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DOI10.1038/s41467-017-00372-3
Functional interpretation of single cell similarity maps
De Tomaso, David1; Jones, Matthew G.2; Subramaniam, Meena2; Ashuach, Tal1; Ye, Chun J.3; Yosef, Nir1,4,5,6
2019-09-26
发表期刊NATURE COMMUNICATIONS
ISSN2041-1723
出版年2019
卷号10
文章类型Article
语种英语
国家USA
英文摘要

We present Vision, a tool for annotating the sources of variation in single cell RNA-seq data in an automated and scalable manner. Vision operates directly on the manifold of cell-cell similarity and employs a flexible annotation approach that can operate either with or without preconceived stratification of the cells into groups or along a continuum. We demonstrate the utility of Vision in several case studies and show that it can derive important sources of cellular variation and link them to experimental meta-data even with relatively homogeneous sets of cells. Vision produces an interactive, low latency and feature rich web-based report that can be easily shared among researchers, thus facilitating data dissemination and collaboration.


领域资源环境
收录类别SCI-E
WOS记录号WOS:000488227700005
WOS关键词RNA-SEQ DATA ; SIGNATURES DATABASE ; EXPRESSION ; NORMALIZATION ; HETEROGENEITY ; GENES
WOS类目Multidisciplinary Sciences
WOS研究方向Science & Technology - Other Topics
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/203412
专题资源环境科学
作者单位1.Univ Calif Berkeley, Ctr Computat Biol, Berkeley, CA 94720 USA;
2.Univ Calif San Francisco, Biol & Med Informat Grad Program, San Francisco, CA 94143 USA;
3.Univ Calif San Francisco, Inst Human Genet, Dept Bioengn & Therapeut Sci, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA;
4.Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA;
5.MIT & Harvard, Massachusetts Gen Hosp, Ragon Inst, Cambridge, MA 02139 USA;
6.Chan Zuckerberg Biohub, San Francisco, CA 94158 USA
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GB/T 7714
De Tomaso, David,Jones, Matthew G.,Subramaniam, Meena,et al. Functional interpretation of single cell similarity maps[J]. NATURE COMMUNICATIONS,2019,10.
APA De Tomaso, David,Jones, Matthew G.,Subramaniam, Meena,Ashuach, Tal,Ye, Chun J.,&Yosef, Nir.(2019).Functional interpretation of single cell similarity maps.NATURE COMMUNICATIONS,10.
MLA De Tomaso, David,et al."Functional interpretation of single cell similarity maps".NATURE COMMUNICATIONS 10(2019).
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