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Computational identification of Cucurbitacin S and Kammogenin as bioactive focal adhesion kinase 2 inhibitors for targeted cancer therapy. 葫芦素S和卡莫根素作为肿瘤靶向治疗生物活性局灶黏附激酶2抑制剂的计算鉴定。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-25 DOI: 10.1007/s11030-025-11413-1
Salem Hussain Alharethi, Fatma A M Mohamed, Saleha Y M Alakilli, Abdelbaset Mohamed Elasbali, Taj Mohammad

Focal adhesion kinase 2 (FAK2) is a non-receptor tyrosine kinase that orchestrates key oncogenic processes, including cell adhesion, migration, proliferation, and survival, and is frequently overexpressed in multiple cancer types. Targeting its ATP-binding and active sites has emerged as a promising therapeutic approach. Here, we performed a systematic virtual screening of 11,699 phytoconstituents from the Indian medicinal plants to identify potent FAK2 inhibitors. Docking analysis shortlisted top candidates based on binding affinity, followed by pharmacokinetic profiling (ADMET) and biological activity prediction (PASS). Two compounds, Cucurbitacin S and Kammogenin, exhibited strong binding affinities (- 9.5 and - 9.3 kcal/mol) and favorable ADMET properties, with predicted anticancer and anti-inflammatory activities. Detailed interaction studies revealed stable binding to critical residues, including Asp549 in the active site. Molecular dynamics simulation for 300 ns confirmed the stability and compactness of FAK2-compound complexes, with minimal structural perturbation. Essential dynamics analyses indicated reduced conformational flexibility upon ligand binding, while MM-PBSA calculations demonstrated favorable binding free energies. A comparative analysis with the reference inhibitor PF-562271 indicated the therapeutic potential of both phytochemicals, pending experimental evaluation. These findings suggest that Cucurbitacin S and Kammogenin are promising lead scaffolds for the development of plant-derived FAK2 inhibitors; however, as this is a computational, hypothesis-generating study, the results warrant further experimental validation to confirm their therapeutic potential.

局灶黏着激酶2 (FAK2)是一种非受体酪氨酸激酶,它协调关键的致癌过程,包括细胞粘附、迁移、增殖和存活,并且在多种癌症类型中经常过表达。靶向其atp结合位点和活性位点已成为一种有前景的治疗方法。在这里,我们对来自印度药用植物的11,699种植物成分进行了系统的虚拟筛选,以确定有效的FAK2抑制剂。对接分析基于结合亲和力筛选了候选药物,其次是药代动力学分析(ADMET)和生物活性预测(PASS)。两种化合物Cucurbitacin S和Kammogenin表现出较强的结合亲和力(- 9.5和- 9.3 kcal/mol)和良好的ADMET特性,具有预测的抗癌和抗炎活性。详细的相互作用研究显示,与关键残基稳定结合,包括活性位点的Asp549。300 ns的分子动力学模拟证实了fak2复合物的稳定性和致密性,结构扰动最小。基本动力学分析表明,配体结合降低了构象柔韧性,而MM-PBSA计算表明,结合自由能有利。与对照抑制剂PF-562271的对比分析表明,这两种植物化学物质的治疗潜力有待实验评估。这些发现表明,葫芦素S和Kammogenin是开发植物源性FAK2抑制剂的有希望的先导支架;然而,由于这是一项计算性的、假设生成的研究,结果需要进一步的实验验证,以确认其治疗潜力。
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引用次数: 0
Identification of novel VPS4 inhibitors using multi-tiered structure based virtual screening. 基于多层结构的虚拟筛选鉴定新型VPS4抑制剂。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-25 DOI: 10.1007/s11030-025-11412-2
Abdus Samad, Mussa Yussuf Khamis, Peng Jin, Muhammad Naeem Toor, Yinglan Yu, Lei Luo, Hao Shao

Vacuolar protein sorting 4 (VPS4) is an AAA-ATPase that mediates ESCRT-III disassembly critical for membrane remodeling events like autophagosome closure and endolysosomal repair. Aberrant expression of VPS4 is associated with cancer progression and poor prognosis, making VPS4 a potential anticancer target. To date, very few VPS4 inhibitors have been reported, therefore the identification and development of VPS4 inhibitors is urgently needed. In this study, we employed a multi-tiered structure based virtual screening strategy, molecular dynamic simulation accompanied by pharmacokinetic analysis and in vitro screening to identify novel inhibitors of VPS4. The identified inhibitor comp-23 effectively inhibited the enzymatic activity of VPS4B with an IC50 value of 12.84 ± 2.51 µM. Protein ligand interaction profile and molecular dynamic simulation revealed the ATP binding residues such as Ala137, Gly177, Glu179, Asn279, and His313 were the main contributors to the binding of this compound. Comp-23 serves as a hit compound for further optimization to explore VPS4-related functions.

液泡蛋白分选4 (VPS4)是一种aaa - atp酶,介导ESCRT-III分解,这对于自噬小体关闭和内溶酶体修复等膜重塑事件至关重要。VPS4的异常表达与癌症进展和不良预后相关,使VPS4成为潜在的抗癌靶点。迄今为止,VPS4抑制剂的报道很少,因此迫切需要VPS4抑制剂的鉴定和开发。在本研究中,我们采用基于多层结构的虚拟筛选策略、分子动力学模拟结合药代动力学分析和体外筛选来鉴定新型VPS4抑制剂。所鉴定的抑制剂comp-23有效抑制VPS4B的酶活性,IC50值为12.84±2.51µM。蛋白质配体相互作用谱和分子动力学模拟表明,ATP结合残基Ala137、Gly177、Glu179、Asn279和His313是该化合物结合的主要贡献者。Comp-23作为进一步优化探索vps4相关功能的靶点化合物。
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引用次数: 0
Novel oleanolic acid derivatives containing piperazine pyrimidine moieties: design, synthesis, and antimicrobial activity. 含有哌嗪嘧啶部分的新型齐墩果酸衍生物:设计、合成和抗菌活性。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-25 DOI: 10.1007/s11030-025-11398-x
Fengwei Ma, Qingfang Deng, Yihao Lu, Zhenghong Jia, Su Xu, Qiang Fei, Haijiang Chen, Wenneng Wu

Natural products are main sources of new chemical entities for pesticide discovery and also important modification substrates for activity enhancement. In this study, a series of novel oleanolic acid derivatives containing piperazine pyrimidine structures were designed and synthesized. Multi NMR and high resolution-mass spectrometry technologies were utilized to characterize the synthesized compounds' structures. Antimicrobial potential of the title compounds was assessed against several phytopathogenic fungi and bacteria, namely Botryosphaeria dothidea, Fusarium sp. in morchella esculenta, Sclerotinia sclerotiorum, Fusarium graminearum, Rhizoctonia solani, Botrytis cinerea in strawberry, Botrytis cinerea in tobacco, Botrytis cinerea in blueberry, Alternaria solani, and Phomopsis sp., and Pseudomonas syringae pv. actinidiae, Xanthomonas oryzae pv. oryzicola, and Xanthomonas axonopodis pv. citri. The results showed that most of these compounds displayed good-to-moderate antimicrobial activities. Among them, compound 4e showed excellent efficacy against B. dothidea with EC50 value of 7.39 μg/mL outperforming pyrimethanil (13.37 μg/mL). In vivo study further confirmed that 4e effectively reduced the incidence of postharvest soft rot in kiwifruit caused by B. dothidea. Mechanistic research revealed that 4e could disrupt cell integrity of B. dothidea causing protein, nucleic acid leakage, and over-generate reactive oxygen species. Furthermore, molecular docking simulation analysis suggested that 4e could readily bound to the isocitrate lyase protein. In addition, compound 4p exhibited promising antibacterial activity superior to the commercial bactericidal thiodiazole copper. The remarkable antimicrobial efficacy of the oleanolic acid derivatives provided great potential for preventing and curing plant diseases.

天然产物是农药新化学实体的主要来源,也是农药活性增强的重要修饰底物。本研究设计并合成了一系列含有哌嗪嘧啶结构的新型齐墩果酸衍生物。利用多重核磁共振和高分辨率质谱技术对合成的化合物进行了结构表征。研究了所获化合物对几种植物病原真菌和细菌的抑菌潜力,分别为:马铃薯葡萄球孢菌、羊肠菌中的镰刀菌、菌核菌、谷物镰刀菌、番茄根丝核菌、草莓中的灰霉病菌、烟草中的灰霉病菌、蓝莓中的灰霉病菌、番茄赤霉菌、番茄赤霉菌和丁香假单胞菌。米黄单胞菌;稻紫单胞菌和轴尾黄单胞菌。citri。结果表明,这些化合物大多具有良好至中等的抗菌活性。其中,化合物4e对蠓的EC50值为7.39 μg/mL,优于嘧菌胺(13.37 μg/mL)。体内实验进一步证实,4e能有效降低猕猴桃采后软腐病的发生。机制研究表明,4e可以破坏双歧杆菌的细胞完整性,导致蛋白质、核酸泄漏和活性氧过量产生。此外,分子对接模拟分析表明,4e可以很容易地与异柠檬酸裂解酶蛋白结合。此外,化合物4p的抑菌活性优于商业杀菌剂硫代二唑铜。齐墩果酸衍生物具有显著的抗菌效果,为植物病害的防治提供了巨大的潜力。
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引用次数: 0
PDT evaluation of gallium based 3G photosensitizers against triple negative breast cancer. 镓基3G光敏剂对三阴性乳腺癌的PDT评价。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-23 DOI: 10.1007/s11030-025-11407-z
Jaydeepsinh Chavda, Dhiraj Bhatia, Iti Gupta

Meso-substituted A2B corrole (C1) and A2B2 porphyrin (P1) having phenylaniline derivatives were developed. Their metal complexes with Gallium(III) were prepared and studied for anti-cancer applications in photo-dynamic therapy (PDT). Ga(III)-macrocycles displayed bright emission in red region (590-700 nm) and preferentially colocalized in the endoplasmic reticulum of the breast cancer cells. Both the Ga(III) macrocycles showed ROS generation ability in breast cancer cells with bright green fluorescence as judged by confocal microscopy. The Ga(III)corrole (Ga1) exhibited decent photo-cytotoxicity against breast cancer and triple negative breast cancer cells with IC50 values of 9.6 ± 2.1 and 13.8 ± 1.2 µM, respectively. Ga(III)porphyrin (Ga2) displayed good photocytotoxicity (IC50 5.5 ± 0.8 µM) in combination therapy with autophagy inhibitor (chloroquine; CQ, 50 µM) suggesting it's autophagic behaviour. Ga(III) macrocycles were found to be non-toxic to the normal RPE1 cell line under dark and light conditions, implying that they can be advantageous for cancer diagnosis applications.

研究了具有苯胺衍生物的中取代A2B卟啉(C1)和A2B2卟啉(P1)。制备并研究了它们与镓(III)的金属配合物在光动力治疗(PDT)中的抗癌应用。Ga(III)-巨环在红色区域(590 ~ 700 nm)显示出明亮的发光,并优先定位于乳腺癌细胞的内质网。共聚焦显微镜下,两种Ga(III)大环在乳腺癌细胞中均显示出亮绿色荧光,显示ROS生成能力。Ga(III)corrole (Ga1)对乳腺癌和三阴性乳腺癌细胞具有良好的光细胞毒性,IC50值分别为9.6±2.1和13.8±1.2µM。Ga(III)卟啉(Ga2)与自噬抑制剂(氯喹,CQ, 50µM)联用显示出良好的光细胞毒性(IC50为5.5±0.8µM),提示其具有自噬行为。Ga(III)大环在黑暗和光照条件下对正常RPE1细胞系无毒,这意味着它们可以用于癌症诊断。
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引用次数: 0
Generating multimillion chemical space based on the Ugi four-center three-component reaction with oxocarboxylic acids. 基于Ugi四中心三组分与氧羧酸的反应生成数百万化学空间。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-23 DOI: 10.1007/s11030-025-11410-4
Evgen V Govor, Sofia Dymura, Oleksandr Viniichuk, Vasyl Naumchyk, Anton Zhemera, Dmytro S Radchenko, Oleksandr O Grygorenko

The scope of the Ugi four-center three-component reaction involving 145 oxocarboxylic acids, primary amines, and 220 isonitriles under parallel synthesis conditions was studied. Special attention was paid to the limitations of each starting material; in particular, the relative reactivity of various oxocarboxylic acid types was established. For a model validation library of 1000 members, an experimental synthesis success rate of 88% and median yield of 47% was achieved. The obtained results and established trends were used to generate a 363-million synthetically tractable virtual chemical space of γ- and δ-lactams. The distribution of physicochemical properties within this chemical space revealed that 43% of its members complied with the Lipinski rule-of-five, and a significant fraction of members (21.5 million) were lead-like. Furthermore, the chemical space showed low similarity to already existing compound collections and was enriched with disk-like molecules. Comparison with the ChEMBL database revealed that over 100 representatives generated had biological activity, with some exhibiting potency in the low nanomolar range.

研究了145种氧羧酸、伯胺和220种异腈在平行合成条件下的Ugi四中心三组分反应范围。特别注意了每种起始材料的局限性;特别确定了各种氧羧酸类型的相对反应性。对于1000个成员的模型验证库,实验合成成功率为88%,中位产率为47%。得到的结果和建立的趋势被用来生成3.63亿个合成可处理的γ-和δ-内酰胺虚拟化学空间。在该化学空间内的物理化学性质分布表明,43%的成员符合Lipinski规则-五,并且相当一部分成员(2150万)是类铅的。此外,化学空间与现有化合物集合的相似性较低,并且富含盘状分子。与ChEMBL数据库的比较显示,生成的100多个代表具有生物活性,其中一些在低纳摩尔范围内表现出效力。
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引用次数: 0
Recent advances in adamantane-linked heterocycles: synthesis and biological activity. 金刚烷连接杂环化合物的合成及生物活性研究进展。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-21 DOI: 10.1007/s11030-025-11384-3
Mohamed H Helal, Moustafa S Abusaif, Ahmed Ragab, Samir Y Abbas, Radwa Ayman, Mohamed S A El-Gaby, Sawsan A Fouad, Yousry A Ammar

Last decade grabbed tremendous scientific attention towards the novel synthetic strategies for the synthesis and derivatization of adamantane core. Adamantane, owing to its unique chemical structure and high biological activity, has always been a subject of perpetual interest for medicinal chemists. The current review deals with the elucidation of the traditional and conventional methods as well as the application of novel methodologies for synthesizing the adamantane derivatives incorporating THREE, FOUR, FIVE, and SIX heterocyclic nuclei. Consequently, medicinal chemists have focused their efforts on compounds containing adamantane-based heterocycles to identify new therapeutic agents for various biological activities. For novelty, by screening the previous literature survey, we found no previously reported brief survey on the chemical modification of adamantane, especially the adamantane-based heterocyclic nuclei. In addition, the review attempts to inform researchers of how adamantane connected with different classified heterocyclic compounds, which incorporate either nitrogen, oxygen, and sulfur atoms, or combined two or all hetero atoms, as well as their engagement in diverse biological activities. Finally, we envision that the current review will successfully engage researchers in discovering novel, promising, simple materials for developing new various biological activities and drugs.

近十年来,金刚烷核的合成和衍生化的新方法引起了科学界的极大关注。金刚烷由于其独特的化学结构和较高的生物活性,一直是药物化学家们感兴趣的课题。本文综述了含3、4、5、6杂环核金刚烷衍生物的传统合成方法和常规合成方法,以及新合成方法的应用。因此,药物化学家已经将他们的工作重点放在含有金刚烷基杂环的化合物上,以确定具有各种生物活性的新的治疗药物。为了提高研究的新颖性,通过对文献的梳理,我们没有发现金刚烷的化学修饰,特别是金刚烷基杂环核的简要综述。此外,该综述试图告知研究人员金刚烷是如何与不同分类的杂环化合物连接的,这些杂环化合物包括氮、氧和硫原子,或结合两个或所有杂原子,以及它们在各种生物活性中的作用。最后,我们设想当前的综述将成功地吸引研究人员发现新的、有前途的、简单的材料,用于开发新的各种生物活性和药物。
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引用次数: 0
Vasicine derivatives as potent MAPK inhibitors for psoriasis treatment. Vasicine衍生物作为有效的MAPK抑制剂治疗银屑病。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-21 DOI: 10.1007/s11030-025-11399-w
Qing-Yan Mo, Wen-Gang Wang, Xiao-Hong Li, Yun-Hong Shen, Yun Sun, Ze-Wei Mao, Chun-Ping Wan

Psoriasis is a common polygenic hereditary skin disease and difficult to cure. Vasicine is an active alkaloid from Chinese herbal medicine Justicia adhatoda L. In present work, we have prepared a series of vasicine derivatives, and anti-inflammatory activities in vitro and in vivo have been evaluated. The in vitro results revealed that derivatives showed good anti-inflammatory activity of inhibiting NO generation. In vivo studies indicated that 4r could alleviate imiquimod induced skin inflammation, reduce the thickness of the epidermis and pathological lesions. Mechanism research showed that 4r could attenuate psoriasis-like skin inflammation via inhibiting MAPK signaling pathway activation, and alleviate LPS-induced inflammation in HaCat cells. Molecular docking study demonstrated that 4r could effectively bind to the active pocket of target MAPK protein 4U3Y and 5J5T. Therefore, vasicine derivatives may be considered as potent MAPK inhibitors for psoriasis treatment.

牛皮癣是一种常见的多基因遗传性皮肤病,治疗难度大。水蛭素是一种来自中草药金针叶的活性生物碱。本研究制备了一系列水蛭素衍生物,并对其体外和体内抗炎活性进行了评价。体外实验结果表明,其衍生物具有良好的抗炎活性,能抑制NO的生成。体内研究表明,4r能减轻咪喹莫特引起的皮肤炎症,减轻表皮厚度和病理病变。机制研究表明,4r可通过抑制MAPK信号通路激活来减轻银屑病样皮肤炎症,减轻lps诱导的HaCat细胞炎症。分子对接研究表明,4r可以有效结合靶MAPK蛋白4U3Y和5J5T的活性口袋。因此,vasicine衍生物可能被认为是治疗银屑病的有效MAPK抑制剂。
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引用次数: 0
Nitroquinolones and nitroquinolines: syntheses and antitrypanosomal activity. 硝基喹诺酮类和硝基喹啉类药物:合成和抗锥虫活性。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-21 DOI: 10.1007/s11030-025-11405-1
Phelelisiwe S Dube, Karol R Francisco, Lesetja J Legoabe, Yujie Uli Sun, Yashpreet Kaur, Tina P Nguyen, Conor R Caffrey, Richard M Beteck

Nitroaromatic small molecules are established anti-infectives, including against trypanosomal diseases. Inspired by our previously identified suicide inhibitors of Mycobacterium tuberculosis (Mtb) decaprenylphosphoryl-β-d-ribose 2'-epimerase (DprE1), we report the synthesis and in vitro antitrypanosomal activity of six novel nitroquinoline derivatives (4a-4f), as well as the antitrypanosomal activity of 13 previously described nitroquinolone anti-Mtb compounds, 8a-8 m. Two compounds exhibited sub-micromolar activity (EC50 = 0.3-0.5 µM), while thirteen compounds exhibited low micromolar activity (EC50 = 1.1-8.0 µM) against Trypanosoma brucei. This study highlights nitroquinolones and nitroquinolines as a source of compounds that exhibit both antitrypanosomal and antitubercular activities.

硝基芳香小分子是公认的抗感染药物,包括抗锥虫病。受我们先前发现的结核分枝杆菌(Mtb)十烯丙烯酰磷酰-β-d-核糖2'- epimase (DprE1)自杀抑制剂的启发,我们报道了六种新型硝基喹啉衍生物(4a-4f)的合成和体外抗锥虫活性,以及13种先前描述的硝基喹诺酮类抗Mtb化合物(8a- 8m)的抗锥虫活性。2个化合物对布鲁氏锥虫具有亚微摩尔活性(EC50 = 0.3 ~ 0.5µM), 13个化合物对布鲁氏锥虫具有低微摩尔活性(EC50 = 1.1 ~ 8.0µM)。这项研究强调了硝基喹诺酮类和硝基喹啉类化合物作为抗锥虫和抗结核活性的化合物来源。
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引用次数: 0
Identifying antivirals against influenza PA endonuclease with machine learning-based activity prediction, DFT optimization, and molecular dynamics simulation. 基于机器学习的流感PA内切酶活性预测、DFT优化和分子动力学模拟鉴定抗病毒药物。
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-20 DOI: 10.1007/s11030-025-11403-3
Tareq Nafea Alharby, Muteb Alanazi, Kashif Ullah Khan, Amr S Abouzied

Increasing concern about highly pathogenic avian influenza A (H5N1) is prompting the development of new antivirals directed toward conserved viral entities that are resistant to mutational escape. Here, at a multi-scale and precision-guided computational level, we employed a set of procedures to identify potential small-molecule inhibitors of the influenza virus PA endonuclease, a central component of the viral RNA polymerase complex responsible for cap-snatching of mRNA transcription. Through the structurally diverse drug-like dataset, we initiated structure-based virtual screens against the PA catalytic domain and received 1,500 high-affinity candidates. Top-scoring candidates were optimized using quantum mechanical density functional theory (DFT) computations and electron reactivity/orbital distribution analyses. Through re-docking of optimized geometries using DFT, lead molecules were subjected to exhaustive 1-microsecond molecular dynamics (MD) simulations and MM/GBSA binding free energy decomposition and principal component analysis (PCA) sampling of dynamic conformational topographies. Free energy surface mapping of low-energy basins and superimposition validation of pose stabilities verified sub-angstrom deviations. Significantly, 24782939 registered the least thermodynamic profile (ΔG = -45.8 kcal/mol), greatest H-bond persistence, and computed pIC50 of 8.17 using a machine-learned predictive model trained against structurally diverse chemical scaffolds. This multi-scale, integrated framework, involving atomic, energetic, and predictive scales, holds promise for translational applications of computational pipelines in antiviral discovery. Our findings nominate 24,782,939 as a highly promising inhibitor of PA endonuclease and have the potential to be developed into a next-gen therapeutic candidate against influenza A viruses.

对高致病性甲型禽流感(H5N1)的日益关注促使开发新的抗病毒药物,这些药物针对的是能够抵抗突变逃逸的保守病毒实体。在这里,在多尺度和精确引导的计算水平上,我们采用了一套程序来鉴定流感病毒PA内切酶的潜在小分子抑制剂,PA内切酶是病毒RNA聚合酶复合物的核心成分,负责mRNA转录的cap-snatching。通过结构多样的药物样数据集,我们启动了针对PA催化结构域的基于结构的虚拟筛选,并获得了1,500个高亲和力候选物。使用量子力学密度泛函理论(DFT)计算和电子反应性/轨道分布分析对得分最高的候选材料进行了优化。通过DFT对优化几何形状的再对接,对铅分子进行了1微秒详尽的分子动力学模拟,并对动态构象拓扑进行了MM/GBSA结合自由能分解和主成分分析采样。低能盆地的自由能面成图和位姿稳定性的叠加验证验证了亚埃偏差。值得注意的是,24782939具有最小的热力学分布(ΔG = -45.8 kcal/mol),最大的氢键持久性,并且使用针对结构多样的化学支架训练的机器学习预测模型计算出pIC50为8.17。这种涉及原子、能量和预测尺度的多尺度集成框架,为计算管道在抗病毒发现中的转化应用带来了希望。我们的研究结果表明24,782,939是一种非常有前途的PA内切酶抑制剂,并有可能发展成为下一代治疗甲型流感病毒的候选药物。
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引用次数: 0
A transfer learning framework for PTP1B inhibitor activity prediction: differential modeling of natural and non-natural products with web platform implementation. PTP1B抑制剂活性预测的迁移学习框架:基于web平台实现的天然和非天然产品的差异建模
IF 3.8 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2025-11-20 DOI: 10.1007/s11030-025-11400-6
Zixiao Wang, Lili Sun, Anqi Ren, Fang Yang, Yu Chang

Protein tyrosine phosphatase 1B (PTP1B) is a key therapeutic target for diabetes, obesity, and cancer. However, the development of its inhibitors faces challenges including low selectivity and poor bioavailability. Although deep learning (DL) can accelerate drug discovery, prior models often overlooked structural distinctions between non-natural products (NNPs) and natural products (NPs) in chemical datasets. In this study, we separated PTP1B inhibitors and decoys into NPs and NNPs subsets to build activity prediction models tailored to their respective chemical spaces. Using transfer learning (TL), we enhanced model performance specifically for NPs. Five-fold cross-validation was used for hyperparameter optimization and for evaluating the activity prediction performance of the three model architectures. The results showed that Attentive FP (AFP) performed best among graph neural networks, Extended-Connectivity Fingerprints 4 (ECFP4) led in multi-layer perceptron (MLP) models using molecular fingerprints, and PubChem10M_SMILES_BPE_450k (P10M) excelled among SMILES-based Transformers. The new models for NPs, derived from the three model architectures via TL (pre-trained on NNPs then fine-tuned on NPs), all outperformed their original counterparts. Random splitting further confirmed the enhancing effect of TL on NPs activity prediction and the generalization ability of models. We also developed a web platform ( http://ptp1bpredict.top ) that allows for the independent use of the AFP, MLP-ECFP4, and P10M models, including their transfer-learned variants, to predict PTP1B inhibition by NNPs and NPs. In summary, this work provides a novel strategy for DL-based screening of PTP1B inhibitors.

蛋白酪氨酸磷酸酶1B (PTP1B)是糖尿病、肥胖和癌症的关键治疗靶点。然而,其抑制剂的开发面临着选择性低和生物利用度差的挑战。虽然深度学习(DL)可以加速药物发现,但之前的模型往往忽略了化学数据集中非天然产物(NNPs)和天然产物(NPs)之间的结构区别。在这项研究中,我们将PTP1B抑制剂和诱饵分离为NPs和NNPs亚群,以建立适合其各自化学空间的活性预测模型。使用迁移学习(TL),我们特别针对np提高了模型性能。五重交叉验证用于超参数优化和评估三种模型架构的活动预测性能。结果表明,细心FP (AFP)在图神经网络中表现最好,扩展连接指纹4 (ECFP4)在使用分子指纹的多层感知器(MLP)模型中表现最好,PubChem10M_SMILES_BPE_450k (P10M)在基于smiles的变压器中表现最好。NPs的新模型,通过TL(在nnp上进行预训练,然后在NPs上进行微调)从三种模型架构中衍生出来,所有这些模型都优于原始模型。随机分裂进一步证实了TL对NPs活性预测和模型泛化能力的增强作用。我们还开发了一个网络平台(http://ptp1bpredict.top),该平台允许独立使用AFP、MLP-ECFP4和P10M模型,包括它们的迁移学习变体,来预测nnp和NPs对PTP1B的抑制作用。总之,这项工作为基于dl筛选PTP1B抑制剂提供了一种新的策略。
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引用次数: 0
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Molecular Diversity
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