antimicrobial peptides

抗菌肽
  • 文章类型: Journal Article
    由1型单纯疱疹病毒(HSV-1)引起的口腔疱疹感染是人群中最常见的感染之一。最近,在免疫功能低下的患者以及患有口腔粘膜和牙龈慢性炎症的患者中,它们已被列为日益严重的问题。治疗主要涉及核苷类似物,如阿昔洛韦及其衍生物,减少病毒复制和脱落。随着疱疹的耐药菌株迅速出现,需要开发新的抗疱疹药物。这项研究的目的是设计一种抗病毒肽,基于天然化合物,对宿主无毒,并有效对抗耐药HSV-1。这里,我们设计了一种富含赖氨酸的两栖动物temporin-1CEb衍生物,该衍生物与穿透宿主细胞膜的肽偶联,并检查了它们对口腔粘膜HSV-1感染的活性。
    我们在简单的2D细胞模型(VeroE6和TIGKs细胞)和人牙龈(OTG)的3D器官型模型中使用滴定测定评估了测试化合物的抗病毒效率,qPCR,和共聚焦成像。为了确定抗病毒活性的分子机制,我们应用了AzureA变色测试,和附件测定技术。使用XTT和LDH测定法检查缀合物的毒性。
    我们的结果表明,temporin-1CEb类似物可显着减少口腔粘膜中的病毒复制。肽类似物的机制是基于与硫酸乙酰肝素的相互作用,导致HSV-1对细胞膜的附着减少。此外,temporin-1CEb缀合物有效地穿透牙龈组织,对阿昔洛韦抗性菌株有效。总的来说,我们表明,temporin-1CEb可以被视为一部小说,用于HSV-1治疗的天然来源的抗病毒化合物。
    UNASSIGNED: Oral herpes infections caused by herpes simplex virus type 1 (HSV-1) are one of the most common in the human population. Recently, they have been classified as an increasing problem in immunocompromised patients and those suffering from chronic inflammation of the oral mucosa and gums. Treatment mainly involves nucleoside analogues, such as acyclovir and its derivatives, which reduce virus replication and shedding. As drug-resistant strains of herpes emerge rapidly, there is a need for the development of novel anti-herpes agents. The aim of the study was to design an antiviral peptide, based on natural compounds, non-toxic to the host, and efficient against drug-resistant HSV-1. Here, we designed a lysine-rich derivative of amphibian temporin-1CEb conjugated to peptides penetrating the host cell membrane and examined their activity against HSV-1 infection of oral mucosa.
    UNASSIGNED: We assessed the antiviral efficiency of the tested compound in simple 2D cell models (VeroE6 and TIGKs cells) and a 3D organotypic model of human gingiva (OTG) using titration assay, qPCR, and confocal imaging. To identify the molecular mechanism of antiviral activity, we applied the Azure A metachromatic test, and attachment assays techniques. Toxicity of the conjugates was examined using XTT and LDH assays.
    UNASSIGNED: Our results showed that temporin-1CEb analogues significantly reduce viral replication in oral mucosa. The mechanism of peptide analogues is based on the interaction with heparan sulfate, leading to the reduce attachment of HSV-1 to the cell membrane. Moreover, temporin-1CEb conjugates effectively penetrate the gingival tissue being effective against acyclovir-resistant strains. Collectively, we showed that temporin-1CEb can be regarded as a novel, naturally derived antiviral compound for HSV-1 treatment.
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  • 文章类型: Journal Article
    广谱抗菌药物往往缺乏特异性,导致不分青红皂白的杀菌活动,这可能会破坏宿主菌群的正常微生物平衡,并在全身给药过程中引起不必要的细胞毒性。在这项研究中,我们通过将噬菌体展示肽引入广谱抗菌肽上,构建了针对金黄色葡萄球菌的特异性靶向抗菌肽,并通过单因素修饰探索了其结构-功能关系.通过基于选择性指数和靶向指数的筛选获得的SFK2显示出对金黄色葡萄球菌的特异性杀伤能力。此外,SFK2在小鼠和仔猪中显示出优异的生物相容性,并证明了对金黄色葡萄球菌感染的显着治疗效果。总之,我们筛选的噬菌体衍生七肽有效地增强了抗菌肽对金黄色葡萄球菌的特异性杀菌能力,为开发靶向抗菌肽提供理论依据。
    Broad-spectrum antibacterial drugs often lack specificity, leading to indiscriminate bactericidal activity, which can disrupt the normal microbial balance of the host flora and cause unnecessary cytotoxicity during systemic administration. In this study, we constructed a specifically targeted antimicrobial peptide against Staphylococcus aureus by introducing a phage-displayed peptide onto a broad-spectrum antimicrobial peptide and explored its structure-function relationship through one-factor modification. SFK2 obtained by screening based on the selectivity index and the targeting index showed specific killing ability against S. aureus. Moreover, SFK2 showed excellent biocompatibility in mice and piglet, and demonstrated significant therapeutic efficacy against S. aureus infection. In conclusion, our screening of phage-derived heptapeptides effectively enhances the specific bactericidal ability of the antimicrobial peptides against S. aureus, providing a theoretical basis for developing targeted antimicrobial peptides.
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  • 文章类型: Journal Article
    (1)背景:抗菌素耐药性正以极端的速度增长,已被证明是一个紧迫的话题,研究替代疗法。这种潜在的可能性隐藏在抗菌肽中,因为它们具有低到没有毒性,在低浓度下的有效性,最重要的是它们能够用于多种治疗。这项工作的重点是研究TemporinA的7位修饰对其生物学活性的影响。(2)方法:使用Fmoc/Ot-BuSPPS合成靶向肽。使用肉汤微量稀释法和圆盘扩散法确定类似物的抗菌活性。进行体外测试以确定细胞毒性,光毒性,和肽类似物对一组肿瘤和正常细胞系的抗增殖活性;(3)结果:除DTCit外,所有类似物均显示出良好的抗菌活性,根据圆盘扩散方法,DTDab具有最好的活性。然而,DTCit具有可接受的细胞毒性,结合针对测试MCF-7细胞系的良好选择性;(4)结论:所获得的结果揭示了在TemporinA序列中第7位侧链的碱性和长度对于两种测试活性的重要性。
    (1) Background: Antimicrobial resistance is growing at an extreme pace and has proven to be an urgent topic, for research into alternative treatments. Such a prospective possibility is hidden in antimicrobial peptides because of their low to no toxicity, effectiveness at low concentrations, and most importantly their ability to be used for multiple treatments. This work was focused on the study of the effect of the modification in position 7 of Temporin A on its biological activity; (2) Methods: The targeted peptides were synthesized using Fmoc/Ot-Bu SPPS. The antibacterial activity of the analogs was determined using the broth microdilution method and disk-diffusion method. In vitro tests were performed to determine the cytotoxicity, phototoxicity, and antiproliferative activity of the peptide analogs on a panel of tumor and normal cell lines; (3) Results: All analogs except DTCit showed good antibacterial activity, with DTDab having the best activity according to the disk-diffusion method. However, DTCit had an acceptable cytotoxicity, combined with good selectivity against the test MCF-7 cell line; (4) Conclusions: The obtained results revealed the importance of the basicity and length of the side chain at position 7 in the Temporin A sequence for both tested activities.
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  • 文章类型: Journal Article
    具有抗菌活性的新天然化合物的发现和研究是减少抗菌素耐药性传播的新的潜在策略。这项研究显示,第一次,两种MW<20kDa且MW>20kDa的玉米花粘液级分对五种细菌病原体-蜡样芽孢杆菌1085,痤疮丙酸杆菌1897,肠沙门氏菌8691,粪肠球菌3915和屎肠球菌8754的潜在抗菌潜力。使用从头测序,在MW<20kDa的级分中鉴定了16种具有潜在抗菌活性的新肽。通过在12%十二烷基硫酸钠-聚丙烯酰胺凝胶电泳(SDS-PAGE)和生物信息学上的蛋白质组学分析确定MW>20kDa的粘液级分中的一些生物活性化合物。与蛋白质和糖蛋白有很高的同源性,在名为aspernin的粘液蛋白中具有潜在的抗菌活性,血蓝素,H-凝集素,和L-氨基酸氧化酶样蛋白,以及粘蛋白(粘蛋白-5AC,黏蛋白-5B,粘蛋白2和粘蛋白17)。我们假设,在>20kDa的组分中确定的生物活性成分之间的协同作用是针对浓度在32至128µg/mL之间的测试病原体的高抗菌活性的原因。与万古霉素相当,但对酿酒酵母模型真核细胞没有细胞毒性作用。此外,积极的影响,通过降低细胞内氧化损伤水平和增加抗氧化能力,在酿酒酵母细胞上发现了苹果的两种粘液提取物级分。这些发现可以作为进一步研究的基础,以开发一种新的抗菌剂来防止抗生素耐药性的发展。
    The discovery and investigation of new natural compounds with antimicrobial activity are new potential strategies to reduce the spread of antimicrobial resistance. The presented study reveals, for the first time, the promising antibacterial potential of two fractions from Cornu aspersum mucus with an MW < 20 kDa and an MW > 20 kDa against five bacterial pathogens-Bacillus cereus 1085, Propionibacterium acnes 1897, Salmonella enterica 8691, Enterococcus faecalis 3915, and Enterococcus faecium 8754. Using de novo sequencing, 16 novel peptides with potential antibacterial activity were identified in a fraction with an MW < 20 kDa. Some bioactive compounds in a mucus fraction with an MW > 20 kDa were determined via a proteomic analysis on 12% sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) and bioinformatics. High homology with proteins and glycoproteins was found, with potential antibacterial activity in mucus proteins named aspernin, hemocyanins, H-lectins, and L-amino acid oxidase-like protein, as well as mucins (mucin-5AC, mucin-5B, mucin-2, and mucin-17). We hypothesize that the synergy between the bioactive components determined in the composition of the fraction > 20 kDa are responsible for the high antibacterial activity against the tested pathogens in concentrations between 32 and 128 µg/mL, which is comparable to vancomycin, but without cytotoxic effects on model eukaryotic cells of Saccharomyces cerevisiae. Additionally, a positive effect, by reducing the levels of intracellular oxidative damage and increasing antioxidant capacity, on S. cerevisiae cells was found for both mucus extract fractions of C. aspersum. These findings may serve as a basis for further studies to develop a new antibacterial agent preventing the development of antibiotic resistance.
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  • 文章类型: Journal Article
    抗菌肽(AMPs)是各种生物体先天免疫系统的重要组成部分,包括人类。除了它们的直接抗菌作用,AMP在各种生理过程中发挥重要作用。它们诱导血管生成,促进伤口愈合,调节免疫反应,并作为免疫细胞的化学引诱物。AMP调节微生物组,对抗皮肤上的微生物感染,肺,和胃肠道。响应微生物信号而产生的,AMP有助于维持平衡的微生物群落,并提供抵御感染的第一道防线。在早产儿中,微生物组组成的改变与各种健康结果有关,包括败血症,坏死性小肠结肠炎,特应性皮炎,和呼吸道感染。菌群失调,或者微生物群的不平衡,可以改变AMP谱,并可能导致炎症介导的疾病,如慢性肺病和肥胖症。在下面的审查中,我们总结了关于AMPs作为多功能肽在保护新生婴儿免受感染以及调节微生物组和免疫反应方面的重要作用。了解他们在早产儿和高危人群中的作用为疾病预防和治疗的创新方法提供了潜力。
    Antimicrobial peptides (AMPs) are crucial components of the innate immune system in various organisms, including humans. Beyond their direct antimicrobial effects, AMPs play essential roles in various physiological processes. They induce angiogenesis, promote wound healing, modulate immune responses, and serve as chemoattractants for immune cells. AMPs regulate the microbiome and combat microbial infections on the skin, lungs, and gastrointestinal tract. Produced in response to microbial signals, AMPs help maintain a balanced microbial community and provide a first line of defense against infection. In preterm infants, alterations in microbiome composition have been linked to various health outcomes, including sepsis, necrotizing enterocolitis, atopic dermatitis, and respiratory infections. Dysbiosis, or an imbalance in the microbiome, can alter AMP profiles and potentially lead to inflammation-mediated diseases such as chronic lung disease and obesity. In the following review, we summarize what is known about the vital role of AMPs as multifunctional peptides in protecting newborn infants against infections and modulating the microbiome and immune response. Understanding their roles in preterm infants and high-risk populations offers the potential for innovative approaches to disease prevention and treatment.
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  • 文章类型: Journal Article
    抗生素耐药性(AMR)是一个主要的公共卫生问题。抗菌肽(AMP)可以替代常规抗生素。这项研究的目的是研究合成AMP的抗菌能力(即,A-11和AP19)对公猪精液中最常见的细菌及其在储存过程中对扩展公猪精液质量的影响。我们测试了A-11和AP19在不同浓度下的抗菌作用,并比较了它们与庆大霉素对大肠杆菌生长的抑制作用。从新鲜公猪精液中分离出的铜绿假单胞菌和奇异变形杆菌。为了评估AMP在18°C储存后第0、1、3和5天对精液质量的影响,收集了七个新鲜的公猪精液样本,用抗生素精液补充剂稀释(即,200µg/mL的庆大霉素,阳性对照)或无(阴性对照),和精液补充剂仅含有不同浓度的A-11或AP19(即,62.50、31.25和15.625µg/mL)。还在储存后0、24、36、48和72小时测量总细菌计数。与庆大霉素相比,A-11和AP19都抑制大肠杆菌的生长,铜绿假单胞菌,和变形杆菌的浓度为62.50、31.25和15.625µg/mL,分别。比较储存后0、24、36、48和72小时的细菌总数,阳性对照组细菌总浓度最低(p<0.05),并且在治疗组中发现总细菌浓度低于阴性对照。在第1天,与其他组相比,AP19组的所有精子参数的百分比较低,浓度为62.50µg/mL。在第3天,与其他组相比,阳性对照和浓度为31.25µg/mL的A-11中所有精子参数的百分比最高。AP19组在62.5µg/mL时不断产生下精子参数。在第5天,只有浓度为15.625µg/mL的A-11显示出高于70%的总运动性,与阳性对照相当。A-11和AP19对大肠杆菌具有抗菌活性,从公猪精液中分离出铜绿假单胞菌和奇异变形杆菌。考虑到它们在储存过程中对精液质量的影响,这些抗菌肽是公猪精液补充剂中使用的常规抗生素的替代品。然而,这些特定抗微生物肽的利用依赖于储存的浓度和持续时间。
    Antibiotic resistance (AMR) is a major public health concern. Antimicrobial peptides (AMPs) could be an alternative to conventional antibiotics. The purpose of this research was to investigate the antimicrobial ability of the synthetic AMPs (i.e., A-11 and AP19) on the most frequently isolated bacteria in boar semen and their effect on extended boar semen quality during storage. We tested the antimicrobial effect of A-11 and AP19 at different concentrations and compared them with gentamicin for inhibiting the growth of E. coli, Pseudomonas aeruginosa and Proteus mirabilis that were isolated from fresh boar semen. In order to evaluate the effect of AMP on semen qualities on days 0, 1, 3, and 5 after storage at 18 °C, seven fresh boar semen samples were collected, diluted with semen extender with antibiotic (i.e., gentamicin at 200 µg/mL, positive control) or without (negative control), and semen extender contained only A-11 or AP19 at different concentrations (i.e., 62.50, 31.25, and 15.625 µg/mL). The total bacterial count was also measured at 0, 24, 36, 48, and 72 h after storage. Comparable to gentamicin, both A-11 and AP19 inhibited the growth of E. coli, Pseudomonas aeruginosa, and Proteus mirabilis at 62.50, 31.25, and 15.625 µg/mL, respectively. Comparing the total bacterial count at 0, 24, 36, 48 and 72 h after storage, the lowest total bacterial concentration was found in the positive control group (p < 0.05), and an inferior total bacterial concentration was found in the treatment groups than in the negative control. On day 1, there is a lower percentage of all sperm parameters in the AP19 group at a concentration of 62.50 µg/mL compared with the other groups. On day 3, the highest percentage of all sperm parameters was found in the positive control and A-11 at a concentration of 31.25 µg/mL compared with the other groups. The AP19 group at 62.5 µg/mL constantly yielded inferior sperm parameters. On day 5, only A-11 at a concentration of 15.625 µg/mL showed a total motility higher than 70%, which is comparable to the positive control. A-11 and AP19 showed antimicrobial activity against E. coli, Pseudomonas aeruginosa and Proteus mirabilis isolated from boar semen. Considering their effect on semen quality during storage, these antimicrobial peptides are an alternative to conventional antibiotics used in boar semen extenders. Nevertheless, the utilization of these particular antimicrobial peptides relied on the concentration and duration of storage.
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  • 文章类型: Journal Article
    Rattusin,从大鼠小肠分离的α-防御素相关抗菌肽,先前已通过NMR光谱表征以阐明其三维结构,揭示了由五个二硫键稳定的C2同源二聚体支架。本研究旨在通过设计和合成各种短的类似物来识别rattusin的功能区域。随后导致新型基于肽的抗生素的开发。类似物,标记为F1,F2,F3和F4,是基于rattusin的三维结构而构建的,其中F2是最短的肽,并且与野生型肽相比表现出优异的抗微生物效力。F2的中央半胱氨酸残基促使研究其在中性pH下形成二聚体的潜力,这对其抗菌功能至关重要。这种活性在半胱氨酸残基被丝氨酸取代后被取消,表明二聚化对抗菌作用的必要性。Further,我们合成了β-发夹样类似物,平行和反平行,基于F2的二聚体结构,其保持相当的抗微生物效力。与rattusin相比,通过破坏细菌膜起作用,F2二聚体直接与DNA结合,荧光测定和DNA延迟实验证明了这一点。重要的是,F2表现出可忽略的细胞毒性,高达515μg/mL,通过溶血和MTT测定进行评估,强调其作为新型基于肽的抗生素开发的先导化合物的潜力。
    Rattusin, an α-defensin-related antimicrobial peptide isolated from the small intestine of rats, has been previously characterized through NMR spectroscopy to elucidate its three-dimensional structure, revealing a C2 homodimeric scaffold stabilized by five disulfide bonds. This study aimed to identify the functional region of rattusin by designing and synthesizing various short analogs, subsequently leading to the development of novel peptide-based antibiotics. The analogs, designated as F1, F2, F3, and F4, were constructed based on the three-dimensional configuration of rattusin, among which F2 is the shortest peptide and exhibited superior antimicrobial efficacy compared to the wild-type peptide. The central cysteine residue of F2 prompted an investigation into its potential to form a dimer at neutral pH, which is critical for its antimicrobial function. This activity was abolished upon the substitution of the cysteine residue with serine, indicating the necessity of dimerization for antimicrobial action. Further, we synthesized β-hairpin-like analogs, both parallel and antiparallel, based on the dimeric structure of F2, which maintained comparable antimicrobial potency. In contrast to rattusin, which acts by disrupting bacterial membranes, the F2 dimer binds directly to DNA, as evidenced by fluorescence assays and DNA retardation experiments. Importantly, F2 exhibited negligible cytotoxicity up to 515 μg/mL, assessed via hemolysis and MTT assays, underscoring its potential as a lead compound for novel peptide-based antibiotic development.
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  • 文章类型: Journal Article
    抗菌肽(AMPs)代表了一种有前途的抗生素替代品,通过插入细菌膜来克服耐药细菌,导致细胞裂解。然而,AMPs的治疗应用受到其裂解真核细胞的能力的阻碍。GF-17是LL-37的截短肽,具有完美的两亲性和较高的疏水性,导致更高的溶血活性。然而,GF-17和LL-37组对人肺上皮细胞的细胞毒性没有显着差异,表明不同人体细胞对GF-17的敏感性存在显著差异。在这项研究中,通过鼻内接种对小鼠肺施用LL-37和GF-17。血常规检查结果显示LL-37对红细胞无影响,血小板,白细胞和中性粒细胞计数,但随着肽浓度的增加,GF-17降低了白细胞和中性粒细胞的数量。GF-17处理的小鼠在24小时内平均体重减轻约2.3g,这表明GF-17对小鼠具有高毒性。GF-17处理小鼠的支气管肺泡灌洗液中的总细胞计数是未处理组的4.66倍,这表明GF-17治疗导致小鼠肺部炎症。同样,组织学结果显示GF-17处理的小鼠肺中嗜中性粒细胞浸润。结果表明,在小鼠肺部施用GF-17不会影响血液中的红细胞和血小板计数,但会促进肺部中性粒细胞浸润,导致炎症反应。因此,建立小鼠急性肺损伤模型,初步评价AMPs的体内毒性。对于具有临床应用价值的AMP,仍需要系统的研究来评估其急性和长期毒性。
    Antimicrobial peptides (AMPs) represent a promising antibiotic alternative to overcome drug-resistant bacteria by inserting into the membrane of bacteria, resulting in cell lysis. However, therapeutic applications of AMPs have been hindered by their ability to lyse eukaryotic cells. GF-17 is a truncated peptide of LL-37, which has perfect amphipathicity and a higher hydrophobicity, resulting in higher haemolytic activity. However, there is no significant difference in the cytotoxicity against human lung epithelial cells between the GF-17 and LL-37 groups, indicating that there are significant differences in the sensitivity of different human cells to GF-17. In this study, LL-37 and GF-17 were administered to mouse lungs via intranasal inoculation. Blood routine examination results showed that LL-37 did not affect the red blood cells, platelet, white blood cells and neutrophil counts, but GF-17 decreased the white blood cells and neutrophil counts with the increasing concentration of peptides. GF-17-treated mice suffer a body weight loss of about 2.3 g on average in 24 h, indicating that GF-17 is highly toxic to mice. The total cell counts in the bronchoalveolar lavage fluid from GF-17-treated mice were 4.66-fold that in the untreated group, suggesting that GF-17 treatment leads to inflammation in the lungs of mice. Similarly, the histological results showed the infiltration of neutrophils in the lungs of GF-17-treated mice. The results suggest that the administration of GF-17 in the lungs of mice does not affect the red blood cells and platelet counts in the blood but promotes neutrophil infiltration in the lungs, leading to an inflammatory response. Therefore, we established a mouse acute lung injury model to preliminarily evaluate the in vivo toxicity of AMPs. For AMPs with a clinical application value, systematic research is still needed to evaluate their acute and long-term toxicity.
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  • 文章类型: Journal Article
    从狗中获得的合成抗菌肽(AMP)的直接作用和抗菌活性,包括cBD,cBD103和cCath,针对铜绿假单胞菌野生型菌株PAO1和犬角质形成细胞进行了分析。通过确定AMP的最低杀菌浓度(MBC)和时间杀灭测定法来评估对浮游细菌的抗菌作用。使用微量滴定板测定法评估抗生物膜作用。我们还评估了AMPs对PAO1及其LPS刺激犬表皮角质形成祖细胞(CPEK)细胞诱导的细胞毒性和宿主免疫反应的影响。cBD,cBD103和cCath均表现出剂量依赖性抗菌和抗生物膜作用。特别是,25μg/mLcBD103在60分钟内显示出快速的杀菌活性,并抑制了生物膜的形成。此外,在刺激前1小时用cBD103(25µg/mL)和cCath(50µg/mL)预处理可显着降低PAO1和LPS诱导的IL-6和TNF-a表达对CPEK细胞的细胞毒性。cBD对细胞对PAO1和LPS的响应影响很小。这些结果表明AMPs在铜绿假单胞菌皮肤感染中的治疗潜力。然而,需要进一步研究AMPs在角质形成细胞中的作用机制和临床试验。
    The direct effects and antimicrobial activity of synthetic antimicrobial peptides (AMPs) obtained from dogs, including cBD, cBD103, and cCath, against P. aeruginosa wild-type strain PAO1 and canine keratinocytes were analyzed. Antibacterial effects on planktonic bacteria were assessed by determining the minimum bactericidal concentrations (MBCs) of AMPs and by a time-kill assay. Antibiofilm effects were assessed using the microtiter plate assay. We also evaluated the effects of AMPs on cell cytotoxicity and host immune response induced by stimulating canine epidermal keratinocyte progenitor (CPEK) cells with PAO1 and its LPS. cBD, cBD103, and cCath all exhibited dose-dependent antimicrobial and antibiofilm effects. In particular, 25 μg/mL cBD103 showed rapid bactericidal activity within 60 min and inhibited biofilm formation. In addition, pretreatment with cBD103 (25 µg/mL) and cCath (50 µg/mL) 1 h before stimulation significantly reduced the cytotoxicity of the CPEK cells by PAO1 and LPS-induced IL-6 and TNF-a expressions. cBD had little effect on the response to PAO1 and LPS in the cells. These results indicate the therapeutic potential of AMPs in P. aeruginosa skin infections. However, further studies on the mechanism of action of AMPs in keratinocytes and clinical trials are needed.
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  • 文章类型: Journal Article
    生物活性肽疗法一直是一个长期的研究课题。值得注意的是,抗菌肽(AMP)的治疗潜力已被广泛研究。同时,对注释其他治疗肽的需求,如抗病毒肽(AVPs)和抗癌肽(ACP),近年来也有所增加。然而,我们认为,肽链的结构和氨基酸之间的内在信息在现有的方案中没有得到充分的研究。因此,我们开发了一个新的图形深度学习模型,即TP-LMMSG,它提供了轻量级和易于部署的优势,同时以可概括的方式提高了注释性能。结果表明,我们的模型可以准确地预测不同肽的性质。该模型超越了AMP上其他最先进的模型,跨多个实验验证数据集的AVP和ACP预测。此外,TP-LMMSG还解决了图神经网络框架中耗时的预处理的挑战。凭借其在整合异质肽特征方面的灵活性,我们的模型可以为筛选和发现治疗性肽提供实质性的影响.源代码可在https://github.com/NanjunChen37/TP_LMMSG获得。
    Bioactive peptide therapeutics has been a long-standing research topic. Notably, the antimicrobial peptides (AMPs) have been extensively studied for its therapeutic potential. Meanwhile, the demand for annotating other therapeutic peptides, such as antiviral peptides (AVPs) and anticancer peptides (ACPs), also witnessed an increase in recent years. However, we conceive that the structure of peptide chains and the intrinsic information between the amino acids is not fully investigated among the existing protocols. Therefore, we develop a new graph deep learning model, namely TP-LMMSG, which offers lightweight and easy-to-deploy advantages while improving the annotation performance in a generalizable manner. The results indicate that our model can accurately predict the properties of different peptides. The model surpasses the other state-of-the-art models on AMP, AVP and ACP prediction across multiple experimental validated datasets. Moreover, TP-LMMSG also addresses the challenges of time-consuming pre-processing in graph neural network frameworks. With its flexibility in integrating heterogeneous peptide features, our model can provide substantial impacts on the screening and discovery of therapeutic peptides. The source code is available at https://github.com/NanjunChen37/TP_LMMSG.
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