Reconstruction of complex single-cell trajectories using CellRouter

被引:51
作者
da Rocha, Edroaldo Lummertz [1 ,2 ,3 ,4 ,5 ]
Rowe, R. Grant [1 ,2 ,3 ,4 ,5 ]
Lundin, Vanessa [1 ,2 ,3 ,4 ,5 ]
Malleshaiah, Mohan [6 ,12 ]
Jha, Deepak Kumar [1 ,2 ,3 ,4 ,5 ]
Rambo, Carlos R. [7 ]
Li, Hu [8 ]
North, Trista E. [1 ,2 ,4 ]
Collins, James J. [9 ,10 ,11 ]
Daley, George Q. [1 ,2 ,3 ,4 ,5 ]
机构
[1] Boston Childrens Hosp, Div Pediat Hematol & Oncol, Stem Cell Transplantat Program, Boston, MA 02115 USA
[2] Dana Farber Canc Inst, Boston, MA 02115 USA
[3] Harvard Med Sch, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USA
[4] Harvard Stem Cell Inst, Cambridge, MA 02138 USA
[5] Manton Ctr Orphan Dis Res, Boston, MA 02115 USA
[6] Harvard Med Sch, Dept Syst Biol, Boston, MA 02115 USA
[7] Univ Fed Santa Catarina, Dept Elect & Elect Engn, BR-88040900 Florianopolis, SC, Brazil
[8] Mayo Clin, Dept Mol Pharmacol & Expt Therapeut, 200 First St SW, Rochester, MN 55905 USA
[9] Broad Inst MIT & Harvard, MIT, Inst Med Engn & Sci, Dept Biol Engn, Cambridge, MA 02142 USA
[10] Broad Inst MIT & Harvard, MIT, Synthet Biol Ctr, Cambridge, MA 02142 USA
[11] Harvard Univ, Wyss Inst Biol Inspired Engn, Boston, MA 02115 USA
[12] Montreal Clin Res Inst, Div Syst Biol, 110 Ave Des Pins Ouest, Montreal, PQ H2W 1R7, Canada
关键词
PLURIPOTENT STEM-CELLS; HEMATOPOIETIC STEM; LINEAGE COMMITMENT; SELF-RENEWAL; DIFFERENTIATION; ALPHA; PROGENITORS; INDUCTION; GENOMICS; IDENTITY;
D O I
10.1038/s41467-018-03214-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A better understanding of the cell-fate transitions that occur in complex cellular ecosystems in normal development and disease could inform cell engineering efforts and lead to improved therapies. However, a major challenge is to simultaneously identify new cell states, and their transitions, to elucidate the gene expression dynamics governing cell-type diversification. Here, we present CellRouter, a multifaceted single-cell analysis platform that identifies complex cell-state transition trajectories by using flow networks to explore the subpopulation structure of multi-dimensional, single-cell omics data. We demonstrate its versatility by applying CellRouter to single-cell RNA sequencing data sets to reconstruct cell-state transition trajectories during hematopoietic stem and progenitor cell (HSPC) differentiation to the erythroid, myeloid and lymphoid lineages, as well as during re-specification of cell identity by cellular reprogramming of monocytes and B-cells to HSPCs. CellRouter opens previously undescribed paths for in-depth characterization of complex cellular ecosystems and establishment of enhanced cell engineering approaches.
引用
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页数:13
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