AMP-BERT: Prediction of antimicrobial peptide function based on a BERT model

Antimicrobial resistance is a growing health concern. Antimicrobial peptides (AMPs) disrupt harmful microorganisms by nonspecific mechanisms, making it difficult for microbes to develop resistance. Accordingly, they are promising alternatives to traditional antimicrobial drugs. In this study, we developed an improved AMP classification model, called AMP-BERT. We propose a deep learning model with a fine-tuned bidirectional encoder representations from transformers (BERT) architecture designed to extract structural/functional information from input peptides and identify each input as AMP or non-AMP. We compared the performance of our proposed model and other machine/deep learning-based methods. Our model, AMP-BERT, yielded the best prediction results among all models evaluated with our curated external dataset. In addition, we utilized the attention mechanism in BERT to implement an interpretable feature analysis and determine the specific residues in known AMPs that contribute to peptide structure and antimicrobial function. The results show that AMP-BERT can capture the structural properties of peptides for model learning, enabling the prediction of AMPs or non-AMPs from input sequences. AMP-BERT is expected to contribute to the identification of candidate AMPs for functional validation and drug development. The code and dataset for the fine-tuning of AMP-BERT is publicly available at https://github.com/GIST-CSBL/AMP-BERT .     

Design of novel peptide analogs with potent fungicidal activity,based on PMAP-23 antimicrobial peptide isolated from porcine myeloid

PMAP-23 is a 23-mer peptide derived from porcine myeloid. To develop novel antifungal peptides useful as therapeutic drugs, it would require a strong fungicidal activity against pathogenic fungal cells. To this goal, several analogs, with amino acid substitutions, were designed to increase the net hydrophobicity by Trp (W)-substitution at positions 10, 13, or 14 at the hydrophilic face of PMAP-23 without changing the hydrophobic helical face. The Trp (W)-substitution (P6) showed an enhanced fungicidal and antitumor activities, with the fungicidal activity inhibited by salts and the respiratory inhibitor, NaN(3). The results suggested that the increase of hydrophobicity of the peptides correlated with fungicidal activity. The fungicidal effects of analog peptides were further investigated using 1,6-diphenyl-1,3,5-hexatriene (DPH) as a membrane probe. In Candida albicans, the analog peptide (P6) exerted its fungicidal effect on the blastoconidia in 20% fetal bovine serum by disrupting the mycelial forms. Furthermore, P6 caused significant morphological changes, and these facts suggested that the fungicidal function of the novel analog peptide (P6) was by damaging the fungal cell membranes. Thus, this peptide may provide a useful template for designing novel antifungal peptides useful for the treatment of infectious diseases.     

Antimicrobial activity and secondary structure of a novel peptide derived from ovalbumin

A novel antimicrobial peptide derived from ovalbumin has been discovered. First, the peptide fragment RKIKVYLPRMK (TK9.1) was identified based on computerized predictions of the secondary structure of peptides in a protein data bank. Using HeliQuest, the sequence was developed into RKIKRYLRRMI (TK9.1.3), which was synthesized using Fmoc‐solid phase peptide synthesis, and found to have strongly antimicrobial activity against Gram‐positive and Gram‐negative bacteria, and fungi but not cytotoxic to HeLa cells and hemolysis in mouse red blood cells. Although ovalbumin itself does not have an antibacterial activity, our results suggest that it may supply the organisms that consume it with antimicrobial peptides, in support of their immunodefence.     

PvD1 defensin,a plant antimicrobial peptide with inhibitory activity against Leishmania amazonensis

Plant defensins are small cysteine-rich peptides and exhibit antimicrobial activity against a variety of both plant and human pathogens. Despite the broad inhibitory activity that plant defensins exhibit against different micro-organisms, little is known about their activity against protozoa. In a previous study, we isolated a plant defensin named PvD₁ from Phaseolus vulgaris (cv. Pérola) seeds, which was seen to be deleterious against different yeast cells and filamentous fungi. It exerted its effects by causing an increase in the endogenous production of ROS (reactive oxygen species) and NO (nitric oxide), plasma membrane permeabilization and the inhibition of medium acidification. In the present study, we investigated whether PvD₁ could act against the protozoan Leishmania amazonensis. Our results show that, besides inhibiting the proliferation of L. amazonensis promastigotes, the PvD₁ defensin was able to cause cytoplasmic fragmentation, formation of multiple cytoplasmic vacuoles and membrane permeabilization in the cells of this organism. Furthermore, we show, for the first time, that PvD₁ defensin was located within the L. amazonensis cells, suggesting the existence of a possible intracellular target.     

Synthesis,characterization and in vitro activity of a surface-attached antimicrobial cationic peptide

Infection associated with implanted biomaterials is common and costly and such infections are extremely resistant to antibiotics and host defenses. Consequently, there is a need to develop surfaces which resist bacterial adhesion and colonization. The broad spectrum synthetic cationic peptide melimine has been covalently linked to a surface via two azide linkers, 4-azidobenzoic acid (ABA) or 4-fluoro-3-nitrophenyl azide (FNA), and the resulting surfaces characterized by X-ray photoelectron spectroscopy and contact angle measurements. The quantity of bound peptide was estimated by a modified Bradford assay. The antimicrobial efficacy of the two melimine-modified surfaces against Pseudomonas aeruginosa and Staphylococcus aureus was compared by scanning electron microscopy (SEM) and fluorescence microscopy. Attachment of melimine via ABA gave an approximately 4-fold greater quantity of melimine bound to the surface than attachment via FNA. Surfaces melimine-modified by either attachment strategy showed significantly reduced bacterial adhesion for both strains of bacteria. P. aeruginosa exposed to ABA–melimine and FNA–melimine surfaces showed marked changes in cell morphology when observed by SEM and a reduction of approximately 15-fold (p < 0.001) in the numbers of adherent bacteria compared to controls. For the ABA–melimine surface there was a 33% increase in cells showing damaged membranes (p = 0.0016) while for FNA–melimine there was no significant difference. For S. aureus there were reductions in bacterial adhesion of approximately 40-fold (p < 0.0001) and 5-fold (p = 0.008) for surfaces modified with melimine via ABA or FNA, respectively. There was an increase in cells showing damaged membranes on ABA–melimine surfaces of approximately 87% (p = 0.001) compared to controls, while for FNA–melimine there was no significant difference observed. The data presented in this study show that melimine has excellent potential for development as a broad spectrum antimicrobial coating for biomaterial surfaces. Further, it was observed that the efficacy of antimicrobial activity is related to the method of attachment.     

Computational resources and tools for antimicrobial peptides

Antimicrobial peptides (AMPs), as evolutionarily conserved components of innate immune system, protect against pathogens including bacteria, fungi, viruses, and parasites. In general, AMPs are relatively small peptides (<10 kDa) with cationic nature and amphipathic structure and have modes of action different from traditional antibiotics. Up to now, there are more than 19 000 AMPs that have been reported, including those isolated from nature sources or by synthesis. They have been considered to be promising substitutes of conventional antibiotics in the quest to address the increasing occurrence of antibiotic resistance. However, most AMPs have modest direct antimicrobial activity, and their mechanisms of action, as well as their structure–activity relationships, are still poorly understood. Computational strategies are invaluable assets to provide insight into the activity of AMPs and thus exploit their potential as a new generation of antimicrobials. This article reviews the advances of AMP databases and computational tools for the prediction and design of new active AMPs. Copyright © 2016 European Peptide Society and John Wiley & Sons, Ltd.     

Interactions between chensinin‐1, a natural antimicrobial peptide derived from Rana chensinensis,and lipopolysaccharide

Lipopolysaccharide (LPS) plays a critical role in the pathogenesis of sepsis caused by gram‐negative bacterial infections. Therefore, LPS‐neutralizing molecules would have important clinical applications. Chensinin‐1, a novel antimicrobial peptide with atypical structural features, was found in the skin secretions of the Chinese brown frog Rana chensinensis. To understand the role of LPS in the bacterial susceptibility to chensinin‐1 and to investigate its anti‐endotoxin effects, the interactions of chensinin‐1 with LPS were investigated in this study using circular dichroism, in situ IR, isothermal titration calorimetry, and zeta potential. This study is the first to use in situ IR spectroscopy to evaluate the secondary structural changes of this peptide. The capacity of chensinin‐1 to block the LPS‐dependent cytokine secretion of macrophages was also investigated. Our results show that chensinin‐1 can form α‐helical structures in LPS suspensions. LPS can affect the antimicrobial activity of chensinin‐1, and chensinin‐1 was able to mitigate the effects of LPS. These data may facilitate the development of antimicrobial peptides with potent antimicrobial and anti‐endotoxin activities. © 2015 Wiley Periodicals, Inc. Biopolymers 103: 719–726, 2015.     

抗菌肽结构改造与人工智能研发策略

抗菌肽是一类广泛存在于生物体内的小分子肽,参与构成生物体先天免疫,可以有效抵抗病原微生物的入侵。抗菌肽具有广谱抗菌活性,且不易产生耐药性等特点,在治疗感染性疾病方面具有独特的优势,有望成为理想的抗感染药物。然而,由于部分抗菌肽尚存在稳定性差、毒性高等问题,限制了抗菌肽的广泛应用。由于人工智能算法能有效合成具有高稳定性、低毒性的抗菌肽,在探索天然抗菌肽中展现了巨大的潜力,因此本文简述了抗菌肽的抗菌机制、结构改造以及利用机器学习和深度学习等人工智能算法进行新型抗菌肽研发的优化策略,以期为抗菌肽结构优化及研发提供新思路。     

Enhanced antimicrobial activity of a peptide derived from human lysozyme by arylation of its tryptophan residues

Antimicrobial peptides are valuable agents to fight antibiotic resistance. These amphipatic species display positively charged and hydrophobic amino acids. Here, we enhance the local hydrophobicity of a model peptide derived from human lysozyme (107RKWVWWRNR115) by arylation of its tryptophan (Trp) residues, which renders a positive effect on Staphylococcus aureus and Staphylococcus epidermidis growth inhibition. This site‐selective modification was accessed by solid‐phase peptide synthesis using the non‐proteinogenic amino acid 2‐aryltryptophan, generated by direct C‐H activation from protected Trp. The modification brought about a relevant increase in growth inhibition: S. aureus was fully inhibited by arylation of Trp 112 and by only 10% by arylation of Trp 109 or 111, respect to the non‐arylated peptide. On the other hand, S. epidermidis was fully inhibited by the three arylated peptides and the parent peptide. The minimum inhibitory concentration was significantly reduced for S. aureus depending on the arylation site. Copyright © 2016 European Peptide Society and John Wiley & Sons, Ltd.     

Membrane damage as first and DNA as the secondary target for anti‐candidal activity of antimicrobial peptide P7 derived from cell‐penetrating peptide ppTG20 against Candida albicans

P7, a peptide analogue derived from cell‐penetrating peptide ppTG20, possesses antibacterial and antitumor activities without significant hemolytic activity. In this study, we investigated the antifungal effect of P7 and its anti‐Candida acting mode in Candida albicans. P7 displayed antifungal activity against the reference C. albicans (MIC = 4 μM), Aspergilla niger (MIC = 32 μM), Aspergillus flavus (MIC = 8 μM), and Trichopyton rubrum (MIC = 16 μM). The effect of P7 on the C. albicans cell membrane was examined by investigating the calcein leakage from fungal membrane models made of egg yolk l ‐phosphatidylcholine/ergosterol (10 : 1, w/w) liposomes. P7 showed potent leakage effects against fungal liposomes similar to Melittin‐treated cells. C. albicans protoplast regeneration assay demonstrated that P7 interacted with the C. albicans plasma membrane. Flow cytometry of the plasma membrane potential and integrity of C. albicans showed that P7 caused 60.9 ± 1.8% depolarization of the membrane potential of intact C. albicans cells and caused 58.1 ± 3.2% C. albicans cell membrane damage. Confocal laser scanning microscopy demonstrated that part of FITC‐P7 accumulated in the cytoplasm. DNA retardation analysis was also performed, which showed that P7 interacted with C. albicans genomic DNA after penetrating the cell membrane, completely inhibiting the migration of genomic DNA above the weight ratio (peptide : DNA) of 6. Our results indicated that the plasma membrane was the primary target, and DNA was the secondary intracellular target of the mode of action of P7 against C. albicans. Copyright © 2016 European Peptide Society and John Wiley & Sons, Ltd.     

迟眼蕈蚊抗菌肽BhSGAMP-1-S在大肠杆菌中的优化表达及其活性分析(英文)

【目的】BhSGAMP-1 是迟眼蕈蚊唾液腺抗菌肽,为了能够更好的了解其分子特性,我们将其表达、纯化并进行了活性测定。【方法】依据大肠杆菌稀有密码子设计并合成了抗菌肽基因 BhSGAMP-1-S,以 pMAL-c2X 作为表达载体在大肠杆菌 TB1 中进行融合表达,融合蛋白通过麦芽糖亲和层析柱进行纯化,获得的融合蛋白经肠激酶切割后,混合物通过分子筛凝胶层析和反相高效液相色谱来获得单体重组抗菌肽 BhSGAMP-1-S,对获得的抗菌肽进行活性测定。【结果】在最优的表达条件下融合蛋白以可溶的形式表达,100 mL 诱导菌液经多步纯化后可得 0. 38 mg 的重组抗菌肽 BhSGAMP-1-S,抑菌活性测定表明所获得的抗菌肽对部分测试革兰氏阳性细菌、革兰氏阴性细菌和真菌有较强的抑菌活性。【结论】本研究第一次成功的在大肠杆菌中诱导表达了修饰合成的抗菌肽 BhSGAMP-1-S,纯化后的抗菌肽具有很好的抑菌活性,这为进一步研究和应用奠定了基础。     

猪源抗菌肽PMAP-36的序列设计及其结构优化的研究进展

抗生素的耐药性和动物源性食品中的药物残留问题严重威胁全球公共卫生系统.因此,开发出不易产生耐药性、抗菌活性高的新型抗菌药物迫在眉睫.抗菌肽因其分子量小、抗菌谱广、不易产生耐药性等优点受到科学家们的广泛关注,但天然抗菌肽具有抗菌活性低、溶血活性和细胞毒性等缺陷.随着抗菌肽序列和结构的不断优化,多种具有显著体内外抗菌活性且...     

Pheromone peptide cOB1 from native Enterococcus faecalis forms amyloid‐like structures: A new paradigm for peptide pheromones

Pheromone peptides are an important component of bacterial quorum‐sensing system. The pheromone peptide cOB1 (VAVLVLGA) of native commensal Enterococcus faecalis has also been identified as an antimicrobial peptide (AMP) and reported to kill the prototype clinical isolate strain of E. faecalis V583. In this study, the pheromone peptide cOB1 has shown to form amyloid‐like structures, a characteristic which is never reported for a pheromone peptide so far. With in silico analysis, the peptide was predicted to be highly amyloidogenic. Further, under experimental conditions, cOB1 formed aggregates displaying characteristics of amyloid structures such as bathochromic shift in Congo red absorbance, enhancement in thioflavin T fluorescence, and fibrillar morphology under transmission electron microscopy. This novel property of pheromone peptide cOB1 may have some direct effects on the binding of the pheromone to the receptor cells and subsequent conjugative transfer, making this observation more important for the therapeutics, dealing with the generation of virulent and multidrug‐resistant pathogenic strains.     

铰链结构对抗菌肽生物活性的影响及在分子设计中的应用研究进展

铰链结构,又称铰链区或转角,是部分抗菌肽序列中存在的一种特殊结构。但目前抗菌肽结构的研究多集中于标准的α-螺旋和β-折叠二级结构,对于铰链结构及其作用总结较少。铰链结构对抗菌肽生物活性有重要影响,主要原因是铰链结构能够提高抗菌肽的结构灵活性,促进其对细菌细胞膜的破坏作用或与胞内作用靶点的结合效率,进而提高抗菌肽的抗菌活性。同时,降低的抗菌肽结构刚性,消减了抗菌肽对真核细胞的毒性。文中结合了笔者课题组相关工作,就铰链结构特点、对抗菌肽生物活性的影响以及在抗菌肽分子设计方面的应用进行了综述,以期为新型抗菌肽的设计和开发提供参考。     

Collection of antimicrobial peptides database and its derivatives: Applications and beyond

Collection of antimicrobial peptides (CAMP), CAMPSign, and ClassAMP are open‐access resources that have been developed to enhance research on antimicrobial peptides (AMPs). Comprehensive information on AMPs and machine learning‐based predictive models are made available for users through these resources. As of date, CAMP_R3 has 10,247 sequences, 757 structures, and 114 family‐specific signatures of AMPs along with associated tools for AMP sequence and structure analysis. CAMPSign uses family‐specific sequence conservation, in the form of patterns and hidden Markov models for identification of AMPs. ClassAMP can be used to classify AMPs as antibacterial, antifungal, or antiviral based on sequence information. Here we describe CAMP and its derivatives and illustrate, with a few examples, the contribution of these online resources to the advancement of our current understanding of AMPs.     

An unexpected switch in peptide binding mode: from simulation to substrate specificity

A ten microsecond molecular dynamics simulation of a kallikrein-related peptidase 7 peptide complex revealed an unexpected change in binding mode. After more than two microseconds unrestrained sampling we observe a spontaneous transition of the binding pose including a 180° rotation around the P1 residue. Subsequently, the substrate peptide occupies the prime side region rather than the cognate non-prime side in a stable conformation. We characterize the unexpected binding mode in terms of contacts, solvent-accessible surface area, molecular interactions and energetic properties. We compare the new pose to inhibitor-bound structures of kallikreins with occupied prime side and find that a similar orientation is adopted. Finally, we apply in silico mutagenesis based on the alternative peptide binding position to explore the prime side specificity of kallikrein-related peptidase 7 and compare it to available experimental data. Our study provides the first microsecond time scale simulation data on a kallikrein protease and shows previously unexplored prime side interactions. Therefore, we expect our study to advance the rational design of inhibitors targeting kallikrein-related peptidase 7, an emerging drug target involved in several skin diseases as well as cancer.     

九香虫抗菌肽CcAMP1的分离纯化和抗菌活性检测

【目的】从药用昆虫九香虫 Coridius chinensis 中分离纯化抗菌肽,为进一步开发九香虫抗菌肽资源及深入挖掘九香虫的药用功能奠定基础。【方法】用大肠杆菌Escherichia coli 和金黄色葡萄球菌 Staphylococcus aureus 混合物作诱导源刺激九香虫产生抗菌肽,对血淋巴进行提取、凝胶过滤层析、固相萃取及反相色谱纯化,活性组分经质谱测定。对分离得到的这种抗菌肽进行人工合成,并进行抗菌活性检测。【结果】本研究获得一种九香虫抗菌肽CcAMP1,由17个氨基酸残基组成,分子量为1 997.37 u,带1个正电荷,表面有5个疏水氨基酸。对人工合成的CcAMP1进行抗菌活性检测表明,该抗菌肽与九香虫血淋巴一样对金黄色葡萄球菌等革兰氏阳性菌和大肠杆菌等革兰氏阴性菌都有较好的抗菌活性,且对革兰氏阴性菌的抗菌活性更强。【结论】从九香虫中分离得到具有较强抗菌活性的阳离子抗菌肽CcAMP1,有较大的开发利用价值。     

Natural antimicrobial peptides from bacteria: characteristics and potential applications to fight against antibiotic resistance

Because of the emergence of antibiotic‐resistant pathogens worldwide, a number of infectious diseases have become difficult to treat. This threatening situation is worsened by the fact that very limited progress has been made in developing new and potent antibiotics in recent years. However, a group of antimicrobials, the so‐called bacteriocins, have been much studied lately because they hold a great potential in controlling antibiotic‐resistant pathogens. Bacteriocins are small antimicrobial peptides (AMPs) produced by numerous bacteria. They often act toward species related to the producer with a very high potency (at pico‐ to nanomolar concentration) and specificity. The common mechanisms of killing by bacteriocins are destruction of target cells by pore formation and/or inhibition of cell wall synthesis. Several studies have revealed that bacteriocins display great potential in the medical sector as bacteriocinogenic probiotics and in the clinic as therapeutic agents. In this review, we discuss the emerging antibiotic resistance and strategies to control its dissemination, before we highlight the potential of AMPs from bacteria as a new genre of antimicrobial agents.     

家蝇幼虫抗菌肽MDL-1的分离纯化及其对大肠杆菌超微结构的影响

通过体壁损伤和大肠杆菌同时诱导家蝇幼虫产生免疫血淋巴,经沸水浴热变性,透析浓缩处理,然后经Tricine-SDS-PAGE得到诱导前后家蝇幼虫血淋巴中蛋白差异表达条带,将该条带电泳回收、复性、抗菌活性检测等步骤,分离纯化得到抗菌肽MDL-1, 其分子中富含Gly和碱性氨基酸,分子量为6 200 D,对革兰氏阴性菌Escherichia coli有较强抗性。通过MDL-1对大肠杆菌通透性分析和透射电镜超微结构观察表明,MDL-1首先可能与细菌的外膜结合,然后与细胞内膜作用,扰乱膜脂分子的排列,改变细胞膜的通透性,从而影响细胞膜的结构和功能,使细胞膜形成的许多孔道,造成细胞内的原生质扩散,并从孔道向胞外渗漏,影响了细菌的代谢系统,最终引起细胞膜破碎,细胞完全解体,从而起到抑菌杀菌作用。     

Purification and sequence of a non-opioid peptide derived from ovine proenkephalin: implications for possible species specific processing

A non-enkephalin containing pentadeca peptide derived from ovine adrenal proenkephalin has been purified and sequenced. The sequence of the peptide is: Phe-Ala-Glu-Pro-Leu-Pro-Ser-Glu-Glu-Glu-Gly-Glu-Ser-Tyr-Ser (preproenkephalin 237-251) representing the amino portion of peptide B (preproenkephalin 237-268). The sequence is identical to bovine preproenkephalin 237-251, differing from the corresponding human sequence at positions 240 and 244. This peptide can be generated by a processing event common to other opioid peptides and is present in chromaffin granules in significant amounts. The presence of this peptide in substantial quantities suggests a possible difference in proenkephalin processing between the bovine and ovine adrenal medulla.