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单细胞 RNA 测序显著描绘了小儿混合表型急性白血病的广泛异质性。

Single-cell RNA sequencing distinctly characterizes the wide heterogeneity in pediatric mixed phenotype acute leukemia.

机构信息

Aflac Cancer and Blood Disorders Center, Children Healthcare of Atlanta, Atlanta, GA, USA.

Department of Biomedical Informatics, Emory University, Atlanta, GA, USA.

出版信息

Genome Med. 2023 Oct 16;15(1):83. doi: 10.1186/s13073-023-01241-z.

Abstract

BACKGROUND

Mixed phenotype acute leukemia (MPAL), a rare subgroup of leukemia characterized by blast cells with myeloid and lymphoid lineage features, is difficult to diagnose and treat. A better characterization of MPAL is essential to understand the subtype heterogeneity and how it compares with acute myeloid leukemia (AML) and acute lymphoblastic leukemia (ALL). Therefore, we performed single-cell RNA sequencing (scRNAseq) on pediatric MPAL bone marrow (BM) samples to develop a granular map of the MPAL blasts and microenvironment landscape.

METHODS

We analyzed over 40,000 cells from nine pediatric MPAL BM samples to generate a single-cell transcriptomic landscape of B/myeloid (B/My) and T/myeloid (T/My) MPAL. Cells were clustered using unsupervised single-cell methods, and malignant blast and immune clusters were annotated. Differential expression analysis was performed to identify B/My and T/My MPAL blast-specific signatures by comparing transcriptome profiles of MPAL with normal BM, AML, and ALL. Gene set enrichment analysis (GSEA) was performed, and significantly enriched pathways were compared in MPAL subtypes.

RESULTS

B/My and T/My MPAL blasts displayed distinct blast signatures. Transcriptomic analysis revealed that B/My MPAL profile overlaps with B-ALL and AML samples. Similarly, T/My MPAL exhibited overlap with T-ALL and AML samples. Genes overexpressed in both MPAL subtypes' blast cells compared to AML, ALL, and healthy BM included MAP2K2 and CD81. Subtype-specific genes included HBEGF for B/My and PTEN for T/My. These marker sets segregated bulk RNA-seq AML, ALL, and MPAL samples based on expression profiles. Analysis comparing T/My MPAL to ETP, near-ETP, and non-ETP T-ALL, showed that T/My MPAL had greater overlap with ETP-ALL cases. Comparisons among MPAL subtypes between adult and pediatric samples showed analogous transcriptomic landscapes of corresponding subtypes. Transcriptomic differences were observed in the MPAL samples based on response to induction chemotherapy, including selective upregulation of the IL-16 pathway in relapsed samples.

CONCLUSIONS

We have for the first time described the single-cell transcriptomic landscape of pediatric MPAL and demonstrated that B/My and T/My MPAL have distinct scRNAseq profiles from each other, AML, and ALL. Differences in transcriptomic profiles were seen based on response to therapy, but larger studies will be needed to validate these findings.

摘要

背景

混合表型急性白血病(MPAL)是一种罕见的白血病亚群,其特征是具有髓系和淋巴系特征的原始细胞。MPAL 诊断和治疗困难。更好地描述 MPAL 对于了解亚群异质性以及与急性髓细胞白血病(AML)和急性淋巴细胞白血病(ALL)的比较至关重要。因此,我们对儿科 MPAL 骨髓(BM)样本进行了单细胞 RNA 测序(scRNAseq),以开发 MPAL 原始细胞和微环境景观的详细图谱。

方法

我们分析了来自九个儿科 MPAL BM 样本的超过 40,000 个细胞,以生成 B/髓系(B/My)和 T/髓系(T/My)MPAL 的单细胞转录组图谱。使用无监督单细胞方法对细胞进行聚类,并注释恶性原始细胞和免疫细胞簇。通过比较 MPAL 与正常 BM、AML 和 ALL 的转录组谱,进行差异表达分析,以确定 B/My 和 T/My MPAL 原始细胞特异性特征。进行基因集富集分析(GSEA),并比较 MPAL 亚型中显著富集的途径。

结果

B/My 和 T/My MPAL 原始细胞显示出不同的原始细胞特征。转录组分析显示,B/My MPAL 与 B-ALL 和 AML 样本重叠。同样,T/My MPAL 与 T-ALL 和 AML 样本重叠。与 AML、ALL 和健康 BM 相比,B/My 和 T/My MPAL 原始细胞中过度表达的基因包括 MAP2K2 和 CD81。B/My 的亚型特异性基因包括 HBEGF,T/My 的亚型特异性基因包括 PTEN。这些标记集根据表达谱将批量 RNA-seq AML、ALL 和 MPAL 样本分离。比较 T/My MPAL 与 ETP、接近 ETP 和非 ETP T-ALL 的分析表明,T/My MPAL 与 ETP-ALL 病例的重叠程度更大。成人和儿科样本之间的 MPAL 亚型比较显示出相应亚型的类似转录组图谱。根据诱导化疗的反应,MPAL 样本中观察到转录组差异,包括在复发样本中 IL-16 途径的选择性上调。

结论

我们首次描述了儿科 MPAL 的单细胞转录组图谱,并证明 B/My 和 T/My MPAL 与 AML 和 ALL 具有不同的 scRNAseq 特征。基于对治疗的反应,在转录组谱上存在差异,但需要更大的研究来验证这些发现。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3c3e/10577904/da6eb81ca937/13073_2023_1241_Fig1_HTML.jpg

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