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验证用于解释患者异质性的微生理系统需要强大的可重复性分析和实验元数据。

Validation of microphysiological systems for interpreting patient heterogeneity requires robust reproducibility analytics and experimental metadata.

作者信息

Miedel Mark T, Varmazyad Mahboubeh, Xia Mengying, Brooks Maria Mori, Gavlock Dillon C, Reese Celeste, Behari Jaideep, Soto-Gutierrez Alejandro, Gough Albert, Taylor D Lansing, Schurdak Mark E

机构信息

Drug Discovery Institute, University of Pittsburgh, Pittsburgh, PA 15261, USA; Department of Pathology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15261, USA; Pittsburgh Liver Research Center, University of Pittsburgh, Pittsburgh, PA 15261, USA.

Drug Discovery Institute, University of Pittsburgh, Pittsburgh, PA 15261, USA.

出版信息

Cell Rep Methods. 2025 Apr 21;5(4):101028. doi: 10.1016/j.crmeth.2025.101028. Epub 2025 Apr 14.

DOI:10.1016/j.crmeth.2025.101028
PMID:40233763
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12256941/
Abstract

Multi-cell-type, 3D microphysiological systems (MPS) that recapitulate normal organ/organ system functions and the progression of diseases are being applied in drug discovery and development programs to enable precision medicine. A critical step for this application is to demonstrate the reproducibility of the MPS and its ability to identify biologic/clinical heterogeneity from experimental variability, which requires capturing detailed metadata associated with MPS studies as well as a strong analytical approach for assessing reproducibility. Detailed metadata ensure that identical study parameters are being compared when evaluating reproducibility. We have developed the Pittsburgh reproducibility protocol (PReP), which uses a set of common statistical metrics, the coefficient of variation (CV), ANOVA, and intraclass correlation coefficient (ICC), in a pipeline as a standard approach to evaluate the intra- and interstudy reproducibility of MPS performance. The PReP can be employed to identify biological/clinical heterogeneity relevant to precision medicine.

摘要

能够重现正常器官/器官系统功能以及疾病进展的多细胞类型三维微生理系统(MPS)正被应用于药物发现和开发项目中,以实现精准医疗。此应用的关键一步是证明MPS的可重复性及其从实验变异性中识别生物学/临床异质性的能力,这需要捕获与MPS研究相关的详细元数据以及用于评估可重复性的强大分析方法。详细的元数据可确保在评估可重复性时比较相同的研究参数。我们开发了匹兹堡可重复性协议(PReP),该协议在一个流程中使用一组常见的统计指标,即变异系数(CV)、方差分析(ANOVA)和组内相关系数(ICC),作为评估MPS性能的研究内和研究间可重复性的标准方法。PReP可用于识别与精准医疗相关的生物学/临床异质性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/02c200122fb7/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/f04899fec8b5/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/89e92fa7b97d/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/5b13d3a43e67/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/6cc8de297110/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/7ed1b1208b68/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/02c200122fb7/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/f04899fec8b5/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/89e92fa7b97d/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/5b13d3a43e67/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/6cc8de297110/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/7ed1b1208b68/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/607d/12256941/02c200122fb7/gr6.jpg

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