Cheminformatic identification of small molecules targeting acute myeloid leukemia.

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

靶向急性髓系白血病小分子的化学信息学鉴定
急性髓性白血病(AML)是一种侵袭性血液系统恶性肿瘤,预后差,复发率高,需要细胞毒性化疗。之前,我们发现了线粒体功能调节剂ps127家族化合物,它们对AML具有细胞毒性,并具有两种预测功能:凋亡激动作用和硫氧还蛋白/谷胱甘肽还原酶抑制(T/GRi)。在这里,我们发现了第三个关键的预测功能:自噬诱导。化学信息学筛选了约420万种化合物中具有这三种功能的高概率分子,得到了93个结果,其中81个与ps127家族分子密切相关。选择用于验证的硅命中选择性地杀死AML细胞,激活凋亡,需要功能性自噬,并干扰谷胱甘肽代谢,证实了预测的功能。这增加了细胞质和线粒体的ROS池,减少了氧气消耗和ATP合成。差示扫描荧光法暗示谷胱甘肽还原酶是这些分子的直接靶标。来自不同簇的结构不相关的化合物导致相同的表型,验证了我们的结构盲筛选方法。此外,这些化合物与AML治疗药物midostoin之间的强协同作用强调了它们的治疗潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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