‘smoothed particle hydrodynamics’ method, which is based on discretizing the continuous medium into a finite number of particles and solving the differential equations related to the physical properties (e.g. Navier–Stokes equation) using a smoothing kernel function. To further investigate the effects of such parameters on spheroid shape and geometry, we performed sensitivity and morphological analysis to validate our simulations with in-vitro spheroids. Through our in-silico simulations by changing the aforementioned parameters, we show that the proposed models appropriately simulate the range of the elastic-plastic behaviours of in-vitro fusing spheroids to generate tissues of desired shapes and sizes. Altogether, this study presented a physically-based simulation that can provide a framework for monitoring and controlling the geometrical shape of spheroids, directly impacting future research using spheroids for tissue bioprinting.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: 3D Printing in Biomedical Research · Additive Manufacturing and 3D Printing Technologies · Cellular Mechanics and Interactions

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (62)

Show source-provided references
1. Measurement of Contractility and Calcium Release in Cardiac Spheroids
2. Large cardiac muscle patches engineered from human induced-pluripotent stem cell–derived cardiac cells improve recovery from myocardial infarction in swine10.1161/CIRCULATIONAHA.117.030785 ↗
3. Spheroids of cardiomyocytes derived from human-induced pluripotent stem cells improve recovery from myocardial injury in mice10.1152/ajpheart.00688.2017 ↗
4. Current technologies based on the knowledge of the stem cells microenvironments10.1007/978-3-319-69194-7_13) ↗
5. Reis · 2019
6. Cardiac spheroids as promising in vitro models to study the human heart microenvironment10.1038/s41598-017-06385-8 ↗
7. Current state and future of 3d bioprinted models for cardio-vascular research and drug development10.5599/admet.951 ↗
8. Towards organ printing: engineering an intra-organ branched vascular tree10.1517/14712590903563352 ↗
9. Filling the gaps between the in vivo in vitro microenvironment: engineering of spheroids for stem cell technology10.2174/1574888X10666151001114848 ↗
10. Organ printing: tissue spheroids as building blocks10.1016/j.biomaterials.2008.12.084 ↗
11. Fusion of uniluminal vascular spheroids: a model for assembly of blood vessels10.1002/dvdy.22161 ↗
12. Biofabrication of advanced in vitro 3d models to study ischaemic and doxorubicin-induced myocardial damage10.1088/1758-5090/ac47d8 ↗
13. Opportunities and challenges of translational 3d bioprinting10.1038/s41551-019-0471-7 ↗
14. Current challenges in three-dimensional bioprinting heart tissues for cardiac surgery10.1093/ejcts/ezaa093 ↗
15. 3d bioprinting for biomedical devices and tissue engineering: a review of recent trends and advances10.1016/j.bioactmat.2017.11.008 ↗
16. Biofabrication: reappraising the definition of an evolving field10.1088/1758-5090/8/1/013001 ↗
17. A definition of bioinks and their distinction from biomaterial inks10.1088/1758-5090/aaec52 ↗
18. Towards engineering heart tissues from bioprinted cardiac spheroids10.1088/1758-5090/ac14ca ↗
19. Printability, durability, contractility and vascular network formation in 3d bioprinted cardiac endothelial cells using alginate–gelatin hydrogels10.3389/fbioe.2021.636257 ↗
20. Campbell · 2018 · pp 51
21. Viscoelastic properties of living embryonic tissues: a quantitative study10.1016/S0006-3495(98)77932-9 ↗
22. Spatially arranged encapsulation of stem cell spheroids within hydrogels for the regulation of spheroid fusion and cell migration10.1016/j.actbio.2022.01.047 ↗
23. 3D printing of hydrogels: rational design strategies and emerging biomedical applications10.1016/j.mser.2020.100543 ↗
24. The differential adhesion hypothesis: a direct evaluation10.1016/j.ydbio.2004.11.012 ↗
25. The recent advances in the mathematical modelling of human pluripotent stem cells10.1007/s42452-020-2070-3 ↗
26. Physicell: an open source physics-based cell simulator for 3-d multicellular systems10.1371/journal.pcbi.1005991 ↗
27. Simulations of 3D bioprinting: predicting bioprintability of nanofibrillar inks10.1088/1758-5090/aac872 ↗
28. Open-source cad-cam simulator of the extrusion-based bioprinting process10.1016/j.bprint.2021.e00172 ↗
29. Simulations of extrusion 3d printing of chitosan hydrogels10.3390/app12157530 ↗
30. Point based animation of elastic, plastic and melting objects
31. Physically Based Modeling Particle System Dynamics
32. Physically Based deformable models in computer graphics
33. Physically based modeling: rigid body simulation
34. Physically-based simulation of objects represented by surface meshes
35. Lem-an approach for real time physically based soft tissue simulation
36. A survey of physically based simulation of cuts in deformable bodies
37. Real-time control of physically based simulations using gentle forces10.1145/1409060.1409116 ↗
38. A robust method to extract the rotational part of deformations
39. Physically based modeling and animation of fire
40. Realistic simulation of mixing fluids10.1007/s00371-010-0531-1 ↗
41. Implicit formulation for sph-based viscous fluids
42. Unified particle physics for real-time applications10.1145/2601097.2601152 ↗
43. An optimized source term formulation for incompressible sph10.1007/s00371-018-1488-8 ↗
44. Visual simulation of multiple fluids in computer graphics: A state-of-the-art report10.1007/s11390-018-1829-0 ↗
45. The lennard-jones potential: when (not) to use it10.1039/C9CP05445F ↗
46. Molecular dynamics simulations of droplet fusion reveals shear thinning10.1016/j.bpj.2021.11.415 ↗
47. Development of a fused-sphere saft-γ mie force field for poly (vinyl alcohol) and poly (ethylene)10.1063/1.5078742 ↗
48. The integrin adhesome: from genes and proteins to human disease10.1038/nrm3769 ↗
49. Integrin activation by talin, kindlin and mechanical forces10.1038/s41556-018-0234-9 ↗
50. Graphical modeling and animation of ductile fracture
51. Smoothed particle hydrodynamics (sph): an overview and recent developments10.1007/s11831-010-9040-7 ↗
52. Israelachvili · 2011
53. van der waals forces in density functional theory: a review of the vdw-df method10.1088/0034-4885/78/6/066501 ↗
54. Serway · 2018
55. Vdb: High-resolution sparse volumes with dynamic topology10.1145/2487228.2487235 ↗
56. Dual marching cubes
58. Quantifying the kinetics and morphological changes of the fusion of spheroid building blocks10.1088/1758-5090/8/4/045003 ↗
59. Fiji: an open-source platform for biological-image analysis10.1038/nmeth.2019 ↗
60. Fusion dynamics of hybrid cell–microparticle aggregates: a jelly pearl model10.1021/acs.langmuir.1c02949 ↗
61. Activity-induced fluidization and arrested coalescence in fusion of cellular aggregates10.3389/fphy.2021.649821 ↗
62. Organoid cultures in silico: Tools or toys?10.3390/bioengineering10010050 ↗