Interrogation of human hematopoiesis at single-cell and single-variant resolution

被引:122
作者
Ulirsch, Jacob C. [1 ,2 ,3 ,4 ]
Lareau, Caleb A. [1 ,2 ,3 ,4 ,5 ]
Bao, Erik L. [1 ,2 ,3 ,6 ]
Ludwig, Leif S. [1 ,2 ,3 ]
Guo, Michael H. [3 ,7 ,8 ,9 ]
Benner, Christian [10 ,11 ]
Satpathy, Ansuman T. [12 ]
Kartha, Vinay K. [3 ,13 ]
Salem, Rany M. [3 ,7 ,8 ,9 ]
Hirschhorn, Joel N. [3 ,7 ,8 ,9 ]
Finucane, Hilary K. [3 ,14 ]
Aryee, Martin J. [3 ,5 ,15 ]
Buenrostro, Jason D. [3 ,13 ]
Sankaran, Vijay G. [1 ,2 ,3 ,16 ]
机构
[1] Harvard Med Sch, Boston Childrens Hosp, Div Hematol Oncol, Boston, MA 02115 USA
[2] Harvard Med Sch, Dana Farber Canc Inst, Dept Pediat Oncol, Boston, MA 02115 USA
[3] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[4] Harvard Med Sch, Program Biol & Biomed Sci, Boston, MA 02115 USA
[5] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
[6] Harvard Med Sch, Harvard MIT Hlth Sci & Technol, Boston, MA 02115 USA
[7] Harvard Med Sch, Boston Childrens Hosp, Div Endocrinol, Boston, MA 02115 USA
[8] Harvard Med Sch, Dept Genet, Boston, MA 02115 USA
[9] Boston Childrens Hosp, Ctr Basic & Translat Obes Res, Boston, MA USA
[10] Univ Helsinki, Inst Mol Med Finland, Helsinki, Finland
[11] Univ Helsinki, Dept Publ Hlth, Helsinki, Finland
[12] Stanford Univ, Dept Pathol, Sch Med, Stanford, CA 94305 USA
[13] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA
[14] Broad Inst MIT & Harvard, Schmidt Fellows Program, Cambridge, MA 02142 USA
[15] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USA
[16] Harvard Stem Cell Inst, Cambridge, MA 02138 USA
基金
美国国家卫生研究院;
关键词
GENOME-WIDE ASSOCIATION; TRANSCRIPTION FACTOR ERG; STEM-CELLS; PARTITIONING HERITABILITY; RNA-SEQ; ACCESSIBILITY; RECEPTOR; LOCI; PU.1; MEGAKARYOPOIESIS;
D O I
10.1038/s41588-019-0362-6
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Widespread linkage disequilibrium and incomplete annotation of cell-to-cell state variation represent substantial challenges to elucidating mechanisms of trait-associated genetic variation. Here we perform genetic fine-mapping for blood cell traits in the UK Biobank to identify putative causal variants. These variants are enriched in genes encoding proteins in trait-relevant biological pathways and in accessible chromatin of hematopoietic progenitors. For regulatory variants, we explore patterns of developmental enhancer activity, predict molecular mechanisms, and identify likely target genes. In several instances, we localize multiple independent variants to the same regulatory element or gene. We further observe that variants with pleiotropic effects preferentially act in common progenitor populations to direct the production of distinct lineages. Finally, we leverage fine-mapped variants in conjunction with continuous epigenomic annotations to identify trait-cell type enrichments within closely related populations and in single cells. Our study provides a comprehensive framework for single-variant and single-cell analyses of genetic associations.
引用
收藏
页码:683 / +
页数:14
相关论文
共 73 条
[61]   GREGOR: evaluating global enrichment of trait-associated variants in epigenomic features using a systematic, data-driven approach [J].
Schmidt, Ellen M. ;
Zhang, Ji ;
Zhou, Wei ;
Chen, Jin ;
Mohlke, Karen L. ;
Chen, Y. Eugene ;
Willer, Cristen J. .
BIOINFORMATICS, 2015, 31 (16) :2601-2606
[62]   Single-Cell RNA-Seq with Waterfall Reveals Molecular Cascades underlying Adult Neurogenesis [J].
Shin, Jaehoon ;
Berg, Daniel A. ;
Zhu, Yunhua ;
Shin, Joseph Y. ;
Song, Juan ;
Bonaguidi, Michael A. ;
Enikolopov, Grigori ;
Nauen, David W. ;
Christian, Kimberly M. ;
Ming, Guo-li ;
Song, Hongjun .
CELL STEM CELL, 2015, 17 (03) :360-372
[63]   Genome sequencing elucidates Sardinian genetic architecture and augments association analyses for lipid and blood inflammatory markers [J].
Sidore, Carlo ;
Busonero, Fabio ;
Maschio, Andrea ;
Porcu, Eleonora ;
Naitza, Silvia ;
Zoledziewska, Magdalena ;
Mulas, Antonella ;
Pistis, Giorgio ;
Steri, Maristella ;
Danjou, Fabrice ;
Kwong, Alan ;
del Vecchyo, Vicente Diego Ortega ;
Chiang, Charleston W. K. ;
Bragg-Gresham, Jennifer ;
Pitzalis, Maristella ;
Nagaraja, Ramaiah ;
Tarrier, Brendan ;
Brennan, Christine ;
Uzzau, Sergio ;
Fuchsberger, Christian ;
Atzeni, Rossano ;
Reinier, Frederic ;
Berutti, Riccardo ;
Huang, Jie ;
Timpson, Nicholas J. ;
Toniolo, Daniela ;
Gasparini, Paolo ;
Malerba, Giovanni ;
Dedoussis, George ;
Zeggini, Eleftheria ;
Soranzo, Nicole ;
Jones, Chris ;
Lyons, Robert ;
Angius, Andrea ;
Kang, Hyun M. ;
Novembre, John ;
Sanna, Serena ;
Schlessinger, David ;
Cucca, Francesco ;
Abecasis, Goncalo R. .
NATURE GENETICS, 2015, 47 (11) :1272-+
[64]   Trim58 Degrades Dynein and Regulates Terminal Erythropoiesis [J].
Thom, Christopher S. ;
Traxler, Elizabeth A. ;
Khandros, Eugene ;
Nickas, Jenna M. ;
Zhou, Olivia Y. ;
Lazarus, Jacob E. ;
Silva, Ana P. G. ;
Prabhu, Dolly ;
Yao, Yu ;
Aribeana, Chiaka ;
Fuchs, Serge Y. ;
Mackay, Joel P. ;
Holzbaur, Erika L. F. ;
Weiss, Mitchell J. .
DEVELOPMENTAL CELL, 2014, 30 (06) :688-700
[65]   Integration of human pancreatic islet genomic data refines regulatory mechanisms at Type 2 Diabetes susceptibility loci [J].
Thurner, Matthias ;
van de Bunt, Martijn ;
Torres, Jason M. ;
Mahajan, Anubha ;
Nylander, Vibe ;
Bennett, Amanda J. ;
Gaulton, Kyle J. ;
Barrett, Amy ;
Burrows, Carla ;
Bell, Christopher G. ;
Lowe, Robert ;
Beck, Stephan ;
Rakyan, Vardhman K. ;
Gloyn, Anna L. ;
McCarthy, Mark I. .
ELIFE, 2018, 7
[66]   Disentangling the Effects of Colocalizing Genomic Annotations to Functionally Prioritize Non-coding Variants within Complex-Trait Loci [J].
Trynka, Gosia ;
Westra, Harm-Jan ;
Slowikowski, Kamil ;
Hu, Xinli ;
Xu, Han ;
Stranger, Barbara E. ;
Klein, Robert J. ;
Han, Buhm ;
Raychaudhuri, Soumya .
AMERICAN JOURNAL OF HUMAN GENETICS, 2015, 97 (01) :139-152
[67]   FLI1 level during megakaryopoiesis affects thrombopoiesis and platelet biology [J].
Vo, Karen K. ;
Jarocha, Danuta J. ;
Lyde, Randolph B. ;
Hayes, Vincent ;
Thom, Christopher S. ;
Sullivan, Spencer K. ;
French, Deborah L. ;
Poncz, Mortimer .
BLOOD, 2017, 129 (26) :3486-3494
[68]   Insight into GATA1 transcriptional activity through interrogation of cis elements disrupted in human erythroid disorders [J].
Wakabayashi, Aoi ;
Ulirsch, Jacob C. ;
Ludwig, Leif S. ;
Fiorini, Claudia ;
Yasuda, Makiko ;
Choudhuri, Avik ;
McDonel, Patrick ;
Zon, Leonard I. ;
Sankaran, Vijay G. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (16) :4434-4439
[69]   Irf4 Regulates the Choice between T Lymphoid-Primed Progenitor and Myeloid Lineage Fates during Embryogenesis [J].
Wang, Sifeng ;
He, Qiuping ;
Ma, Dongyuan ;
Xue, Yuanyuan ;
Liu, Feng .
DEVELOPMENTAL CELL, 2015, 34 (06) :621-631
[70]   Functional mapping and annotation of genetic associations with FUMA [J].
Watanabe, Kyoko ;
Taskesen, Erdogan ;
van Bochoven, Arjen ;
Posthuma, Danielle .
NATURE COMMUNICATIONS, 2017, 8