Several recent studies focus on the inference of developmental and response trajectories from single cell RNA-Seq (scRNA-Seq) data. A number of computational methods, often referred to as pseudo-time ordering, have been developed for this task. Recently, CRISPR has also been used to reconstruct lineage trees by inserting random mutations. However, both approaches suffer from drawbacks that limit their use. Here, we develop a method to detect significant, cell type specific, sequence mutations from scRNA-Seq data. We show that only a few mutations are enough for reconstructing good branching models. Integrating these mutations with expression data further improves the accuracy of the reconstructed models. As we show, the majority of mutations we identify are likely RNA editing events indicating that such information can be used to distinguish cell types.
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Icahn Sch Med Mt Sinai, Dept Genet, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Genom Sci, New York, NY 10029 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Prashant, N. M.
Alomran, Nawaf
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Alomran, Nawaf
Chen, Yu
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Georgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Chen, Yu
Liu, Hongyu
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Liu, Hongyu
Bousounis, Pavlos
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
Bousounis, Pavlos
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Movassagh, Mercedeh
Edwards, Nathan
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Georgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USAGeorge Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Washington, DC 20037 USA
机构:
Univ Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Univ Washington, Dept Lab Med & Pathol, Seattle, WA 98109 USAUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Anderson, Donovan J.
Pauler, Florian M.
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IST Austria, Campus 1, A-3400 Klosterneuburg, AustriaUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Pauler, Florian M.
McKenna, Aaron
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Dartmouth Coll, Lebanon, NH 03756 USAUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
McKenna, Aaron
Shendure, Jay
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Univ Washington, Allen Discovery Ctr Lineage Tracing, Dept Genome Sci, Seattle, WA 98109 USA
Univ Washington, Howard Hughes Med Inst, Seattle, WA 98109 USAUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Shendure, Jay
Hippenmeyer, Simon
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IST Austria, Campus 1, A-3400 Klosterneuburg, AustriaUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Hippenmeyer, Simon
Horwitz, Marshall S.
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Univ Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA
Univ Washington, Dept Lab Med & Pathol, Seattle, WA 98109 USAUniv Washington, Allen Discovery Ctr Lineage Tracing, Seattle, WA 98109 USA