AMP

AMP
  • 文章类型: Journal Article
    到货时使用抗生素进行大规模治疗一直是控制牛呼吸道疾病(BRD)的主要方法,但是从经过治疗的牛中流失的抗微生物细菌有所增加。BRD是由病毒或细菌与具有不适当免疫力的易感动物的相互作用引起的疾病复合体。由于细菌是唯一可行的可治疗药物,并且出现了抗菌素耐药性,常用抗生素的疗效下降可能威胁牲畜健康。需要可用于控制疾病的新的抗微生物替代物。已经提出天然存在的抗微生物肽(AMP)来解决这种需要。在这里,我们测试了牛髓样抗菌肽-28(BMAP-28)的作用,使用定量培养方法和肉汤微量稀释方法对溶血性曼海姆菌(Mh)的合成BMAP-28类似物Syn-1和杆菌素5(Bac-5)确定最低抑制和杀菌浓度(MIC和MBC)。我们还使用Reed和Muench方法测试了这些AMP对牛疱疹1(BHV-1)和牛呼吸道合胞病毒(BRSV)的抗病毒作用,以计算治疗后的病毒滴度。我们证明了BMAP-28和Syn-1可以抑制Mh的生长,而BMAP-28可以抑制BHV-1和BRSV的复制。此外,我们发现BMAP-28和Bac-5可以一起用于抑制Mh生长。单独使用时,BMAP-28和Bac-5的MIC分别为64和128μg/mL,但是当一起应用时,它们的MIC范围为BMAP-28的0.25-16和Bac-5的8-64μg/mL,导致浓度降低高达256和16倍,分别。这些肽之间的协同相互作用导致细胞可以很好地耐受的浓度。我们的结果表明,牛导管素可以用作抗BRD病原体的抗菌剂的替代品。这些发现为发现新的抗菌剂和确定如何定制这些肽以改善牛的健康提供了途径。
    Mass treatment with antibiotics at arrival has been the mainstay for bovine respiratory disease (BRD) control but there is an increase in antimicrobial-resistant bacteria being shed from treated cattle. BRD is a disease complex that results from the interaction of viruses or bacteria and susceptible animals with inappropriate immunity. With bacteria being the only feasibly treatable agent and the emergence of antimicrobial resistance, decreased efficacy of commonly used antibiotics could threaten livestock health. There is a need for new antimicrobial alternatives that could be used to control disease. Naturally occurring antimicrobial peptides (AMP) have been proposed to address this need. Here we tested the effect of bovine myeloid antimicrobial peptide-28 (BMAP-28), a synthetic BMAP-28 analog Syn-1, and bactenecin 5 (Bac-5) on Mannheimia haemolytica (Mh) using a quantitative culture method and the broth microdilution method to determine minimum inhibitory and bactericidal concentrations (MIC and MBC). We also tested the antiviral effect of these AMP against bovine herpes-1 (BHV-1) and bovine respiratory syncytial virus (BRSV) using the Reed and Muench method to calculate the viral titers after treatment. We demonstrated that BMAP-28 and Syn-1 can inhibit Mh growth and BMAP-28 can inhibit replication of BHV-1 and BRSV. Moreover, we showed that BMAP-28 and Bac-5 can be used together to inhibit Mh growth. When used alone, the MIC of BMAP-28 and Bac-5 was 64 and 128 μg/mL respectively, but when applied together, their MIC ranged from 0.25-16 for BMAP-28 and 8-64 μg/mL for Bac-5, resulting in a decrease in concentration of up to 256 and 16-fold, respectively. The synergistic interaction between those peptides resulted in concentrations that could be well tolerated by cells. Our results demonstrate that bovine cathelicidins could be used as alternatives to antimicrobials against BRD pathogens. These findings introduce a path to discovering new antimicrobials and determining how these peptides could be tailored to improve cattle health.
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  • 文章类型: Journal Article
    Capitellacin(1)是一种20残留的抗菌β-发夹,由海洋多毛(分段蠕虫)Capitellateletai产生。自2020年发现以来,仅进行了非常有限的研究来了解capitellacin的结构-活性关系(SAR)。使用快速流量Fmoc-SPPS,制备了capitellacin类似物的集中文库,以系统地研究两个二硫键对其结构和活性的影响,用乙烯基硫化物代替它们作为潜在的生物等排物。在研究所得肽的抗菌活性和二级结构时,最末端的二硫化物成为维持生物活性和二级结构的最关键元素,被证明是密切相关的性质。去除最内部的二硫键或用乙烯基硫化物代替二硫键是调整活性谱的策略,产生对大肠杆菌的选择性。此外,对映体d-capellacin类似物揭示了机械见解,表明手性可能是capitellacin的细菌膜靶标的固有属性,或者可能存在迄今未知的次要作用机制。此外,我们建议Alloc保护基团作为在快速流动Fmoc-SPPS期间更合适的替代普通Dde基团,特别是对于短链二氨基酸。
    Capitellacin (1) is a 20-residue antimicrobial β-hairpin, produced by the marine polychaeta (segmented worms) Capitella teletai. Since its discovery in 2020, only very limited studies have been undertaken to understand capitellacin\'s structure-activity relationship (SAR). Using fast-flow Fmoc-SPPS, a focused library of capitellacin analogues was prepared to systematically study the influence of the two disulphide bridges on its structure and activity, and their replacement with a vinyl sulphide as a potential bioisostere. Upon studying the resulting peptides\' antimicrobial activity and secondary structure, the most terminal disulphide emerged as the most critical element for maintaining both bioactivity and the secondary structure, properties which were demonstrated to be closely interlinked. The removal of the innermost disulphide bridge or disulphide replacement with a vinyl sulphide emerged as strategies with which to tune the activity spectrum, producing selectivity towards E. coli. Additionally, an enantiomeric d-capitellacin analogue revealed mechanistic insights, suggesting that chirality may be an inherent property of capitellacin\'s bacterial membrane target, or that a hitherto unknown secondary mechanism of action may exist. Additionally, we propose the Alloc protecting group as a more appropriate alternative to the common Dde group during fast-flow Fmoc-SPPS, in particular for short-chain diamino acids.
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  • 文章类型: Clinical Trial
    HIV疫苗试验网络(HVTN)704/085,一项安慰剂对照临床试验,评估VRC01广泛中和抗体输注对HIV预防的功效,参与者免费提供口服暴露前预防(PrEP)作为预防标准。
    我们表征了与PrEP启动和停药相关的已识别因素的特征,以及PrEP启动对HIV发病率的影响。
    在2221名参与者中,31.8%的人在研究随访期间开始口服PrEP,在巴西(83.2%)和美国(54.2%)的PrEP初始化比例最高。先前使用PrEP与开始使用PrEP相关(风险比[HR],2.22[95%置信区间{CI},1.25-3.95])。来自瑞士的参与者(HR,0.5[95%CI,.3-1.0])和秘鲁(HR,0.08[95%CI,.06-.1])与美国相比,PrEP启动的可能性较低,而来自巴西的参与者有更高的可能性(HR,2.6[95%CI,2.0-3.3])。在美国,在未满足PrEP需求较高的地区,PrEP的起始率较低(HR,每5个单位0.9个[95%CI,0.8-1.0])。PrEP发起者获得HIV的风险比PrEP非发起者低58%。在PrEP发起人中,34.4%在研究随访期间停止PrEP。巴西停药的可能性比美国低63%(HR,0.37[95%CI,.22-.60])。
    当作为HVTN704/085中的预防标准时,口头PrEP利用模式反映了在现实生活中观察到的模式。根据口服PrEP使用的区域差异,可以预期口服PrEP对临床试验中HIV结局的可变影响。
    UNASSIGNED: HIV Vaccine Trials Network (HVTN) 704/085, a placebo-controlled clinical trial assessing the efficacy of VRC01 broadly neutralizing antibody infusion for HIV prevention, offered oral preexposure prophylaxis (PrEP) as the standard of prevention at no cost to participants.
    UNASSIGNED: We characterized features of- identified factors associated with- PrEP initiation and discontinuation, and the effects of PrEP initiation on HIV incidence.
    UNASSIGNED: Of 2221 participants, 31.8% initiated oral PrEP during study follow-up, with the highest proportion of PrEP initiations in Brazil (83.2%) and the United States (US) (54.2%). Prior PrEP use was associated with PrEP initiation (hazard ratio [HR], 2.22 [95% confidence interval {CI}, 1.25-3.95]). Participants from Switzerland (HR, 0.5 [95% CI, .3-1.0]) and Peru (HR, 0.08 [95% CI, .06-.1]) had lower likelihood of PrEP initiation compared to the US, while participants from Brazil had higher likelihood (HR, 2.6 [95% CI, 2.0-3.3]). In the US, PrEP initiation was lower in areas with higher unmet need for PrEP (HR, 0.9 per 5 units [95% CI, 0.8-1.0]). PrEP initiators had 58% less risk of acquiring HIV than PrEP noninitiators. Among PrEP initiators, 34.4% discontinued PrEP during study follow-up. Brazil had 63% less likelihood of PrEP discontinuation than the US (HR, 0.37 [95% CI, .22-.60]).
    UNASSIGNED: When included as standard of prevention in HVTN 704/085, oral PrEP utilization patterns mirrored those observed in real-life settings. Variable effects of oral PrEP on HIV outcomes in clinical trials may be expected based on regional differences in oral PrEP use.
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  • 文章类型: Journal Article
    白色念珠菌(C.albicans),一种通常从念珠菌阴道炎患者阴道感染中分离出来的微生物,从酵母转变为菌丝并产生许多毒素,粘附素,和侵袭素,以及对抗真菌抗生素治疗具有抗性的白色念珠菌生物膜。迫切需要针对这种病原体的有效药剂。抗菌肽(AMP)已用于治疗炎症和感染性疾病。在这项研究中,我们分离了整个家蝇幼虫昆虫SVWC肽1(WHIS1),来自整个家蝇幼虫的新型昆虫单vonWillebrand因子C结构域蛋白(SVWC)肽。WHIS1的表达模式显示了对白色念珠菌刺激的响应。与其他SVWC成员相比,作为抗病毒肽,干扰素(IFN)类似物或病原体识别受体(PRR),它们是原核表达的MdWHIS1蛋白,抑制白色念珠菌的生长。WHIS1的真核异源表达抑制白色念珠菌侵入A549和HeLa细胞。WHIS1的异源表达清楚地抑制了细胞外和细胞内菌丝的形成。此外,WHIS1的机制已经证明它下调细胞外和细胞内所有关键菌丝形成因子(ALS1,ALS3,ALS5,ECE1,HWP1,HGC1,EFG1和ZAP1)。这些数据显示异源表达的WHIS1通过影响菌丝形成和粘附因子相关基因表达来抑制白色念珠菌侵入上皮细胞。这些发现为治疗白色念珠菌感染提供了新的潜在候选药物。
    Candida albicans (C. albicans), a microbe commonly isolated from Candida vaginitis patients with vaginal tract infections, transforms from yeast to hyphae and produces many toxins, adhesins, and invasins, as well as C. albicans biofilms resistant to antifungal antibiotic treatment. Effective agents against this pathogen are urgently needed. Antimicrobial peptides (AMPs) have been used to cure inflammation and infectious diseases. In this study, we isolated whole housefly larvae insect SVWC peptide 1 (WHIS1), a novel insect single von Willebrand factor C-domain protein (SVWC) peptide from whole housefly larvae. The expression pattern of WHIS1 showed a response to the stimulation of C. albicans. In contrast to other SVWC members, which function as antiviral peptides, interferon (IFN) analogs or pathogen recognition receptors (PRRs), which are the prokaryotically expressed MdWHIS1 protein, inhibit the growth of C. albicans. Eukaryotic heterologous expression of WHIS1 inhibited C. albicans invasion into A549 and HeLa cells. The heterologous expression of WHIS1 clearly inhibited hyphal formation both extracellularly and intracellularly. Furthermore, the mechanism of WHIS1 has demonstrated that it downregulates all key hyphal formation factors (ALS1, ALS3, ALS5, ECE1, HWP1, HGC1, EFG1, and ZAP1) both extracellularly and intracellularly. These data showed that heterologously expressed WHIS1 inhibits C. albicans invasion into epithelial cells by affecting hyphal formation and adhesion factor-related gene expression. These findings provide new potential drug candidates for treating C. albicans infection.
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  • 文章类型: Journal Article
    天然宿主防御素,有时也被称为抗菌肽,在进化上是保守的。它们已经被研究为抗菌药物,但是一些药物特性,不适合临床使用,已经导致具有构建的肽排列和/或在自然界中未发现的肽的合成分子的发展。目前领先的发展是合成小分子非肽模拟物,其物理性质捕获天然分子的特征并共享其生物学属性。我们研究了百乐碱,这种类型的芳基酰胺,其体外抗真菌活性(40个临床分离株,20种),世界卫生组织已将其强调为问题人类病原体。我们发现许多病原体在低浓度时具有抗真菌活性,这表明进一步的活动筛查,特别是在体内,有理由评估这种化合物,和其他模拟物,作为开发有效抗真菌剂的有吸引力的线索。
    Natural host defensins, also sometimes termed antimicrobial peptides, are evolutionarily conserved. They have been studied as antimicrobials, but some pharmaceutical properties, undesirable for clinical use, have led to the development of synthetic molecules with constructed peptide arrangements and/or peptides not found in nature. The leading development currently is synthetic small-molecule nonpeptide mimetics, whose physical properties capture the characteristics of the natural molecules and share their biological attributes. We studied brilacidin, an arylamide of this type, for its activity in vitro against fungi (40 clinical isolates, 20 species) that the World Health Organization has highlighted as problem human pathogens. We found antifungal activity at low concentrations for many pathogens, which indicates that further screening for activity, particularly in vivo, is justified to evaluate this compound, and other mimetics, as attractive leads for the development of effective antifungal agents.
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  • 文章类型: Journal Article
    目的:评估大肠杆菌ATCC8739对Brevinin-2CE(B2CE)的反应,以防止抗微生物肽(AMP)抗性细菌的发展。方法:采用转录组测序和RT-PCR检测基因表达水平。使用CRISPR-Cas9敲除靶基因。测量MIC以评价应变抗性。结果:acrZ和sugE的表达随B2CE刺激而增加。ATCC8739ΔacrZ和ATCC8739ΔsugE的灵敏度增加了两倍和四倍,分别。在B2CE/氯丙嗪(CPZ)存在下,ATCC8739的存活率降低。其他AMP与CPZ的组合也显示出抗菌作用。结论:结果表明,AMPs/外排泵抑制剂(EPIs)的组合可能是对抗耐药细菌的潜在方法。
    Aim: The response of E. coli ATCC8739 to Brevinin-2CE (B2CE) was evaluated as a strategy to prevent the development of antimicrobial peptide (AMP)-resistant bacteria. Methods: Gene expression levels were detected by transcriptome sequencing and RT-PCR. Target genes were knocked out using CRISPR-Cas9. MIC was measured to evaluate strain resistance. Results: Expression of acrZ and sugE were increased with B2CE stimulation. ATCC8739ΔacrZ and ATCC8739ΔsugE showed twofold and fourfold increased sensitivity, respectively. The survival rate of ATCC8739 was reduced in the presence of B2CE/chlorpromazine (CPZ). Combinations of other AMPs with CPZ also showed antibacterial effects. Conclusion: The results indicate that combinations of AMPs/efflux pump inhibitors (EPIs) may be a potential approach to combat resistant bacteria.
    [Box: see text].
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  • 文章类型: Journal Article
    AMP激活的蛋白激酶(AMPK)是细胞能量状态的传感器。当ADP:ATP和/或AMP:ATP比率(信号能量不足)增加激活时,AMPK用于恢复能量平衡。AMP与AMPK-γ亚基上的三个CBS重复序列(CBS1,CBS3,CBS4)中的一个或多个的结合通过三种互补机制激活激酶复合物:(i)通过上游激酶LKB1促进α-亚基Thr172磷酸化;(ii)保护免受Thr172去磷酸化;(iii)变构激活。令人惊讶的是,据报道,ADP的结合模拟了前两种效应,但不是第三个。我们现在表明,在生理相关浓度的Mg。ATP2-(高于标准测定中使用的那些)ADP结合确实引起变构激活。然而,ADP仅引起适度的激活,因为(与AMP不同),浓度略高于激活变得明显的浓度,ADP开始在催化位点引起竞争性抑制。我们的结果对ADP作用的生理相关性表示怀疑,并表明AMP是体内的主要激活剂。我们还在人α2β2γ1复合物的三个γ亚基CBS重复序列中的每一个上对与腺嘌呤核苷酸结合的疏水残基进行了突变,并检查了它们对AMP和ADP调节的影响。CBS3位点的突变对AMP激活的所有三种机制具有最大的影响,特别是在较低的ATP浓度下,而CBS4的突变降低了对AMP的敏感性。ADP的变构激活似乎需要所有三个位点。
    The AMP-activated protein kinase (AMPK) is a sensor of cellular energy status. When activated by increases in ADP:ATP and/or AMP:ATP ratios (signalling energy deficit), AMPK acts to restore energy balance. Binding of AMP to one or more of three CBS repeats (CBS1, CBS3, CBS4) on the AMPK-γ subunit activates the kinase complex by three complementary mechanisms: (i) promoting α-subunit Thr172 phosphorylation by the upstream kinase LKB1; (ii) protecting against Thr172 dephosphorylation; (iii) allosteric activation. Surprisingly, binding of ADP has been reported to mimic the first two effects, but not the third. We now show that at physiologically relevant concentrations of Mg.ATP2- (above those used in the standard assay) ADP binding does cause allosteric activation. However, ADP causes only a modest activation because (unlike AMP), at concentrations just above those where activation becomes evident, ADP starts to cause competitive inhibition at the catalytic site. Our results cast doubt on the physiological relevance of the effects of ADP and suggest that AMP is the primary activator in vivo. We have also made mutations to hydrophobic residues involved in binding adenine nucleotides at each of the three γ subunit CBS repeats of the human α2β2γ1 complex and examined their effects on regulation by AMP and ADP. Mutation of the CBS3 site has the largest effects on all three mechanisms of AMP activation, especially at lower ATP concentrations, while mutation of CBS4 reduces the sensitivity to AMP. All three sites appear to be required for allosteric activation by ADP.
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  • 文章类型: Journal Article
    抗菌肽(AMP)已成为对抗抗微生物耐药性的有希望的候选者,这是医疗保健中日益严重的问题。然而,将AMPs发展成有效的疗法,彻底的分析和广泛的调查至关重要。在这项研究中,我们采用了一种计算机模拟方法来从头设计阳离子AMP,接下来是他们的实验测试。从头设计的阳离子AMP的抗菌潜力,以及它们与常规抗生素的协同作用。此外,评估了细菌接种密度和代谢状态对AMPs抗菌活性的影响。最后,确定了几种有效的AMP对大肠杆菌细胞包膜和基因组DNA完整性的影响。总的来说,这种综合分析提供了对阳离子AMP的独特特性的见解。
    Antimicrobial peptides (AMPs) have emerged as promising candidates in combating antimicrobial resistance - a growing issue in healthcare. However, to develop AMPs into effective therapeutics, a thorough analysis and extensive investigations are essential. In this study, we employed an in silico approach to design cationic AMPs de novo, followed by their experimental testing. The antibacterial potential of de novo designed cationic AMPs, along with their synergistic properties in combination with conventional antibiotics was examined. Furthermore, the effects of bacterial inoculum density and metabolic state on the antibacterial activity of AMPs were evaluated. Finally, the impact of several potent AMPs on E. coli cell envelope and genomic DNA integrity was determined. Collectively, this comprehensive analysis provides insights into the unique characteristics of cationic AMPs.
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  • 文章类型: Journal Article
    抗菌肽(AMP)是脊椎动物先天性免疫防御中的关键分子,具有快速作用,广谱抗菌,以及逃避病原体抗性机制的能力。迄今为止,两栖动物是脊椎动物的主要群体,大多数AMP已被表征,但是大多数研究都集中在无糖动物(青蛙和蟾蜍)的生物活性皮肤分泌物上。在这项研究中,我们分析了八种盲肠两栖动物(Gymnophiona目)的完整基因组和/或转录组,并表征了多样性,分子进化,以及该两栖动物顺序的AMP库的抗菌潜力。我们已经在所研究的盲肠基因组和转录组数据集中鉴定了477个候选AMP。这些候选人分为29个AMP家庭,其中4种对应于主要表现出抗微生物活性的肽,25种可能在次要功能中充当AMP,无论是整体还是在乳沟之后。使用计算机预测方法将这些AMP中的62种鉴定为具有有希望的抗微生物活性潜力的肽。检测到五个候选AMP的方向选择的签名,这可能表明适应特定病原体的进化军备竞赛所施加的不同选择压力。这些发现为凯茜利人的期望提供了令人鼓舞的支持,作为研究最少的脊椎动物群体之一,大约有3亿年的独立进化,是具有巨大药物潜力的未开发资源,可以帮助对抗抗生素耐药性并促进生物医学发展。
    Antimicrobial peptides (AMPs) are key molecules in the innate immune defence of vertebrates with rapid action, broad antimicrobial spectrum, and ability to evade pathogen resistance mechanisms. To date, amphibians are the major group of vertebrates from which most AMPs have been characterised, but most studies have focused on the bioactive skin secretions of anurans (frogs and toads). In this study, we have analysed the complete genomes and/or transcriptomes of eight species of caecilian amphibians (order Gymnophiona) and characterised the diversity, molecular evolution, and antimicrobial potential of the AMP repertoire of this order of amphibians. We have identified 477 candidate AMPs within the studied caecilian genome and transcriptome datasets. These candidates are grouped into 29 AMP families, with four corresponding to peptides primarily exhibiting antimicrobial activity and 25 potentially serving as AMPs in a secondary function, either in their entirety or after cleavage. In silico prediction methods were used to identify 62 of those AMPs as peptides with promising antimicrobial activity potential. Signatures of directional selection were detected for five candidate AMPs, which may indicate adaptation to the different selective pressures imposed by evolutionary arms races with specific pathogens. These findings provide encouraging support for the expectation that caecilians, being one of the least-studied groups of vertebrates, and with ~300 million years of separate evolution, are an underexplored resource of great pharmaceutical potential that could help to contest antibiotic resistance and contribute to biomedical advance.
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  • 文章类型: Journal Article
    抗菌肽(AMPs)是传统抗生素的有希望的替代品,用于对抗农业和环境中的植物病原菌。然而,通过费力的实验测定鉴定有效的AMP是资源密集型和耗时的。为了解决这些限制,这项研究提出了一种利用机器学习模型预测和选择对植物病原菌有活性的AMP的生物信息学方法。
    具有3个字母和9个字母减少的氨基酸字母的肽序列的N-gram表示用于捕获有助于AMP的抗微生物活性的序列模式和基序。使用5倍交叉验证技术来训练机器学习模型并评估其预测准确性和鲁棒性。
    这些模型用于预测由柑橘基因组的基因间区和小开放阅读框(ORF)编码的推定AMP。来自基因间区的10,000-肽数据集的大约7%和来自全基因组的685,924-肽数据集的7%被预测为可能的AMP。报告模型的预测精度范围为0.72至0.91。选择预测的AMP的子集进行针对柑橘螺旋体的实验测试,柑橘顽固性病的致病因子。实验结果证实了所选择的AMPs对目标细菌的抗菌活性,展示了机器学习模型的预测能力。
    疏水氨基酸残基和带正电荷的氨基酸残基是通过随机森林算法预测AMP的关键特征之一。聚集倾向似乎与AMP的有效性相关。所描述的模型将有助于在农业和环境环境中开发有效的基于AMP的植物病害管理策略。为了促进更广泛的可访问性,我们的模型在AGRAMP(农业Ngram抗菌肽)服务器上公开可用。
    UNASSIGNED: Antimicrobial peptides (AMPs) are promising alternatives to traditional antibiotics for combating plant pathogenic bacteria in agriculture and the environment. However, identifying potent AMPs through laborious experimental assays is resource-intensive and time-consuming. To address these limitations, this study presents a bioinformatics approach utilizing machine learning models for predicting and selecting AMPs active against plant pathogenic bacteria.
    UNASSIGNED: N-gram representations of peptide sequences with 3-letter and 9-letter reduced amino acid alphabets were used to capture the sequence patterns and motifs that contribute to the antimicrobial activity of AMPs. A 5-fold cross-validation technique was used to train the machine learning models and to evaluate their predictive accuracy and robustness.
    UNASSIGNED: The models were applied to predict putative AMPs encoded by intergenic regions and small open reading frames (ORFs) of the citrus genome. Approximately 7% of the 10,000-peptide dataset from the intergenic region and 7% of the 685,924-peptide dataset from the whole genome were predicted as probable AMPs. The prediction accuracy of the reported models range from 0.72 to 0.91. A subset of the predicted AMPs was selected for experimental test against Spiroplasma citri, the causative agent of citrus stubborn disease. The experimental results confirm the antimicrobial activity of the selected AMPs against the target bacterium, demonstrating the predictive capability of the machine learning models.
    UNASSIGNED: Hydrophobic amino acid residues and positively charged amino acid residues are among the key features in predicting AMPs by the Random Forest Algorithm. Aggregation propensity appears to be correlated with the effectiveness of the AMPs. The described models would contribute to the development of effective AMP-based strategies for plant disease management in agricultural and environmental settings. To facilitate broader accessibility, our model is publicly available on the AGRAMP (Agricultural Ngrams Antimicrobial Peptides) server.
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