Aligning Single-Cell Developmental and Reprogramming Trajectories Identifies Molecular Determinants of Myogenic Reprogramming Outcome

被引:44
作者
Cacchiarelli, Davide [1 ,2 ,3 ]
Qiu, Xiaojie [4 ,5 ]
Srivatsan, Sanjay [5 ]
Manfredi, Anna [1 ]
Ziller, Michael [6 ]
Overbey, Eliah [5 ]
Grimaldi, Antonio [1 ]
Grimsby, Jonna [3 ]
Pokharel, Prapti [3 ]
Livak, Kenneth J. [7 ,10 ]
Li, Shuqiang [3 ]
Meissner, Alexander [3 ,8 ,11 ]
Mikkelsen, Tarjei S. [3 ,8 ,9 ,12 ]
Rinn, John L. [3 ,8 ,13 ]
Trapnell, Cole [4 ,5 ]
机构
[1] Telethon Inst Genet & Med TIGEM, Armenise Harvard Lab Integrat Genom, Pozzuoli, Italy
[2] Univ Naples Federico II, Dept Translat Med, Naples, Italy
[3] Broad Inst MIT & Harvard, Cambridge, MA USA
[4] Univ Washington, Mol & Cellular Biol Program, Seattle, WA 98195 USA
[5] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[6] Max Planck Inst Psychiat, Munich, Germany
[7] Fluidigm Corp, San Francisco, CA USA
[8] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA
[9] Harvard Univ, Harvard Stem Cell Inst, Cambridge, MA 02138 USA
[10] Dana Farber Canc Inst, Boston, MA 02115 USA
[11] Max Planck Inst Mol Genet, Berlin, Germany
[12] 10x Genom Inc, Pleasanton, CA USA
[13] Univ Colorado, Dept Biochem, BioFrontiers Inst, Boulder, CO 80309 USA
基金
欧洲研究理事会;
关键词
EXPRESSION; DIFFERENTIATION; FIBROBLASTS; ACTIVATION; MYOBLASTS; PATHWAY; COMPLEX; GENES; MYOD;
D O I
10.1016/j.cels.2018.07.006
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
Cellular reprogramming through manipulation of defined factors holds great promise for large-scale production of cell types needed for use in therapy and for revealing principles of gene regulation. However, most reprogramming systems are inefficient, converting only a fraction of cells to the desired state. Here, we analyze MYOD-mediated reprogramming of human fibroblasts to myotubes, a well-characterized model system for direct conversion by defined factors, at pseudotemporal resolution using single-cell RNA-seq. To expose barriers to efficient conversion, we introduce a novel analytic technique, trajectory alignment, which enables quantitative comparison of gene expression kinetics across two biological processes. Reprogrammed cells navigate a trajectory with branch points that correspond to two alternative decision points, with cells that select incorrect branches terminating at aberrant or incomplete reprogramming outcomes. Analysis of these branch points revealed insulin and BMP signaling as crucial molecular determinants of reprogramming. Single-cell trajectory alignment enables rigorous quantitative comparisons between biological trajectories found in diverse processes in development, reprogramming, and other contexts.
引用
收藏
页码:258 / +
页数:14
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