The DOI matches its Crossref record; 155 of the 163 references it cites were found in a registry or an index.
The use of 3-d cultures for high-throughput screening: the multicellular spheroid model.
Open accessAbstract
Over the past few years, establishment and adaptation of cell-based assays for drug development and testing has become an important topic in high-throughput screening (HTS). Most new assays are designed to rapidly detect specific cellular effects reflecting action at various targets. However, although more complex than cell-free biochemical test systems, HTS assays using monolayer or suspension cultures still reflect a highly artificial cellular environment and may thus have limited predictive value for the clinical efficacy of a compound. Today's strategies for drug discovery and development, be they hypothesis free or mechanism based, require facile, HTS-amenable test systems that mimic the human tissue environment with increasing accuracy in order to optimize preclinical and preanimal selection of the most active molecules from a large pool of potential effectors, for example, against solid tumors. Indeed, it is recognized that 3-dimensional cell culture systems better reflect the in vivo behavior of most cell types. However, these 3-D test systems have not yet been incorporated into mainstream drug development operations. This article addresses the relevance and potential of 3-D in vitro systems for drug development, with a focus on screening for novel antitumor drugs. Examples of 3-D cell models used in cancer research are given, and the advantages and limitations of these systems of intermediate complexity are discussed in comparison with both 2-D culture and in vivo models. The most commonly used 3-D cell culture systems, multicellular spheroids, are emphasized due to their advantages and potential for rapid development as HTS systems. Thus, multicellular tumor spheroids are an ideal basis for the next step in creating HTS assays, which are predictive of in vivo antitumor efficacy.
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“While simple in design, using the hanging drop technique for spheroid creation has logistical issues with media replacements, drug addition, evaporation and downstream analysis of individual spheroids per hanging drop (Kunz-Schughart et al., 2004; Mehta et al., 2012).”
From Three-dimensional modelling of ovarian cancer: from cell lines to organoids for discovery and personalized medicine (2022) · cites this paper as Kunz-Schughart et al., 2004
Citations
Cites
Cell and environment interactions in tumor microregions: the multicell spheroid model.
Sutherland, R. M. (1988) · Science · doi:10.1126/science.2451290 · Cited by 1,803
Abbott, A. (2003) · Nature · doi:10.1038/424870a · Cited by 1,228
Johnson, J. I., Decker, S., Zaharevitz, D. W., Rubinstein, L., Venditti, J. M., Schepartz, S. A., Kalyandrug, S., Christian, M. C., Arbuck, S. G., Hollingshead, M. G., et al. (2001) · British Journal of Cancer · doi:10.1054/bjoc.2001.1796 · Cited by 856
The organizing principle: microenvironmental influences in the normal and malignant breast
Bissell, M. J., Radisky, D. C., Rizki, A., Weaver, V. M., & Petersen, O. W. (2002) · Differentiation · doi:10.1046/j.1432-0436.2002.700907.x · Cited by 617
Growth of Multicell Spheroids in Tissue Culture as a Model of Nodular Carcinomas 2
Sutherland, R. M., McCredie, J. A., & Inch, W. R. (1971) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/46.1.113 · Cited by 585
High-throughput screening: new technology for the 21st century
Hertzberg, R., & Pope, A. J. (2000) · Current Opinion in Chemical Biology · doi:10.1016/s1367-5931(00)00110-1 · Cited by 547
Three-dimensional cell cultures: from molecular mechanisms to clinical applications
Mueller‐Klieser, W. (1997) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.1997.273.4.c1109 · Cited by 539
(2003) · PubMed · Cited by 523
High-throughput and ultra-high-throughput screening: solution- and cell-based approaches
Sundberg, S. (2000) · Current Opinion in Biotechnology · doi:10.1016/s0958-1669(99)00051-8 · Cited by 455
Optimized suspension culture: the rotating-wall vessel
Hammond, T. G., & Hammond, J. (2001) · American Journal of Physiology-Renal Physiology · doi:10.1152/ajprenal.2001.281.1.f12 · Cited by 441
Research works printed but not linked: 4
- Muralidhar, 2001, Development of high-density cultivation systems by bioencapsulation, Curr Sci, 81, 263
- Ochs, 2003, Evidence for the isolation, growth, and characterization of malignant cells in primary cultures of human tumors, In Vitro Cell Dev Biol Anim, 39, 63, 10.1290/1543-706X(2003)039<0063:EFTIGA>2.0.CO;2 · DOI
- Gottwald, 2002, Gewebezüchtung. Hilfsarbeiter für die Leber, Spektrum der Wissenschaft, 1, 44
- Düchting, 1995, Modeling of radiogenic responses induced by fractionated irradiation in malignant and normal tissue, Stem Cells, 13, 301
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Metadata
- Authors
- Kunz-Schughart, L. A., Freyer, J. P., Hofstaedter, F., & Ebner, R.
- Affiliations
- Los Alamos National Laboratory (US)
- University of Regensburg (DE)
- Avalon Pharma (United States) (US)
- Venue
- SLAS DISCOVERY
- Publisher
- Elsevier BV
- Published
- 2004-06
- Volume
- 9
- Issue
- 4
- Pages
- 273-285
- ISSN
- 2472-5552 (ISSN-L)
- OpenAlex
- W2140723257
- Cited by
- 797
- References
- 163
- Citations by year
- 2026: 21 · 2025: 26 · 2024: 24 · 2023: 29 · 2022: 38 · 2021: 38 · 2020: 45 · 2019: 39 · 2018: 51 · 2017: 61 · 2016: 63 · 2015: 50 · 2014: 46 · 2013: 58 · 2012: 29
- FWCI
- 11.64
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- SLAS DISCOVERY (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- University of Regensburg Publication Server (University of Regensburg) (submittedVersion)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › 3D Printing in Biomedical Research
- Health Sciences › Medicine › Oncology › Cancer Cells and Metastasis
- Health Sciences › Veterinary › Small Animals › Animal testing and alternatives
- Keywords
- tumor spheroids, 3D cell culture, high-throughput screening, anticancer drug screening, drug development, solid tumors, cell-based assays
- MeSH terms
- Animals, Antineoplastic Agents, Drug Evaluation, Preclinical, Drug Screening Assays, Antitumor, Humans, Models, Biological, Tumor Cells, Cultured, Spheroids, Cellular, In Vitro Techniques
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