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GRACE: a comprehensive web-based platform for integrative single-cell transcriptome analysis

delete2023-06-09
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OA
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H
Hao Yu
王雨晴 封面图
王雨晴 (Yuqing Wang)
X
Xi Zhang
Z
Zheng Wang *
DOI:10.1093/nargab/lqad050delete
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摘要

摘要

En 中文
Large-scale single-cell RNA sequencing (scRNA-seq) has emerged as a robust method for dissecting cellular heterogeneity at single-cell resolution. However, to meet the increasingly high computational demands of non-programming experts, a user-friendly, scalable, and accessible online platform for analyzing scRNA-seq data is urgently needed. Here, we have developed a web-based platform GRACE (GRaphical Analyzing Cell Explorer) ( or ) that enables online massive single-cell transcriptome analysis, improving interactivity and reproducibility using high-quality visualization frameworks. GRACE provides easy access to interactive visualization, customized parameters, and publication-quality graphs. Furthermore, it comprehensively integrates preprocessing, clustering, developmental trajectory inference, cell-cell communication, cell-type annotation, subcluster analysis, and pathway enrichment. In addition to the website platform, we also provide a Docker version that can be easily deployed on private servers. The source code for GRACE is freely available at (). Documentation and video tutorials are accessible from website homepage (). GRACE can analyze massive scRNA-seq data more flexibly and be accessible to the scientific community. This platform fulfills the major gap that exists between experimental (wet lab) and bioinformatic (dry lab) research.
Keyword:
COMMUNICATION
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期刊

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Genomics Proteomics and Bioinformatics
IF:
7.9
论文数:
1.5K
被引数:
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机构

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Army Medical University
学者数:
2.0W
论文数: 1.1W
被引数: 1.5W
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