Modeling and simulations of multicellular aggregate self-assembly in biofabrication using kinetic Monte Carlo methods
Abstract
We employ a three-dimensional (3D) lattice model based on the kinetic Monte Carlo (KMC) method to study cell self-assembly and cellular aggregate fusion of multicellular aggregate systems. This model is developed to describe and predict time evolution of postprinting morphological structure formation during morphogenesis of tissues or organs in a novel biofabrication process known as bioprinting. In this new technology, live multicellular aggregates are used as the fundamental building blocks, known as the bio-ink, to make tissue or organ constructs via the layer-by-layer deposition technique in biocompatible hydrogels; the printed bio-constructs embedded in the hydrogels are then placed in bioreactors to undergo the fusion process to form the desired functional tissue or organ products. In this paper, we implement the lattice model in an efficient list-based KMC algorithm to simulate the making of a set of tissue/organ constructs in several designer's geometries (a ring, a sheet and a tube), which involves a large number of cells of a single type and various other extracellular matrix materials like agarose etc. We then study the process of cell sorting in fusion of cellular aggregates involving multiple cell types with diverse adhesivities and compatible extracellular hydrogels. The KMC simulations reported in this paper agree qualitatively with the available experimental results. In the meantime, they are also comparable to the results obtained from cellular particle dynam…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
According to the differential adhesion hypothesis, an aggregate configuration composed of two cell types depends on the balance of cell adhesivity between homogeneous and heterogeneous cell types and eventually reaches a state that minimizes system energy.
“The hypothesis states that an aggregate configuration composed of two cell types depends on the balance of cell adhesivity between homogeneous and heterogeneous cell types and eventually reaches to minimize the energy in the system.”
From Reprogramming of three-dimensional microenvironments for in vitro hair follicle induction (2022) · cites this paper as [48]
The spatial distribution of the two cell types may be explained by the differential adhesion hypothesis governed by interfacial energies.
“The mechanism that determines the spatial distribution of the two cell types may be explained by the differential adhesion hypothesis governed by interfacial energies (47, 48).”
From Reprogramming of three-dimensional microenvironments for in vitro hair follicle induction (2022) · cites this paper as [48]
The citation lists haven’t been fetched yet
References 37 · Cited by 48
- Authors
- Sun, Y., & Wang, Q.
- Affiliations
- University of South Carolina (US)
- Corresponding author
- Sun, Yi
- Wang, Qi
- Venue
- Soft Matter
- Publisher
- Royal Society of Chemistry (RSC)
- Published
- 2013
- Volume
- 9
- Issue
- 7
- Pages
- 2172
- ISSN
- 1744-683X (ISSN-L)
- 1744-6848
- OpenAlex
- W2064894444
- Cited by
- 48
- References
- 37
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 1 · 2023: 3 · 2022: 8 · 2021: 5 · 2020: 2 · 2019: 3 · 2018: 7 · 2017: 6 · 2016: 3 · 2015: 2 · 2014: 4 · 2013: 1
- FWCI
- 1.84
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Soft Matter (publishedVersion)
- Funders
- National Science Foundation
- Division of Civil, Mechanical and Manufacturing Innovation
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › 3D Printing in Biomedical Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular Mechanics and Interactions
- Physical Sciences › Materials Science › Biomaterials › Supramolecular Self-Assembly in Materials
- Keywords
- bioprinting, kinetic Monte Carlo, lattice model, cell sorting, morphogenesis, tissue engineering, hydrogels, agarose, extracellular matrix
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review