Topoisomerase II Inhibitors

拓扑异构酶 II 抑制剂
  • 文章类型: Journal Article
    旋转酶和拓扑异构酶IV是氟喹诺酮类药物的细胞靶标,用于治疗广谱人类感染的一类至关重要的抗菌剂。不幸的是,氟喹诺酮类药物的临床疗效因靶介导耐药的出现而受到削弱.淋病奈瑟菌尤其如此,性传播感染淋病的病原体。螺嘧啶二酮(SPT),一类新的抗菌药物,是为了对抗日益增长的抗菌耐药性危机而开发的。佐利福达星是临床上最先进的SPT,在人体试验中对不复杂的泌尿生殖道淋病具有疗效。像氟喹诺酮类药物,淋病奈瑟菌中佐利他星的主要作用靶点是促旋酶,拓扑异构酶IV是次要靶标。由于不平衡的促旋酶/拓扑异构酶IV靶向促进了氟喹诺酮耐药细菌的进化,重要的是要了解佐利福定在淋病奈瑟菌中的差异靶向的基础。因此,我们评估了该SPT对淋病奈瑟菌促旋酶和拓扑异构酶IV的催化和DNA裂解活性的影响。在检查的所有反应中,与拓扑异构酶IV相比,佐利法沙星对促旋酶的效力更高。此外,佐利福定产生更多的DNA裂解,并与促旋酶形成更稳定的酶裂解DNA-SPT复合物。与拓扑异构酶IV相比,SPT对氟喹诺酮抗性促旋酶也保持更高的活性。最后,与佐利福妥相比,新型SPTH3D-005722用促旋酶和拓扑异构酶IV诱导更平衡的双链DNA裂解。大肠杆菌,和炭疽芽孢杆菌.该发现表明SPT类的进一步发展可以产生针对临床上重要的细菌感染具有更平衡靶向的化合物。
    Gyrase and topoisomerase IV are the cellular targets for fluoroquinolones, a critically important class of antibacterial agents used to treat a broad spectrum of human infections. Unfortunately, the clinical efficacy of the fluoroquinolones has been curtailed by the emergence of target-mediated resistance. This is especially true for Neisseria gonorrhoeae, the causative pathogen of the sexually transmitted infection gonorrhea. Spiropyrimidinetriones (SPTs), a new class of antibacterials, were developed to combat the growing antibacterial resistance crisis. Zoliflodacin is the most clinically advanced SPT and displays efficacy against uncomplicated urogenital gonorrhea in human trials. Like fluoroquinolones, the primary target of zoliflodacin in N. gonorrhoeae is gyrase, and topoisomerase IV is a secondary target. Because unbalanced gyrase/topoisomerase IV targeting has facilitated the evolution of fluoroquinolone-resistant bacteria, it is important to understand the underlying basis for the differential targeting of zoliflodacin in N. gonorrhoeae. Therefore, we assessed the effects of this SPT on the catalytic and DNA cleavage activities of N. gonorrhoeae gyrase and topoisomerase IV. In all reactions examined, zoliflodacin displayed higher potency against gyrase than topoisomerase IV. Moreover, zoliflodacin generated more DNA cleavage and formed more stable enzyme-cleaved DNA-SPT complexes with gyrase. The SPT also maintained higher activity against fluoroquinolone-resistant gyrase than topoisomerase IV. Finally, when compared to zoliflodacin, the novel SPT H3D-005722 induced more balanced double-stranded DNA cleavage with gyrase and topoisomerase IV from N. gonorrhoeae, Escherichia coli, and Bacillus anthracis. This finding suggests that further development of the SPT class could yield compounds with a more balanced targeting against clinically important bacterial infections.
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  • 文章类型: Journal Article
    细菌DNA促旋酶和拓扑异构酶IV抑制已成为治愈由抗生素抗性细菌引起的感染的有希望的策略。新型细菌拓扑异构酶抑制剂(NBTIs)结合到与喹诺酮类药物不同的位点,具有新的作用机制。这避免了现有的与喹诺酮类药物相关的靶介导的细菌抗性。本文介绍了我们在体外鉴定有效和广谱抗菌剂4l方面的努力。
    Bacterial DNA gyrase and topoisomerase IV inhibition has emerged as a promising strategy for the cure of infections caused by antibiotic-resistant bacteria. The Novel Bacterial Topoisomerase Inhibitors (NBTIs) bind to a different site from that of the quinolones with novel mechanism of action. This evades the existing target-mediated bacterial resistance associated with quinolones. This article presents our efforts to identify in vitro potent and broad-spectrum antibacterial agent 4l.
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  • 文章类型: Journal Article
    我们已经对新的阿霉素(4a-c)和β-拉帕酮(5a-c)类似物进行了实验和计算评估。这些新的抗癌类似物是以前合成的,但直到现在还没有经过测试或鉴定。我们已经使用乳腺癌(MCF-7和MDA-MB-231)和前列腺癌(PC3)细胞系评估了它们的抗增殖和DNA切割抑制特性。此外,使用流式细胞术进行细胞周期分析。计算研究,包括分子对接,药代动力学特性,以及DFT和QTAIM化学描述符的分析,进行了深入了解电子结构并阐明了新的β-拉帕康和多柔比星类似物与DNA序列和拓扑异构酶II(TopoII)α的分子结合。我们的结果表明,4a类似物通过诱导细胞死亡在癌细胞系中表现出最高的抗增殖活性。我们观察到堆叠相互作用和氢键对于稳定分子-DNA-TopoIIα复合物至关重要。此外,4a和5a类似物抑制Topo的DNA切割活性。药效学结果表明,所研究的分子具有良好的吸附和渗透性能。计算的化学描述符表明,醌环中的电子积累与反应性和生物活性有关。根据我们的结果,4a是成为抗癌药物的有力候选者。
    We have conducted an experimental and computational evaluation of new doxorubicin (4a-c) and β-lapachone (5a-c) analogs. These novel anticancer analogs were previously synthesized, but had not been tested or characterized until now. We have evaluated their antiproliferative and DNA cleavage inhibition properties using breast (MCF-7 and MDA-MB-231) and prostate (PC3) cancer cell lines. Additionally, cell cycle analysis was performed using flow cytometry. Computational studies, including molecular docking, pharmacokinetic properties, and an analysis of DFT and QTAIM chemical descriptors, were performed to gain insights into the electronic structure and elucidate the molecular binding of the new β-lapachone and doxorubicin analogs with a DNA sequence and Topoisomerase II (Topo II)α. Our results show that 4a analog displays the highest antiproliferative activity in cancer cell lines by inducing cell death. We observed that stacking interactions and hydrogen bonding are essential to stabilize the molecule-DNA-Topo IIα complex. Moreover, 4a and 5a analogs inhibited Topo\'s DNA cleavage activity. Pharmacodynamic results indicated that studied molecules have favorable adsorption and permeability properties. The calculated chemical descriptors indicate that electron accumulation in quinone rings is relevant to the reactivity and biological activity. Based on our results, 4a is a strong candidate for becoming an anticancer drug.
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  • 文章类型: Journal Article
    发现了新的基于2-吡咯并苯并噻唑的分枝杆菌DNA促旋酶抑制剂。其中,化合物49和51对结核分枝杆菌和脓肿分枝杆菌显示出优异的抗菌活性,对分枝杆菌具有显著的偏好。两种化合物都可以穿透感染的巨噬细胞并减少细胞内结核分枝杆菌负荷。化合物51是DNA促旋酶的有效抑制剂(M.结核DNA促旋酶IC50=4.1nM,大肠杆菌DNA促旋酶IC50<10nM),对细菌拓扑异构酶具有选择性。它显示低MIC90值(M.结核:0.63μM;脓肿分枝杆菌:2.5μM),显示对分枝杆菌的特异性,没有明显的毒性。化合物49不仅显示出有效的抗分枝杆菌活性(结核分枝杆菌的MIC90值为2.5μM,脓肿分枝杆菌为0.63μM)和对分枝杆菌的选择性,而且还显示出有利的溶解度(动力学溶解度=55μM)和血浆蛋白结合(人的未结合分数为2.9%,小鼠的未结合分数为4.7%)。这些发现强调了微调分子特性以开发特异性靶向分枝杆菌化学空间的DNA促旋酶B抑制剂的潜力。降低非靶标病原体产生耐药性的风险,并将对微生物组的伤害降至最低。
    New 2-pyrrolamidobenzothiazole-based inhibitors of mycobacterial DNA gyrase were discovered. Among these, compounds 49 and 51, show excellent antibacterial activity against Mycobacterium tuberculosis and Mycobacterium abscessus with a notable preference for mycobacteria. Both compounds can penetrate infected macrophages and reduce intracellular M. tuberculosis load. Compound 51 is a potent inhibitor of DNA gyrase (M. tuberculosis DNA gyrase IC50 = 4.1 nM, Escherichia coli DNA gyrase IC50 of <10 nM), selective for bacterial topoisomerases. It displays low MIC90 values (M. tuberculosis: 0.63 μM; M. abscessus: 2.5 μM), showing specificity for mycobacteria, and no apparent toxicity. Compound 49 not only displays potent antimycobacterial activity (MIC90 values of 2.5 μM for M. tuberculosis and 0.63 μM for M. abscessus) and selectivity for mycobacteria but also exhibits favorable solubility (kinetic solubility = 55 μM) and plasma protein binding (with a fraction unbound of 2.9 % for human and 4.7 % for mouse). These findings underscore the potential of fine-tuning molecular properties to develop DNA gyrase B inhibitors that specifically target the mycobacterial chemical space, mitigating the risk of resistance development in non-target pathogens and minimizing harm to the microbiome.
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  • 文章类型: Journal Article
    结核分枝杆菌是唯一最重要的全球传染病杀手,也是世界卫生组织开发新抗菌药物的关键优先病原体。结核分枝杆菌DNA促旋酶是抗结核药物的有效靶点,但是目前使用的目标是DNA断裂-团聚,而不是GyrB亚基的ATPase活性。这里,虚拟筛选,随后通过全细胞和酶抑制试验验证,用于从规格化合物文库中鉴定抑制结核分枝杆菌GyrBATP酶活性的候选化合物。这种方法产生了六种化合物:四种咔唑衍生物(1、2、3和8),苯并吲哚衍生物11和吲哚衍生物14。咔唑衍生物可以被认为是结核分枝杆菌DNA促旋酶ATP酶抑制剂的新支架。化合物8、11和14的IC50值(0.26、0.56和0.08μM,分别)抑制结核分枝杆菌DNA促旋酶ATPase活性是5倍,2倍,比已知的DNA促旋酶ATP酶抑制剂novobiocin好16倍。这些化合物对结核分枝杆菌H37Ra生长的MIC值为25.0、3.1和6.2μg/mL,分别,优于新生霉素(MIC>100.0μg/mL)。对接GyrB:抑制剂复合物模型的分子动力学模拟表明,与GyrBAsp79的氢键相互作用对于化合物8、11和14与结核分枝杆菌GyrB的高亲和力结合对于抑制ATPase活性至关重要。这些数据表明,虚拟筛选可以鉴定体外抑制结核分枝杆菌DNA旋转酶ATP酶活性和结核分枝杆菌细菌生长的已知和新的支架。
    Mycobacterium tuberculosis is the single most important global infectious disease killer and a World Health Organization critical priority pathogen for development of new antimicrobials. M. tuberculosis DNA gyrase is a validated target for anti-TB agents, but those in current use target DNA breakage-reunion, rather than the ATPase activity of the GyrB subunit. Here, virtual screening, subsequently validated by whole-cell and enzyme inhibition assays, was applied to identify candidate compounds that inhibit M. tuberculosis GyrB ATPase activity from the Specs compound library. This approach yielded six compounds: four carbazole derivatives (1, 2, 3, and 8), the benzoindole derivative 11, and the indole derivative 14. Carbazole derivatives can be considered a new scaffold for M. tuberculosis DNA gyrase ATPase inhibitors. IC50 values of compounds 8, 11, and 14 (0.26, 0.56, and 0.08 μM, respectively) for inhibition of M. tuberculosis DNA gyrase ATPase activity are 5-fold, 2-fold, and 16-fold better than the known DNA gyrase ATPase inhibitor novobiocin. MIC values of these compounds against growth of M. tuberculosis H37Ra are 25.0, 3.1, and 6.2 μg/mL, respectively, superior to novobiocin (MIC > 100.0 μg/mL). Molecular dynamics simulations of models of docked GyrB:inhibitor complexes suggest that hydrogen bond interactions with GyrB Asp79 are crucial for high-affinity binding of compounds 8, 11, and 14 to M. tuberculosis GyrB for inhibition of ATPase activity. These data demonstrate that virtual screening can identify known and new scaffolds that inhibit both M. tuberculosis DNA gyrase ATPase activity in vitro and growth of M. tuberculosis bacteria.
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  • 文章类型: Journal Article
    DNA复制和转录产生DNA超螺旋,会引起拓扑应力和子染色质纤维的交织,对完成DNA复制和染色体分离构成挑战。II型拓扑异构酶(Top2s)是减轻DNA超螺旋和癸酸编织姐妹染色单体的酶。Top2复合物如何应对不同染色质背景下的拓扑挑战,以及是否所有染色体环境都同样受到扭转应力并需要Top2活性是未知的。在这里,我们表明,介相中Top2复合物的催化抑制对异染色质和重复DNA元件的稳定性具有深远的影响。机械上,我们发现无催化活性的Top2被困在异染色质周围,导致DNA断裂和未解决的连接,这需要募集结构特异性核酸内切酶,Ercc1-XPF,以SLX4和SUMO依赖的方式。我们的数据与模型一致,在该模型中,Top2复合物不仅可以解决姐妹染色单体之间的连接,还可以解决聚类重复元件之间的染色体间连接。
    DNA replication and transcription generate DNA supercoiling, which can cause topological stress and intertwining of daughter chromatin fibers, posing challenges to the completion of DNA replication and chromosome segregation. Type II topoisomerases (Top2s) are enzymes that relieve DNA supercoiling and decatenate braided sister chromatids. How Top2 complexes deal with the topological challenges in different chromatin contexts, and whether all chromosomal contexts are subjected equally to torsional stress and require Top2 activity is unknown. Here we show that catalytic inhibition of the Top2 complex in interphase has a profound effect on the stability of heterochromatin and repetitive DNA elements. Mechanistically, we find that catalytically inactive Top2 is trapped around heterochromatin leading to DNA breaks and unresolved catenates, which necessitate the recruitment of the structure specific endonuclease, Ercc1-XPF, in an SLX4- and SUMO-dependent manner. Our data are consistent with a model in which Top2 complex resolves not only catenates between sister chromatids but also inter-chromosomal catenates between clustered repetitive elements.
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  • 文章类型: Journal Article
    制备了N-(苯并噻唑-2-基)吡咯酰胺DNA促旋酶抑制剂,其苄基或苯乙基取代基连接在苯并噻唑环的3位或甲酰胺氮原子上,并通过超螺旋测定法研究了其对大肠杆菌DNA促旋酶的抑制作用。与在苯并噻唑环的4位带有取代基的抑制剂相比,通过将取代基移到3位并进一步移到甲酰胺氮原子,抑制得以减弱。解决了(Z)-3-苄基-2-((4,5-二溴-1H-吡咯-2-羰基)亚氨基)-2,3-二氢苯并[d]-噻唑-6-甲酸(I)与大肠杆菌GyrB24(ATPase亚结构域)复合的共晶体结构,揭示了这种类型的抑制剂与大肠杆菌GyrB亚基的ATP结合袋的结合模式。确定了关键的结合相互作用,并通过分子中原子的量子理论(QTAIM)分析合理化了它们对结合的贡献。我们的研究表明,与苯并噻唑核心结合的苄基或苯乙基取代基与活性位点的亲脂性地板相互作用,其主要由残基Gly101、Gly102、Lys103和Ser108组成。在苯并噻唑核的3位具有取代基的化合物比在甲酰胺氮上具有取代基的化合物更有效多达两个数量级。此外,6-乙酰氨基化合物比相应的6-乙酰氨基类似物更有效地抑制大肠杆菌DNA促旋酶。
    N-(Benzothiazole-2-yl)pyrrolamide DNA gyrase inhibitors with benzyl or phenethyl substituents attached to position 3 of the benzothiazole ring or to the carboxamide nitrogen atom were prepared and studied for their inhibition of Escherichia coli DNA gyrase by supercoiling assay. Compared to inhibitors bearing the substituents at position 4 of the benzothiazole ring, the inhibition was attenuated by moving the substituent to position 3 and further to the carboxamide nitrogen atom. A co-crystal structure of (Z)-3-benzyl-2-((4,5-dibromo-1H-pyrrole-2-carbonyl)imino)-2,3-dihydrobenzo[d]-thiazole-6-carboxylic acid (I) in complex with E. coli GyrB24 (ATPase subdomain) was solved, revealing the binding mode of this type of inhibitor to the ATP-binding pocket of the E. coli GyrB subunit. The key binding interactions were identified and their contribution to binding was rationalised by quantum theory of atoms in molecules (QTAIM) analysis. Our study shows that the benzyl or phenethyl substituents bound to the benzothiazole core interact with the lipophilic floor of the active site, which consists mainly of residues Gly101, Gly102, Lys103 and Ser108. Compounds with substituents at position 3 of the benzothiazole core were up to two orders of magnitude more effective than compounds with substituents at the carboxamide nitrogen. In addition, the 6-oxalylamino compounds were more potent inhibitors of E. coli DNA gyrase than the corresponding 6-acetamido analogues.
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  • 文章类型: Journal Article
    淋病奈瑟菌是一种常见的性传播疾病,与许多抗生素的广泛耐药性有关。目前,只有广谱头孢菌素(头孢曲松和头孢克肟)和阿奇霉素仍可用于其治疗.
    经典抗生素药物靶标促旋酶/拓扑异构酶IV的新化学型提供了与这些酶有效结合的抑制剂,通过与氟喹诺酮类药物不同的抑制机制,因此不易发生突变。来自该细菌基因组的α-碳酸酐酶(NgCAα)也被验证为抗菌靶标。
    通过利用促旋酶/拓扑异构酶IV的不同亚基以及新的化学型,两种新抗生素进入II/III期临床试验,佐利福达星和吉波地星。它们具有新的抑制机制,与氟喹诺酮类药物相比,在酶的不同部分结合。还报道了对这些酶具有抑制活性的其他化学型。获得了属于各种类型的NgCAα抑制剂,几种磺胺类药物的MIC值在0.25-4µg/mL范围内,在这种感染的动物模型中具有显着的活性。因此,乙酰唑胺和类似的CA抑制剂可能被重新用作抗感染药。科学/专利文献已在PubMed上搜索,ScienceDirect,Espacenet,和专利大师,从2016年到2024年。
    UNASSIGNED: Neisseria gonorrhoeae is a common sexually transmitted disease connected with extensive drug resistance to many antibiotics. Presently, only expanded spectrum cephalosporins (ceftriaxone and cefixime) and azithromycin remain useful for its management.
    UNASSIGNED: New chemotypes for the classical antibiotic drug target gyrase/topoisomerase IV afforded inhibitors with potent binding to these enzymes, with an inhibition mechanism distinct from that of fluoroquinolones, and thus less prone to mutations. The α-carbonic anhydrase from the genome of this bacterium (NgCAα) was also validated as an antibacterial target.
    UNASSIGNED: By exploiting different subunits from the gyrase/topoisomerase IV as well as new chemotypes, two new antibiotics reached Phase II/III clinical trials, zoliflodacin and gepotidacin. They possess a novel inhibition mechanism, binding in distinct parts of the enzyme compared to the fluoroquinolones. Other chemotypes with inhibitory activity in these enzymes were also reported. NgCAα inhibitors belonging to a variety of classes were obtained, with several sulfonamides showing MIC values in the range of 0.25-4 µg/mL and significant activity in animal models of this infection. Acetazolamide and similar CA inhibitors might thus be repurposed as antiinfectives. The scientific/patent literature has been searched for on PubMed, ScienceDirect, Espacenet, and PatentGuru, from 2016 to 2024.
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  • 文章类型: Journal Article
    三阴性乳腺癌(TNBC)仍然是最致命的乳腺癌亚型,其特点是对当前化疗的应答率很低,并且缺乏其他有效的治疗选择。虽然大约30%的患者对基于蒽环类和紫杉烷的标准治疗化疗方案反应良好,大多数患者的临床结果改善有限,强调了在TNBC中提高蒽环类/紫杉烷类化疗有效性的策略的迫切需要。在这项研究中,我们报道了DNA-PK抑制剂的潜力,peposertib,为了提高拓扑异构酶II(TOPOII)抑制剂的有效性,尤其是蒽环类药物,在TNBC。我们的体外研究证明了peposertib与多柔比星的协同抗增殖活性,多种TNBC细胞系中的表柔比星和依托泊苷。下游分析显示在联合治疗下ATM依赖性代偿信号和p53途径激活的诱导。这些体外发现通过在携带皮下植入肿瘤的小鼠中观察到的明显的抗肿瘤作用得到证实。我们建立了一种耐受性良好的临床前治疗方案,将peposertib与聚乙二醇化脂质体多柔比星(PLD)相结合,并在体内细胞系来源和患者来源的TNBC异种移植模型中显示出强大的抗肿瘤功效。一起来看,我们的研究结果提供了证据,证明与peposertib联合治疗有可能增强蒽环类/TOPOII型化疗的疗效,它为改善TNBC患者的治疗结果提供了一个有希望的策略。
    Triple-negative breast cancer (TNBC) remains the most lethal subtype of breast cancer, characterized by poor response rates to current chemotherapies and a lack of additional effective treatment options. While approximately 30% of patients respond well to anthracycline- and taxane-based standard-of-care chemotherapy regimens, the majority of patients experience limited improvements in clinical outcomes, highlighting the critical need for strategies to enhance the effectiveness of anthracycline/taxane-based chemotherapy in TNBC. In this study, we report on the potential of a DNA-PK inhibitor, peposertib, to improve the effectiveness of topoisomerase II (TOPO II) inhibitors, particularly anthracyclines, in TNBC. Our in vitro studies demonstrate the synergistic antiproliferative activity of peposertib in combination with doxorubicin, epirubicin and etoposide in multiple TNBC cell lines. Downstream analysis revealed the induction of ATM-dependent compensatory signaling and p53 pathway activation under combination treatment. These in vitro findings were substantiated by pronounced anti-tumor effects observed in mice bearing subcutaneously implanted tumors. We established a well-tolerated preclinical treatment regimen combining peposertib with pegylated liposomal doxorubicin (PLD) and demonstrated strong anti-tumor efficacy in cell-line-derived and patient-derived TNBC xenograft models in vivo. Taken together, our findings provide evidence that co-treatment with peposertib has the potential to enhance the efficacy of anthracycline/TOPO II-based chemotherapies, and it provides a promising strategy to improve treatment outcomes for TNBC patients.
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  • 文章类型: Journal Article
    DNA促旋酶和拓扑异构酶IV在复制过程中保持DNA的正确结构中起着重要作用,并且它们已被鉴定为抗菌药物发现中的有效靶标。药物动力学特性不足是药物发现过程中许多失败的原因,并且在该过程的早期阶段对其进行估计会使获得有用候选药物的机会最大化。使用两个体外测试-平行人工膜通透性测定(PAMPA)和生物颗粒胶束色谱(BMC)估计了选定的13种双DNA促旋酶和拓扑异构酶IV抑制剂的被动胃肠道吸收。由于获得的结果之间具有良好的相关性,仅使用BMC估计其余10种化合物的被动胃肠道吸收。有了这个实验装置,这是可能的,以确定化合物的保留因子(K)和最高预期的被动胃肠道吸收的高值,和具有低k值的化合物,预测其被动胃肠道吸收低。通过创建多元线性回归(MLR)进行定量结构保留关系(QSRR)建模,偏最小二乘(PLS)和支持向量机(SVM)模型。鉴定了对保留因子影响最大的描述符,它们的解释可用于设计具有改善的被动胃肠道吸收的新化合物。
    DNA gyrase and topoisomerase IV play significant role in maintaining the correct structure of DNA during replication and they have been identified as validated targets in antibacterial drug discovery. Inadequate pharmacokinetic properties are responsible for many failures during drug discovery and their estimation in the early phase of this process maximizes the chance of getting useful drug candidates. Passive gastrointestinal absorption of a selected group of thirteen dual DNA gyrase and topoisomerase IV inhibitors was estimated using two in vitro tests - parallel artificial membrane permeability assay (PAMPA) and biopartitioning micellar chromatography (BMC). Due to good correlation between obtained results, passive gastrointestinal absorption of remaining ten compounds was estimated using only BMC. With this experimental setup, it was possible to identify compounds with high values of retention factors (k) and highest expected passive gastrointestinal absorption, and compounds with low values of k for which low passive gastrointestinal absorption is predicted. Quantitative structure-retention relationship (QSRR) modelling was performed by creating multiple linear regression (MLR), partial least squares (PLS) and support vector machines (SVM) models. Descriptors with the highest influence on retention factor were identified and their interpretation can be used for the design of new compounds with improved passive gastrointestinal absorption.
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