# Bidirectionally validated in silico and in vitro formation of specific depth zone-derived chondrocyte spheroids and clusters

**Authors:** Eiichiro Takada, Hayato L. Mizuno, Yoshiki Takeoka, Shuichi Mizuno

PMC · DOI: 10.3389/fbioe.2024.1440434 · Frontiers in Bioengineering and Biotechnology · 2024-09-06

## TL;DR

Researchers combined computer simulations and lab experiments to understand how cartilage cells form clusters, which could help develop better disease models and therapies.

## Contribution

A bidirectional validation of in silico and in vitro formation of depth zone-specific chondrocyte clusters using a computational model.

## Key findings

- Primary chondrocytes from distinct cartilage zones form zone-specific spherical clusters in vitro.
- Computational simulations using the Cellular Potts Model accurately mirrored in vitro cluster formation.
- The in silico model can predict and support the development of 3D multicellular models for therapeutic applications.

## Abstract

3D multicellular self-organized cluster models, e.g., organoids are promising tools for developing new therapeutic modalities including gene and cell therapies, pharmacological mechanistic and screening assays. Various applications of these models have been used extensively for decades, however, the mechanisms of cluster formation, maintenance, and degradation of these models are not even known over in-vitro-life-time. To explore such advantageous models mimicking native tissues or organs, it is necessary to understand aforementioned mechanisms. Herein, we intend to clarify the mechanisms of the formation of cell clusters. We previously demonstrated that primary chondrocytes isolated from distinct longitudinal depth zones in articular cartilage formed zone-specific spherical multicellular clusters in vitro. To elucidate the mechanisms of such cluster formation, we simulated it using the computational Cellular Potts Model with parameters were translated from gene expression levels and histological characteristics corresponding to interactions between cell and extracellular matrix. This simulation in silico was validated morphologically with cluster formation in vitro and vice versa. Since zone specific chondrocyte cluster models in silico showed similarity with corresponding in vitro model, the in silico has a potential to be used for prediction of the 3D multicellular in vitro models used for development, disease, and therapeutic models.

## Full-text entities

- **Genes:** PCNA (proliferating cell nuclear antigen) [NCBI Gene 515499], IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, Csgalnact1 (chondroitin sulfate N-acetylgalactosaminyltransferase 1) [NCBI Gene 234356] {aka 4732435N03Rik, CSGalNAcT-1}, Pcna (proliferating cell nuclear antigen) [NCBI Gene 18538], Has2 (hyaluronan synthase 2) [NCBI Gene 15117], MMP13 (matrix metallopeptidase 13) [NCBI Gene 4322] {aka CLG3, MANDP1, MDST, MMP-13}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 281181] {aka GAPD}, Mmp13 (matrix metallopeptidase 13) [NCBI Gene 17386] {aka Clg, MMP-13, Mmp1}, Cdh2 (cadherin 2) [NCBI Gene 12558] {aka CDHN, N-CAD, Ncad}, Col1a1 (collagen, type I, alpha 1) [NCBI Gene 12842] {aka Col1a-1, Cola-1, Cola1, Mov-13, Mov13}, CSGALNACT1 (chondroitin sulfate N-acetylgalactosaminyltransferase 1) [NCBI Gene 528057] {aka CHGN}, ACAN (aggrecan) [NCBI Gene 280985] {aka AGC1}, HAS2 (hyaluronan synthase 2) [NCBI Gene 281220], Itgav (integrin alpha V) [NCBI Gene 16410] {aka 1110004F14Rik, 2610028E01Rik, CD51, D430040G12Rik}, Col2a1 (collagen, type II, alpha 1) [NCBI Gene 12824] {aka Col2, Col2a, Col2a-1, Del1, Dmm, Lpk}, glyceraldehyde 3-phosphate dehydrogenase [NCBI Gene 786101], Acan (aggrecan) [NCBI Gene 11595] {aka Agc, Agc1, CSPCP, Cspg1, b2b183Clo, cmd}, MMP13 (matrix metallopeptidase 13) [NCBI Gene 281914]
- **Diseases:** tumor (MESH:D009369), Spheroid (MESH:C000598645), CPM (MESH:D014399), osteoarthritis (MESH:D010003), glioblastoma (MESH:D005909), inflammatory (MESH:D007249)
- **Chemicals:** Alexa Fluor 594 (-), GAG (MESH:D006025), N-acetylneuraminic acid (MESH:D019158), S (MESH:D013455), ethidium homodimer (MESH:C018533), guanidine isothiocyanate (MESH:C054435), CS (MESH:D002586), N-acetylglucosamine (MESH:D000117), formic acid (MESH:C030544), sugars (MESH:D000073893), DAPI (MESH:C007293), N-acetylgalactosamine (MESH:D000116), DMMB (MESH:C435946), calcein AM (MESH:C085925), CO2 (MESH:D002245), hyaluronan (MESH:D006820), Hoechst 33258 (MESH:D006690), water (MESH:D014867), NaCl (MESH:D012965), penicillin (MESH:D010406), paraformaldehyde (MESH:C003043), chondroitin sulfate (MESH:D002809), ethylenediaminetetraacetic acid (MESH:D004492), streptomycin (MESH:D013307), ethanol (MESH:D000431), F12 (MESH:C007782), glucuronic acid (MESH:D020723), Fluorescein (MESH:D019793), D-PBS (MESH:C012939), S-GAG (MESH:C013786)
- **Species:** Homo sapiens (human, species) [taxon 9606], Bos taurus (bovine, species) [taxon 9913]
- **Cell lines:** SZ — Homo sapiens (Human), Schizophrenia, Induced pluripotent stem cell (CVCL_A9XM)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11413588/full.md

## References

30 references — full list in the complete paper: https://tomesphere.com/paper/PMC11413588/full.md

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Source: https://tomesphere.com/paper/PMC11413588