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Interpretable machine learning-driven identification of novel DENV NS2B-NS3 protease inhibitors through multi-stage virtual screening and experimental validation. 通过多阶段虚拟筛选和实验验证的新型DENV NS2B-NS3蛋白酶抑制剂的可解释机器学习驱动识别。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-02-04 DOI: 10.1007/s11030-026-11473-x
Shengjie Hu, Yan Xiao, Hailun Jiang, Peng Yao, Zhanchen Liu, Dahong Li, Yajun Liu, Maosheng Cheng

Dengue fever is a mosquito-borne viral infection caused by dengue virus (DENV). It has emerged as a worldwide health problem, afflicting millions of people each year throughout the tropical and subtropical regions. To date, there is no FDA-approved drug for the treatment of dengue fever, highlighting the urgent need to discover novel anti-dengue drugs. In this study, multiple machine learning models were constructed to predict the inhibitory activity of small molecules against DENV NS2B-NS3, a protease that is crucial for the replication of DENV. Among them, RF-ECFP and XGBoost-ECFP were identified as the optimal models. The SHapley Additive exPlanations method was introduced for the interpretation of predictive results. Following the initial machine learning predictions, a multi-step screening process including multi-level molecular docking, molecular dynamics simulations, and molecular orbital calculations was conducted, ultimately identifying six hit compounds from a library containing ten million small molecules. Molecular docking indicated that compound 5 could form stable interactions with the catalytic triad in the active site of DENV NS2B-NS3 protease. The surface plasmon resonance and enzymatic inhibition assays further revealed that compound 5 exhibited a Kd value of 31.2 µM and an IC₅₀ value of 31.44 µM against the DENV NS2B-NS3 protease. Our work suggests that compound 5 represents a potential lead compound for the further development of DENV NS2B-NS3 protease inhibitors.

登革热是一种由登革热病毒(DENV)引起的蚊媒病毒感染。它已成为一个世界性的健康问题,每年在热带和亚热带地区折磨数百万人。到目前为止,还没有fda批准的治疗登革热的药物,这突出表明迫切需要发现新的抗登革热药物。在这项研究中,构建了多个机器学习模型来预测小分子对DENV NS2B-NS3(一种对DENV复制至关重要的蛋白酶)的抑制活性。其中RF-ECFP和XGBoost-ECFP被确定为最优模型。引入SHapley加性解释法对预测结果进行解释。在最初的机器学习预测之后,进行了包括多层次分子对接、分子动力学模拟和分子轨道计算在内的多步骤筛选过程,最终从包含1000万个小分子的文库中确定了6种命中的化合物。分子对接表明,化合物5可与DENV NS2B-NS3蛋白酶活性位点的催化三联体形成稳定的相互作用。表面等离子体共振和酶抑制实验进一步表明,化合物5对DENV NS2B-NS3蛋白酶的Kd值为31.2µM, IC₅₀值为31.44µM。我们的工作表明,化合物5代表了DENV NS2B-NS3蛋白酶抑制剂进一步开发的潜在先导化合物。
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引用次数: 0
Novel aminoguanidine derivatives containing alkynyl moiety: synthesis and evaluation of antibacterial and antifungal activities. 含有炔基的新型氨基胍衍生物:合成及抗菌和抗真菌活性评价。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-02-04 DOI: 10.1007/s11030-026-11475-9
Hongling Lai, Jie Zheng, Yi Li, Dandan Chen, Yajing Tian, Yuanying Jiang, Xianqing Deng, Mingxia Song, Xunli Xiao

The urgent global health threat of antimicrobial resistance demands innovative therapeutic strategies. Herein, we report the design, synthesis, and biological evaluation (antibacterial and antifungal activities) of two series of alkynyl-linked aminoguanidine derivatives. A critical structure-activity relationship (SAR) was revealed: the exposure of the aminoguanidine group is paramount for activity. In vitro antibacterial and antifungal activities revealed that the imidazol-2-hydrazine series exhibited inhibition against both Gram-positive and Gram-negative bacteria, with minimum inhibitory concentration (MIC) ranging from 2 to 64 μg/mL. Among them, compound IIh exhibited a MIC of 2 μg/mL against both S. aureus CMCC 25923 and Enterococcus faecalis CMCC 29212, and also demonstrated significant antifungal activity against Candida albicans SC5314 with a MIC of 2 μg/mL. Time-kill kinetics established the rapid bactericidal nature of IIh, achieving complete eradication of E. coli and S. aureus within 1-2 h. Furthermore, IIh significantly inhibited biofilm formation and compromised bacterial membrane integrity, leading to the leakage of cytoplasmic proteins and nucleic acids. Checkerboard assays revealed a synergistic relationship between IIh and conventional antibiotics, reducing their effective MICs. As a promising candidate for combating resistant infections, IIh deserves further efficacy and safety studies.

抗菌素耐药性这一紧迫的全球健康威胁需要创新的治疗策略。在此,我们报道了两个系列烷基链氨基胍衍生物的设计、合成和生物学评价(抗菌和抗真菌活性)。一个关键的构效关系(SAR)被揭示:暴露的氨基胍组是最重要的活性。体外抗菌和抗真菌活性表明,咪唑-2-肼系列对革兰氏阳性菌和革兰氏阴性菌均有抑制作用,最小抑制浓度(MIC)在2 ~ 64 μg/mL之间。其中,化合物IIh对金黄色葡萄球菌CMCC 25923和粪肠球菌CMCC 29212的抑制活性均为2 μg/mL,对白色念珠菌SC5314的抑制活性均为2 μg/mL。时间杀伤动力学证实了IIh的快速杀菌特性,可在1-2小时内完全消灭大肠杆菌和金黄色葡萄球菌。此外,IIh显著抑制生物膜的形成,破坏细菌膜的完整性,导致细胞质蛋白和核酸的泄漏。棋盘试验揭示了IIh与常规抗生素之间的协同关系,降低了它们的有效mic。作为抗耐药感染的有希望的候选药物,IIh值得进一步的疗效和安全性研究。
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引用次数: 0
Exploring MAO inhibitory activity of 5-hydroxy regioisomers of hispidol's analogs leads to identification of novel highly selective MAO-B open-conformation inhibitors. 探索hispidol类似物的5-羟基区域异构体的MAO抑制活性,可以鉴定出新的高选择性MAO- b开构象抑制剂。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-02-01 DOI: 10.1007/s11030-025-11464-4
Ahmed H E Hassan, Rium Kim, Sung Yeun Yoo, Lamiaa O El-Halaby, Selwan M El-Sayed, Minji Kim, Hyeon Jeong Kim, Ki Duk Park, Jaehoon Sim, Yong Sup Lee
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引用次数: 0
Water-soluble platinum(II)-porphyrin based on oxygen response for cell hypoxia imaging. 基于氧反应的水溶性铂卟啉在细胞缺氧成像中的应用。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-29 DOI: 10.1007/s11030-026-11471-z
Meng-Yan Chai, Yu-Li Dang, He Qin, Li-Xia Xie, Xin Zheng, Lijie Liu, Guoxing Liu, Yu-Qiang Xiang, Cao-Yuan Niu, Sheng-Qiang Guo

Biomedical imaging has become an essential tool in the field of early cancer diagnosis and treatment. It is of great significance to develop a method that can monitor tumor hypoxia in real time and maintain a good photodynamic therapy (PDT) effect under hypoxic conditions. To achieve this goal, here we designed and synthesized a novel water-soluble porphyrin derivative, PtTSPP. The photophysical properties of PtTSPP were comprehensively characterized by UV-Vis absorption spectroscopy and fluorescence emission. This porphyrin has an extremely large Stokes shift and red emission (λem = 690 nm), which can effectively reduce the interference of background fluorescence and is used for the fluorescence imaging of HeLa cells. PtTSPP has good water solubility, is not prone to aggregation, and has a high singlet oxygen quantum yield. It also exhibits low dark toxicity and excellent photocytotoxicity. These properties make PtTSPP a promising candidate reagent for biomedical imaging and photodynamic therapy.

生物医学影像已成为癌症早期诊断和治疗领域的重要工具。开发一种能够实时监测肿瘤缺氧的方法,在缺氧条件下保持良好的光动力治疗(PDT)效果,具有重要意义。为了实现这一目标,我们设计并合成了一种新的水溶性卟啉衍生物PtTSPP。利用紫外-可见吸收光谱和荧光发射光谱对PtTSPP的光物理性质进行了全面表征。该卟啉具有极大的Stokes位移和红发射(λem = 690 nm),可有效降低背景荧光的干扰,用于HeLa细胞的荧光成像。PtTSPP水溶性好,不易聚集,单线态氧量子产率高。它还具有低暗毒性和优良的光细胞毒性。这些特性使PtTSPP成为生物医学成像和光动力治疗的有希望的候选试剂。
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引用次数: 0
Multicomponent reactions with Meldrum's acid and isocyanides as a valuable synthetic approach: An update. Meldrum酸和异氰酸酯的多组分反应是一种有价值的合成方法:最新进展。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-29 DOI: 10.1007/s11030-026-11469-7
Hadi Hassani Ardeshiri, Golnoosh Ghafari Tirabadi, Ahmad Shaabani

Multicomponent reactions (MCRs) are one-pot processes in which at least three reactants are combined to assemble a novel target product by intrinsic molecular diversity, optimal atom economy, and high efficiency. The development and design of new MCRs that yield valuable chemical products represent a major focus in organic chemistry. Meldrum's acid is a distinctive β-keto ester that is crucial in organic synthesis, especially in MCRs. The C5 position of this molecule demonstrates significant reactivity towards electrophilic substitution, whereas the carbonyl centers at C4 and C6 are notably vulnerable to nucleophilic attack. Its dual characteristics as both a nucleophile and electrophile, along with its tendency for enolization and decarboxylation, render it an essential synthon for the effective assembly of various heterocyclic scaffolds and acyclic organic compounds. In parallel, isocyanides have attracted significant attention as a versatile building block in MCRs because of their unique ambident reactivity. The combination of Meldrum's acid with isocyanide has opened a powerful avenue in diversity-oriented synthesis, leading to the discovery of unexpected products such as succinimide, carboxamide, imino-furopyranones, cyclopenta[b] pyridines, benzodiazepines, benzooxazepines, amidodiesters, functionalized triamides, and enamides. In continuation of our earlier review on Meldrum's acid and isocyanide-based MCRs, this minireview covers an in-depth discussion of this field, especially focusing on the most recent results from 2015 to 2025.

多组分反应(Multicomponent reactions, mcr)是一锅反应过程,在该过程中,至少三种反应物结合在一起,通过固有的分子多样性、最佳的原子经济性和高效率来组装新的目标产物。开发和设计新的mcr,以产生有价值的化学产品,是有机化学的一个主要焦点。麦冬酸是一种独特的β-酮酯,在有机合成中起着至关重要的作用,尤其是在mcr中。该分子的C5位置对亲电取代表现出明显的反应性,而C4和C6的羰基中心对亲核攻击尤为脆弱。其亲核和亲电的双重特性,以及烯醇化和脱羧的倾向,使其成为有效组装各种杂环支架和无环有机化合物的必要合成物。与此同时,异氰酸酯由于其独特的环境反应性,作为mcr中多功能的组成部分而引起了人们的广泛关注。Meldrum's acid与异氰化物的结合为多样性导向的合成开辟了一条强有力的途径,导致了意想不到的产物的发现,如琥珀酰亚胺、羧酰胺、亚胺-呋喃吡喃酮、环五[b]吡啶、苯二氮卓类、苯二氮卓类、酰胺二酯、功能化三酰胺和酰胺。作为我们之前对Meldrum的酸和异氰酸基mcr的回顾的延续,这篇小型综述涵盖了该领域的深入讨论,特别关注2015年至2025年的最新结果。
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引用次数: 0
Study on the carcinogenic risk of food preservatives and their related molecular targets and pathway mechanisms through network toxicology analysis. 通过网络毒理学分析研究食品防腐剂的致癌风险及其相关分子靶点和途径机制。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-29 DOI: 10.1007/s11030-025-11414-0
Fuling Zeng, Jiaxin Zeng, Fuyan Lai
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引用次数: 0
Recent advances in carbonyl infused bis-pyrazoles: relevance, synthetic developments and biological significance. 羰基注入双吡唑的最新进展:相关性、合成进展和生物学意义。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-23 DOI: 10.1007/s11030-026-11468-8
Aman Kumar, Nisha, Ekta, Vinod Kumar
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引用次数: 0
Palladium-catalyzed Suzuki-Miyaura and Buchwald-Hartwig cross-coupling reactions towards the synthesis of pharmacologically potent pyrimidine-based molecules. 钯催化的Suzuki-Miyaura和Buchwald-Hartwig交叉偶联反应合成具有药理作用的嘧啶基分子。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-23 DOI: 10.1007/s11030-025-11459-1
Fatima Aman, Labiqa Aman, Nasir Rasool, Mahwish Arshad, Muhammad Imran, Ayesha Malik, Sana Iqbal
{"title":"Palladium-catalyzed Suzuki-Miyaura and Buchwald-Hartwig cross-coupling reactions towards the synthesis of pharmacologically potent pyrimidine-based molecules.","authors":"Fatima Aman, Labiqa Aman, Nasir Rasool, Mahwish Arshad, Muhammad Imran, Ayesha Malik, Sana Iqbal","doi":"10.1007/s11030-025-11459-1","DOIUrl":"https://doi.org/10.1007/s11030-025-11459-1","url":null,"abstract":"","PeriodicalId":708,"journal":{"name":"Molecular Diversity","volume":" ","pages":""},"PeriodicalIF":3.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design, synthesis and pharmacological evaluation of coumarin tethered 1,3,4-oxadiazole conjugates as dual binding site acetylcholinesterase ligands targeting Alzheimer's disease. 香豆素系链1,3,4-恶二唑偶联物作为阿尔茨海默病双结合位点乙酰胆碱酯酶配体的设计、合成和药理学评价
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-23 DOI: 10.1007/s11030-025-11463-5
Geetakshi Arora, Ajay Kumar, Pragati Silakari, Poonam Piplani
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引用次数: 0
Deep learning-enhanced QSAR modeling for predicting developmental neurotoxicity based on molecular initiating events from adverse outcome pathways. 基于不良结果通路分子启动事件的深度学习增强QSAR模型预测发育性神经毒性。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2026-01-23 DOI: 10.1007/s11030-025-11454-6
Eufrásia de Sousa Pereira, Vinícius Alexandre Fiaia Costa, Eder Soares de Almeida Santos, Bruno Junior Neves

Developmental neurotoxicity (DNT) is linked to chemical exposure that disrupts the nervous system in humans or animals. Traditional methods for assessing chemical toxicity are valuable but often time-consuming, costly, and involve significant animal use, making it impractical to meet growing demands. To address this, we developed a deep learning-enhanced QSAR modeling framework aimed at predicting binding affinities towards molecular initiating events (MIEs) and key events (KEs) within the Adverse Outcome Pathway (AOP) relevant to exposure to pesticide-contaminated cannabis. Our model was trained on data from 24,476 compounds, sourced from the ChEMBL database, and tested against 4 MIE and 6 KE tasks. The DNNs showed superior performance, with an average correlation coefficient of 0.82 ± 0.05 and a root mean square error of 0.72 ± 0.08 for the test set. To enhance interpretability, we used SHAP values to explain the model's predictions clearly. Furthermore, ECFP4 feature contributions were mapped onto known neurotoxic compounds to highlight regions likely responsible for MIEs visually. Our results confirm that developed models accurately predict DNT and effectively identify the correct MIEs and KEs for several neurotoxicants.

发育性神经毒性(DNT)与接触破坏人类或动物神经系统的化学物质有关。评估化学品毒性的传统方法很有价值,但往往耗时、昂贵,而且涉及大量的动物使用,使其无法满足日益增长的需求。为了解决这个问题,我们开发了一个深度学习增强的QSAR建模框架,旨在预测与农药污染大麻暴露相关的不良后果途径(AOP)中分子启动事件(MIEs)和关键事件(KEs)的结合亲和性。我们的模型使用来自ChEMBL数据库的24,476种化合物的数据进行训练,并针对4个MIE和6个KE任务进行了测试。dnn表现出优异的性能,测试集的平均相关系数为0.82±0.05,均方根误差为0.72±0.08。为了提高可解释性,我们使用SHAP值来清楚地解释模型的预测。此外,ECFP4特征贡献被映射到已知的神经毒性化合物上,以突出可能在视觉上负责MIEs的区域。我们的研究结果证实,开发的模型可以准确预测DNT,并有效识别几种神经毒物的正确MIEs和KEs。
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引用次数: 0
期刊
Molecular Diversity
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