scPlant: A versatile framework for single-cell transcriptomic data analysis in plants

被引:8
|
作者
Cao, Shanni [1 ]
He, Zhaohui [1 ]
Chen, Ruidong [1 ]
Luo, Yuting [1 ]
Fu, Liang-Yu [1 ]
Zhou, Xinkai [1 ]
He, Chao [2 ]
Yan, Wenhao [2 ]
Zhang, Chen -Yu [1 ]
Chen, Dijun [1 ]
机构
[1] Nanjing Univ, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing 210023, Peoples R China
[2] Huazhong Agr Univ, Natl Key Lab Crop Genet Improvement, Hubei Hongshan Lab, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
STOMATAL LINEAGE; MAIZE; EXPRESSION; INFERENCE; NETWORKS; ATLAS; ROOT; LEAF;
D O I
10.1016/j.xplc.2023.100631
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Single-cell transcriptomics has been fully embraced in plant biological research and is revolutionizing our understanding of plant growth, development, and responses to external stimuli. However, single-cell transcriptomic data analysis in plants is not trivial, given that there is currently no end-to-end solution and that integration of various bioinformatics tools involves a large number of required dependencies. Here, we present scPlant, a versatile framework for exploring plant single-cell atlases with minimum input data provided by users. The scPlant pipeline is implemented with numerous functions for diverse analytical tasks, ranging from basic data processing to advanced demands such as cell-type annotation and deconvolution, trajectory inference, cross-species data integration, and cell-type-specific gene regulatory network construction. In addition, a variety of visualization tools are bundled in a builtin Shiny application, enabling exploration of single-cell transcriptomic data on the fly.
引用
收藏
页数:14
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