Molecular dynamic

分子动力学
  • 文章类型: Journal Article
    背景:食品中的霉菌毒素污染越来越受到关注。与食品中的生物大分子相互作用的隐藏的霉菌毒素可能使霉菌毒素的检测不那么准确,可能导致对总暴露风险的低估。本研究探讨了霉菌毒素交替醇(AOH)和交替醇单甲醚(AME)与高分子谷蛋白的相互作用。
    结果:三种谷物(大米,玉米,和小麦)相对较低。分子动力学(MD)模拟表明AOH和AME自发结合谷蛋白。氢键和π-π堆叠是结合位点的主要相互作用力。当分析平均局部电离能时,具有一个额外羟基的交替醇对谷蛋白的结合亲和力强于AME。AOH和谷蛋白之间的平均相互作用能为-80.68KJmol-1,而AME的平均相互作用能为-67.11KJmol-1。
    结论:本研究通过MD和分子对接揭示了AOH(或AME)与高分子谷蛋白之间相互作用的机制。这可能有助于开发检测污染水平的有效方法。这些结果也可能在评估结合的替代毒素的毒理学特性中发挥重要作用。©2024化学工业学会。
    BACKGROUND: Mycotoxin contamination of food has been gaining increasing attention. Hidden mycotoxins that interact with biological macromolecules in food could make the detection of mycotoxins less accurate, potentially leading to the underestimation of the total exposure risk. Interactions of the mycotoxins alternariol (AOH) and alternariol monomethyl ether (AME) with high-molecular glutenin were explored in this study.
    RESULTS: The recovery rates of AOH and AME (1, 2, and 10 μg kg-1) in three types of grains (rice, corn, and wheat) were relatively low. Molecular dynamics (MD) simulations indicated that AOH and AME bound to glutenin spontaneously. Hydrogen bonds and π-π stacking were the primary interaction forces at the binding sites. Alternariol with one additional hydroxyl group exhibited stronger binding affinity to glutenin than AME when analyzing average local ionization energy. The average interaction energy between AOH and glutenin was -80.68 KJ mol-1, whereas that of AME was -67.11 KJ mol-1.
    CONCLUSIONS: This study revealed the mechanisms of the interactions between AOH (or AME) and high-molecular glutenin using MD and molecular docking. This could be useful in the development of effective methods to detect pollution levels. These results could also play an important role in the evaluation of the toxicological properties of bound altertoxins. © 2024 Society of Chemical Industry.
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  • 文章类型: Journal Article
    为了应对SARS-CoV-2和未来可能更强的病毒带来的持续挑战,开发有效的方法来制造图案化石墨烯(PG)和其他精确功能产品已成为新的研究前沿。在这里,我们将“棋盘”石墨烯(CG)和剥离石墨烯(SG)建模为PG的代表,并通过分子动力学模拟研究了它们与靶蛋白(Mpro)的相互作用机制。结合强度和均方根偏差值的计算结果表明,PG是一个有效的吸附平台,固定化,以及Mpro的毁灭.具体来说,CG被发现促进Mpro活动口袋的破坏,但是“棋盘格”氧化区域的存在抑制了Mpro的吸附。同时,SG可以有效地将Mpro限制在非氧化条带内,并增强其结合强度,但并不能很好地破坏活跃的口袋。我们的工作不仅阐明了PG的生物学效应,但也为它们在抗击SARS-CoV-2中的针对性和精确利用提供了指导。
    To address the ongoing challenges posed by the SARS-CoV-2 and potentially stronger viruses in the future, the development of effective methods to fabricate patterned graphene (PG) and other precisely functional products has become a new research frontier. Herein, we modeled the \"checkerboard\" graphene (CG) and stripped graphene (SG) as representatives of PG, and studied their interaction mechanism with the target protein (Mpro) by molecular dynamics simulation. The calculation results on the binding strength and the root mean square deviation values of the active pocket revealed that PG is an effective platform for adsorption, immobilization, and destruction of Mpro. Specifically, CG is found to promote disruption of the active pocket for Mpro, but the presence of \"checkerboard\" oxidized regions inhibits the adsorption of Mpro. Meanwhile, the SG can effectively confine Mpro within the non-oxidized strips and enhances their binding strength, but doesn\'t play well on disrupting the active pocket. Our work not only elucidates the biological effects of PGs, but also provides guidance for their targeted and precise utilization in combating the SARS-CoV-2.
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  • 文章类型: Journal Article
    在这项工作中,HTR+算法,HTR算法的扩展,被开发用于识别天然气水合物类型,笼式结构,和多晶结构内的晶界(GBs)。利用多晶水合物的分子动力学(MD)轨迹,HTR+算法在识别SI时的准确性得到了验证,sII和sH水合物类型,水合物颗粒,和多水合物多晶中的GBs,以及GB的笼形笼。此外,在水合物成核和生长过程中,笼形笼,水合物类型,准确识别水合物颗粒和冰结构。重要的是,该算法效率高,特别是对于大型水合物系统。HTR+算法成为识别天然气水合物微观/介观结构的有力工具,深入了解天然气水合物的形成机理和性质。 .
    In this work, the hierarchical topology ring (HTR+) algorithm, an extension of the HTR algorithm, was developed for identifying gas hydrate types, cage structures, and grain boundaries (GBs) within polycrystalline structures. Utilizing molecular dynamics trajectories of polycrystalline hydrates, the accuracy of the HTR+ algorithm is validated in identifying sI, sII and sH hydrate types, hydrate grains, and GBs in multi-hydrate polycrystals, as well as clathrate cages at GBs. Additionally, during the hydrate nucleation and growth processes, clathrate cages, hydrate type, hydrate grains and ice structures are accurately recognized. Significantly, this algorithm demonstrates high efficiency, particularly for large hydrate systems. HTR+ algorithm emerges a powerful tool for identifying micro/mesoscopic structures of gas hydrates, enabling an in-depth understanding of the formation mechanisms and properties of gas hydrates.
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  • 文章类型: Journal Article
    本研究通过黄烷-3-醇和芳香树脂探讨了抑郁症治疗的药理机制,采用计算机模拟和体内方法。网络药理学用于鉴定与黄烷-3-醇和芳香树脂的抗抑郁活性相关的靶标。进行蛋白质-蛋白质相互作用和KEGG分析以丰富和探索关键途径。进行分子对接和模拟研究以评估靶标。使用强迫游泳测试和尾巴悬吊测试对无压力小鼠和遭受慢性不可预测的轻度压力(CUMS)范例的小鼠进行了抗抑郁作用研究。复合目标网络分析揭示了成分对许多目标的实质性影响,具有332个节点和491条边。蛋白质-蛋白质相互作用分析表明与抑郁症相关的靶标存在显着的相互作用。KEGG分析强调了主要途径,包括神经活性配体-受体相互作用,多巴胺能突触,和长期抑郁症。对EGCG的对接研究表明,5-羟色胺1A(5-HT1A)的结合能为-7.2kcal/mol,D2为-7.9kcal/mol,MOA为-9.6kcal/mol。分子动力学模拟显示微小波动,因此表明小分子和蛋白质之间形成稳定的复合物。黄烷-3-醇和芳香树脂的组合在强制游泳试验和尾部悬浮试验中显著增加了流动时间(p<0.05),同时显着降低无应激和CUMS小鼠的不动时间和冷冻时间(p<0.05)。这项研究证明了黄烷-3-醇和芳香树脂的抗抑郁特性,强调需要进一步研究以开发一种新型抗抑郁药物。
    The present investigation delved into the pharmacological mechanisms underlying the management of depression through Flavan-3-ols and Aromatic Resins, employing in silico and in vivo methodologies. Network pharmacology was utilized to identify targets associated with the antidepressant activity of Flavan-3-ols and Aromatic Resins. Protein-protein interaction and KEGG analyses were conducted to enrich and explore key pathways. Molecular docking and simulation studies were executed to assess the targets. The antidepressant effects were studied using the Forced Swim Test and Tail Suspension Test on both unstressed mice and those subjected to the chronic unpredictable mild stress (CUMS) paradigm. The Compound-Target network analysis revealed a substantial impact of the components on numerous targets, with 332 nodes and 491 edges. Protein-protein interaction analysis indicated significant interactions with targets implicated in depression. KEGG analysis highlighted major pathways, including neuroactive ligand-receptor interaction, dopaminergic synapse, and long-term depression. Docking studies on EGCG demonstrated binding energies of -7.2 kcal/mol for serotonin 1 A (5-HT1A), -7.9 kcal/mol for D2, and - 9.6 kcal/mol for MOA-A. Molecular dynamics simulation indicated minute fluctuation, hence suggesting stable complexes formed between small molecules and proteins. The combination of Flavan-3-ols and Aromatic Resins significantly increased mobility time (p < 0.05) in the Forced Swim Test and Tail Suspension Test, while significantly decreasing immobility time and time freezing (p < 0.05) in both unstressed and CUMS mice. This study demonstrated the antidepressant characteristics of Flavan-3-ols and Aromatic Resins, underscoring the need for further research to develop a novel antidepressant medication.
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  • 文章类型: Journal Article
    虽然留兰香油(SMO)具有多种药理特性,尤其是癌症治疗,其水溶性低导致生物利用度差。这限制了其作为药物的应用。一种可能的解决方案是使用纳米乳液形式的SMO,已经被证明具有抗癌作用。然而,SMO纳米乳的形成机制尚不清楚。本研究的目的是使用分子动力学(MD)来阐明SMO纳米乳液与甘油三酸酯(trrilaurin,tripalmitin,和三油酸甘油酯)和CremophorRH40(PCO40)。制备了具有不同SMO:甘油三酯比例和甘油三酯类型的纳米乳液,并分析了其抗癌活性,液滴大小,液滴形态,和稳定性。尽管改变了载体油的类型,SMO纳米乳液保留了很强的抗癌作用。80SMO:20甘油三酯的比率产生最小的液滴(<100nm),并且在温度循环测试后表现出优异的物理稳定性。MD模拟表明,PCO40的聚氧乙烯位于水界面,稳定蛋状层中的乳液结构。液滴大小与甘油三酯浓度相关,这与实验结果一致。降低甘油三酯含量,除了90SMO:10甘油三酯比例,导致液滴尺寸减小。氢键分析确定了甘油三酯-PCO40和香芹酮-PCO40之间的相互作用。几何分析显示PCO40具有“L形”形状,这使得亲水界面最大化。这些发现突出了MD模拟在理解SMO和甘油三酯纳米乳液的形成机理方面的价值。此外,在实验之前使用MD模拟来选择纳米乳液的潜在组合物也可能是有益的,尤其是精油纳米乳液。
    Although spearmint oil (SMO) has various pharmacological properties, especially for cancer treatment, its low water solubility results in poor bioavailability. This limits its application as a medicine. One possible solution is to the use of SMO in the form of nanoemulsion, which has already been shown to have anticancer effects. However, the mechanism of SMO nanoemulsion formation remains unclear. The objective of this study was to use molecular dynamics (MD) for clarifying the formation of SMO nanoemulsion with triglycerides (trilaurin, tripalmitin, and triolein) and Cremophor RH40 (PCO40). Nanoemulsions with different SMO:triglyceride ratios and triglyceride types were prepared and analyzed for anticancer activity, droplet size, droplet morphology, and stability. Despite switching the type of carrier oil, SMO nanoemulsions retained strong anticancer effects. A ratio of 80SMO:20triglycerides produced the smallest droplets (<100 nm) and exhibited excellent physical stability after a temperature cycling test. MD simulations showed that polyoxyethylenes of PCO40 are located at the water interface, stabilizing the emulsion structure in an egglike layer. Droplet size correlated with triglyceride concentration, which was consistent with the experimental findings. Decreasing triglyceride content, except for the 90SMO:10triglyceride ratio, led to a decrease in droplet sizes. Hydrogen bond analysis identified interactions between triglyceride-PCO40 and carvone-PCO40. Geometry analysis showed PCO40 had an \"L-like\" shape, which maximizes the hydrophilic interfaces. These findings highlight the value of MD simulations in understanding the formation mechanism of SMO and triglyceride nanoemulsions. In addition, it might also be beneficial to use MD simulations before the experiment to select the potential composition for nanoemulsions, especially essential oil nanoemulsions.
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  • 文章类型: Journal Article
    在放射性药物的动态领域,创新靶向药物对癌症诊断和治疗至关重要.我们的研究通过评估放射性碘标记的阿那曲唑([125I]阿那曲唑)和放射性碘标记的表柔比星([125I]表柔比星)作为针对MTHFD2驱动的肿瘤的靶向剂的潜力来丰富这一不断发展的景观。MTHFD2在一碳代谢中至关重要,在各种癌症中显著上调,为放射性药物应用提供了一种新的靶标。通过分子对接和200ns分子动力学(MD)模拟,我们评估了[125I]阿那曲唑和[125I]表柔比星与MTHFD2的结合效率和稳定性。分子对接说明[125I]表柔比星具有-41.25kJ/mol的更好的结合自由能(ΔGbind),与[125I]阿那曲唑的-39.07kJ/mol和对照配体的-38.53kJ/mol相比,表明它对MTHFD2具有更高的亲和力。MD模拟加强了这一点,显示稳定的结合,由窄范围内的均方根偏差(RMSD)值证明,强调酶-配体复合物的结构完整性。均方根波动(RMSF)分析表明,MTHFD2复合物在与[125I]阿那曲唑和[125I]表柔比星与对照结合时具有一致的动态行为。MTHFD2-[125I]阿那曲唑的回转半径(RG)测量值为16.90µ,MTHFD2-[125I]表柔比星的回转半径为16.84µ,证实了结合后的结构破坏最小。氢键分析揭示了[125I]阿那曲唑和[125I]表柔比星复合物的两个和三个稳定氢键的平均值,分别,强调关键的稳定互动。MM-PBSA计算进一步证明了这些相互作用的热力学有利性,[125I]阿那曲唑的结合自由能为-48.49±0.11kJ/mol,MTHFD2-的结合自由能为-43.8kJ/mol。范德华和静电相互作用对[125I]阿那曲唑和[125I]表柔比星的结合亲和力的重大贡献,分别,强调了它们在靶向肿瘤成像和治疗中的潜在功效。这些计算发现为将来实验验证[125I]阿那曲唑和[125I]表柔比星作为MTHFD2抑制剂奠定了基础,预示着精密肿瘤学工具的显着进步。数据需要随后的体外和体内测定来证实这些结果。
    In the dynamic field of radiopharmaceuticals, innovating targeted agents for cancer diagnosis and therapy is crucial. Our study enriches this evolving landscape by evaluating the potential of radioiodinated anastrozole ([125I]anastrozole) and radioiodinated epirubicin ([125I]epirubicin) as targeting agents against MTHFD2-driven tumors. MTHFD2, which is pivotal in one-carbon metabolism, is notably upregulated in various cancers, presenting a novel target for radiopharmaceutical application. Through molecular docking and 200 ns molecular dynamics (MD) simulations, we assess the binding efficiency and stability of [125I]anastrozole and [125I]epirubicin with MTHFD2. Molecular docking illustrates that [125I]epirubicin has a superior binding free energy (∆Gbind) of -41.25 kJ/mol compared to -39.07 kJ/mol for [125I]anastrozole and -38.53 kJ/mol for the control ligand, suggesting that it has a higher affinity for MTHFD2. MD simulations reinforce this, showing stable binding, as evidenced by root mean square deviation (RMSD) values within a narrow range, underscoring the structural integrity of the enzyme-ligand complexes. The root mean square fluctuation (RMSF) analysis indicates consistent dynamic behavior of the MTHFD2 complex upon binding with [125I]anastrozole and [125I]epirubicin akin to the control. The radius of gyration (RG) measurements of 16.90 Å for MTHFD2-[125I]anastrozole and 16.84 Å for MTHFD2-[125I]epirubicin confirm minimal structural disruption upon binding. The hydrogen bond analysis reveals averages of two and three stable hydrogen bonds for [125I]anastrozole and [125I]epirubicin complexes, respectively, highlighting crucial stabilizing interactions. The MM-PBSA calculations further endorse the thermodynamic favorability of these interactions, with binding free energies of -48.49 ± 0.11 kJ/mol for [125I]anastrozole and -43.8 kJ/mol for MTHFD2-. The significant contribution of Van der Waals and electrostatic interactions to the binding affinities of [125I]anastrozole and [125I]epirubicin, respectively, underscores their potential efficacy for targeted tumor imaging and therapy. These computational findings lay the groundwork for the future experimental validation of [125I]anastrozole and [125I]epirubicin as MTHFD2 inhibitors, heralding a notable advancement in precision oncology tools. The data necessitate subsequent in vitro and in vivo assays to corroborate these results.
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  • 文章类型: Journal Article
    Ermp1是来自裂殖酵母的推定金属蛋白酶,也是Fxna肽酶的成员。虽然它们的功能是未知的,来自大鼠和人类的直系同源蛋白与卵巢卵泡成熟和内质网应激增加有关.这项研究的重点是通过比较人类和酵母之间的相互作用,提出PPI的第一个预测,以及Ermp1的M28结构域与可能的靶蛋白的分子对接和动力学。作为结果,提出了45种可以与金属蛋白酶相互作用的蛋白质。这些蛋白质中的大多数与Ca2的运输以及氨基酸和蛋白质的代谢有关。对接和分子动力学表明,Ermp1的M28结构域可以水解Amk2,Ypt5和Pex12的亮氨酸和蛋氨酸残基。这些结果可以支持其他Fxna肽酶的未来实验研究,例如人类ERMP1。
    Ermp1 is a putative metalloprotease from Schizosaccharomyces pombe and a member of the Fxna peptidases. Although their function is unknown, orthologous proteins from rats and humans have been associated with the maturation of ovarian follicles and increased ER stress. This study focuses on proposing the first prediction of PPI by comparison of the interologues between humans and yeasts, as well as the molecular docking and dynamics of the M28 domain of Ermp1 with possible target proteins. As results, 45 proteins are proposed that could interact with the metalloprotease. Most of these proteins are related to the transport of Ca2+ and the metabolism of amino acids and proteins. Docking and molecular dynamics suggest that the M28 domain of Ermp1 could hydrolyze leucine and methionine residues of Amk2, Ypt5 and Pex12. These results could support future experimental investigations of other Fxna peptidases, such as human ERMP1.
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  • 文章类型: Journal Article
    Sirtuin1(SIRT1)在非酒精性脂肪性肝病的病理生理学中起着至关重要的作用。我们研究了galbanicacid(Gal)在计算机和体外作为SIRT1调节剂的机制作用。
    在存在或不存在SIRT1特异性抑制剂EX-527的情况下,用Gal处理HepG2细胞,24小时。通过RT-PCR和Western印迹测量Sirtuin1基因和蛋白质表达,分别。已将其与SIRT1的变构统治(PDBID:4ZZJ)对接,以研究Gal对SIRT1的影响,然后在100ns内研究了蛋白质和复杂分子动力学(MD)模拟。
    油红(p<.03)和TG水平(p<.009)的半定量结果显示,通过用Gal处理,脂质积累显着减少。此外,SIRT1的基因和蛋白表达显著增加(p<0.05)。MD研究表明,蛋白质结构的平均均方根偏差(RMSD)约为0.51和复合物的0.66。蛋白质和复合物的平均回转半径(Rg)为2.33和2.32µ,分别,均方根波动(RMSF)的模式几乎相似。
    计算研究表明,Gal可以作为SIRT1配体使用,因为它不会干扰蛋白质的结构,和其他实验研究表明,用SIRT1抑制剂Gal处理增加脂肪在HepG2细胞中的积累。
    UNASSIGNED: Sirtuin1 (SIRT1) plays a crucial role in the pathophysiology of non-alcoholic fatty liver disease. We investigated the mechanistic role of galbanic acid (Gal) as a regulator of SIRT1 in silico and in vitro.
    UNASSIGNED: HepG2 cells were treated with Gal in the presence or absence of EX-527, a SIRT1-specific inhibitor, for 24 h. Sirtuin1 gene and protein expression were measured by RT-PCR and Western blotting, respectively. It has been docked to the allosteric reign of SIRT1 (PDB ID: 4ZZJ) to study the effect of Gal on SIRT1, and then the protein and complex molecular dynamic (MD) simulations had been studied in 100 ns.
    UNASSIGNED: The semi-quantitative results of Oil red (p < .03) and TG level (p < .009) showed a significant reduction in lipid accumulation by treatment with Gal. Also, a significant increase was observed in the gene and protein expression of SIRT1 (p < .05). MD studies have shown that the average root mean square deviation (RMSD) was about 0.51 Å for protein structure and 0.66 Å for the complex. The average of radius of gyration (Rg) is 2.33 and 2.32 Å for protein and complex, respectively, and the pattern of root mean square fluctuation (RMSF) was almost similar.
    UNASSIGNED: Computational studies show that Gal can be a great candidate to use as a SIRT1 ligand because it does not interfere with the structure of the protein, and other experimental studies showed that Gal treatment with SIRT1 inhibitor increases fat accumulation in HepG2 cells.
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  • 文章类型: Journal Article
    简介:磷酸二酯酶7(PDE7)是一种高亲和力的环AMP(cAMP)特异性PDE,在免疫和促炎细胞中表达。在这项工作中,我们探索这种酶家族的选择性小分子抑制剂可能提供一种新的方法来缓解与许多炎症性疾病有关的炎症。方法:设计了一系列新型取代的4-肼基喹唑啉衍生物和稠合三唑并喹唑啉,合成,并在体外评估了它们的PDE7A抑制活性,与茶碱相比,一种非选择性PDE抑制剂,和BRL50481,一种选择性PDE7A抑制剂。该系列新型喹唑啉衍生物是通过多步反应合成的。反应顺序从化合物2a的选择性单肼解开始,B给3a,Procedures.席夫碱4a-h是通过喹唑基肼3a的反应合成的,b与各种取代的芳族醛。4a-h与溴在乙酸中的反应,反过来,得到稠合的三唑并喹唑啉5a-h。这些化合物通过满意的光谱分析进行了表征,主要包括1HNMR,13CNMR,和MS以及元素分析。结果与讨论:体外PDE7A抑制活性的结果清楚地表明,化合物4b,4g,5c,和5f表现出良好的效力。分子对接和分子动力学模拟研究进一步支持了我们的发现,并为常规氢键和π-π堆叠模式的相互作用提供了基础。本研究结果为开发具有改善的磷酸二酯酶7抑制活性的先导化合物奠定了基础。
    Introduction: Phosphodiesterase 7 (PDE7) is a high-affinity cyclic AMP (cAMP)-specific PDE that is expressed in immune and proinflammatory cells. In this work, we explore the possibility that selective small molecule inhibitors of this enzyme family could provide a novel approach to alleviate the inflammation that is associated with many inflammatory diseases. Methods: A series of novel substituted 4-hydrazinoquinazoline derivatives and fused triazoloquinazolines were designed, synthesized, and evaluated in vitro for their PDE7A inhibition activities, in comparison with Theophylline, a non-selective PDE inhibitor, and BRL50481, a selective PDE7A inhibitor. This series of novel quinazoline derivatives were synthesized via multi-step reactions. The reaction sequence began with selective monohydrazinolysis of compounds 2a,b to give 3a,b. Schiff bases 4a-h were synthesized by the reaction of the quinazolylhydrazines 3a,b with various substituted aromatic aldehydes. The reaction of 4a-h with bromine in acetic acid, in turn, gave fused triazoloquinazolines 5a-h. These compounds were characterized by satisfied spectrum analyses mainly including 1HNMR, 13CNMR, and MS together with elemental analyses. Results and discussion: The results of in vitro PDE7A inhibition activity clearly indicated that compounds 4b, 4g, 5c, and 5f exhibited good potency. Molecular docking and molecular dynamic simulation studies further supported our findings and provided the basis of interaction in terms of conventional hydrogen bonds and π-π stacking patterns. The present results lay the groundwork for developing lead compounds with improved phosphodiesterase seven inhibitory activities.
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  • 文章类型: Journal Article
    临床感染的主要问题是对传统抗生素的多药耐药性。因为它们对先天免疫至关重要,保护宿主免受病原微生物的侵害,传统草药是抗菌肽(AMP)的优秀供应商,防御系统的重要组成部分。然而,对大多数民族植物学物种的生物活性肽成分知之甚少。我们在这项研究中的目标是找到新的,可能来自马齿轮轴(P.oleracea)使用计算机模拟研究。从序列阅读存档(SRA)获得了P.oleracea转录组,并进行了质量控制,然后修剪适配器和其他低质量读数。之后,确定从头组装和翻译的开放阅读框(ORF)。接下来,根据AMP理化标准和深度学习方法筛选ORF.最后,五个选定的推定AMP与大肠杆菌和金黄色葡萄球菌膜对接,其显示在双层中的渗透。在这一步,选择PO2作为候选AMP进行分子动力学(MD)模拟分析。我们的数据表明PO2在大肠杆菌中比在金黄色葡萄球菌中更稳定。此外,这些预测的AMPs可以是体外和体内分析的良好候选者。
    The main issue with clinical infections is multidrug resistance to traditional antibiotics. As they are essential to innate immunity, shielding hosts from pathogenic microbes, traditional herbal remedies are an excellent supplier of antimicrobial peptides (AMPs), vital parts of defensive systems. Nevertheless, little is known about the bioactive peptide components of most ethnobotanical species. Our goal in this study was to find new, likely AMPs from Portulaca oleracea (P. oleracea) using in silico studies. The P. oleracea transcriptome was gained from Sequence Read Archive (SRA) and quality controlled, then adapters and other low-quality reads were trimmed. Afterward, de novo assembled and translated open reading frames (ORFs) were determined. Next, the ORFs were filtered based on AMP physiochemical criteria and deep learning methods. Finally, the five selected putative AMPs docked with E. coli and S. aureus membranes that showed penetration in bilayers. In this step, PO2 was chosen as a candidate AMP to analyze with molecular dynamics (MD) simulations. Our data demonstrated that PO2 is more stable in E. coli than in S. aureus. Moreover, these predicted AMPs can be good candidates for in vitro and in vivo analysis.
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