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.
机构:
Carnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Song, Qi
Singh, Alex
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Carnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Singh, Alex
Mcdonough, John E.
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机构:
McMaster Univ, Fac Hlth Sci, Hamilton, ON, CanadaCarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Mcdonough, John E.
Adams, Taylor S.
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机构:
Yale Univ, Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Adams, Taylor S.
Vos, Robin
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机构:
Univ North Carolina Chapel Hill, Dept Pediat, Div Pulmonol, Chapel Hill, NC USA
Univ North Carolina Chapel Hill, Mars Lung Inst, Chapel Hill, NC USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Vos, Robin
De Man, Ruben
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Yale Univ, Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
De Man, Ruben
Myers, Greg
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机构:
Univ North Carolina Chapel Hill, Dept Pediat, Div Pulmonol, Chapel Hill, NC USA
Univ North Carolina Chapel Hill, Mars Lung Inst, Chapel Hill, NC USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
机构:
Yale Univ, Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Yan, Xiting
Schuppe, Jonas
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机构:
Yale Univ, Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Schuppe, Jonas
Hagood, James S.
论文数: 0引用数: 0
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机构:
Univ North Carolina Chapel Hill, Dept Pediat, Div Pulmonol, Chapel Hill, NC USA
Univ North Carolina Chapel Hill, Mars Lung Inst, Chapel Hill, NC USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
Hagood, James S.
Kaminski, Naftali
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Yale Univ, Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USACarnegie Mellon Univ, Sch Comp Sci, Computat Biol Dept, Pittsburgh, PA 15213 USA
机构:
Northeast Forestry Univ, Coll Life Sci, Harbin 150040, Peoples R China
Northeast Forestry Univ, Coll Comp & Control Engn, Harbin 150040, Peoples R ChinaNortheast Forestry Univ, Coll Life Sci, Harbin 150040, Peoples R China
Liu, Chonghui
Zhang, Yan
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机构:
Harbin Med Univ, Dept Ophthalmol, Affiliated Hosp 2, Harbin 150086, Peoples R ChinaNortheast Forestry Univ, Coll Life Sci, Harbin 150040, Peoples R China
Zhang, Yan
Gao, Xin
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King Abdullah Univ Sci & Technol KAUST, Comp Sci Program, Comp Elect & Math Sci & Engn CEMSE Div, Thuwal 239556900, Saudi Arabia
King Abdullah Univ Sci & Technol, KAUST Computat Biosci Res Ctr CBRC, Thuwal 239556900, Saudi ArabiaNortheast Forestry Univ, Coll Life Sci, Harbin 150040, Peoples R China
Gao, Xin
Wang, Guohua
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机构:
Northeast Forestry Univ, Coll Comp & Control Engn, Harbin 150040, Peoples R China
Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R ChinaNortheast Forestry Univ, Coll Life Sci, Harbin 150040, Peoples R China
机构:
South China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R China
Fang, Qiong
Su, Dewei
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South China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R China
Su, Dewei
Ng, Wilfred
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机构:
Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R China
Ng, Wilfred
Feng, Jianlin
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机构:
Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou 510275, Guangdong, Peoples R ChinaSouth China Univ Technol, Sch Software Engn, Guangzhou 510275, Guangdong, Peoples R China
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Univ Calif Berkeley, Div Biostat, Berkeley, CA USAUniv Calif Berkeley, Div Biostat, Berkeley, CA USA
Wang, Hao
Torous, William
论文数: 0引用数: 0
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Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USAUniv Calif Berkeley, Div Biostat, Berkeley, CA USA
Torous, William
Gong, Boying
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机构:
Univ Calif Berkeley, Div Biostat, Berkeley, CA USAUniv Calif Berkeley, Div Biostat, Berkeley, CA USA
Gong, Boying
Purdom, Elizabeth
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机构:
Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
Univ Calif Berkeley, Ctr Computat Biol, Berkeley, CA 94720 USAUniv Calif Berkeley, Div Biostat, Berkeley, CA USA
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Georgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
Edwards, Nathan
Dillard, Christian
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Dept Biochem & Mol Med, Washington, DC 20037 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
Dillard, Christian
Prashant, N. M.
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Dept Biochem & Mol Med, Washington, DC 20037 USA
Icahn Sch Med Mount Sinai, Dept Genet & Genom Sci, New York, NY 10029 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
Prashant, N. M.
Hongyu, Liu
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George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Dept Biochem & Mol Med, Washington, DC 20037 USA
Univ Missouri, Div Anim Sci, Columbia, MO 65211 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
Hongyu, Liu
Yang, Mia
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机构:
George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Dept Biochem & Mol Med, Washington, DC 20037 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
Yang, Mia
Ulianova, Evgenia
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机构:
George Washington Univ, McCormick Genom & Prote Ctr, Sch Med & Hlth Sci, Dept Biochem & Mol Med, Washington, DC 20037 USAGeorgetown Univ, Dept Biochem & Mol & Cellular Biol, Washington, DC 20057 USA
机构:
Chinese Acad Sci, Joint Sch Life Sci Guangzhou Med Univ & Guangzhou, Guangzhou 511436, Peoples R ChinaChinese Acad Sci, Joint Sch Life Sci Guangzhou Med Univ & Guangzhou, Guangzhou 511436, Peoples R China
Xie, Zihong
Li, Xuri
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Sun Yat Sen Univ, Zhongshan Ophthalm Ctr, State Key Lab Ophthalmol, Guangdong Prov Key Lab Ophthalmol & Visual Sci, Guangzhou 510060, Peoples R ChinaChinese Acad Sci, Joint Sch Life Sci Guangzhou Med Univ & Guangzhou, Guangzhou 511436, Peoples R China
Li, Xuri
Mora, Antonio
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Chinese Acad Sci, Joint Sch Life Sci Guangzhou Med Univ & Guangzhou, Guangzhou 511436, Peoples R ChinaChinese Acad Sci, Joint Sch Life Sci Guangzhou Med Univ & Guangzhou, Guangzhou 511436, Peoples R China