Distributions of oxygen, nutrient, and metabolic waste concentrations in multicellular spheroids and their dependence on spheroid parameters
Abstract
The distribution of oxygen, nutrients and metabolic wastes in multicellular tumor spheroids and its dependence on the parameters characterizing the spheroid (i.e., spheroid geometry, diffusivity, and consumption/production rates of biological substances) have been investigated by a theoretical analysis: 1. Parameter dependence is qualitatively demonstrated and visualized. 2. Reduction of the number of variables by specific coordinate transformations made it possible to generate nomograms from which concentration distributions for any choice of parameter values may easily be obtained. In particular, these nomograms may also be used for estimating concentration profiles of metabolic waste products, e.g. of lactate, which are expected to accumulate in the tumor spheroids. 3. An additional set of nomograms is given which is more convenient for determining time courses of these concentrations during spheroid growth. 4. A quantitative sensitivity analysis of parameter dependencies is performed to identify those parameters upon which a concentration of interest depends most critically in a given experimental situation.
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Spheroids exhibit spatially organized regions of proliferation, quiescence, and hypoxia.
“Spheroids exhibit spatially organized regions of proliferation, quiescence, and hypoxia, and can incorporate non-tumor cells to mimic tumor–stroma crosstalk.”
From Modeling Tumor Microenvironment Complexity In Vitro: Spheroids as Physiologically Relevant Tumor Models and Strategies for Their Analysis (2025) · cites this paper as [185]
These gradients typically emerge when spheroids exceed ~500 μm in diameter, with proliferative cells localized to the outer rim, quiescent cells residing in intermediate zones, and hypoxic or necrotic cores forming at the center due to limited diffusion.
“These gradients typically emerge when spheroids exceed ~500 μm in diameter, with proliferative cells localized to the outer rim, quiescent cells residing in intermediate zones, and hypoxic or necrotic cores forming at the center due to limited diffusion [17,184,185].”
From Modeling Tumor Microenvironment Complexity In Vitro: Spheroids as Physiologically Relevant Tumor Models and Strategies for Their Analysis (2025) · cites this paper as [185]
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References 23 · Cited by 104
- Authors
- Groebe, K., & Mueller-Klieser, W.
- Affiliations
- Johannes Gutenberg University Mainz (DE)
- ORCID
- Groebe, K.
- Venue
- European Biophysics Journal
- Published
- 1991-02
- Volume
- 19
- Issue
- 4
- Pages
- 169-81
- ISSN
- 0175-7571 (ISSN-L)
- 1432-1017
- OpenAlex
- W2068246135
- Cited by
- 104
- References
- 23
- Citations by year
- 2026: 5 · 2025: 5 · 2024: 3 · 2023: 8 · 2022: 3 · 2021: 4 · 2020: 3 · 2019: 4 · 2018: 4 · 2017: 5 · 2016: 3 · 2014: 2 · 2013: 3 · 2012: 1
- FWCI
- 5.14
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- European Biophysics Journal (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Modeling and Simulation › Mathematical Biology Tumor Growth
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer, Hypoxia, and Metabolism
- Health Sciences › Medicine › Oncology › Cancer Cells and Metastasis
- Keywords
- tumor spheroids, oxygen distribution, nutrient distribution, metabolic waste accumulation, lactate, concentration profiles, nomogram, sensitivity analysis, diffusion, consumption rate, spheroid growth
- MeSH terms
- Cell Aggregation, Cell Survival, Diffusion, Hydrogen, Models, Theoretical, Oxygen, Tumor Cells, Cultured, Cell Hypoxia
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