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Green synthesis of neuroprotective spirocyclic chalcone derivatives and their role in protecting against traumatic optic nerve injury 神经保护性螺环查尔酮衍生物的绿色合成及其在保护创伤性视神经损伤中的作用
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-10-01 DOI: 10.1016/j.ejmech.2024.116933
For clinically prevalent traumatic optic neuropathy (TON) and other retinal and optic nerve injuries lacking effective therapeutic agents, there is an urgent clinical demand for developing highly efficient and safe neuroprotective agents. Here, we have integrated naturally sourced chalcone with isatin through a catalyst-free green synthesis method, reporting a series of spirocyclic chalcone derivatives with significantly lower cytotoxicity than chalcone itself. Following in vitro cell protection assays in models of hydrogen peroxide and glutamic acid-induced damage, multiple active compounds capable of combating both forms of damage were identified. Among these, candidate compound X38 demonstrated promising neuroprotective prospects: in vitro, it attenuated glutamate-induced cell apoptosis, while in vivo, it effectively ameliorated retinal thinning and loss of optic nerve electrophysiological function induced by optic nerve injury. Preliminary mechanistic studies suggest that X38 exerts its neuroprotective effects by mitigating intracellular ROS accumulation, inhibiting JNK phosphorylation, and alleviating oxidative stress. Additionally, acute toxicity studies (intraperitoneal injection, 500 mg/kg) underscored the favorable in vivo safety profile of X38. Taken together, this study has designed a class of safe, neuroprotective spirocyclic chalcone derivatives that can be synthesized using green methods, offering an attractive candidate for treating retinal and optic nerve injuries.
针对临床上普遍存在的创伤性视神经病变(TON)及其他视网膜和视神经损伤,由于缺乏有效的治疗药物,临床上迫切需要开发高效安全的神经保护药物。在这里,我们通过一种无催化剂绿色合成方法将天然来源的查尔酮与异铂结合在一起,报道了一系列细胞毒性明显低于查尔酮本身的螺环查尔酮衍生物。在两种损伤模型中进行体外细胞保护试验后,发现了多种能够对抗两种损伤形式的活性化合物。其中,候选化合物 X38 具有良好的神经保护前景:在体外,它能减轻谷氨酸诱导的细胞凋亡;在体内,它能有效改善视神经损伤引起的视网膜变薄和视神经电生理功能丧失。初步的机理研究表明,X38 通过缓解细胞内 ROS 的积累、抑制 JNK 磷酸化和减轻氧化应激来发挥其神经保护作用。此外,急性毒性研究(腹腔注射,500 毫克/千克)强调了 X38 良好的体内安全性。综上所述,这项研究设计出了一类安全的、具有神经保护作用的螺环查尔酮衍生物,这些衍生物可以用绿色方法合成,为治疗视网膜和视神经损伤提供了一种有吸引力的候选药物。
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引用次数: 0
Advancements of carbon dots: From the perspective of medicinal chemistry 碳点的发展:从药物化学的角度看问题
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-10-01 DOI: 10.1016/j.ejmech.2024.116931
Carbon dots (CDs) exhibit great potential in medicinal chemistry due to its excellent optical properties, biocompatibility and scalability, which have attracted significant interest. Based on their specific synthesis and modification, this review provided an overview of the evolution of the synthesis of CDs and reviewed the discovery and development of their optical properties. This review examines recent advances of CDs in medicinal chemistry, with a particular focus on the use of CDs as drugs and carriers for photodynamic and photothermal therapies in the field of neurological disorders, cancer, bacterial, viral, and further in combination with imaging for diagnostic and therapeutic integration. Finally, this review addresses the challenges and limitations of CDs in medicinal chemistry. This review provides a comprehensive overview of the development process of CDs and their applications in various aspects of medicinal chemistry, thereby offers insights to the development of CDs in the field of medicinal chemistry.
碳点(CD)因其优异的光学特性、生物相容性和可扩展性,在药物化学中展现出巨大的潜力,引起了人们的极大兴趣。根据碳点的具体合成和修饰方法,本综述概述了碳点合成的演变过程,并回顾了碳点光学特性的发现和发展。本综述探讨了 CD 在药物化学方面的最新进展,尤其关注将 CD 作为药物和载体用于神经系统疾病、癌症、细菌和病毒领域的光动力和光热疗法,并进一步结合成像技术实现诊断和治疗一体化。最后,本综述探讨了 CD 在药物化学中面临的挑战和局限性。本综述全面概述了 CD 的开发过程及其在药物化学各方面的应用,从而为 CD 在药物化学领域的发展提供了见解。
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引用次数: 0
Repurposing of monocyclic β-lactams as anti-inflammatory agents – The case of new ferrocene-azetidin-2-one hybrids 单环β-内酰胺类抗炎药物的再利用--新型二茂铁-氮杂环丁烷-2-酮杂交化合物的实例
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-10-01 DOI: 10.1016/j.ejmech.2024.116910
There is growing interest in developing monotherapy drugs that treat inflammation caused by microbial infections, focusing on dual antimicrobial and anti-inflammatory agents with minimal side effects and high safety margins. This study synthesized and characterized a library of novel cis-4-ferrocenylazetidin-2-ones, evaluating their antimicrobial and anti-inflammatory activities. These organometallic monocyclic β-lactams showed moderate in vitro antimicrobial activity against various standard microbial strains, including yeasts and Gram-negative and Gram-positive bacteria. Some compounds overcame the resistance of clinical Staphylococcus aureus isolates. Traditionally, monocyclic β-lactams target Gram-negative bacilli, but adding a ferrocene moiety and substituting the COOH group near the N-1 position with a non-ionizable ester group (COOR) extended their activity spectrum. The anti-inflammatory properties were assessed in macrophage-based models, revealing non-cytotoxicity below 10 μM. Two compounds were shown to be strong and selective arginase inhibitors, while five others effectively suppressed excessive NO formation without affecting basal NO production. The presence of a phenoxy group at C-3 of the β-lactam ring appeared to be crucial for selective NO inhibition. These hybrids did not scavenge NO but inhibited NO synthesis by suppressing iNOS expression. Overall, two novel hybrids were identified as promising hit candidates for treating infection-induced inflammatory reactions.
人们对开发治疗微生物感染引起的炎症的单一疗法药物越来越感兴趣,重点关注副作用小、安全系数高的双重抗菌消炎药物。本研究合成并表征了一个新型顺式-4-二茂铁氮杂环丁烷-2-酮库,评估了它们的抗菌和抗炎活性。这些有机金属单环 β-内酰胺类化合物对各种标准微生物菌株(包括酵母菌、革兰氏阴性菌和革兰氏阳性菌)显示出中等程度的体外抗菌活性。一些化合物克服了临床金黄色葡萄球菌分离株的耐药性。传统上,单环β-内酰胺类药物主要针对革兰氏阴性杆菌,但加入二茂铁分子并用非离子化酯基(COOR)取代靠近 N-1 位的 COOH 基团后,它们的活性谱得到了扩展。在基于巨噬细胞的模型中对其抗炎特性进行了评估,结果表明其毒性低于 10 μM。有两种化合物被证明是强效的选择性精氨酸酶抑制剂,另外五种化合物则有效抑制了过量 NO 的形成,而不影响基础 NO 的产生。β-内酰胺环 C-3 上的苯氧基似乎是选择性抑制 NO 的关键。这些杂交化合物不会清除 NO,但会通过抑制 iNOS 的表达来抑制 NO 的合成。总之,两种新型杂交化合物被确定为治疗感染引起的炎症反应的有希望的候选药物。
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引用次数: 0
Applying molecular hybridization to design a new class of pyrazolo[3,4-d]pyrimidines as Src inhibitors active in hepatocellular carcinoma 应用分子杂交技术设计一类新型吡唑并[3,4-d]嘧啶,作为对肝细胞癌有活性的 Src 抑制剂
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-10-01 DOI: 10.1016/j.ejmech.2024.116929
Hepatocellular carcinoma (HCC) is the most common type of liver solid tumor and the second leading cause of cancer-related deaths worldwide. Although new treatment options have been recently approved, the development of tumor resistance and the poor prognosis for advanced HCC make the current standard of care unsatisfying. In this scenario, the non-receptor tyrosine kinase (TK) c-Src emerged as a promising target for developing new anti-HCC agents. Our group reported a large library of pyrazolo[3,4-d]pyrimidines active as potent c-Src inhibitors. Starting from these data, we applied a molecular hybridization approach to combine the in-house pyrazolo[3,4-d]pyrimidine SI192 with the approved TK inhibitor (TKI) dasatinib, with the aim of identifying a new generation of Src inhibitors. Enzymatic results prompted us to design second-generation compounds with a better binding profile based on a hit optimization protocol comprised of molecular modeling and on-paper rational design. This investigation led to the identification of a few nanomolar Src inhibitors active toward two HCC cell lines (HepG2 and HUH-7) selected according to their high and low c-Src expression, respectively. In particular, 7e showed an IC50 value of 0.7 nM toward Src and a relevant antiproliferative efficacy on HepG2 cells after 72h (IC50 = 2.47 μM). Furthermore, 7e exhibited a cytotoxic profile better than dasatinib. The ADME profile suggested that 7e deserves further investigation as a promising TKI in cancer therapies. Finally, 7e′s ability to inhibit HepG2 cell proliferation, elicit an irreversible cytotoxic effect, arrest cellular migration, and induce apoptotic-mediated cell death was assessed.
肝细胞癌(HCC)是最常见的肝实体瘤,也是全球癌症相关死亡的第二大原因。虽然最近批准了新的治疗方案,但晚期肝细胞癌的肿瘤耐药性和不良预后使目前的治疗标准无法令人满意。在这种情况下,非受体酪氨酸激酶(TK)c-Src 成为了开发新型抗 HCC 药物的一个有希望的靶点。我们的研究小组报告了一个庞大的吡唑并[3,4-d]嘧啶化合物库,这些化合物是有效的 c-Src 抑制剂。从这些数据出发,我们应用分子杂交方法将内部的吡唑并[3,4-d]嘧啶 SI192 与已获批准的 TK 抑制剂(TKI)达沙替尼结合起来,目的是确定新一代的 Src 抑制剂。酶切结果促使我们根据分子建模和纸上合理设计组成的命中优化方案,设计出具有更好结合特性的第二代化合物。这项研究发现了几种纳摩尔级 Src 抑制剂,它们对两种 HCC 细胞系(HepG2 和 HUH-7)具有活性,这两种细胞系是根据它们的高和低 c-Src 表达而分别选择的。其中,7e 对 Src 的 IC50 值为 0.7 nM,72 小时后对 HepG2 细胞具有相关的抗增殖功效(IC50 = 2.47 μM)。此外,7e 的细胞毒性也优于达沙替尼。ADME 分析表明,7e 作为一种有望用于癌症治疗的 TKI 值得进一步研究。最后,还评估了 7e 抑制 HepG2 细胞增殖、引起不可逆细胞毒性效应、阻止细胞迁移以及诱导细胞凋亡的能力。
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引用次数: 0
Stimuli-responsive prodrugs with self-immolative linker for improved cancer therapy 带有自巯基连接体的刺激响应原药,用于改善癌症治疗
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-30 DOI: 10.1016/j.ejmech.2024.116928
Self-immolative prodrugs have gained significant attention as an innovative approach for targeted cancer therapy. These prodrugs are engineered to release the active anticancer agents in response to specific triggers within the tumor microenvironment, thereby improving therapeutic precision while reducing systemic toxicity. This review focuses on the molecular architecture and design principles of self-immolative prodrugs, emphasizing the role of stimuli-responsive linkers and activation mechanisms that enable controlled drug release. Recent advancements in this field include the development of prodrugs that incorporate targeting moieties for enhanced site-specificity. Moreover, the review discusses the incorporation of targeting moieties to achieve site-specific drug delivery, thereby improving the selectivity of treatment. By summarizing key research from the past five years, this review highlights the potential of self-immolative prodrugs to revolutionize cancer treatment strategies and pave the way for their integration into clinical practice.
作为癌症靶向治疗的一种创新方法,自凋亡原药受到了广泛关注。这些原药可根据肿瘤微环境中的特定触发因素释放活性抗癌药物,从而提高治疗的精确性,同时降低全身毒性。本综述重点介绍自惰性原药的分子结构和设计原理,强调刺激响应连接体和激活机制的作用,从而实现药物的可控释放。该领域的最新进展包括开发出了含有靶向分子的原药,从而增强了靶点特异性。此外,本综述还讨论了如何通过加入靶向分子来实现特定部位给药,从而提高治疗的选择性。通过总结过去五年的主要研究,本综述强调了自凋亡原药彻底改变癌症治疗策略的潜力,并为其融入临床实践铺平了道路。
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引用次数: 0
First fragment-based screening identifies new chemotypes inhibiting ERAP1-metalloprotease 首次基于片段的筛选发现抑制 ERAP1 金属蛋白酶的新化学类型
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-30 DOI: 10.1016/j.ejmech.2024.116926
Inhibition of endoplasmic reticulum aminopeptidase 1 (ERAP1) by small-molecules is being eagerly investigated for the treatment of various autoimmune diseases and in the field of immuno-oncology after its active involvement in antigen presentation and processing. Currently, ERAP1 inhibitors are at different stages of clinical development, which highlights its significance as a promising drug target. In the present work, we describe the first-ever successful identification of several ERAP1 inhibitors derived from a fragment-based screening approach. We applied an enzymatic activity assay to a large library of ∼3000 fragment entries in order to retrieve 32 hits. After a multi-faceted selection process, we prioritized 3 chemotypes for SAR optimization and strategic modifications provided 2 series (2-thienylacetic acid and rhodanine scaffolds) with improved analogues at the low micromolar range of ERAP1 inhibition. We report also evidence of selectivity against homologous aminopeptidase IRAP, combined with complementary in silico docking studies to predict the binding mode and site of inhibition. Our compounds can be the starting point for future fragment growing and rational drug development, incorporating new chemical modalities.
由于内质网氨肽酶 1(ERAP1)在抗原呈递和处理过程中的积极参与,人们正热切地研究用小分子药物抑制内质网氨肽酶 1(ERAP1),以治疗各种自身免疫性疾病,并将其应用于免疫肿瘤学领域。目前,ERAP1 抑制剂正处于不同的临床开发阶段,这凸显了它作为一个有前景的药物靶点的重要性。在本研究中,我们首次通过基于片段的筛选方法成功鉴定了几种 ERAP1 抑制剂。我们对一个由 3000 个片段组成的大型文库进行了酶活性测定,以获得 32 个命中物。经过多方面的筛选,我们优先选择了 3 种化学型进行 SAR 优化,战略性的修饰提供了 2 个系列(2-噻吩乙酸和 rhodanine 支架)的改进类似物,其对 ERAP1 的抑制作用在低微摩尔范围内。我们还报告了针对同源氨基肽酶 IRAP 的选择性证据,并结合互补的硅对接研究预测了结合模式和抑制位点。我们的化合物可以作为未来片段生长和合理药物开发的起点,并结合新的化学模式。
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引用次数: 0
Design and development of a series of 4-(piperazin-1-yl)pyrimidines as irreversible menin inhibitors 设计和开发一系列 4-(哌嗪-1-基)嘧啶作为不可逆梅宁抑制剂
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-30 DOI: 10.1016/j.ejmech.2024.116918
The interaction between menin and MLL1 protein plays an important role in AML with MLL rearrangement and NPM1 mutation. Blocking the formation of menin-MLL complex can inhibit proliferation and induce differentiation in these cancer subtypes. In development of anticancer drugs, irreversible inhibitors are gaining spotlight as they may have better activities than the reversible analogs. Therefore, we designed and developed a novel series of covalent menin inhibitors. Among these compounds, 37 emerges as a selective and potent inhibitor of MLL fusion protein-expressing leukemic cells. The cellular study indicates 37 has a distinct mechanism of action, in both reducing menin protein levels and downregulating MEN1 transcription. This effect of 37 is not involved in proteasomal degradation, and may directly affect the synthesis of menin protein, which offers a significant advantage in addressing acquired resistance to menin inhibitors. Further study showed that compound 37 has prolonged anti-leukemic action and exhibits promising in vivo efficacy, making it a valuable probe for further menin-MLL interaction studies.
Menin 和 MLL1 蛋白之间的相互作用在 MLL 重排和 NPM1 突变的急性髓细胞性白血病中发挥着重要作用。阻断 menin-MLL 复合物的形成可抑制这些癌症亚型的增殖并诱导分化。在抗癌药物的开发过程中,不可逆抑制剂越来越受到关注,因为它们可能比可逆类似物具有更好的活性。因此,我们设计并开发了一系列新型共价 Menin 抑制剂。在这些化合物中,37 成为表达 MLL 融合蛋白的白血病细胞的一种选择性强效抑制剂。细胞研究表明,37 具有独特的作用机制,既能降低 Menin 蛋白水平,又能下调 MEN1 转录。37 的这种作用不涉及蛋白酶体降解,可能直接影响 Menin 蛋白的合成,这为解决 Menin 抑制剂的获得性抗药性问题提供了重要优势。进一步的研究表明,化合物 37 可延长抗白血病作用时间,并具有良好的体内疗效,是进一步研究 menin-MLL 相互作用的重要探针。
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引用次数: 0
Plant based steroidal and triterpenoid sapogenins: Chemistry on diosgenin and biological aspects 植物类固醇和三萜类苷元:有关薯蓣皂苷的化学和生物学方面的问题
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-30 DOI: 10.1016/j.ejmech.2024.116915
Plants are rich in steroidal and triterpenoid saponins. Diosgenin is an important sapogenin obtained from various steroidal saponins and specially from dioscin. It possesses diverse pharmacological activities as it is capable of modulating various endogenous pathways. Diosgenin is the molecule of choice for the industrial synthesis of the steroid based clinical drugs namely progesterone, testosterone, dexamethasone, dehydroepiandrosterone, vitamin D3, steroidal contraceptive pills, norethindrone, norgestrel etc. Diosgenin has been a molecule of discussion due to its high demand in industry as well as for future research applications. Present review describes its chemistry and detailed pharmacological profile.
植物中含有丰富的甾体和三萜类皂甙。薯蓣皂苷是从各种甾体皂苷,特别是从薯蓣皂苷中提取的一种重要苷元。它具有多种药理活性,能够调节各种内源性途径。薯蓣皂苷是工业合成甾体临床药物(即黄体酮、睾酮、地塞米松、脱氢表雄酮、维生素 D3、甾体避孕药、炔诺酮、诺孕酮等)的首选分子。薯蓣皂苷由于其在工业和未来研究应用中的高需求,一直是一个备受讨论的分子。本综述介绍了它的化学性质和详细的药理特征。
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引用次数: 0
Impact of site-specific conjugation strategies on the pharmacokinetics of antibody conjugated radiotherapeutics 特定位点共轭策略对抗体共轭放射治疗药物药代动力学的影响。
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-30 DOI: 10.1016/j.ejmech.2024.116927
Antibody radionuclide conjugates are an emerging modality for targeted imaging and potent therapy of disseminated disease. Coupling of radionuclides to monoclonal antibodies (mAbs) is typically achieved by applying non-site-specific labelling techniques. With the ambition of reducing variability, increasing labelling efficacy and stability, several site-specific conjugation strategies have been developed in recent years for toxin- and fluorophore-mAb conjugates. In this study, we studied two site-specific labelling strategies for the conjugation of the macrocyclic chelating agent, DOTA, to the anti-Leucine Rich Repeat Containing 15 (LRRC15) mAb DUNP19. Specifically, one approach utilized a DOTA-bearing peptide (FcIII) with a strong affinity for the fragment crystallizable (Fc) domain of the human IgG1 of DUNP19 (DUNP19LF-FcIII-DOTASS), while the other leveraged a chemo-enzymatic technique to substitute the N-linked bi-antennary oligosaccharides in the human IgG1 Fc domain with DOTA (DUNP19LF-gly-DOTASS). To assess if these methods impact the antibody's binding properties and targeting efficacy, comparative in vitro and in vivo studies of the generated DUNP19-conjugates were performed. While the LRRC15 binding of both radioimmunoconjugates remained intact, the conjugation methods had different impacts on their abilities to interact with FcRn and FcγRs. In vitro assessments of DUNP19LF-FcIII-DOTASS and DUNP19LF-gly-DOTASS demonstrated markedly decreased affinity for FcRn and FcγRIIIa (CD16), respectively. DUNP19LF-FcIII-DOTASS demonstrated increased blood and tissue kinetics in vivo, confirming loss of FcRn binding. While the ablated FcγR interaction of DUNP19LF-gly-DOTASS had no immediate impact on in vivo biodistribution, reduced immunotherapeutic effect can be expected in future studies as a result of reduced NK-cells interaction. In conclusion, our findings underscore the necessity for meticulous consideration and evaluation of mAb labelling strategies, extending beyond mere conjugation efficiency and radiolabeling yields. Notably, site-specific labelling methods were found to significantly influence the immunological impact of Fc interactions. Therefore, it is of paramount importance to consider the intended diagnostic or therapeutic application of the construct and to adopt conjugation strategies that ensure the preservation of critical pharmacological properties and functionality of the antibody in use.
抗体放射性核素共轭物是一种新兴的靶向成像和有效治疗扩散性疾病的方法。放射性核素与单克隆抗体(mAbs)的耦合通常是通过应用非位点特异性标记技术来实现的。为了减少变异性、提高标记效果和稳定性,近年来针对毒素和荧光团-mAb 共轭物开发了几种位点特异性共轭策略。在本研究中,我们研究了将大环螯合剂 DOTA 与抗富含亮氨酸重复序列 15 (LRRC15) mAb DUNP19 连接的两种特定位点标记策略。具体来说,一种方法是利用与 DUNP19 的人类 IgG1 可结晶(Fc)结构域片段具有强亲和力的含 DOTA 肽(FcIII)(DUNP19LF-FcIII-DOTASS),另一种方法是利用化学酶技术用 DOTA 替代人类 IgG1 Fc 结构域中的 N-连接双泛酸寡糖(DUNP19LF-gly-DOTASS)。为了评估这些方法是否会影响抗体的结合特性和靶向功效,我们对生成的 DUNP19 结合物进行了体外和体内对比研究。虽然两种放射免疫共轭物的 LRRC15 结合力保持不变,但共轭方法对它们与 FcRn 和 FcγRs 的相互作用能力有不同的影响。对 DUNP19LF-FcIII-DOTASS 和 DUNP19LF-gly-DOTASS 的体外评估显示,它们对 FcRn 和 FcγRIIIa (CD16) 的亲和力分别明显下降。DUNP19LF-FcIII-DOTASS 在体内血液和组织中的动力学活性增加,证实了 FcRn 结合力的丧失。虽然 DUNP19LF-gly-DOTASS 消减的 FcγR 相互作用对体内生物分布没有直接影响,但在未来的研究中,由于 NK 细胞的相互作用减少,免疫治疗效果可能会降低。总之,我们的研究结果表明,有必要对 mAb 标记策略进行细致的考虑和评估,而不仅仅局限于共轭效率和放射性标记产量。值得注意的是,特定位点的标记方法会显著影响 Fc 相互作用的免疫学影响。因此,最重要的是要考虑构建体的预期诊断或治疗应用,并采用能确保在使用中保留抗体关键药理特性和功能的共轭策略。
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引用次数: 0
Wee1 inhibitor optimization through deep-learning-driven decision making 通过深度学习驱动决策优化 Wee1 抑制剂
IF 6 2区 医学 Q1 CHEMISTRY, MEDICINAL Pub Date : 2024-09-29 DOI: 10.1016/j.ejmech.2024.116912
Deep learning has gained increasing attention in recent years, yielding promising results in hit screening and molecular optimization. Herein, we employed an efficient strategy based on multiple deep learning techniques to optimize Wee1 inhibitors, which involves activity interpretation, scaffold-based molecular generation, and activity prediction. Starting from our in-house Wee1 inhibitor GLX0198 (IC50 = 157.9 nM), we obtained three optimized compounds (IC50 = 13.5 nM, 33.7 nM, and 47.1 nM) out of five picked molecules. Further minor modifications on these compounds led to the identification of potent Wee1 inhibitors with desirable inhibitory effects on multiple cancer cell lines. Notably, the best compound 13 exhibited superior cancer cell inhibition, with IC50 values below 100 nM in all tested cancer cells. These results suggest that deep learning can greatly facilitate decision-making at the stage of molecular optimization.
近年来,深度学习受到越来越多的关注,在新药筛选和分子优化方面取得了可喜的成果。在此,我们采用了一种基于多种深度学习技术的高效策略来优化 Wee1 抑制剂,其中包括活性解释、基于支架的分子生成和活性预测。从我们内部的 Wee1 抑制剂 GLX0198(IC50 =157.9 nM)开始,我们从五个挑选出的分子中获得了三个优化化合物(IC50 =13.5 nM、33.7 nM 和 47.1 nM)。我们对这些化合物进行了进一步的小改良,最终确定了对多种癌细胞株具有理想抑制作用的强效 Wee1 抑制剂。值得注意的是,最佳化合物 13 对癌细胞的抑制效果极佳,在所有测试的癌细胞中 IC50 值均低于 100 nM。
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引用次数: 0
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European Journal of Medicinal Chemistry
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