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Characterization of multicellular breast tumor spheroids using image data-driven biophysical mathematical modeling
- Source :
- Scientific Reports, Vol 10, Iss 1, Pp 1-12 (2020), Scientific Reports
- Publication Year :
- 2020
- Publisher :
- Nature Publishing Group, 2020.
-
Abstract
- Multicellular tumor spheroid (MCTS) systems provide an in vitro cell culture model system which mimics many of the complexities of an in vivo solid tumor and tumor microenvironment, and are often used to study cancer cell growth and drug efficacy. Here, we present a coupled experimental-computational framework to estimate phenotypic growth and biophysical tumor microenvironment properties. This novel framework utilizes standard microscopy imaging of MCTS systems to drive a biophysical mathematical model of MCTS growth and mechanical interactions. By extending our previous in vivo mechanically-coupled reaction-diffusion modeling framework we developed a microscopy image processing framework capable of mechanistic characterization of MCTS systems. Using MDA-MB-231 breast cancer MCTS, we estimated biophysical parameters of cellular diffusion, rate of cellular proliferation, and cellular tractions forces. We found significant differences in these model-based biophysical parameters throughout the treatment time course between untreated and treated MCTS systems, whereas traditional size-based morphometric parameters were inconclusive. The proposed experimental-computational framework estimates mechanistic MCTS growth and invasion parameters with significant potential to assist in better and more precise assessment of in vitro drug efficacy through the development of computational analysis methodologies for three-dimensional cell culture systems to improve the development and evaluation of antineoplastic drugs. National Institutes of Health - National Cancer InstituteUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USANIH National Cancer Institute (NCI) [K25CA204599, P30CA012197]; Wake Forest Baptist Medical Center Comprehensive Cancer Center Signaling and Biotechnology Program Pilot Grant National Institutes of Health - National Cancer Institute K25CA204599 and P30CA012197. Wake Forest Baptist Medical Center Comprehensive Cancer Center Signaling and Biotechnology Program Pilot Grant.
- Subjects :
- Differential equations
Cancer therapy
Cell Survival
lcsh:Medicine
Antineoplastic Agents
Breast Neoplasms
Mammary Neoplasms, Animal
Computational biology
Biology
Biophysical Phenomena
Article
Breast tumor
Breast cancer
In vivo
Cell Line, Tumor
Spheroids, Cellular
Tumor Microenvironment
Numerical simulations
Animals
Humans
Computational models
lcsh:Science
Cell Proliferation
Tumor microenvironment
Multidisciplinary
lcsh:R
Spheroid
Models, Theoretical
Multicellular organism
Computer modelling
Cancer cell
Antineoplastic Drugs
Female
lcsh:Q
Drug Screening Assays, Antitumor
In vitro cell culture
Subjects
Details
- Language :
- English
- ISSN :
- 20452322
- Volume :
- 10
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....394f202b3b5138b599454c4c5c393be2
- Full Text :
- https://doi.org/10.1038/s41598-020-68324-4