A novel network pharmacology approach for leukaemia differentiation therapy using Mogrify®

内部收益率1 生物 转录因子 髓样 细胞分化 分化疗法 癌症研究 计算生物学 急性早幼粒细胞白血病 细胞培养 遗传学 基因 维甲酸
作者
Lin Ming Lee,Eleni Christodoulou,Pavithra Shyamsunder,Bei Jun Chen,Kian Leong Lee,Tsz Kan Fung,Chi Wai Eric So,Gee Chuan Wong,Enrico Petretto,Owen J. L. Rackham,S. Tiong Ong
出处
期刊:Oncogene [Springer Nature]
卷期号:41 (48): 5160-5175 被引量:8
标识
DOI:10.1038/s41388-022-02505-5
摘要

Acute myeloid leukaemia (AML) is a rapidly fatal blood cancer that is characterised by the accumulation of immature myeloid cells in the blood and bone marrow as a result of blocked differentiation. Methods which identify master transcriptional regulators of AML subtype-specific leukaemia cell states and their combinations could be critical for discovering novel differentiation-inducing therapies. In this proof-of-concept study, we demonstrate a novel utility of the Mogrify® algorithm in identifying combinations of transcription factors (TFs) and drugs, which recapitulate granulocytic differentiation of the NB4 acute promyelocytic leukaemia (APL) cell line, using two different approaches. In the first approach, Connectivity Map (CMAP) analysis of these TFs and their target networks outperformed standard approaches, retrieving ATRA as the top hit. We identify dimaprit and mebendazole as a drug combination which induces myeloid differentiation. In the second approach, we show that genetic manipulation of specific Mogrify®-identified TFs (MYC and IRF1) leads to co-operative induction of APL differentiation, as does pharmacological targeting of these TFs using currently available compounds. We also show that loss of IRF1 blunts ATRA-mediated differentiation, and that MYC represses IRF1 expression through recruitment of PML-RARα, the driver fusion oncoprotein in APL, to the IRF1 promoter. Finally, we demonstrate that these drug combinations can also induce differentiation of primary patient-derived APL cells, and highlight the potential of targeting MYC and IRF1 in high-risk APL. Thus, these results suggest that Mogrify® could be used for drug discovery or repositioning in leukaemia differentiation therapy for other subtypes of leukaemia or cancers.
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