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Click synthesis of some novel benzo[d]thiazole–1,2,3-triazole hybrid compounds with benzamide and/or benzoate tethers as EGFR-dependent signaling inhibitors against breast cancer 点击合成一些新型苯并[d]噻唑-1,2,3-三唑杂化化合物与苯甲酰胺和/或苯甲酸酯系链作为egfr依赖的乳腺癌信号抑制剂。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-09-02 DOI: 10.1039/D5MD00662G
Mosa Alsehli, Mohamed S. Nafie, Nader R. Albujuq, Sanaa Bardaweel, Ateyatallah Aljuhani, Haytham O. Tawfik, Shaya Yahya Alraqa, Mohamed K. Diab, Nadjet Rezki and Mohamed Reda Aouad

The elaboration of anti-breast cancer agents targeting EGFR represents a promising strategy in medicinal chemistry. Consequently, under optimized Cu(I)-catalyzed click synthesis, a new library of 1,4-disubstituted 1,2,3-triazole-based benzo[d]thiazole scaffold carrying benzamide and/or benzoate tethers 5a–t was designed, synthesized, and characterized by appropriate spectral techniques. They were also screened for their in vitro anti-cancer activity against a panel of cancer cell lines, breast (T47D), prostate (PC3), lung (A549), and colon (HCT116) human cancer, along with normal fibroblast cells. Notably, the hybrid triazoles, 5p, 5s, and 5t emerged as the most potent candidates, especially against T47D, with IC50 values of 15, 26, and 28 μM, respectively. Compound 5p significantly induced apoptosis in T47D by 27.3-fold, causing total apoptosis of 19.39% compared to 0.71%, arresting cell proliferation at the G2/M phase. Regarding EGFR as the molecular target, among the tested compounds, 5p significantly inhibited EGFR by 96.8%, with an IC50 value of 65.6 nM, compared to erlotinib, having an IC50 value of 84.1 nM. Compound 5p showed promising PI3K/AKT/mTOR inhibition as the EGFR-dependent signaling pathway with IC50 values of 4.98 μM, 0.21 μM, and 0.49 nM, respectively, compared to their reference inhibitors. Finally, a molecular docking study highlighted the binding mode disposition and binding interactions with key amino acids as a promising EGFR inhibitor.

以表皮生长因子受体为靶点的抗乳腺癌药物的开发是药物化学研究的新方向。因此,在优化的Cu(i)催化点击合成下,设计、合成了一个新的1,4-二取代1,2,3-三唑基苯并[d]噻唑骨架库,该骨架库携带苯酰胺和/或苯甲酸酯系链5a-t,并通过适当的光谱技术进行了表征。他们还筛选了他们的体外抗癌活性,对一组癌细胞系,乳腺癌(T47D),前列腺癌(PC3),肺癌(A549)和结肠癌(HCT116)人类癌症,以及正常的成纤维细胞。值得注意的是,杂化三唑、5p、5s和5t是最有效的候选化合物,特别是对T47D, IC50值分别为15、26和28 μM。化合物5p显著诱导T47D细胞凋亡27.3倍,总凋亡率为19.39%比0.71%,在G2/M期抑制细胞增殖。以EGFR为分子靶点,在测试的化合物中,5p对EGFR的抑制率为96.8%,IC50值为65.6 nM,而厄洛替尼的IC50值为84.1 nM。与参比抑制剂相比,化合物5p作为egfr依赖的信号通路具有良好的PI3K/AKT/mTOR抑制作用,IC50值分别为4.98 μM、0.21 μM和0.49 nM。最后,一项分子对接研究强调了结合模式配置和与关键氨基酸的结合相互作用作为一种有前途的EGFR抑制剂。
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引用次数: 0
Emerging opportunities in the rewiring of biology through proximity inducing small molecules 通过近距离诱导小分子,生物学重新布线的新机会。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-26 DOI: 10.1039/D5MD00608B
Michael M. Hann

Biology is reliant on molecular proximity in order to generate the networks and control systems on which it is reliant. The ability to induce or reinforce proximity of macromolecules with exogenous small molecules has emerged as an exciting new potential drug mode of action. This opinion piece looks at some of the background and recent progress, with a particular focus on the alternative opportunities beyond degradation for inducing novel pharmacology.

生物学依赖于分子的接近性来产生它所依赖的网络和控制系统。诱导或加强大分子与外源小分子接近的能力已成为一种令人兴奋的新的潜在药物作用方式。这篇观点文章着眼于一些背景和最近的进展,特别关注降解之外诱导新药理学的替代机会。
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引用次数: 0
Multi-targeted azacoumarin–cyanocinnamate hybrids induce G2/M arrest and apoptosis via tubulin, and COX-2/VEGFR modulation: insights from in vitro mechanistic basis and in vivo validation 多靶点azacoumar - cyanocin酸杂种通过微管蛋白和COX-2/VEGFR调节诱导G2/M阻滞和细胞凋亡:来自体外机制基础和体内验证的见解。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-22 DOI: 10.1039/D5MD00484E
Manar A. El-Zend, Ibrahim M. El-Deen, Rawda M. Mansour, Tarek A. Yousef, Amal Abdullah Alrashidi and Essa M. Saied

Cancer remains a significant global health concern, with breast cancer ranking among the leading causes of cancer-related mortality in women. In pursuit of multi-targeted anticancer agents, we designed and synthesized a novel series of 7-hydroxy azacoumarin–α-cyanocinnamate hybrids and evaluated their therapeutic potential through comprehensive in vitro and in vivo studies. Structural characterization was confirmed using NMR, IR, and elemental analysis. Among the synthesized compounds, compound 7 exhibited the most potent cytotoxic activity against MCF-7 cells (IC50 = 7.65 μM) and MDA-MB-231 (IC50 = 9.7 ± 1.15 μM), with notable selectivity over non-tumorigenic MCF-10A cells (IC50 = 52.02 μM), as compared to the reference drug doxorubicin. Mechanistic in vitro investigations revealed that compound 7 induced G2/M phase arrest and apoptosis, accompanied by upregulation of pro-apoptotic markers (Bax, p53) and suppression of Bcl-2. Additionally, compound 7 significantly inhibited tubulin polymerization and demonstrated marked antioxidant activity in the FRAP assay (IC50 = 144.71 μM), as well as selective COX-2 inhibition (IC50 = 1.264 μM, SI = 5.93). In vivo evaluation using the Ehrlich ascites carcinoma (EAC) model confirmed its anticancer efficacy, with 85.92% reduction in viable EAC cells and substantial tumor volume suppression at 10 mg kg−1. Notably, compound 7 mitigated EAC-induced hepatorenal toxicity by restoring liver and kidney biomarkers and reducing oxidative stress and lipid peroxidation. Furthermore, it significantly downregulated pro-inflammatory (TNF-α) and angiogenic (VEGFR-II) markers while preserving normal tissue histoarchitecture. Collectively, these findings highlight compound 7 as a promising multi-functional lead candidate with cytotoxic, antioxidant, anti-inflammatory, and anti-angiogenic activities, meriting further development in cancer therapeutics.

癌症仍然是一个重大的全球健康问题,乳腺癌是妇女癌症相关死亡的主要原因之一。为了寻找多靶点的抗癌药物,我们设计并合成了一系列新颖的7-羟基偶氮素-α-氰肉桂酸杂合体,并通过全面的体内外研究评估了它们的治疗潜力。结构表征通过核磁共振,红外和元素分析证实。在所合成的化合物中,化合物7对MCF-7细胞(IC50 = 7.65 μM)和MDA-MB-231 (IC50 = 9.7±1.15 μM)的细胞毒活性最强,对非致瘤性MCF-10A细胞(IC50 = 52.02 μM)具有显著的选择性。体外机制研究表明,化合物7诱导G2/M期阻滞和凋亡,并伴有促凋亡标志物(Bax、p53)的上调和Bcl-2的抑制。此外,化合物7显著抑制微管蛋白聚合,并在FRAP实验中显示出显著的抗氧化活性(IC50 = 144.71 μM),以及选择性抑制COX-2 (IC50 = 1.264 μM, SI = 5.93)。用Ehrlich腹水癌(EAC)模型进行的体内评估证实了其抗癌功效,10 mg kg-1可使活的EAC细胞减少85.92%,并显著抑制肿瘤体积。值得注意的是,化合物7通过恢复肝脏和肾脏生物标志物,减少氧化应激和脂质过氧化,减轻了eac诱导的肝肾毒性。此外,它显著下调促炎(TNF-α)和血管生成(VEGFR-II)标志物,同时保持正常的组织组织结构。总之,这些发现突出了化合物7作为一个有前途的多功能先导候选物,具有细胞毒性、抗氧化、抗炎和抗血管生成活性,值得在癌症治疗中进一步开发。
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引用次数: 0
Computationally guided optimization of the antimalarial activity and physicochemical properties of 2,4-diaminopyrimidines 2,4-二氨基嘧啶抗疟活性和理化性质的计算优化。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-20 DOI: 10.1039/D5MD00353A
Guntur Guntur, Duangkamol Gleeson, Mark Anderson, Nicole Mutter, Lauren Webster, Kevin D. Read and M. Paul Gleeson

Plasmodium falciparum (Pf) is the most prevalent cause of malaria infections in humans. Due to the development of resistant strains, newer drugs, or drugs acting at novel targets are constantly being sought. Here, we report the design and preparation of 48 new 2,4-diaminopyrimidine derivatives targeting the Pf protein kinome. Bioinformatics methods have been used to identify the most probable target(s). Cheminformatics and molecular modelling have been used to guide the structural modifications. Our primary goal was to enhance the antimalarial activity of the series, reduce mammalian cytotoxicity, and increase aqueous solubility. The antimalarial activity of all 48 compounds has been assessed in chloroquine-resistant Pf3D7 strain and for their mammalian cytotoxicity in HepG2 cell lines. Phosphate buffer solubility, MDCK permeability, and metabolic clearance in human and rat microsomes were also assessed. Compounds 68 and 69 demonstrated good antimalarial activity (Pf IC50) of 0.05 and 0.06 μM, respectively, and good selectivity over the mammalian cell line (SI >100 fold). The compounds also demonstrated much improved aqueous solubilities of 989.7 and 1573 μg mL−1, respectively, along with moderate intrinsic clearance (∼3 mL min−1 g−1) and permeability (>60 nm s−1).

恶性疟原虫(Pf)是人类疟疾感染的最普遍原因。由于耐药菌株的发展,不断寻求新的药物或作用于新的靶点的药物。在这里,我们报道了48个新的针对Pf蛋白激酶的2,4-二氨基嘧啶衍生物的设计和制备。生物信息学方法已被用于确定最可能的靶标。化学信息学和分子模型被用于指导结构修饰。我们的主要目标是提高该系列的抗疟活性,降低哺乳动物的细胞毒性,并增加水溶性。所有48种化合物的抗疟活性已在耐氯喹Pf3D7菌株中进行了评估,并在HepG2细胞系中进行了哺乳动物细胞毒性评估。磷酸盐缓冲液的溶解度,MDCK的渗透性,以及人类和大鼠微粒体的代谢清除率也被评估。化合物68和69的抗疟活性(Pf IC50)分别为0.05和0.06 μM,对哺乳动物细胞系具有良好的选择性(SI为100倍)。该化合物的水溶性分别为989.7和1573 μg mL-1,同时具有中等的固有清除率(~ 3 mL min-1 g-1)和渗透性(bbb60 nm s-1)。
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引用次数: 0
Polyethylene glycol incorporation to reduce the cytotoxicity associated with cationic cell-penetrating-peptide conjugation† 聚乙二醇掺入以降低与阳离子细胞穿透肽偶联相关的细胞毒性。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-15 DOI: 10.1039/D5MD00503E
Naoki Umezawa, Kazuma Arakawa, Maiko Kato, Yosuke Hisamatsu, Hirokazu Yagi, Chiharu Miyajima and Yasumichi Inoue

Cell-penetrating peptides (CPPs) facilitate the intracellular delivery of cargo molecules. However, they can induce cytotoxicity when conjugated with certain bioactive peptides. We incorporated a branched polyethylene glycol unit to effectively minimize their nonspecific toxicity while preserving their essential biological functions, such as the inhibition of the p53/MDM2 interaction.

细胞穿透肽(CPPs)促进货物分子在细胞内的递送。然而,当与某些生物活性肽结合时,它们可以诱导细胞毒性。我们加入了一个分支聚乙二醇单元,以有效地减少它们的非特异性毒性,同时保留它们的基本生物学功能,如抑制p53/MDM2相互作用。
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引用次数: 0
Identification of novel N-benzyloxy-amino acid hydroxamates as inhibitors of the virulence factor LasB from Pseudomonas aeruginosa† 铜绿假单胞菌毒力因子LasB抑制剂新型n -苯氧基氨基酸羟酸酯的鉴定。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-13 DOI: 10.1039/D5MD00393H
Riccardo Di Leo, Enrico Crispino, Doretta Cuffaro, Giuseppantonio Maisetta, Andrea Bertacca, Marta Bianchi, Giovanna Batoni, Imin Wushur, Fatema Amatur Rahman, Jan-Olof Winberg, Ingebrigt Sylte, Armando Rossello and Elisa Nuti

The emergence of multidrug-resistant pathogens, particularly Pseudomonas aeruginosa, represents a global health concern. Among its major virulence factors, elastase B (LasB), a zinc-dependent metalloprotease, plays a pivotal role in host tissue degradation, immune evasion, and biofilm formation. Targeting LasB with selective inhibitors offers a promising therapeutic strategy to mitigate bacterial virulence while minimizing selective pressure for resistance development. In this study, a series of N-benzyloxy amino acid derivatives were designed, synthesized, and evaluated for their inhibitory activity against LasB. Structure-based optimization led to the identification of compound 12 as the most potent inhibitor (Ki = 0.92 μM), exhibiting high selectivity for LasB over human matrix metalloproteinases. Cell-based assays demonstrated its ability to inhibit LasB proteolytic activity and reduce biofilm formation without affecting bacterial viability. These findings highlight the potential of LasB inhibitors as pathoblockers, providing a targeted approach to disarm bacterial virulence rather than exerting bactericidal pressure.

耐多药病原体,特别是铜绿假单胞菌的出现,是一个全球性的健康问题。在其主要毒力因子中,弹性蛋白酶B (LasB)是一种锌依赖性金属蛋白酶,在宿主组织降解、免疫逃避和生物膜形成中起关键作用。用选择性抑制剂靶向LasB提供了一种很有前途的治疗策略,可以减轻细菌毒力,同时最大限度地减少耐药性发展的选择压力。本研究设计、合成了一系列n -苯氧基氨基酸衍生物,并对其对LasB的抑制活性进行了评价。基于结构优化的结果表明,化合物12是最有效的LasB抑制剂(K i = 0.92 μM),对人基质金属蛋白酶具有较高的选择性。基于细胞的实验表明,它能够抑制LasB蛋白水解活性,减少生物膜的形成,而不影响细菌的生存能力。这些发现突出了LasB抑制剂作为病原体阻滞剂的潜力,提供了一种有针对性的方法来解除细菌的毒力,而不是施加杀菌压力。
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引用次数: 0
Design and synthesis of photoswitchable desloratadine ligands for histamine H1 receptor photopharmacology 组胺H1受体光药理学中光切换地氯雷他定配体的设计与合成。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-13 DOI: 10.1039/D5MD00589B
Lars C. P. Binkhorst, Ivana Josimovic, Daan de Vetten, Tyrone J. Nijman, Niels J. Hauwert, Sufyan Ahmad, Oscar P. J. van Linden, Iwan J. P. de Esch, Henry F. Vischer, Maikel Wijtmans and Rob Leurs

Despite the pharmacological relevance of the histamine H1 receptor (H1R), the second most therapeutically targeted G protein-coupled receptor (GPCR), an effective photoswitchable ligand to optically control this receptor remains elusive. In this work, we aimed to identify a suitable photoswitchable H1R ligand by performing an ‘azoscan’ on the H1R antagonist desloratadine. Taking advantage of the synthetic toolbox available for the desloratadine scaffold, aniline groups were regioselectively installed on the aromatic positions of this scaffold to enable the synthesis of azobenzene analogs targeting the orthosteric binding pocket of H1R. Additionally, we functionalized the piperidine ring of desloratadine with azobenzene moieties. These two strategies resulted in a total of nine photoswitchable compounds, displaying efficient trans to cis isomerization (PSScis > 87%) and a broad range of thermal relaxation half-lives. Pharmacological evaluation revealed the 2-position (10a) to be most suitable for accommodation of a photoswitchable group, as it exhibits the most balanced profile in absolute affinity (Kitrans = 2 nM) and a 3.2-fold light-induced affinity shift. Computational docking studies provide a rationale, with the binding pose of the trans and cis isomer in the H1R binding pocket potentially being inverted. While the development of effective photoswitchable ligands for H1R remains challenging, this study provides promising opportunities for future optimization to achieve optical control of this GPCR.

尽管组胺H1受体(H1R)是第二大治疗靶标G蛋白偶联受体(GPCR),但一种有效的光开关配体来光学控制该受体仍然难以捉摸。在这项工作中,我们旨在通过对H1R拮抗剂地氯雷他定进行“偶氮扫描”来确定合适的光开关H1R配体。利用地氯雷他定支架可用的合成工具箱,苯胺基团被区域选择性地安装在支架的芳香位置上,从而合成针对H1R正畸结合袋的偶氮苯类似物。此外,我们用偶氮苯基团将地氯雷他定的哌啶环功能化。这两种策略共产生了9种光开关化合物,具有高效的反式顺式异构化(PSS cis > 87%)和广泛的热弛豫半衰期。药理学评价显示,2位(10a)最适合容纳光切换基团,因为它具有最平衡的绝对亲和力(K i trans = 2 nM)和3.2倍的光诱导亲和力变化。计算对接研究提供了一个基本原理,即H1R结合口袋中反式和顺式异构体的结合姿态可能被反转。虽然为H1R开发有效的光开关配体仍然具有挑战性,但本研究为未来优化实现该GPCR的光学控制提供了有希望的机会。
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引用次数: 0
Bicyclic temporin L peptide inhibitors targeting the SARS-CoV-2 main protease: design, synthesis, in vitro inhibition efficiency and molecular dynamics insights 针对SARS-CoV-2主要蛋白酶的双环颞叶L肽抑制剂:设计、合成、体外抑制效果及分子动力学观察
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-12 DOI: 10.1039/D5MD00528K
Md Taimuzzaman Sharif, Md. Omor Farque, Md Habibur Rahaman, Md. Arafat Hossen, Mohammed Akhter Hossain and Mohammad A. Halim

Bicyclic peptides have emerged as promising inhibitors due to their high binding affinity and selectivity for target receptors. While peptide inhibitors are highly target-specific and exhibit strong protein-binding capabilities, their potential is often limited by challenges such as proteolytic instability and flexible secondary structures, which can reduce their efficacy and bioavailability. This study focuses on designing and synthesizing bicyclic peptides and their molecular dynamics insights using scaffolds like 1,3,5-tris(bromomethyl)benzene (TBMB) and 1,3,5-triacryloylhexahydro-1,3,5-triazine (TATA) to enhance their stability and efficacy. The inhibitory activity of these peptides was assessed by targeting the main protease (Mpro), a key enzyme in viral replication of SARS-CoV-2. Mass spectrometry confirmed the purity of these peptides, and their inhibitory activity was evaluated using fluorescence resonance energy transfer (FRET) and selected ion monitoring (SIM)-based LC-MS assays. Computational modeling and molecular dynamics (MD) simulations revealed the structural basis of peptide–Mpro interactions, highlighting improved conformational stability and binding mechanisms. Bicyclic peptides demonstrated superior inhibition compared to linear analogs, with constraints significantly improving peptide stability and binding properties. Our findings highlight the potential of bicyclic peptides as a robust platform for developing next-generation therapeutics with enhanced pharmacokinetic and pharmacodynamic profiles.

双环肽由于其对靶受体的高结合亲和力和选择性而成为有前途的抑制剂。虽然肽抑制剂具有高度的靶向性和很强的蛋白质结合能力,但它们的潜力往往受到诸如蛋白质水解不稳定性和柔性二级结构等挑战的限制,这可能会降低它们的功效和生物利用度。本研究主要利用1,3,5-三溴乙基苯(TBMB)和1,3,5-三丙烯基六氢-1,3,5-三嗪(TATA)等支架设计和合成双环肽,并对其分子动力学进行研究,以提高其稳定性和有效性。这些肽的抑制活性是通过靶向主要蛋白酶(Mpro)来评估的,Mpro是SARS-CoV-2病毒复制的关键酶。质谱法证实了这些肽的纯度,并利用荧光共振能量转移(FRET)和基于选择离子监测(SIM)的LC-MS分析评估了它们的抑制活性。计算模型和分子动力学(MD)模拟揭示了肽- mpro相互作用的结构基础,突出了改进的构象稳定性和结合机制。与线性类似物相比,双环肽表现出更好的抑制作用,约束显著改善了肽的稳定性和结合特性。我们的研究结果强调了双环肽作为开发具有增强药代动力学和药效学特征的下一代疗法的强大平台的潜力。
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引用次数: 0
Parallel synthesis of 5′-amino-5′-deoxy-adenosine derivatives for focused chemical space exploration and their application as methyltransferase inhibitors 平行合成5′-氨基-5′-脱氧腺苷衍生物及其作为甲基转移酶抑制剂的应用
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-12 DOI: 10.1039/D5MD00376H
Sabrina N. Hoba, Marvin Schwickert, Luis Kammerer, Mark Sabin, Annabelle C. Weldert, Zarina Nidoieva, J. Laurenz Meidner, Fabian Barthels, Tanja Schirmeister and Christian Kersten

Parallel syntheses and their throughput capabilities are powerful tools for the rapid generation of molecule libraries, making them highly beneficial for accelerating hit identification in early-stage drug discovery. Utilizing chemical spaces and virtual libraries enhances time and cost efficiency, enabling the faster exploitation of chemically diverse compounds. In this study, a parallel synthesis method for rapidly generating a 5′-amino-5′-deoxy adenosine-based amide and sulfonamide library of 42 compounds is described with high yields and purity, which is economical and ecological due to the reduced requirements for extensive purification. Methyltransferases recently emerged as promising drug targets. The adenosine-derived library was screened using a fluorescence polarization (FP) assay against model enzymes human DNMT2 and METTL3/14, and SARS-CoV-2 nsp14/10, resulting in the identification of three compounds binding with nanomolar affinity to nsp14/10 and three compounds binding METTL3/14 with low micromolar affinity. To demonstrate the accessibility of a broad variety of adenosine derivatives, a focused virtual chemical space of 25 241 5′-amino-5′-deoxy adenosine amides and sulfonamides, which are accessible via the described synthetic procedure, was generated. This chemical space was further investigated for potential biological applications through virtual screening against nsp14/10 which led to the identification of four additional ligands with low micromolar affinities.

并行合成及其通量能力是快速生成分子文库的有力工具,对加速早期药物发现中的靶点识别非常有益。利用化学空间和虚拟图书馆提高了时间和成本效率,使化学多样性化合物的开发更快。本研究描述了一种平行合成方法,该方法快速生成了42个化合物的5'-氨基-5'-脱氧腺苷基酰胺和磺酰胺文库,收率高,纯度高,由于减少了大量纯化要求,具有经济和生态的优点。甲基转移酶最近成为有希望的药物靶点。采用荧光偏振(FP)法对模型酶human DNMT2、METTL3/14和SARS-CoV-2 nsp14/10进行筛选,鉴定出3个与nsp14/10具有纳米摩尔亲和力的化合物和3个与METTL3/14具有低微摩尔亲和力的化合物。为了证明多种腺苷衍生物的可及性,生成了一个集中的虚拟化学空间,由25241个5'-氨基-5'-脱氧腺苷酰胺和磺酰胺组成,通过所描述的合成过程可以获得。通过对nsp14/10的虚拟筛选,进一步研究了该化学空间的潜在生物学应用,从而鉴定了另外四个具有低微摩尔亲和力的配体。
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引用次数: 0
Leveraging artificial intelligence and machine learning in kinase inhibitor development: advances, challenges, and future prospects 在激酶抑制剂开发中利用人工智能和机器学习:进展、挑战和未来前景。
IF 3.597 Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-08-12 DOI: 10.1039/D5MD00494B
Mohamed S. Elgawish, Aya M. Almatary, Sawsan A. Zaitone and Mohamed S. H. Salem

Protein kinases are central regulators of cell signaling and play pivotal roles in a wide array of diseases, most notably cancer and autoimmune disorders. The clinical success of kinase inhibitors—such as imatinib and osimertinib—has firmly established kinases as valuable drug targets. However, the development of selective, potent inhibitors remains challenging due to the conserved nature of the ATP-binding site, off-target effects, resistance mutations, and patient-specific variability. Recent advances in artificial intelligence (AI) and machine learning (ML) offer transformative solutions to these obstacles across the drug discovery pipeline. This review explores how AI/ML methods, including deep learning, graph neural networks, and generative models, are revolutionizing the design, optimization, and repurposing of kinase inhibitors. We detail applications in target identification, virtual screening, structure–activity relationship modeling, resistance prediction, and clinical trial design. Representative case studies—such as AI-optimized BTK and EGFR inhibitors—highlight real-world impact. We also examine current limitations, including data sparsity, model interpretability, and translational gaps between in silico and experimental results. Finally, we discuss emerging directions such as federated learning, personalized kinase inhibitors, and AI-enabled combination therapies. By integrating computational innovation with medicinal chemistry, AI/ML holds immense promise to accelerate and refine the next generation of kinase-targeted therapeutics.

蛋白激酶是细胞信号传导的中枢调节因子,在多种疾病中发挥关键作用,尤其是癌症和自身免疫性疾病。激酶抑制剂(如伊马替尼和奥西替尼)的临床成功已经坚定地确立了激酶作为有价值的药物靶点的地位。然而,由于atp结合位点的保守性、脱靶效应、耐药突变和患者特异性变异性,选择性、强效抑制剂的开发仍然具有挑战性。人工智能(AI)和机器学习(ML)的最新进展为药物发现过程中的这些障碍提供了变革性的解决方案。这篇综述探讨了人工智能/机器学习方法,包括深度学习、图神经网络和生成模型,是如何彻底改变激酶抑制剂的设计、优化和再利用的。我们详细介绍了在靶标识别、虚拟筛选、结构-活性关系建模、耐药性预测和临床试验设计方面的应用。代表性案例研究,如人工智能优化的BTK和EGFR抑制剂,突出了现实世界的影响。我们还研究了当前的局限性,包括数据稀疏性、模型可解释性以及计算机和实验结果之间的翻译差距。最后,我们讨论了新兴的方向,如联合学习,个性化激酶抑制剂和人工智能支持的联合疗法。通过将计算创新与药物化学相结合,AI/ML在加速和完善下一代激酶靶向治疗方面具有巨大的前景。
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引用次数: 0
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