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Weller JA, Rohs R. DrugHIVE: Target-specific spatial drug design and optimization with a hierarchical generative model. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.12.22.573155. [PMID: 38187658 PMCID: PMC10769420 DOI: 10.1101/2023.12.22.573155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2024]
Abstract
Rapid advancement in the computational methods of structure-based drug design has led to their widespread adoption as key tools in the early drug development process. Recently, the remarkable growth of available crystal structure data and libraries of commercially available or readily synthesizable molecules have unlocked previously inaccessible regions of chemical space for drug development. Paired with improvements in virtual ligand screening methods, these expanded libraries are having a significant impact on the success of early drug design efforts. However, screening-based methods are limited in their scalability due to computational limits and the sheer scale of drug-like space. An approach within the quickly evolving field of artificial intelligence (AI), deep generative modeling, is extending the reach of molecular design beyond classical methods by learning the fundamental intra- and inter-molecular relationships in drug-target systems from existing data. In this work we introduce DrugHIVE, a deep hierarchical structure-based generative model that enables fine-grained control over molecular generation. Our model outperforms state of the art autoregressive and diffusion-based methods on common benchmarks and in speed of generation. Here, we demonstrate DrugHIVEs capacity to accelerate a wide range of common drug design tasks such as de novo generation, molecular optimization, scaffold hopping, linker design, and high throughput pattern replacement. Our method is highly scalable and can be applied to high confidence AlphaFold predicted receptors, extending our ability to generate high quality drug-like molecules to a majority of the unsolved human proteome.
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Pike KG, Hunt TA, Barlaam B, Benstead D, Cadogan E, Chen K, Cook CR, Colclough N, Deng C, Durant ST, Eatherton A, Goldberg K, Johnström P, Liu L, Liu Z, Nissink JWM, Pang C, Pass M, Robb GR, Roberts C, Schou M, Steward O, Sykes A, Yan Y, Zhai B, Zheng L. Identification of Novel, Selective Ataxia-Telangiectasia Mutated Kinase Inhibitors with the Ability to Penetrate the Blood-Brain Barrier: The Discovery of AZD1390. J Med Chem 2024; 67:3090-3111. [PMID: 38306388 DOI: 10.1021/acs.jmedchem.3c02277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2024]
Abstract
The inhibition of ataxia-telangiectasia mutated (ATM) has been shown to chemo- and radio-sensitize human glioma cells in vitro and therefore might provide an exciting new paradigm in the treatment of glioblastoma multiforme (GBM). The effective treatment of GBM will likely require a compound with the potential to efficiently cross the blood-brain barrier (BBB). Starting from clinical candidate AZD0156, 4, we investigated the imidazoquinolin-2-one scaffold with the goal of improving likely CNS exposure in humans. Strategies aimed at reducing hydrogen bonding, basicity, and flexibility of the molecule were explored alongside modulating lipophilicity. These studies identified compound 24 (AZD1390) as an exceptionally potent and selective inhibitor of ATM with a good preclinical pharmacokinetic profile. 24 showed an absence of human transporter efflux in MDCKII-MDR1-BCRP studies (efflux ratio <2), significant BBB penetrance in nonhuman primate PET studies (Kp,uu 0.33) and was deemed suitable for development as a clinical candidate to explore the radiosensitizing effects of ATM in intracranial malignancies.
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Affiliation(s)
- Kurt G Pike
- Oncology R&D, AstraZeneca, Cambridge CB2 0AA, U.K
| | | | | | - David Benstead
- Pharmaceutical Sciences, AstraZeneca, Silk Road Business Park, Macclesfield SK10 2NA, U.K
| | | | - Kan Chen
- Innovation Center China, Asia & Emerging Markets iMED, 199 Liangjing Road, Zhangjiang Hi-Tech Park, Shanghai 201203, China
| | - Calum R Cook
- Pharmaceutical Sciences, AstraZeneca, Silk Road Business Park, Macclesfield SK10 2NA, U.K
| | | | - Chao Deng
- Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, P. R. China
| | | | | | | | - Peter Johnström
- PET Science Centre, Precision Medicine and Biosamples, Oncology R&D, AstraZeneca, Karolinska Institutet, Stockholm SE-171 76, Sweden
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet and Stockholm County Council, Stockholm SE-171 76, Sweden
| | - Libin Liu
- Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, P. R. China
| | - Zhaoqun Liu
- Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, P. R. China
| | | | - Chengling Pang
- Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, P. R. China
| | - Martin Pass
- Oncology R&D, AstraZeneca, Cambridge CB2 0AA, U.K
| | | | | | - Magnus Schou
- PET Science Centre, Precision Medicine and Biosamples, Oncology R&D, AstraZeneca, Karolinska Institutet, Stockholm SE-171 76, Sweden
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet and Stockholm County Council, Stockholm SE-171 76, Sweden
| | | | - Andy Sykes
- Oncology R&D, AstraZeneca, Cambridge CB2 0AA, U.K
| | - Yumei Yan
- Innovation Center China, Asia & Emerging Markets iMED, 199 Liangjing Road, Zhangjiang Hi-Tech Park, Shanghai 201203, China
| | - Baochang Zhai
- Pharmaron Beijing Co., Ltd., 6 Taihe Road BDA, Beijing 100176, P. R. China
| | - Li Zheng
- Innovation Center China, Asia & Emerging Markets iMED, 199 Liangjing Road, Zhangjiang Hi-Tech Park, Shanghai 201203, China
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Ryabukhin SV, Bondarenko DV, Trofymchuk SA, Lega DA, Volochnyuk DM. Aza-Heterocyclic Building Blocks with In-Ring CF 2 -Fragment. CHEM REC 2024; 24:e202300283. [PMID: 37873869 DOI: 10.1002/tcr.202300283] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 09/27/2023] [Indexed: 10/25/2023]
Abstract
Modern organic chemistry is a titan supporting and reinforcing pharmaceutical, agricultural, food and material science products. Over the past decades, the organic compounds market has been evolving to meet all the research demands. In this regard, medicinal chemistry is especially dependent on available chemical space as subtle tuning of the molecule structure is required to create a drug with relevant physicochemical properties and a remarkable activity profile. The recent rapid evolution of synthetic methodology to deploy fluorine has brought fluorinated compounds to the spotlight of MedChem community. And now unique properties of fluorine still keep fascinating more and more as its justified installation into a molecular framework has a beneficial impact on membrane permeability, lipophilicity, metabolic stability, pharmacokinetic properties, conformation, pKa , etc. The backward influence of medicinal chemistry on organic synthesis has also changed the landscape of the latter towards new fluorinated topologies as well. Such complex relationships create a flexible and ever-changing ecosystem. Given that MedChem investigations strongly lean on the ability to reach suitable building blocks and the existence of reliable synthetic methods in this review we collected advances in the chemistry of respectful, but still enigmatic gem-difluorinated aza-heterocyclic building blocks.
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Affiliation(s)
- S V Ryabukhin
- Enamine Ltd., 78 Winston Churchill str., 02094, Kyiv, Ukraine
- Taras Shevchenko National University of Kyiv, 60 Volodymyrska str., 01033, Kyiv, Ukraine
- Institute of Organic Chemistry of the, National Academy of Sciences of Ukraine, 5 Akademik Kukhar str., 02094, Kyiv, Ukraine
| | - D V Bondarenko
- Taras Shevchenko National University of Kyiv, 60 Volodymyrska str., 01033, Kyiv, Ukraine
| | - S A Trofymchuk
- Enamine Ltd., 78 Winston Churchill str., 02094, Kyiv, Ukraine
- Institute of Organic Chemistry of the, National Academy of Sciences of Ukraine, 5 Akademik Kukhar str., 02094, Kyiv, Ukraine
| | - D A Lega
- Enamine Ltd., 78 Winston Churchill str., 02094, Kyiv, Ukraine
- National University of Pharmacy of the Ministry of Health of Ukraine, 53 Pushkinska str., 61002, Kharkiv, Ukraine
| | - D M Volochnyuk
- Enamine Ltd., 78 Winston Churchill str., 02094, Kyiv, Ukraine
- Taras Shevchenko National University of Kyiv, 60 Volodymyrska str., 01033, Kyiv, Ukraine
- Institute of Organic Chemistry of the, National Academy of Sciences of Ukraine, 5 Akademik Kukhar str., 02094, Kyiv, Ukraine
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Ahamad S, Bhat SA. The Emerging Landscape of Small-Molecule Therapeutics for the Treatment of Huntington's Disease. J Med Chem 2022; 65:15993-16032. [PMID: 36490325 DOI: 10.1021/acs.jmedchem.2c00799] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Huntington's disease (HD) is a progressive neurodegenerative disorder caused by a CAG repeat expansion in the huntingtin gene (HTT). The new insights into HD's cellular and molecular pathways have led to the identification of numerous potent small-molecule therapeutics for HD therapy. The field of HD-targeting small-molecule therapeutics is accelerating, and the approval of these therapeutics to combat HD may be expected in the near future. For instance, preclinical candidates such as naphthyridine-azaquinolone, AN1, AN2, CHDI-00484077, PRE084, EVP4593, and LOC14 have shown promise for further optimization to enter into HD clinical trials. This perspective aims to summarize the advent of small-molecule therapeutics at various stages of clinical development for HD therapy, emphasizing their structure and design, therapeutic effects, and specific mechanisms of action. Further, we have highlighted the key drivers involved in HD pathogenesis to provide insights into the basic principle for designing promising anti-HD therapeutic leads.
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Affiliation(s)
- Shakir Ahamad
- Department of Chemistry, Aligarh Muslim University, Aligarh, Uttar Pradesh202002, India
| | - Shahnawaz A Bhat
- Department of Zoology, Aligarh Muslim University, Aligarh, Uttar Pradesh202002, India
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Recent advances in ATM inhibitors as potential therapeutic agents. Future Med Chem 2022; 14:1811-1830. [PMID: 36484176 DOI: 10.4155/fmc-2022-0252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
ATM, a member of the PIKK-like protein family, plays a central role in responding to DNA double-strand breaks and other lesions to protect the genome against DNA damage. Loss of ATM's kinase function has been shown to increase the sensitivity of most cells to ionizing radiation. Therefore, ATM is thought to be a promising target for chemotherapy as a radiotherapy sensitizer. The mechanism of ATM in cancer treatment and the development of its inhibitors have become research hotspots. Here we present an overview of research concerning ATM protein domains, functions and inhibitors, as well as perspectives and insights for future development of ATM-targeting agents.
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Genomics-based strategies toward the identification of a Z-ISO carotenoid biosynthetic enzyme suitable for structural studies. Methods Enzymol 2022; 671:171-205. [PMID: 35878977 DOI: 10.1016/bs.mie.2021.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Over the past 20years, structural genomics efforts have proven enormously successful for the determination of integral membrane protein structures, particularly for those of prokaryotic origin. However, traditional genomic expansion screens have included up to hundreds of targets, necessitating the use of robotics and other automation not available to most laboratories. Moreover, such large-scale screens of eukaryotic targets are not easily performed at such a scale. To have broader appeal, traditional structural genomic approaches need to be modified and improved such that they are feasible for most laboratories and especially so for proteins from eukaryotic organisms. One such refinement, termed "microgenomic expansion," has been recently described. This approach improves the process of target selection by making target screening a two-step process, with a minimal number of targets tested at each step. Microgenomic expansion methods are applied here theoretically to a project that has the objective of acquiring a structure for the plant 15-cis-ζ-carotene isomerase, Z-ISO.
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