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

机译:单细胞多组分分析识别混合表型急性白血病的监管程序

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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.
机译:鉴定人类疾病的原因需要跨越DNA可访问性,基因表达和蛋白质丰度(1-3)的异常分子表型的作用。我们提出了一种单细胞框架,其集成了高度复用蛋白质定量,转录组分析和染色质可接近性的分析。采用这种方法,我们建立了健康血液发育的正常表观遗传基线,然后我们使用混合表型急性白血病患者(4,5)的血液中的血液中的异常分子特征。尽管患者队列中存在普遍的表观遗传异质性,但我们观察患者的常见恶性签名以及在个体患者的表型隔室中共享的患者特异性调节特征。转录组和染色质 - 可访问性映射的整合分析鉴定了91,601个推定的峰 - 基因键和转录因子,其调节特异性基因,例如对标记基因CD69近端的Runx1连接的调节元件。这些结果表明,在正常发展框架内单细胞的综合,多种分析可以揭示来自患者样品的不同和共同的疾病的分子机制。

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  • 来源
    《Nature biotechnology》 |2019年第12期|共12页
  • 作者单位

    Stanford Univ Sch Med Ctr Personal Dynam Regulomes Stanford CA 94305 USA;

    Stanford Univ Dept Genet Sch Med Stanford CA 94305 USA;

    Stanford Univ Dept Genet Sch Med Stanford CA 94305 USA;

    Stanford Univ Dept Genet Sch Med Stanford CA 94305 USA;

    Stanford Univ Dept Genet Sch Med Stanford CA 94305 USA;

    Stanford Univ Sch Med Ctr Personal Dynam Regulomes Stanford CA 94305 USA;

    Stanford Univ Dept Genet Sch Med Stanford CA 94305 USA;

    Stanford Univ Dept Pathol Sch Med Stanford CA 94305 USA;

    Stanford Univ Dept Med Sch Med Stanford Canc Inst Div Hematol Stanford CA 94305 USA;

    10x Genomics Pleasanton CA USA;

    Stanford Univ Sch Med Ctr Personal Dynam Regulomes Stanford CA 94305 USA;

    Stanford Univ Dept Med Sch Med Stanford Canc Inst Div Hematol Stanford CA 94305 USA;

    Stanford Univ Sch Med Ctr Personal Dynam Regulomes Stanford CA 94305 USA;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 普通生物学;
  • 关键词

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