Taming Human Genetic Variability: Transcriptomic Meta-Analysis Guides the Experimental Design and Interpretation of iPSC-Based Disease Modeling

被引:69
作者
Germain, Pierre-Luc [1 ]
Testa, Giuseppe [1 ,2 ]
机构
[1] Ist Europeo Oncol, Dept Expt Oncol, Via Adamello 16, I-20139 Milan, Italy
[2] Univ Milan, Dept Oncol & Hematooncol, Via Santa Sofia 9, I-20122 Milan, Italy
基金
欧洲研究理事会;
关键词
PLURIPOTENT STEM-CELLS; DE-NOVO; REVEALS;
D O I
10.1016/j.stemcr.2017.05.012
中图分类号
Q813 [细胞工程];
学科分类号
摘要
Both the promises and pitfalls of the cell reprogramming research platform rest on human genetic variation, making the measurement of its impact one of the most urgent issues in the field. Harnessing large transcriptomics datasets of induced pluripotent stem cells (iPSC), we investigate the implications of this variability for iPSC-based disease modeling. In particular, we show that the widespread use of more than one clone per individual in combination with current analytical practices is detrimental to the robustness of the findings. We then proceed to identify methods to address this challenge and leverage multiple clones per individual. Finally, we evaluate the specificity and sensitivity of different sample sizes and experimental designs, presenting computational tools for power analysis. These findings and tools reframe the nature of replicates used in disease modeling and provide important resources for the design, analysis, and interpretation of iPSC-based studies.
引用
收藏
页码:1784 / 1796
页数:13
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