scDART: integrating unmatched scRNA-seq and scATAC-seq data and learning cross-modality relationship simultaneously

Abstract It is a challenging task to integrate scRNA-seq and scATAC-seq data obtained from different batches. Existing methods tend to use a pre-defined gene activity matrix to convert the scATAC-seq data into scRNA-seq data. The pre-defined gene activity matrix is often of low quality and does not...

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Bibliographic Details
Main Authors: Ziqi Zhang, Chengkai Yang, Xiuwei Zhang
Format: Article
Language:English
Published: BMC 2022-06-01
Series:Genome Biology
Subjects:
Online Access:https://doi.org/10.1186/s13059-022-02706-x