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Deep learning enables the discovery of a novel cuproptosis-inducing molecule for the inhibition of hepatocellular carcinoma

摘要Hepatocellular carcinoma(HCC)is one of the most common and deadly cancers in the world.The therapeutic outlook for HCC patients has significantly improved with the advent and development of systematic and targeted therapies such as sorafenib and lenvatinib;however,the rise of drug resistance and the high mortality rate necessitate the continuous discovery of effective targeting agents.To discover novel anti-HCC compounds,we first constructed a deep learning-based chemical representation model to screen more than 6 million compounds in the ZINC15 drug-like library.We successfully identified LGOd1 as a novel anticancer agent with a characteristic levoglucosenone(LGO)scaffold.The mechanistic studies revealed that LGOd1 treatment leads to HCC cell death by interfering with cellular copper homeostasis,which is similar to a recently reported copper-dependent cell death named cuproptosis.While the prototypical cuproptosis is brought on by copper ionophore-induced copper overload,mechanistic studies indicated that LGOd1 does not act as a copper ionophore,but most likely by interacting with the copper chaperone protein CCS,thus LGOd1 represents a potentially new class of compounds with unique cuproptosis-inducing property.In summary,our findings highlight the critical role of bioavailable copper in the regulation of cell death and represent a novel route of cuproptosis induction.

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作者单位 Department of Geriatrics,and Shenzhen Clinical Research Centre for Geriatrics,Shenzhen People's Hospital(the Second Clinical Medical College of Jinan University;the First Affiliated Hospital of Southern University of Science and Technology),Shenzhen 518020,China;Integrated Chinese and Western Medicine Postdoctoral Research Station,Jinan University,Guangzhou 510632,China [1] College of Pharmacy,Shenzhen Technology University,Shenzhen 518118,China [2] Department of Geriatrics,and Shenzhen Clinical Research Centre for Geriatrics,Shenzhen People's Hospital(the Second Clinical Medical College of Jinan University;the First Affiliated Hospital of Southern University of Science and Technology),Shenzhen 518020,China [3] Institute of Molecular and Cell Biology,Agency for Science,Technology and Research(A*STAR),Singapore 138673,Singapore [4] Department of Geriatrics,and Shenzhen Clinical Research Centre for Geriatrics,Shenzhen People's Hospital(the Second Clinical Medical College of Jinan University;the First Affiliated Hospital of Southern University of Science and Technology),Shenzhen 518020,China;Department of Clinical Medical Research Center,The First Affiliated Hospital,School of Medicine,Southern University of Science and Technology,Shenzhen 518020,China [5] Institute of Molecular and Cell Biology,Agency for Science,Technology and Research(A*STAR),Singapore 138673,Singapore;Department of Oncology and Pathology,Karolinska Institutet,17177 Stockholm,Sweden [6] Department of Geriatrics,and Shenzhen Clinical Research Centre for Geriatrics,Shenzhen People's Hospital(the Second Clinical Medical College of Jinan University;the First Affiliated Hospital of Southern University of Science and Technology),Shenzhen 518020,China;Artemisinin Research Center,and Institute of Chinese Materia Medica,China Academy of Chinese Medical Sciences,Beijing 100700,China [7] Department of Geriatrics,and Shenzhen Clinical Research Centre for Geriatrics,Shenzhen People's Hospital(the Second Clinical Medical College of Jinan University;the First Affiliated Hospital of Southern University of Science and Technology),Shenzhen 518020,China;Institute of Molecular and Cell Biology,Agency for Science,Technology and Research(A*STAR),Singapore 138673,Singapore [8]
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DOI 10.1038/s41401-023-01167-7
发布时间 2024-03-19(万方平台首次上网日期,不代表论文的发表时间)
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中国药理学报(英文版)

中国药理学报(英文版)

2024年45卷2期

391-404页

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