Single-Cell Trajectory Detection Uncovers Progression and Regulatory Coordination in Human B Cell Development

被引:664
作者
Bendall, Sean C. [1 ,2 ]
Davis, Kara L. [1 ,3 ]
Amir, El-ad David [4 ]
Tadmor, Michelle D. [4 ]
Simonds, Erin F. [1 ]
Chen, Tiffany J. [1 ,5 ,6 ]
Shenfeld, Daniel K. [4 ]
Nolan, Garry P. [1 ]
Pe'er, Dana [4 ]
机构
[1] Stanford Univ, Dept Microbiol & Immunol, Baxter Lab Stem Cell Biol, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Pathol, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Pediat, Stanford, CA 94305 USA
[4] Columbia Univ, Dept Biol Sci, Dept Syst Biol, New York, NY 10027 USA
[5] Stanford Univ, Program Biomed Informat, Stanford, CA 94305 USA
[6] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
MASS CYTOMETRY; IMMUNOGLOBULIN; LYMPHOCYTES; MURINE; STAT5;
D O I
10.1016/j.cell.2014.04.005
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Tissue regeneration is an orchestrated progression of cells from an immature state to amature one, conventionally represented as distinctive cell subsets. A continuum of transitional cell states exists between these discrete stages. We combine the depth of single-cell mass cytometry and an algorithm developed to leverage this continuumby aligning single cells of a given lineage onto a unified trajectory that accurately predicts the developmental path de novo. Applied to human B cell lymphopoiesis, the algorithm (termed Wanderlust) constructed trajectories spanning from hematopoietic stem cells through to naive B cells. This trajectory revealed nascent fractions of B cell progenitors and aligned them with developmentally cued regulatory signaling including IL-7/STAT5 and cellular events such as immunoglobulin rearrangement, highlighting checkpoints across which regulatory signals are rewired paralleling changes in cellular state. This study provides a comprehensive analysis of human B lymphopoiesis, laying a foundation to apply this approach to other tissues and "corrupted'' developmental processes including cancer.
引用
收藏
页码:714 / 725
页数:12
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