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A generic cost-effective and scalable cell lineage analysis platform

机译:通用经济高效且可扩展的细胞谱系分析平台

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摘要

Advances in single-cell genomics enable commensurate improvements in methods for uncovering lineage relations among individual cells. Current sequencing-based methods for cell lineage analysis depend on low-resolution bulk analysis or rely on extensive single-cell sequencing, which is not scalable and could be biased by functional dependencies. Here we show an integrated biochemical-computational platform for generic single-cell lineage analysis that is retrospective, cost-effective, and scalable. It consists of a biochemical-computational pipeline that inputs individual cells, produces targeted single-cell sequencing data, and uses it to generate a lineage tree of the input cells. We validated the platform by applying it to cells sampled from an ex vivo grown tree and analyzed its feasibility landscape by computer simulations. We conclude that the platform may serve as a generic tool for lineage analysis and thus pave the way toward large-scale human cell lineage discovery.
机译:单细胞基因组学的进步使得发现单个细胞之间谱系关系的方法得到了相应的改进。当前用于细胞谱系分析的基于测序的方法依赖于低分辨率整体分析或依赖于广泛的单细胞测序,这种方法不可扩展,并且可能会因功能依赖性而产生偏差。在这里,我们展示了一个用于常规单细胞谱系分析的集成生化计算平台,该平台具有追溯性,成本效益和可扩展性。它由一个生化计算管线组成,该管线输入单个细胞,生成目标单细胞测序数据,并使用它生成输入细胞的谱系树。我们通过将其应用于从离体生长的树中采样的细胞中验证了该平台,并通过计算机仿真分析了其可行性。我们得出的结论是,该平台可以用作谱系分析的通用工具,从而为大规模人类细胞谱系发现铺平了道路。

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