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Updated: Dec 26, 2025

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Ex Vivo Treatment Response of Primary Tumors and/or Associated Metastases for Preclinical and Clinical Development of Therapeutics
Published on: October 2, 2014
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Comparative Molecular Analysis of Cancer Behavior Cultured In Vitro, In Vivo, and Ex Vivo
Nicholas R Hum1,2, Aimy Sebastian1, Sean F Gilmore1
1Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA.
Cancers
|March 19, 2020
Summary
Current cancer models lack microenvironment insights. This study reveals 3D cultures and ex vivo tumoroids better mimic in vivo tumor cell behavior and heterogeneity than 2D cultures.
Area of Science:
- Oncology
- Cancer Biology
- Biotechnology
Background:
- Pre-clinical cancer models often fail to accurately represent primary tumor cell behavior.
- The tumor microenvironment significantly influences cancer cell phenotype, but its effects are not fully understood.
- Existing in vitro models do not fully capture the complexity of in vivo tumor dynamics.
Purpose of the Study:
- To compare the transcriptional profiles and cellular heterogeneity of cancer cells across various pre-clinical models.
- To evaluate the suitability of 2D cultures, 3D cultures, allografts, and ex vivo tumoroids as cancer models.
- To identify key differences in gene expression and cell state transitions, particularly epithelial-to-mesenchymal transition (EMT), in different models.
Main Methods:
- Transcriptomic profiling (RNA-seq) of 4T1 murine mammary carcinoma cells.
- Comparison of cells from 2D cultures, 3D cultures, subcutaneous and orthotopic allografts (in immunocompetent and immunodeficient mice), and ex vivo tumoroids.
- Single-cell RNA sequencing (scRNA-seq) to assess cellular heterogeneity.
Main Results:
- 3D culture platforms exhibited transcriptional profiles more similar to in vivo tumors than 2D cultures.
- In vivo tumors showed more cells undergoing epithelial-to-mesenchymal transition (EMT), while in vitro cultures had cells in distinct epithelial or mesenchymal states.
- Ex vivo tumoroids retained EMT heterogeneity but shifted cancer cells towards a mesenchymal state, while losing immune cell components.
Conclusions:
- Improving in vitro cancer models is crucial for better recapitulating in vivo tumor characteristics.
- 3D cultures and ex vivo tumoroids offer more physiologically relevant models than traditional 2D cultures.
- Future models should aim to preserve EMT heterogeneity and include stromal subpopulations for greater accuracy.

