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靶向急性髓系白血病的小分子的化学信息学鉴定

Cheminformatic identification of small molecules targeting acute myeloid leukemia.

作者信息

Daneman Megan R, Meika Bernadetta, Tjahjono Elissa, Revtovich Alexey V, Stolbov Leonid A, Gilbertson Scott R, Poroikov Vladimir V, Kirienko Natalia V

机构信息

Department of BioSciences, Rice University, Houston, TX, USA.

Institute of Biomedical Chemistry, Moscow, Russia.

出版信息

bioRxiv. 2025 May 24:2025.05.20.655224. doi: 10.1101/2025.05.20.655224.

Abstract

Acute myeloid leukemia (AML) is an aggressive hematological malignancy that has poor prognosis and high relapse rates with cytotoxic chemotherapeutics. Previously, we identified modulators of mitochondrial function, PS127-family compounds, that were cytotoxic to AML and were characterized by two predicted functions: apoptotic agonism and thioredoxin/glutathione reductase inhibition (T/GRi). Here, we uncovered a third critical predicted function: autophagic induction. A cheminformatics screening of ~4.2 million compounds for molecules with high probability of these three functions yielded 93 hits, 81 of which were closely related to PS127-family molecules. hits selected for validation selectively killed AML cells, activated apoptosis, required functional autophagy, and interfered with glutathione metabolism, confirming predicted functions. This increased pools of cytosolic and mitochondrial ROS and decreased oxygen consumption and ATP synthesis. Differential scanning fluorimetry implicated glutathione reductase as a direct target of these molecules. Structurally-unrelated compounds from different clusters caused the same phenotype, validating our structure-blind screening approach. Furthermore, strong synergy between these compounds and the AML treatment midostaurin underscores their therapeutic potential.

摘要

急性髓系白血病(AML)是一种侵袭性血液系统恶性肿瘤,细胞毒性化疗的预后较差且复发率高。此前,我们鉴定出线粒体功能调节剂PS127家族化合物,其对AML具有细胞毒性,具有两种预测功能:凋亡激动作用和硫氧还蛋白/谷胱甘肽还原酶抑制作用(T/GRi)。在此,我们发现了第三个关键的预测功能:自噬诱导。对约420万种化合物进行化学信息学筛选,寻找具有这三种功能高可能性的分子,得到了93个命中化合物,其中81个与PS127家族分子密切相关。选择进行验证的命中化合物选择性地杀死AML细胞,激活细胞凋亡,需要功能性自噬,并干扰谷胱甘肽代谢,证实了预测的功能。这增加了胞质和线粒体ROS的水平,降低了耗氧量和ATP合成。差示扫描荧光法表明谷胱甘肽还原酶是这些分子的直接靶点。来自不同簇的结构不相关化合物导致相同的表型,验证了我们的结构盲筛方法。此外,这些化合物与AML治疗药物米哚妥林之间有很强的协同作用,突出了它们的治疗潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/34a1/12139872/87e11d5302e5/nihpp-2025.05.20.655224v1-f0001.jpg

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