Single-cell RNA-seq can yield valuable insights about the variability within a population of seemingly homogeneous cells. We developed a quantitative statistical method to distinguish true biological variability from the high levels of technical noise in single-cell experiments. Our approach quantifies the statistical significance of observed cell-to-cell variability in expression strength on a gene-by-gene basis. We validate our approach using two independent data sets from Arabidopsis thaliana and Mus musculus.
机构:
Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Harvard TH Chan Sch Publ Hlth, Dept Biostatist, Boston, MA 02115 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Korthauer, Keegan D.
Chu, Li-Fang
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机构:
Univ Wisconsin, Morgridge Inst Res, Madison, WI 53706 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Chu, Li-Fang
Newton, Michael A.
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机构:
Univ Wisconsin, Dept Biostat, Madison, WI 53706 USA
Univ Wisconsin, Dept Stat, Madison, WI 53706 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Newton, Michael A.
Li, Yuan
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机构:
Univ Wisconsin, Dept Stat, Madison, WI 53706 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Li, Yuan
Thomson, James
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机构:
Univ Wisconsin, Morgridge Inst Res, Madison, WI 53706 USA
Univ Wisconsin, Dept Cell & Regenerat Biol, Madison, WI 53706 USA
Univ Calif Santa Barbara, Dept Mol Cellular & Dev Biol, Santa Barbara, CA 93106 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Thomson, James
Stewart, Ron
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机构:
Univ Wisconsin, Morgridge Inst Res, Madison, WI 53706 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
Stewart, Ron
Kendziorski, Christina
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机构:
Univ Wisconsin, Dept Biostat, Madison, WI 53706 USA
Univ Wisconsin, Dept Stat, Madison, WI 53706 USADana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02215 USA
机构:
Peking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
Peking Univ, Coll Engn, Peking Tsinghua Ctr Life Sci, Beijing, Peoples R ChinaPeking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
Zhang, Yi
Gao, Jiaxin
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机构:
Tsinghua Univ, Sch Life Sci, Beijing, Peoples R China
Tsinghua Univ, Tsinghua Peking Ctr Life Sci, Beijing, Peoples R ChinaPeking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
Gao, Jiaxin
Huang, Yanyi
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机构:
Peking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
Peking Univ, Coll Engn, Peking Tsinghua Ctr Life Sci, Beijing, Peoples R ChinaPeking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
Huang, Yanyi
Wang, Jianbin
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机构:
Tsinghua Univ, Sch Life Sci, Beijing, Peoples R China
Tsinghua Univ, Tsinghua Peking Ctr Life Sci, Beijing, Peoples R ChinaPeking Univ, Beijing Adv Innovat Ctr Genom, Sch Life Sci, Biodynam Opt Imaging Ctr,Coll Engn, Beijing, Peoples R China
机构:
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Med Res Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Zeng, Honghui
Yang, Xiaoqiang
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机构:
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Med Res Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Yang, Xiaoqiang
Luo, Siweier
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机构:
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Med Res Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Luo, Siweier
Zhou, Yiming
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h-index: 0
机构:
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Med Res Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Guangdong Hong Kong Joint Lab RNA Med, Guangzhou, Peoples R China
机构:
European Bioinformat Inst, European Mol Biol Lab, Cambridge, England
Wellcome Trust Sanger Inst, Cambridge, EnglandEuropean Bioinformat Inst, European Mol Biol Lab, Cambridge, England
Svensson, Valentine
Vento-Tormo, Roser
论文数: 0引用数: 0
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机构:
Wellcome Trust Sanger Inst, Cambridge, EnglandEuropean Bioinformat Inst, European Mol Biol Lab, Cambridge, England
Vento-Tormo, Roser
Teichmann, Sarah A.
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机构:
European Bioinformat Inst, European Mol Biol Lab, Cambridge, England
Wellcome Trust Sanger Inst, Cambridge, EnglandEuropean Bioinformat Inst, European Mol Biol Lab, Cambridge, England