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急性髓系白血病中先天和获得性耐药的单细胞全景。

Single-cell landscape of innate and acquired drug resistance in acute myeloid leukemia.

机构信息

Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, Switzerland.

Department of Computer Science, ETH Zurich, Zurich, Switzerland.

出版信息

Nat Commun. 2024 Oct 30;15(1):9402. doi: 10.1038/s41467-024-53535-4.

Abstract

Deep single-cell multi-omic profiling offers a promising approach to understand and overcome drug resistance in relapsed or refractory (rr) acute myeloid leukemia (AML). Here, we combine single-cell ex vivo drug profiling (pharmacoscopy) with single-cell and bulk DNA, RNA, and protein analyses, alongside clinical data from 21 rrAML patients. Unsupervised data integration reveals reduced ex vivo response to the Bcl-2 inhibitor venetoclax (VEN) in patients treated with both a hypomethylating agent (HMA) and VEN, compared to those pre-exposed to chemotherapy or HMA alone. Integrative analysis identifies both known and unreported mechanisms of innate and treatment-related VEN resistance and suggests alternative treatments, like targeting increased proliferation with the PLK inhibitor volasertib. Additionally, high CD36 expression in VEN-resistant blasts associates with sensitivity to CD36-targeted antibody treatment ex vivo. This study demonstrates how single-cell multi-omic profiling can uncover drug resistance mechanisms and treatment vulnerabilities, providing a valuable resource for future AML research.

摘要

单细胞多组学分析为深入了解和克服复发性或难治性(rr)急性髓系白血病(AML)的耐药性提供了一种有前景的方法。在这里,我们结合了单细胞体外药物分析(药物镜检)与单细胞和批量 DNA、RNA 和蛋白质分析,以及 21 名 rrAML 患者的临床数据。无监督数据分析表明,与单独接受化疗或 HMA 预处理的患者相比,同时接受低甲基化剂(HMA)和 VEN 治疗的患者,对 Bcl-2 抑制剂 venetoclax(VEN)的体外反应降低。综合分析确定了内在和治疗相关 VEN 耐药的已知和未报告的机制,并提出了替代治疗方法,例如用 PLK 抑制剂 volasertib 靶向增加的增殖。此外,VEN 耐药性白血病细胞中高表达 CD36 与体外对 CD36 靶向抗体治疗的敏感性相关。这项研究表明单细胞多组学分析如何揭示耐药机制和治疗弱点,为未来的 AML 研究提供了有价值的资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ad8/11525670/2825e68afd00/41467_2024_53535_Fig1_HTML.jpg

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