SnapHiC-D: a computational pipeline to identify differential chromatin contacts from single-cell Hi-C data

被引:1
作者
Lee, Lindsay [2 ]
Yu, Miao [3 ,4 ]
Li, Xiaoqi [5 ]
Zhu, Chenxu [3 ,6 ]
Zhang, Yanxiao [3 ,7 ]
Yu, Hongyu [8 ]
Chen, Ziyin [4 ]
Mishra, Shreya [2 ]
Ren, Bing [9 ,10 ]
Li, Yun [1 ,11 ,12 ,13 ]
Hu, Ming [2 ]
机构
[1] Univ N Carolina, Dept Biostat, Dept Genet, Dept Comp Sci, Chapel Hill, NC 27599 USA
[2] Cleveland Clin Fdn, Lerner Res Inst, Dept Quantitat Hlth Sci, Cleveland, OH 44195 USA
[3] Ludwig Inst Canc Res, La Jolla, CA USA
[4] Fudan Univ, Sch Life Sci, State Key Lab Genet Engn, Shanghai, Peoples R China
[5] Univ N Carolina, Carolina Hlth Informat Program, Chapel Hill, NC USA
[6] Weill Cornell Med, Inst Computat Biomed, Dept Physiol & Biophys, New York, NY USA
[7] Westlake Univ, Hangzhou, Zhejiang, Peoples R China
[8] Univ Wisconsin, Dept Stat & Biochem, Madison, WI USA
[9] Univ Calif San Diego, Ctr Epigen, La Jolla, CA USA
[10] Univ Calif San Diego, Dept Cellular & Mol Med, La Jolla, CA USA
[11] Univ N Carolina, Dept Genet, Chapel Hill, NC USA
[12] Univ N Carolina, Dept Biostat, Chapel Hill, NC USA
[13] Univ N Carolina, Dept Comp Sci, Chapel Hill, NC USA
关键词
single-cell Hi-C; differential chromatin contacts; cell-type specificity; GENOME ARCHITECTURE; EXPRESSION ANALYSIS; GENE-EXPRESSION; ORGANIZATION; PRINCIPLES; ENHANCERS; DYNAMICS;
D O I
10.1093/bib/bbad315
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Single-cell high-throughput chromatin conformation capture technologies (scHi-C) has been used to map chromatin spatial organization in complex tissues. However, computational tools to detect differential chromatin contacts (DCCs) from scHi-C datasets in development and through disease pathogenesis are still lacking. Here, we present SnapHiC-D, a computational pipeline to identify DCCs between two scHi-C datasets. Compared to methods designed for bulk Hi-C data, SnapHiC-D detects DCCs with high sensitivity and accuracy. We used SnapHiC-D to identify cell-type-specific chromatin contacts at 10 Kb resolution in mouse hippocampal and human prefrontal cortical tissues, demonstrating that DCCs detected in the hippocampal and cortical cell types are generally associated with cell-type-specific gene expression patterns and epigenomic features. SnapHiC-D is freely available at https://github.com/HuMingLab/SnapHiC-D.
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页数:9
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