Joint analysis of heterogeneous single-cell RNA-seq dataset collections

被引:174
作者
Barkas, Nikolas [1 ]
Petukhov, Viktor [1 ,2 ]
Nikolaeva, Daria [1 ]
Lozinsky, Yaroslav [1 ]
Demharter, Samuel [2 ]
Khodosevich, Konstantin [2 ]
Kharchenko, Peter V. [1 ,3 ]
机构
[1] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[2] Univ Copenhagen, Fac Hlth & Med Sci, Biotech Res & Innovat Ctr, Copenhagen, Denmark
[3] Harvard Stem Cell Inst, Cambridge, MA 02138 USA
关键词
ATLAS;
D O I
10.1038/s41592-019-0466-z
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Single-cell RNA sequencing is often applied in study designs that include multiple individuals, conditions or tissues. To identify recurrent cell subpopulations in such heterogeneous collections, we developed Conos, an approach that relies on multiple plausible inter-sample mappings to construct a global graph connecting all measured cells. The graph enables identification of recurrent cell clusters and propagation of information between datasets in multi-sample or atlas-scale collections.
引用
收藏
页码:695 / +
页数:7
相关论文
共 21 条
[1]   Single-Cell Map of Diverse Immune Phenotypes in the Breast Tumor Microenvironment [J].
Azizi, Elham ;
Carr, Ambrose J. ;
Plitas, George ;
Cornish, Andrew E. ;
Konopacki, Catherine ;
Prabhakaran, Sandhya ;
Nainys, Juozas ;
Wu, Kenmin ;
Kiseliovas, Vaidotas ;
Setty, Manu ;
Choi, Kristy ;
Fromme, Rachel M. ;
Phuong Dao ;
McKenney, Peter T. ;
Wasti, Ruby C. ;
Kadaveru, Krishna ;
Mazutis, Linas ;
Rudensky, Alexander Y. ;
Pe'er, Dana .
CELL, 2018, 174 (05) :1293-+
[2]   A Single-Cell Transcriptomic Map of the Human and Mouse Pancreas Reveals Inter- and Intra-cell Population Structure [J].
Baron, Maayan ;
Veres, Adrian ;
Wolock, Samuel L. ;
Faust, Aubrey L. ;
Gaujoux, Renaud ;
Vetere, Amedeo ;
Ryu, Jennifer Hyoje ;
Wagner, Bridget K. ;
Shen-Orr, Shai S. ;
Klein, Allon M. ;
Melton, Douglas A. ;
Yanai, Itai .
CELL SYSTEMS, 2016, 3 (04) :346-+
[3]   Integrating single-cell transcriptomic data across different conditions, technologies, and species [J].
Butler, Andrew ;
Hoffman, Paul ;
Smibert, Peter ;
Papalexi, Efthymia ;
Satija, Rahul .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :411-+
[4]   Joint profiling of chromatin accessibility and gene expression in thousands of single cells [J].
Cao, Junyue ;
Cusanovich, Darren A. ;
Ramani, Vijay ;
Aghamirzaie, Delasa ;
Pliner, Hannah A. ;
Hill, Andrew J. ;
Daza, Riza M. ;
McFaline-Figueroa, Jose L. ;
Packer, Jonathan S. ;
Christiansen, Lena ;
Steemers, Frank J. ;
Adey, Andrew C. ;
Trapnell, Cole ;
Shendure, Jay .
SCIENCE, 2018, 361 (6409) :1380-1385
[5]   A Single-Cell Atlas of In Vivo Mammalian Chromatin Accessibility [J].
Cusanovich, Darren A. ;
Hill, Andrew J. ;
Aghamirzaie, Delasa ;
Daza, Riza M. ;
Pliner, Hannah A. ;
Berletch, Joel B. ;
Filippova, Galina N. ;
Huang, Xingfan ;
Christiansen, Lena ;
DeWitt, William S. ;
Lee, Choli ;
Regalado, Samuel G. ;
Read, David F. ;
Steemers, Frank J. ;
Disteche, Christine M. ;
Trapnell, Cole ;
Shendure, Jay .
CELL, 2018, 174 (05) :1309-+
[6]   Global characterization of T cells in non-small-cell lung cancer by single-cell sequencing [J].
Guo, Xinyi ;
Zhang, Yuanyuan ;
Zheng, Liangtao ;
Zheng, Chunhong ;
Song, Jintao ;
Zhang, Qiming ;
Kang, Boxi ;
Liu, Zhouzerui ;
Jin, Liang ;
Xing, Rui ;
Gao, Ranran ;
Zhang, Lei ;
Dong, Minghui ;
Hu, Xueda ;
Ren, Xianwen ;
Kirchhoff, Dennis ;
Roider, Helge Gottfried ;
Yan, Tiansheng ;
Zhang, Zemin .
NATURE MEDICINE, 2018, 24 (07) :978-+
[7]   Batch effects in single-cell RNA-sequencing data are corrected by matching mutual nearest neighbors [J].
Haghverdi, Laleh ;
Lun, Aaron T. L. ;
Morgan, Michael D. ;
Marioni, John C. .
NATURE BIOTECHNOLOGY, 2018, 36 (05) :421-+
[8]   Mapping the Mouse Cell Atlas by Microwell-Seq [J].
Han, Xiaoping ;
Wang, Renying ;
Zhou, Yincong ;
Fei, Lijiang ;
Sun, Huiyu ;
Lai, Shujing ;
Saadatpour, Assieh ;
Zhou, Zimin ;
Chen, Haide ;
Ye, Fang ;
Huang, Daosheng ;
Xu, Yang ;
Huang, Wentao ;
Jiang, Mengmeng ;
Jiang, Xinyi ;
Mao, Jie ;
Chen, Yao ;
Lu, Chenyu ;
Xie, Jin ;
Fang, Qun ;
Wang, Yibin ;
Yue, Rui ;
Li, Tiefeng ;
Huang, He ;
Orkin, Stuart H. ;
Yuan, Guo-Cheng ;
Chen, Ming ;
Guo, Guoji .
CELL, 2018, 172 (05) :1091-+
[9]   Missing data and technical variability in single-cell RNA-sequencing experiments [J].
Hicks, Stephanie C. ;
Townes, F. William ;
Teng, Mingxiang ;
Irizarry, Rafael A. .
BIOSTATISTICS, 2018, 19 (04) :562-578
[10]   Phenotype molding of stromal cells in the lung tumor microenvironment [J].
Lambrechts, Diether ;
Wauters, Els ;
Boeckx, Bram ;
Aibar, Sara ;
Nittner, David ;
Burton, Oliver ;
Bassez, Ayse ;
Decaluwe, Herbert ;
Pircher, Andreas ;
Van den Eynde, Kathleen ;
Weynand, Birgit ;
Verbeken, Erik ;
De Leyn, Paul ;
Liston, Adrian ;
Vansteenkiste, Johan ;
Carmeliet, Peter ;
Aerts, Stein ;
Thienpont, Bernard .
NATURE MEDICINE, 2018, 24 (08) :1277-+