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Green synthesis, anti-inflammatory evaluation and molecular docking of novel pyridines via one pot multi-component reaction using ultrasonic irradiation. 超声辐照一锅多组分反应绿色合成、抗炎评价及分子对接。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-07 DOI: 10.1007/s11030-024-11073-7
Nadia A A Elkanzi, Ali M Ali, Mahmoud A Abdelaziz, Alaa Muqbil Alsirhani

In this paper, we present a green application for the synthesis of novel pyridine derivatives 4a-f via one-pot, multicomponent reaction (MCRs) of some aromatic aldehydes 1a-f with malononitrile (2) and N-(4-acetylphenyl)-4-methylbenzenesulfonamide (3) in the presence of ammonium acetate using ultrasonic irradiation (U.S) in an aqueous solvent H2O:EtOH (2:1). The structures of all synthesized pyridines 4a-f were confirmed via elemental analysis and different spectroscopic techniques. This application has many advantages such as avoiding hazardous solvents, excellent yields, inexpensive, simple application, in addition to obtain pure compounds. The anti-inflammatory activity of the newly compounds was examined with the reference drug Ibuprofen. The obtained results showed that most derivatives are promising anti-inflammatory activates. Moreover, compound 4b exhibits the most anti-inflammatory activity with a percentage of inhibition with 51.67% compared with Ibuprofen 53.96%. Furthermore, the newly compounds were studied in their molecular docking simulations against the enzyme Human Cyclooxygenase-2, with Tolfenamic Acid as a reference ligand (PDB ID: 5IKT). Compound 4b demonstrated a robust binding affinity with the target protein 5ikt, evidenced by its binding affinity score of - 11.16 kcal/mol, which is the highest among the studied compounds.

本文介绍了一种新型吡啶衍生物4a-f的绿色合成方法,即在乙酸铵存在下,利用超声辐照(us)在水:乙氧乙酸(2:1)的水溶液中,通过与丙二腈(2)和N-(4-乙酰苯基)-4-甲基苯磺酰胺(3)的一锅多组分反应(mcr)合成新型吡啶衍生物4a-f。通过元素分析和不同的光谱技术确定了所有合成的4a-f吡啶的结构。该应用具有避免使用有害溶剂、收率优异、价格低廉、应用简单、除可获得纯化合物等优点。新化合物的抗炎活性与对照药物布洛芬进行了比较。结果表明,大多数衍生物具有良好的抗炎活性。此外,化合物4b的抗炎活性最高,抑制率为51.67%,而布洛芬的抑制率为53.96%。此外,以甲苯胺酸为参考配体(PDB ID: 5IKT),研究了新化合物与Human cycloxygenase -2的分子对接模拟。化合物4b与靶蛋白5ikt具有较强的结合亲和力,其结合亲和力评分为- 11.16 kcal/mol,是所研究化合物中最高的。
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引用次数: 0
A bibliometric analysis of the Cheminformatics/QSAR literature (2000-2023) for predictive modeling in data science using the SCOPUS database. 使用SCOPUS数据库对化学信息学/QSAR文献(2000-2023)进行数据科学预测建模的文献计量学分析。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-05 DOI: 10.1007/s11030-024-11056-8
Arkaprava Banerjee, Kunal Roy, Paola Gramatica

A bibliometric analysis of the Cheminformatics/QSAR articles published in the present century (2000-2023) is presented based on a SCOPUS search made in October 2024 using a given set of search criteria. The obtained results of 52,415 documents against the specific query are analyzed based on the number of documents per year, contributions of different countries and Institutes in Cheminformatics/QSAR publications, the contributions of researchers based on the number of documents, appearance in the top-cited articles, h-index, composite c-score (ns), and the newly introduced q-score. Finally, a list of the top 50 Cheminformatics/QSAR researchers is presented. An analysis is also made for the content of the top-cited articles during the period 2000-2023 in comparison to those before 2000 to capture the trend of changes in the Cheminformatics/QSAR research. The limiting factors of any bibliometric analysis are also briefly presented.

本文基于2024年10月使用一组给定的搜索标准进行的SCOPUS搜索,对本世纪(2000-2023)发表的化学信息学/QSAR文章进行了文献计量学分析。对52,415篇针对特定查询的文献进行了分析,分析结果基于每年的文献数量、不同国家和研究所在化学信息学/QSAR出版物中的贡献、基于文献数量的研究人员的贡献、被引频次、h指数、综合c分数(ns)和新引入的q分数。最后,给出了前50名化学信息学/QSAR研究人员的名单。此外,我们还对2000-2023年期间被引用最多的文章的内容进行了分析,并与2000年之前的文章进行了比较,以捕捉化学信息学/QSAR研究的变化趋势。本文还简要介绍了任何文献计量学分析的限制因素。
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引用次数: 0
Current advances in the structure-activity relationship (SAR) analysis of the old/new 18-kDa translocator protein ligands. 新旧18kda转运蛋白配体的构效关系(SAR)分析进展。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-04 DOI: 10.1007/s11030-024-10963-0
Priya Singh, Vijay Kumar Singh, Chandraprakash Gond, Deepika Singh, Anjani Kumar Tiwari

The translocator protein 18 kDa (TSPO) is a crucial external mitochondrial protein involved in cholesterol translocation, which is essential for steroid production. As a primary marker of neuroinflammation, TSPO has been implicated in the development and progression of various neurodegenerative and neuropsychiatric disorders. This review highlights the structural diversity of TSPO ligands, many of which have undergone modifications from selective central benzodiazepine receptor (CBR) ligands to enhance their affinity for TSPO. The paper discusses the significant advancements in the design of these ligands, emphasizing their binding efficacy and specificity. Additionally, it provides an update on the progress of several TSPO ligands that have advanced to clinical trials. The review aims to elucidate the structure-activity relationships (SAR) that govern the interaction between TSPO and its ligands, thereby offering insights into the development of new therapeutic agents targeting TSPO for the treatment of neuroinflammatory conditions. Overall, this work provided an update on previous finding and serves as a valuable resource for researchers in the field.

转运蛋白18kda (TSPO)是一种重要的线粒体外蛋白,参与胆固醇转运,这对类固醇的产生至关重要。作为神经炎症的主要标志物,TSPO与各种神经退行性疾病和神经精神疾病的发生和进展有关。本文综述了TSPO配体的结构多样性,其中许多配体经过选择性中枢苯二氮卓受体(CBR)配体的修饰,以增强其对TSPO的亲和力。本文讨论了这些配体设计的重大进展,强调了它们的结合功效和特异性。此外,它还提供了几个已进入临床试验的TSPO配体的最新进展。本文旨在阐明控制TSPO与其配体之间相互作用的结构-活性关系(SAR),从而为开发针对TSPO治疗神经炎症疾病的新药物提供见解。总的来说,这项工作为以前的发现提供了更新,并为该领域的研究人员提供了宝贵的资源。
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引用次数: 0
Synthesis, antimicrobial, antioxidant, tyrosinase inhibitory activities, and computational studies of novel chromen[2,3-c]pyrazole derivatives. 新型铬[2,3-c]吡唑衍生物的合成、抗菌、抗氧化、酪氨酸酶抑制活性及计算研究。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-03 DOI: 10.1007/s11030-024-11051-z
Velmurugan Loganathan, Arunadevi Mani, Idhayadhulla Akbar, Anis Ahamed, Hissah Abdulrahman Alodaini, Desta Galona Gerbu, Aseer Manilal

In this study, one-pot multicomponent reactions of novel chromeno[2,3-c]pyrazole derivatives (1-14) were performed using an AlCl3 catalyst via cyclisation. Various spectral and chromatographic techniques were used to elucidate the structure of the synthesised derivatives (1-14). The synthesised compounds were then inspected for their antibacterial, antioxidant, and tyrosinase inhibition activities. An in silico screening approach was also employed to identify highly potent derivatives. Besides, we utilised density functional theory (DFT) with the B3LYP/6-31G+ (d, p) basis set to optimise the newly modified derivatives. This approach was used to calculate various properties, including electron density, electrostatic potential map, interaction strength, frontier molecular orbital energy, and reactivity characteristics. To examine the binding affinity, modes, and stability of the protein-drug complex, molecular docking with the 2Y9X protein structure were employed. The findings from DFT computations, along with physicochemical information and molecular docking binding affinity, showed promising results than standard and low active compound 1. The absorption, metabolism, and cytotoxic characteristics of all the novel derivatives were investigated in the ADMET prediction. Our findings could prove valuable in developing novel drugs for medicinal and pharmaceutical fields.

本研究以AlCl3为催化剂,通过环化反应,对新型[2,3-c]吡唑衍生物(1-14)进行了一锅多组分反应。各种光谱和色谱技术被用来阐明合成的衍生物的结构(1-14)。然后检测合成的化合物的抗菌、抗氧化和酪氨酸酶抑制活性。还采用了一种硅筛选方法来鉴定高效衍生物。此外,我们利用密度泛函理论(DFT)与B3LYP/6-31G+ (d, p)基集来优化新修饰的导数。利用该方法计算了电子密度、静电势图、相互作用强度、前沿分子轨道能和反应性等各种性质。为了检验蛋白-药物复合物的结合亲和力、结合模式和稳定性,我们采用了与2Y9X蛋白结构的分子对接。DFT计算结果,以及物理化学信息和分子对接结合亲和力,显示出比标准和低活性化合物1更有希望的结果。在ADMET预测中,研究了所有新衍生物的吸收、代谢和细胞毒性特性。我们的发现可能对开发医药和制药领域的新药有价值。
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引用次数: 0
Design, synthesis and antitumor activity of 4-indazolylpyrimidine derivatives as EGFR inhibitors. 4-吲哚基嘧啶衍生物EGFR抑制剂的设计、合成及抗肿瘤活性研究。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-03 DOI: 10.1007/s11030-024-11052-y
Ting Yang, Xiaoling He, Ting Wu, Wenqiang Zhu, Zhiwu Long, Yi Le

To overcome T790M mutation, a novel series of 4-indazolypyrimidine derivatives were developed as novel EGFR inhibitors employing a scaffold hopping drug design strategy. The biological activities of the target compounds were evaluated against two tumor cell lines (A431 and NCI-H1975), normal cell 2BS and EGFRT790M/L858R kinase. The results indicated that the majority of the compounds exhibited promising antitumor activity and low toxicity. Specifically, compounds 4e and 4s displayed the highest efficacy, with IC50 values of 0.55 μM and 0.47 μM, respectively. Moreover, compounds 4e and 4s demonstrated exceptional activity against EGFRT790M/L858R, with IC50 values of 12.04 and 28.79 nM. Additionally, further studies revealed that compounds 4e and 4s could induce apoptosis in NCI-H1975 cells and arrest the cells in the G2/M phase. Molecular docking studies revealed that compounds 4e and 4s could interact closely with EGFR. These findings lay the groundwork for further investigation of compounds 4e and 4s as potential EGFR inhibitors.

为了克服T790M突变,采用支架跳跃药物设计策略,开发了一系列新的4-吲哚吡啶衍生物作为新型EGFR抑制剂。目的化合物对两种肿瘤细胞系(A431和NCI-H1975)、正常细胞2BS和EGFRT790M/L858R激酶的生物学活性进行了评价。结果表明,大多数化合物具有良好的抗肿瘤活性和低毒性。其中化合物4e和化合物4s的IC50值最高,分别为0.55 μM和0.47 μM。此外,化合物4e和4s对EGFRT790M/L858R具有较强的抑制活性,IC50值分别为12.04和28.79 nM。进一步研究发现,化合物4e和4s可诱导NCI-H1975细胞凋亡,使细胞处于G2/M期。分子对接研究表明,化合物4e和4s可与EGFR密切相互作用。这些发现为进一步研究化合物4e和4s作为潜在的EGFR抑制剂奠定了基础。
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引用次数: 0
Influence of hydrophobicity on the antimicrobial activity of helical antimicrobial peptides: a study focusing on three mastoparans. 疏水性对螺旋抗菌肽抗菌活性的影响:以三种乳突菌为中心的研究。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-02 DOI: 10.1007/s11030-024-11046-w
Binh Le Huy, Hai Bui Thi Phuong, Binh Nguyen Thi Thanh, Quang Tran Van, Hoang Vu Dinh, Huy Luong Xuan

Hydrophobicity is crucial for the interaction between amphipathic antimicrobial peptides and microbial pathogens. However, it is difficult to fully understand the impact of this factor because the biological functions are also influenced by other structural properties, including peptide length, net charge, hydrophilicity, secondary structure, and hydrophobic moment. This study compares three natural antimicrobial peptides-mastoparan C, mastoparan-AF, and mastoparan L-where hydrophobicity varies but other structural features remain nearly identical. Mastoparan C, the most hydrophobic peptide, displays the highest helical content and hemolytic activity, whereas mastoparan-AF, with slightly lower hydrophobicity, demonstrates superior selectivity. In contrast, mastoparan L, the least hydrophobic peptide, exhibits the weakest antimicrobial potency and lowest hemolytic activity, despite showing the least self-assembly. Overall, this study suggests that optimal hydrophobicity, rather than the highest value, enhances antimicrobial efficacy while minimizing hemolytic activity.

疏水性对于两性抗菌肽与微生物病原体之间的相互作用至关重要。然而,由于生物功能还受到其他结构性质的影响,包括肽长度、净电荷、亲水性、二级结构和疏水力矩,因此很难完全理解该因素的影响。本研究比较了三种天然抗菌肽——mastoparan C、mastoparan- af和mastoparan l,它们的疏水性不同,但其他结构特征几乎相同。疏水性最强的Mastoparan C具有最高的螺旋含量和溶血活性,而疏水性稍低的Mastoparan - af具有较好的选择性。相比之下,疏水性最低的乳腺炎肽L表现出最弱的抗菌效力和最低的溶血活性,尽管表现出最少的自组装。总的来说,这项研究表明,最佳疏水性,而不是最高值,提高抗菌效果,同时最大限度地减少溶血活性。
{"title":"Influence of hydrophobicity on the antimicrobial activity of helical antimicrobial peptides: a study focusing on three mastoparans.","authors":"Binh Le Huy, Hai Bui Thi Phuong, Binh Nguyen Thi Thanh, Quang Tran Van, Hoang Vu Dinh, Huy Luong Xuan","doi":"10.1007/s11030-024-11046-w","DOIUrl":"https://doi.org/10.1007/s11030-024-11046-w","url":null,"abstract":"<p><p>Hydrophobicity is crucial for the interaction between amphipathic antimicrobial peptides and microbial pathogens. However, it is difficult to fully understand the impact of this factor because the biological functions are also influenced by other structural properties, including peptide length, net charge, hydrophilicity, secondary structure, and hydrophobic moment. This study compares three natural antimicrobial peptides-mastoparan C, mastoparan-AF, and mastoparan L-where hydrophobicity varies but other structural features remain nearly identical. Mastoparan C, the most hydrophobic peptide, displays the highest helical content and hemolytic activity, whereas mastoparan-AF, with slightly lower hydrophobicity, demonstrates superior selectivity. In contrast, mastoparan L, the least hydrophobic peptide, exhibits the weakest antimicrobial potency and lowest hemolytic activity, despite showing the least self-assembly. Overall, this study suggests that optimal hydrophobicity, rather than the highest value, enhances antimicrobial efficacy while minimizing hemolytic activity.</p>","PeriodicalId":708,"journal":{"name":"Molecular Diversity","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142765295","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 and synthesis of glycyrrhetinic acid glycosides against acute lung injury and pulmonary fibrosis. 抗急性肺损伤和肺纤维化的甘草次酸苷的设计与合成。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-02 DOI: 10.1007/s11030-024-11058-6
Wei Li, Jianrong Liu, Tianbo Wu, Xin Qiang, Yijie Peng, Quanyi Zhao, Dian He

HMGB1 mediated signalling pathway plays an important role in acute injury and fibrosis in lung tissues. Glycyrrhizic acid (GL) is a HMGB1 inhibitor, and its aglycone (glycyrrhetinic acid, GA) is the major pharmacophore and plays the main role during binding to HMGB1. To improve selectivity for these lung diseases, a series of novel glycyrrhetinic acid glycosides targeting mannose acceptors in the respiratory tract and lung tissues were synthesised, and their biological activities were evaluated in vitro and in vivo. For normal lung cell lines WI-38 and Beas-2B, all the compounds but c6 showed reduced cytotoxicity vs the positive controls (GA and GL), IC50 values were > 800 µM. For three cancer cells, c1 exhibited high selectivity for lung cancer cells A549. In the inflammation assays, compound c1 displayed the strongest activity of NO inhibition, and c4 was next; both them not only down-regulated the expression levels of IL-1β and TNF-α in RAW264.7 cells, but also decreased the levels of TNF-α, IL-1β, HMGB1, RAGE and ROS in A549 cells in a dose-dependent manner. Noteworthy, compound c1 of 50 μM reduced the levels of HMGB1 and RAGE to 38.4 and 37.0% of the LPS group, and it showed much higher binding affinity with HMGB1 than GL, which confirmed by molecular docking; in addition, c1 also inhibited the deposition of α-SMA and Col-1 proteins in TGF-β1-activated A549 cells. In the bleomycin-induced lung fibrosis mouse model, c1 decreased fibrous protein production and deposition in the lung tissues; at a 30 mg/kg dose, it reduced the levels of α-SMA and Col-1 to 48.12 and 56.37% of the BLM group, respectively. The pharmacokinetics tests showed c1 relative distribution rate in lung tissue (at 1 h, 18.86%; at 2 h, 12.80%) is much higher than that of GA (at 1 h, 2.8%; at 2 h, 1.9%). These results show compound c1 is likely to be a candidate for acute lung injury and pulmonary fibrosis.

HMGB1介导的信号通路在肺组织急性损伤和纤维化中起重要作用。甘草酸(Glycyrrhizic acid, GL)是一种HMGB1抑制剂,其苷元(glycyrrhetinic acid, GA)是主要药效团,在与HMGB1结合过程中起主要作用。为了提高对这些肺部疾病的选择性,我们合成了一系列针对呼吸道和肺组织中甘露糖受体的新型甘草次酸苷,并在体外和体内评价了它们的生物活性。对于正常肺细胞株WI-38和Beas-2B,除c6外,其余化合物均比阳性对照(GA和GL)细胞毒性降低,IC50值为80 ~ 800µM。对于三种癌细胞,c1对肺癌细胞A549表现出高选择性。在炎症实验中,化合物c1对NO的抑制作用最强,c4次之;两者均能下调RAW264.7细胞中IL-1β、TNF-α的表达水平,并能降低A549细胞中TNF-α、IL-1β、HMGB1、RAGE、ROS的表达水平,且呈剂量依赖性。值得注意的是,50 μM的化合物c1使HMGB1和RAGE的水平分别降低到LPS组的38.4%和37.0%,与HMGB1的结合亲和力明显高于GL,这一点通过分子对接得到了证实;此外,c1还能抑制TGF-β1激活的A549细胞中α-SMA和Col-1蛋白的沉积。在博莱霉素诱导的肺纤维化小鼠模型中,c1降低肺组织中纤维蛋白的生成和沉积;在30 mg/kg剂量下,α-SMA和Col-1水平分别降低至BLM组的48.12%和56.37%。药代动力学试验显示c1在肺组织中的相对分布率(1 h时为18.86%;2 h时,12.80%)远高于GA (1 h时,2.8%;在2小时,1.9%)。这些结果表明,化合物c1可能是急性肺损伤和肺纤维化的候选药物。
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引用次数: 0
Chalcone derivatives containing 1,2,4-triazole and pyridine moiety: design, synthesis, and antiviral activity. 含有1,2,4-三唑和吡啶的查尔酮衍生物:设计、合成和抗病毒活性。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-02 DOI: 10.1007/s11030-024-11049-7
Hui Xin, Jiao Tian, Tianyu Deng, Qing Zhou, Yuhong Wang, Hong Fu, Haotao Pu, Wei Xue

A series of chalcone derivatives containing 1,2,4-triazole and pyridine were designed and synthesized, and their antiviral activities against tobacco mosaic virus (TMV) were evaluated. Notably, S7 (EC50 = 89.7 μg/mL) exhibited excellent curative activity against the TMV, which was superior to that of ningnanmycin (NNM: EC50 = 201.7 μg/mL). Molecular docking showed that S7 exhibited satisfactory affinities for the TMV coat protein (TMV-CP), with four strong conventional hydrogen bonds with amino acid residues. Further, microscale thermophoresis (MST) showed that S7 (Kd = 0.5340 ± 0.2233 μmol/L) bound more strongly to TMV-CP than NNM (Kd = 5.1186 ± 1.9568 μmol/L). The results of chlorophyll content, malondialdehyde (MDA) content, and biological enzyme activity confirmed that S7 enhanced the disease resistance of tobacco plants by affecting the change of chlorophyll content, interfering with plant lipid peroxidation, and enhancing SOD activity in plants, respectively.

设计合成了一系列含有1,2,4-三唑和吡啶的查尔酮衍生物,并对其抗烟草花叶病毒(TMV)的活性进行了评价。值得注意的是,S7 (EC50 = 89.7 μg/mL)对TMV表现出良好的治疗活性,优于宁南霉素(NNM: EC50 = 201.7 μg/mL)。分子对接表明,S7与TMV外壳蛋白(TMV- cp)具有良好的亲和性,与氨基酸残基形成4个强常规氢键。微尺度热电泳(MST)结果表明,S7 (Kd = 0.5340±0.2233 μmol/L)与TMV-CP的结合比NNM (Kd = 5.1186±1.9568 μmol/L)强。叶绿素含量、丙二醛(MDA)含量和生物酶活性的测定结果证实,S7分别通过影响叶绿素含量的变化、干扰植物脂质过氧化和提高植物SOD活性来增强烟草植株的抗病性。
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引用次数: 0
New frontiers in multicomponent mechanosynthesis for organic molecules: modern marvels. 有机分子多组分机械合成的新领域:现代奇迹。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-12-01 DOI: 10.1007/s11030-024-11053-x
Hiren R Chaudhary, Divyang M Patel

In the past, mechanochemical approaches in organic synthesis were largely overlooked, but their perception within the synthetic community has shifted in recent years, marking a trend toward becoming mainstream. Mechanochemical multicomponent organic synthesis has garnered significant interest from both the academic and industrial chemical sectors. The efficiency and environmental friendliness of procedures conducted through mechanical activation have established mechanical procedures as prominent green techniques. Notably, utilizing solid starting materials under mechanochemical conditions empowers the development of novel multicomponent reactions that are often unfeasible in traditional solution-based processes. This capability not only enhances the diversity of accessible organic compounds but also sparks new avenues for innovative synthetic strategies. This approach facilitates the effective fulfillment of sustainable chemistry goals. In this context, we emphasize the major progress and advancements in mechanochemical multicomponent reactions from 2017 to 2024. This article covers the foremost multicomponent mechanosynthesis for developing organic molecules through carbon-carbon and carbon-heteroatom coupling reactions and multicomponent mechanosynthesis for monocyclic and fused heterocycles.

在过去,机械化学方法在有机合成中很大程度上被忽视,但近年来它们在合成界的认知发生了变化,标志着一种成为主流的趋势。机械化学多组分有机合成已经引起了学术界和工业化学部门的极大兴趣。通过机械活化进行的程序的效率和环境友好性使机械程序成为突出的绿色技术。值得注意的是,在机械化学条件下利用固体起始材料可以开发新的多组分反应,这在传统的基于溶液的工艺中通常是不可行的。这种能力不仅提高了可及有机化合物的多样性,而且为创新的合成策略开辟了新的途径。这种方法促进了可持续化学目标的有效实现。在此背景下,我们强调2017年至2024年机械化学多组分反应的重大进展和进展。本文介绍了碳-碳和碳杂原子偶联反应制备有机分子的多组分机械合成方法,以及单环和杂环的多组分机械合成方法。
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引用次数: 0
A multitask interpretable model with graph attention mechanism for activity prediction of low-data PIM inhibitors. 低数据PIM抑制剂活动预测的多任务可解释图注意机制模型。
IF 3.9 2区 化学 Q2 CHEMISTRY, APPLIED Pub Date : 2024-11-30 DOI: 10.1007/s11030-024-11060-y
Zixiao Wang, Lili Sun, Yu Chang, Fang Yang, Kai Jiang

The aberrant expression of proviral integration site for Moloney murine leukemia virus (PIM) kinases is closely related to various tumors and chemotherapy resistance, making them attractive targets for cancer therapy. However, due to the extremely high homology among the three PIM isoforms (PIM1, PIM2, PIM3) and the limited availability of existing bioactivity data, screening and designing selective PIM inhibitors remain a daunting challenge. To address this issue, this study constructed a multitask regression model that can simultaneously predict the half-maximal inhibitory concentration (IC50 values). The model utilizes an attention mechanism to capture effects within local atomic groups and the interactions between different groups of atoms. Through weight sharing, the model enhances the accuracy of predicting PIM3 inhibitors by leveraging the rich and highly correlated data from PIM1 and PIM2 isoforms. Additionally, visualizing the weights of nodes (atoms in the molecule) in the model helps us to intuitively understand the relationship between molecular features and prediction outcomes, thereby enhancing the interpretability of the model. In summary, this work provides new insights and methods for performing activity prediction tasks for multiple similar targets in low-data scenarios.

Moloney小鼠白血病病毒(PIM)激酶前整合位点的异常表达与多种肿瘤和化疗耐药密切相关,使其成为癌症治疗的重要靶点。然而,由于三种PIM亚型(PIM1、PIM2、PIM3)具有极高的同源性,以及现有生物活性数据的有限可用性,筛选和设计选择性PIM抑制剂仍然是一项艰巨的挑战。为了解决这一问题,本研究构建了一个可以同时预测半最大抑制浓度(IC50值)的多任务回归模型。该模型利用注意机制来捕捉局部原子群内的效应和不同原子群之间的相互作用。通过权值共享,该模型利用PIM1和PIM2亚型丰富且高度相关的数据,提高了预测PIM3抑制剂的准确性。此外,可视化模型中节点(分子中的原子)的权重有助于我们直观地理解分子特征与预测结果之间的关系,从而增强模型的可解释性。总之,这项工作为在低数据场景下执行多个相似目标的活动预测任务提供了新的见解和方法。
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引用次数: 0
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Molecular Diversity
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