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基于单细胞RNA测序中杂合性缺失突变的贝叶斯系统发育谱系重建

Bayesian Phylogenetic Lineage Reconstruction with Loss of Heterozygosity Mutations Derived from Single-Cell RNA Sequencing.

作者信息

Anderson Donovan J, Horwitz Marshall S

机构信息

Allen Discovery Center for Lineage Tracing and Department of Laboratory Medicine & Pathology, University of Washington, Seattle, WA, USA.

出版信息

Methods Mol Biol. 2025;2886:1-22. doi: 10.1007/978-1-0716-4310-5_1.

Abstract

Mutations are acquired frequently, such t`hat each cell's genome inscribes its history of cell divisions. Loss of heterozygosity (LOH) accumulates throughout the genome, offering large encoding capacity for phylogenetic inference of cell lineage.In this chapter, we demonstrate a method, using single-cell RNA sequencing, for reconstructing cell lineages from inferred LOH events in a Bayesian manner, annotating the lineage with cell phenotypes, and marking developmental time points based on X-chromosome inactivation. This type of retrospective analysis could be incorporated into scRNA-seq pipelines and was initially developed to investigate Emx1+ cortical projection neuron and glia lineages from C57Bl/6J (B6) and CAST/EiJ (CA) interstrain F1 mice, describing progenitor cells giving rise to multiple cortical cell types through stereotyped expansion and distinct waves of neurogenesis.

摘要

突变经常发生,以至于每个细胞的基因组都记录了其细胞分裂的历史。杂合性缺失(LOH)在整个基因组中积累,为细胞谱系的系统发育推断提供了巨大的编码能力。在本章中,我们展示了一种方法,即使用单细胞RNA测序,以贝叶斯方式从推断的LOH事件中重建细胞谱系,用细胞表型注释谱系,并根据X染色体失活标记发育时间点。这种回顾性分析可以纳入scRNA-seq流程,最初是为了研究来自C57Bl/6J(B6)和CAST/EiJ(CA)品系间F1小鼠的Emx1+皮质投射神经元和神经胶质谱系而开发的,描述了通过定型扩张和不同的神经发生波产生多种皮质细胞类型的祖细胞。

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