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Updated: Aug 2, 2025

An Organotypic High Throughput System for Characterization of Drug Sensitivity of Primary Multiple Myeloma Cells
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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
PubMed
Summary
This summary is machine-generated.

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.

Keywords:
bone marrowexperimental designflow cytometryorgan on a chiptoxicity testing

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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.