Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, Switzerland.
Department of Computer Science, ETH Zurich, Zurich, Switzerland.
Nat Commun. 2024 Oct 30;15(1):9402. doi: 10.1038/s41467-024-53535-4.
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.
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。