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

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 <i>in vitro</i>. 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 <i>in silico</i> was validated morphologically with cluster formation <i>in vitro</i> and <i>vice versa</i>. Since zone specific chondrocyte cluster models <i>in silico</i> showed similarity with corresponding <i>in vitro</i> model, the <i>in silico</i> has a potential to be used for prediction of the 3D multicellular <i>in vitro</i> models used for development, disease, and therapeutic models.

Authors

Institutions

Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2024-09-06
DOI
https://doi.org/10.3389/fbioe.2024.1440434
Primary Topic
Osteoarthritis Treatment and Mechanisms
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Shuichi Mizuno, Eiichiro Takada, Hayato Laurence Mizuno, Yoshiki Takeoka
Frontiers in Bioengineering and Biotechnology
Osteoarthritis Treatment and Mechanisms
article

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

Shuichi Mizuno, Eiichiro Takada, Hayato Laurence Mizuno, Yoshiki Takeoka
article en

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 <i>in vitro</i>. 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 <i>in silico</i> was validated morphologically with cluster formation <i>in vitro</i> and <i>vice versa</i>. Since zone specific chondrocyte cluster models <i>in silico</i> showed similarity with corresponding <i>in vitro</i> model, the <i>in silico</i> has a potential to be used for prediction of the 3D multicellular <i>in vitro</i> models used for development, disease, and therapeutic models.

Frontiers in Bioengineering and BiotechnologyVol. 12
Brigham and Women's Hospital (US)
Brigham and Women's Hospital, Japan Society for the Promotion of Science
Openalex Percentile: Top 73%
Osteoarthritis Treatment and Mechanisms
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.