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Optimal experimental design for efficient toxicity testing in microphysiological systems: A bone marrow application.
Jonathan Cairns1, Emilyanne Leonard2, Kainat Khan3
1Data Sciences and Quantitative Biology, Discovery Sciences, R&D, AstraZeneca, Cambridge, United Kingdom.
Frontiers in Pharmacology
|April 17, 2023
Summary
A new experimental design approach for bone marrow (BM) microphysiological systems (MPS) improves toxicity assessment. This method enhances power and scalability for reliable in vitro drug testing.
Area of Science:
- Biomedical Engineering
- Toxicology
- Cell Biology
Background:
- Microphysiological systems (MPS), or organ-on-a-chip technology, aim to mimic human organ environments for more predictive preclinical testing.
- The complexity of MPS necessitates careful management of technical factors to ensure reliable and scalable results.
- Assessing lineage-specific toxicity in the bone marrow (BM) is crucial for drug development.
Purpose of the Study:
- To develop and validate a systematic experimental design approach for bone marrow microphysiological systems (BM-MPS).
- To optimize the assessment of lineage-specific toxicity in BM-MPS, enhancing power, efficiency, and scalability.
- To demonstrate the utility of the developed approach for detecting drug-induced toxicities at earlier stages and lower doses.
Main Methods:
- Developed a systematic experimental design for a BM-MPS, focusing on assessing lineage-specific toxicity.
- Utilized multicolour flow cytometry for accurate cell type and maturity determination.
- Implemented a "repeated measures" design for increased scalability and robustness, incorporating an optimal arrangement of technical confounders.
Main Results:
- Validated the multicolour flow cytometry setup for precise cell characterization.
- Demonstrated that accounting for technical confounders in a mixed-model analysis increased statistical power.
- Successfully detected expected lineage-specific toxicities from olaparib and carboplatin treatments earlier and at lower doses.
- Performed sample size analysis to guide replicate number determination for various effect sizes.
Conclusions:
- The established design of experiments approach provides a foundation for reproducible in vitro analysis of BM toxicity using MPS.
- The generated lineage-specific toxicity data confirm the utility of this BM-MPS model for comprehensive toxicity assessment.
- This systematic approach is generalizable to other MPS applications, improving preclinical drug evaluation.

