通过开发全面的儿科单细胞图谱鉴定白血病富集特征

IF 15.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Hope L. Mumme, Chenbin Huang, Denis Ohlstrom, Mojtaba Bakhtiari, Sunil S. Raikar, Deborah DeRyckere, Muna Qayed, Sharon M. Castellino, Daniel S. Wechsler, Christopher C. Porter, Douglas K. Graham, Swati S. Bhasin, Manoj Bhasin
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引用次数: 0

摘要

单细胞转录组分析能够对儿童白血病的异质性微环境进行无与伦比的表征。为了便于比较分析和生成儿科白血病特征,我们收集、处理和注释了来自159种不同儿科急性白血病(髓系、淋巴系、混合表型谱系)和健康骨髓(BM)样本的540,000多个细胞的单细胞数据,这些数据在我们的实验室进行了分析,并从公开可用的研究中进行了整理。该分析确定了与健康骨髓细胞相比,白血病母细胞中有9个基因过表达的白血病富集特征。在大量RNA-seq数据集(超过2000个样本)中,与正常骨髓样本相比,白血病样本中这种特征也一致过表达。基于结果的诊断样本分析使用可测量的残留病(MRD)状态描述了癌基因诱导的衰老和g蛋白激活途径与MRD阳性的显著关联。儿童白血病的MRD阳性也与诊断时CD8+和CD4+ naïve t细胞和m1巨噬细胞的显著耗竭相关。为了方便获取这个全面的儿科白血病单细胞图谱,我们开发了儿科单细胞癌症图谱(PedSCAtlas, https://bhasinlab.bmi.emory.edu/PediatricSCAtlas/)。该图谱允许基于基因、细胞类型组成和临床结果的单细胞数据的快速探索,以了解儿童白血病的细胞景观。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identification of leukemia-enriched signature through the development of a comprehensive pediatric single-cell atlas

Identification of leukemia-enriched signature through the development of a comprehensive pediatric single-cell atlas

Single-cell transcriptome profiling enables unparalleled characterization of the heterogeneous microenvironment of pediatric leukemias. To facilitate comparative analyses and generate pediatric leukemia signatures, we collect, process, and annotate single-cell data comprising over 540,000 cells from 159 different pediatric acute leukemia (myeloid, lymphoid, mixed phenotype lineages) and healthy bone marrow (BM) samples, profiled in our lab and curated from publicly available studies. The analysis identifies a leukemia-enriched signature of nine genes with over-expression in leukemic blast compared to healthy BM cells. This signature is also consistently over-expressed in leukemia samples compared to normal BM in bulk RNA-seq datasets (over 2000 samples). Outcome-based analysis on diagnosis samples using measurable residual disease (MRD) status depicts a significant association of oncogene-induced senescence and g-protein activation pathways with MRD positivity. MRD positivity across pediatric leukemias is also correlated with significant depletion of CD8+ and CD4+ naïve T-cells and M1-macrophages at diagnosis. To enable easy access to this comprehensive pediatric leukemia single-cell atlas, we develop the Pediatric Single-cell Cancer Atlas (PedSCAtlas, https://bhasinlab.bmi.emory.edu/PediatricSCAtlas/). The atlas allows for quick exploration of single-cell data based on genes, cell type composition, and clinical outcomes to understand the cellular landscape of pediatric leukemias.

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来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
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