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A quantitative framework to evaluate modeling of cortical development by neural stem cells

机译:评价神经干细胞对皮质发育建模的定量框架

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Neural stem cells have been adopted to model a wide range of neuropsychiatric conditions invitro. However, how well such models correspond to invivo brain has not been evaluated in an unbiased, comprehensive manner. We used transcriptomic analyses to compare invitro systems to developing human fetal brain and observed strong conservation of invivo gene expression and network architecture in differentiating primary human neural progenitor cells (phNPCs). Conserved modules are enriched in genes associated with ASD, supporting the utility of phNPCs for studying neuropsychiatric disease. We also developed and validated a machine learning approach called CoNTExT that identifies the developmental maturity and regional identity of invitro models. We observed strong differences between invitro models, including hiPSC-derived neural progenitors from multiple laboratories. This work provides a systems biology framework for evaluating invitro systems and supports their value in studying the molecular mechanisms of human neurodevelopmental disease.
机译:神经干细胞已被用来模拟广泛的体外神经精神疾病。但是,尚未以无偏见,全面的方式评估这种模型与体内脑的对应程度。我们使用转录组学分析来比较体外系统与发育中的人类胎儿大脑,并观察到了在区分主要人类神经祖细胞(phNPC)中体内基因表达和网络体系结构的强大保守性。保守的模块富含与ASD相关的基因,支持phNPC在研究神经精神疾病中的实用性。我们还开发并验证了一种称为CoNTExT的机器学习方法,该方法可识别体外模型的发展成熟度和区域特性。我们观察到了体外模型之间的巨大差异,其中包括来自多个实验室的hiPSC衍生的神经祖细胞。这项工作为评估体外系统提供了系统生物学框架,并支持它们在研究人类神经发育疾病的分子机制中的价值。

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