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Computational methods for single-cell omics across modalities

delete2020-01-06
delete129
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M
Mirjana Efremova
S
Sarah A. Teichmann *
DOI:10.1038/s41592-019-0692-4delete
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摘要

摘要

En 中文
Single-cell omics approaches provide high-resolution data on cellular phenotypes, developmental dynamics and communication networks in diverse tissues and conditions. Emerging technologies now measure different modalities of individual cells, such as genomes, epigenomes, transcriptomes and proteomes, in addition to spatial profiling. Combined with analytical approaches, these data open new avenues for accurate reconstruction of gene-regulatory and signaling networks driving cellular identity and function. Here we summarize computational methods for analysis and integration of single-cell omics data across different modalities and discuss their applications, challenges and future directions.
Keyword:
SPATIAL RECONSTRUCTION
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Nature Methods 封面图
Nature Methods
IF:
32.1
论文数:
7.2K
被引数:
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机构

W
wellcome trust sanger institute
学者数:
6.9K
论文数: 4.3K
被引数: 17
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