Single-cell multiomic analysis identifies regulatory programs in mixed-phenotype acute leukemia

被引:327
作者
Granja, Jeffrey M. [1 ,2 ,3 ]
Klemm, Sandy [3 ]
McGinnis, Lisa M. [3 ,4 ]
Kathiria, Arwa S. [3 ]
Mezger, Anja [3 ,5 ]
Corces, M. Ryan [1 ,4 ]
Parks, Benjamin [3 ,6 ]
Gars, Eric [4 ]
Liedtke, Michaela [7 ]
Zheng, Grace X. Y. [8 ]
Chang, Howard Y. [1 ,3 ,9 ,10 ]
Majeti, Ravindra [7 ]
Greenleaf, William J. [1 ,3 ,11 ,12 ]
机构
[1] Stanford Univ, Sch Med, Ctr Personal Dynam Regulomes, Stanford, CA 94305 USA
[2] Stanford Univ, Sch Med, Biophys Program, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Genet, Sch Med, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Pathol, Sch Med, Stanford, CA 94305 USA
[5] Karolinska Inst, Dept Med Biochem & Biophys, Stockholm, Sweden
[6] Stanford Univ, Dept Comp Sci, Sch Engn, Stanford, CA 94305 USA
[7] Stanford Univ, Dept Med, Sch Med, Stanford Canc Inst,Div Hematol, Stanford, CA 94305 USA
[8] 10x Genomics, Pleasanton, CA USA
[9] Stanford Univ, Sch Med, Dept Dermatol, Redwood City, CA USA
[10] Stanford Univ, Howard Hughes Med Inst, Sch Med, Stanford, CA 94305 USA
[11] Stanford Univ, Dept Appl Phys, Stanford, CA 94305 USA
[12] Chan Zuckerberg Biohub, San Francisco, CA 94158 USA
基金
瑞典研究理事会; 美国国家卫生研究院;
关键词
GENE; CLASSIFICATION; ACCESSIBILITY; LANDSCAPES; PACKAGE; COMPLEX; TARGET; RUNX1;
D O I
10.1038/s41587-019-0332-7
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 [微生物学]; 090105 [作物生产系统与生态工程];
摘要
Identifying the causes of human diseases requires deconvolution of abnormal molecular phenotypes spanning DNA accessibility, gene expression and protein abundance(1-3). We present a single-cell framework that integrates highly multiplexed protein quantification, transcriptome profiling and analysis of chromatin accessibility. Using this approach, we establish a normal epigenetic baseline for healthy blood development, which we then use to deconvolve aberrant molecular features within blood from patients with mixed-phenotype acute leukemia(4,5). Despite widespread epigenetic heterogeneity within the patient cohort, we observe common malignant signatures across patients as well as patient-specific regulatory features that are shared across phenotypic compartments of individual patients. Integrative analysis of transcriptomic and chromatin-accessibility maps identified 91,601 putative peak-to-gene linkages and transcription factors that regulate leukemia-specific genes, such as RUNX1-linked regulatory elements proximal to the marker gene CD69. These results demonstrate how integrative, multiomic analysis of single cells within the framework of normal development can reveal both distinct and shared molecular mechanisms of disease from patient samples.
引用
收藏
页码:1458 / +
页数:12
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