DeTOKI identifies and characterizes the dynamics of chromatin TAD-like domains in a single cell

Topologically associating domains (TAD) are a key structure of the 3D mammalian genomes. However, the prevalence and dynamics of TAD-like domains in single cells remain elusive. Here we develop a new algorithm, named deTOKI, to decode TAD-like domains with single-cell Hi-C data. By non-negative matr...

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Published inGenome Biology Vol. 22; no. 1; p. 217
Main Authors Li, Xiao, Zeng, Guangjie, Li, Angsheng, Zhang, Zhihua
Format Journal Article
LanguageEnglish
Published England BioMed Central 27.07.2021
BMC
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Summary:Topologically associating domains (TAD) are a key structure of the 3D mammalian genomes. However, the prevalence and dynamics of TAD-like domains in single cells remain elusive. Here we develop a new algorithm, named deTOKI, to decode TAD-like domains with single-cell Hi-C data. By non-negative matrix factorization, deTOKI seeks regions that insulate the genome into blocks with minimal chance of clustering. deTOKI outperforms competing tools and reliably identifies TAD-like domains in single cells. Finally, we find that TAD-like domains are not only prevalent, but also subject to tight regulation in single cells.
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ISSN:1474-760X
1474-7596
1474-760X
DOI:10.1186/s13059-021-02435-7