Polylysine

聚赖氨酸
  • 文章类型: Journal Article
    本研究旨在通过化学方法(硫酸水解和超声处理)从甘蔗渣农业废物中提取纳米纤维素(NC)。随后,将纳米纤维素产品与聚赖氨酸(NC-PL)结合,并评估其降低FumononinB1(FB1)毒性的功效,一种真菌毒素,由玉米中常见的真菌产生,小麦,和其他谷物。实验结果证实了NC和PL的成功共轭,如1635和1625cm-1处的FTIR峰所证明的,表明聚赖氨酸(PL)中的酰胺I和酰胺II振动。SEM分析显示,由于PL涂层,尺寸较大,与DLS结果一致,显示NC-PL表面上的尺寸和正电荷(38.0mV)增加。此外,在各种浓度(0-200,000μg/mL)下评估了NC和NC-PL对FB1吸附的影响。NC-PL证明了在2000、20,000和200,000μg/mL浓度下吸附FB1的能力,吸附效率为94.4-100%。人肝细胞癌(HepG2)细胞用于评估NC和NC-PL细胞毒性作用。该结果是标准化结果的初步步骤,以便将来研究其作为食品中新型FB1粘合剂的应用。食品包装,和功能性饲料。
    The present study aimed to extract nanocellulose (NC) from sugarcane bagasse agricultural waste through a chemical method (sulfuric acid hydrolysis and ultrasonication). Subsequently, the nanocellulose product was conjugated with polylysine (NC-PL) and assessed for its efficacy in reducing the toxicity of Fumonisin B1 (FB1), a mycotoxin produced by fungi commonly found in corn, wheat, and other grains. Experimental results confirmed the successful conjugation of NC and PL, as evidenced by FTIR peaks at 1635 and 1625 cm-1 indicating amide I and amide II vibrations in polylysine (PL). SEM analysis revealed a larger size due to PL coating, consistent with DLS results showing the increased size and positive charge (38.0 mV) on the NC-PL surface. Moreover, the effect of FB1 adsorption by NC and NC-PL was evaluated at various concentrations (0-200,000 μg/mL). NC-PL demonstrated the ability to adsorb FB1 at concentrations of 2000, 20,000, and 200,000 μg/mL, with adsorption efficiencies of 94.4-100%. Human hepatocellular carcinoma (HepG2) cells were utilized to assess NC and NC-PL cytotoxic effects. This result is a preliminary step towards standardizing results for future studies on their application as novel FB1 binders in food, food packaging, and functional feeds.
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  • 文章类型: Journal Article
    细菌产生聚阳离子均聚(氨基酸),其特征在于异肽主链。我们先前证明了两种代表性的细菌聚阳离子异肽,由25-35个l-α-赖氨酸残基(ε-PαL25-35)和由l-β-赖氨酸残基(ε-PβL4-13)组成的ε-聚-l-β-赖氨酸,通过能量非依赖性直接穿透和能量依赖性内吞作用/巨细胞作用内化到哺乳动物细胞中,然后扩散到整个细胞质中。在这项研究中,我们研究了由5-14l-α-赖氨酸残基(ε-PαL5-14)组成的ε-PαL短链衍生物的细胞穿透活性,以深入了解异肽链长度与细胞内化方式之间的关系。我们通过点击化学制备了ε-PαL5-14和荧光染料(FAM)的缀合物,并培养得到的聚合物,ε-PαL5-14-FAM,HeLa细胞与ε-PαL25-35-FAM不同,ε-PαL5-14-FAM仅通过能量依赖性内吞作用/巨噬细胞作用内化到细胞中。此外,内化事件需要高浓度(>50μM)。ε-PαL5-14的链长几乎等于膜可渗透的ε-PβL4-13的链长,其可以低浓度进入细胞。考虑到生理pH下β-氨基的碱性高于α-氨基酸的碱性,预计ε-PβL比ε-PαL具有更大的细胞穿透能力,前提是它们的异肽链长度相似,这表明ε-PβL的更延伸的链衍生物将比ε-PαL25-35更有利于货物蛋白的细胞内化。
    Bacteria produce polycationic homopoly(amino acid)s, which are characterized by isopeptide backbones. We previously demonstrated that two representative bacterial polycationic isopeptides, ε-poly-l-α-lysine consisting of 25-35 l-α-lysine residues (ε-PαL25-35) and ε-poly-l-β-lysine consisting of l-β-lysine residues (ε-PβL4-13), were internalized into mammalian cells by both energy-independent direct penetration and energy-dependent endocytosis/macropinocytosis, and then diffused throughout the cytosol. In this study, we investigated the cell-penetrating activity of an ε-PαL short-chain derivative consisting of 5-14 l-α-lysine residues (ε-PαL5-14) to gain insight into the relationship between the isopeptide-chain length and the manner of cellular internalization. We prepared a conjugate of ε-PαL5-14 and a fluorescent dye (FAM) by click chemistry, and incubated the resulting polymer, ε-PαL5-14-FAM, with HeLa cells. Unlike ε-PαL25-35-FAM, ε-PαL5-14-FAM was internalized into cells only by energy-dependent endocytosis/macropinocytosis. Furthermore, a high concentration (>50 μM) was required for the internalization events. ε-PαL5-14 has a chain length almost equal to that of the membrane permeable ε-PβL4-13, which can enter cells at low concentrations. Considering that the basicity of the β-amino group is higher than that of α-amino acid at physiological pH, ε-PβL is expected to have a greater cell-penetrating capacity than ε-PαL, provided their isopeptide-chain lengths are similar, suggesting that a more extended chain derivative of ε-PβL would be more advantageous for cellular internalization of cargo proteins than ε-PαL25-35.
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  • 文章类型: Journal Article
    基因疗法代表了各种适应症的有希望的新治疗选择。然而,尽管有几种批准的药物,其潜力仍未开发。对于聚合物基因递送,内体逃逸是一个瓶颈。SO1861,一种天然存在的具有内体逃逸特性的三萜皂苷,从皂甙中分离出来,已被描述为增强转染效率的添加剂(Sapofection)。然而,在体内同步皂苷和基因递送系统的挑战带来了局限性。在这里,我们通过使用pH敏感的腙接头将SO1861与基于肽的基因载体缀合来解决这个问题,该接头被编程为在内体的酸性pH下释放SO1861。研究了用配备SO1861的肽配制的纳米复合物在体外和体内的转染效率和耐受性。在所有研究的细胞系中,与用游离SO1861补充转染培养基相比,SO1861-缀合的纳米复合物显示出优异的转染效率和细胞活力。在小鼠中积极生长的神经母细胞瘤同种异体移植模型中,在体外和体内测试了装有靶向SO1861的包含靶向肽的纳米复合物。使用编码细胞毒性蛋白saporin的自杀基因载体,与媒介物对照相比,配备SO1861的靶向纳米复合物观察到肿瘤生长减慢,生存率提高.
    Gene therapies represent promising new therapeutic options for a variety of indications. However, despite several approved drugs, its potential remains untapped. For polymeric gene delivery, endosomal escape represents a bottleneck. SO1861, a naturally occurring triterpene saponin with endosomal escape properties isolated from Saponaria officinalis L., has been described as additive agent to enhance transfection efficiency (sapofection). However, the challenge to synchronize the saponin and gene delivery system in vivo imposes limitations. Herein, we address this issue by conjugating SO1861 to a peptide-based gene vector using a pH-sensitive hydrazone linker programmed to release SO1861 at the acidic pH of the endosome. Nanoplexes formulated with SO1861-equipped peptides were investigated for transfection efficiency and tolerability in vitro and in vivo. In all investigated cell lines, SO1861-conjugated nanoplexes have shown superior transfection efficiency and cell viability over supplementation of transfection medium with free SO1861. Targeted SO1861-equipped nanoplexes incorporating a targeting peptide were tested in vitro and in vivo in an aggressively growing neuroblastoma allograft model in mice. Using a suicide gene vector encoding the cytotoxic protein saporin, a slowed tumor growth and improved survival rate were observed for targeted SO1861-equipped nanoplexes compared to vehicle control.
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  • 文章类型: Journal Article
    人类诺如病毒(HuNoV)是一种肠道感染性病原体,属于卡利病毒科,偶尔会引起流行病。容易通过食源性途径传播的循环酒精耐受性病毒颗粒显著导致HuNoV诱导的胃肠炎的全球负担。此外,与环境中其他微生物分泌的酶接触会影响病毒的感染性。因此,了解杯状病毒科的循环动力学对于减轻流行病至关重要。因此,在这项研究中,我们筛选了环境是否丰富的分泌酶成分,特别是蛋白酶,影响杯状病毒科的感染性。结果表明,将芽孢杆菌的丝氨酸蛋白酶与链霉菌产生的ε-聚-L-赖氨酸(EPL)结合起来,包括针对疫情的HuNoVGII.4_Sydney_2012菌株。体外和体内生化和病毒学分析表明,EPL具有两种独特的协同病毒灭活功能。首先,其维持最佳pH以促进蛋白酶敏感结构的病毒表面构象变化。随后,其通过在VP1衣壳中的P2和S结构域处的部分蛋白酶消化来抑制病毒RNA基因组释放。这项研究提供了有关细菌和Caliciviridae之间的高维环境相互作用的新见解,同时促进以蛋白酶为基础的抗病毒消毒剂的发展。
    Human norovirus (HuNoV) is an enteric infectious pathogen belonging to the Caliciviridae family that causes occasional epidemics. Circulating alcohol-tolerant viral particles that are readily transmitted via food-borne routes significantly contribute to the global burden of HuNoV-induced gastroenteritis. Moreover, contact with enzymes secreted by other microorganisms in the environment can impact the infectivity of viruses. Hence, understanding the circulation dynamics of Caliciviridae is critical to mitigating epidemics. Accordingly, in this study, we screened whether environmentally abundant secretase components, particularly proteases, affect Caliciviridae infectivity. Results showed that combining Bacillaceae serine proteases with epsilon-poly-L-lysine (EPL) produced by Streptomyces-a natural antimicrobial-elicited anti-Caliciviridae properties, including against the epidemic HuNoV GII.4_Sydney_2012 strain. In vitro and in vivo biochemical and virological analyses revealed that EPL has two unique synergistic viral inactivation functions. First, it maintains an optimal pH to promote viral surface conformational changes to the protease-sensitive structure. Subsequently, it inhibits viral RNA genome release via partial protease digestion at the P2 and S domains in the VP1 capsid. This study provides new insights regarding the high-dimensional environmental interactions between bacteria and Caliciviridae, while promoting the development of protease-based anti-viral disinfectants.
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  • 文章类型: Journal Article
    蛋白质和RNA混合物的相分离是细胞中许多无膜细胞器的组装和调节的基础。蛋白质-RNA缩合物在细胞调节过程中的普遍存在部分是由于它们对RNA浓度的敏感性。这影响了它们的物理性质和稳定性。最近使用聚阳离子肽-RNA混合物的实验揭示了闭环相图,具有较低和较高的临界溶液温度。这些图表明了由生物分子相互作用和熵力(例如溶剂和离子重组)形成的折返相变。我们采用原子模拟来研究具有各种RNA-聚赖氨酸化学计量和温度的混合物,以阐明蛋白质-RNA混合物中折返相变背后的微观驱动力。我们的发现揭示了水合之间复杂的相互作用,离子缩合,和特定的RNA-聚赖氨酸氢键,导致不同的化学计量依赖性相平衡,控制冷凝相的稳定性和结构。我们的模拟表明,折返转变伴随着RNA磷酸基团周围的去溶剂化,磷酸盐和赖氨酸侧链之间的接触增加。在较低温度下的富含RNA的系统中,RNA分子可以形成广泛的π-堆叠和氢键网络,导致渗滤。在富含蛋白质的系统中,没有观察到这种渗透诱导的转变。此外,我们评估了三个突出的水力场-最佳点电荷(OPC)的性能,TIP4P-2005和TIP4P-D-捕获折返相变。OPC提供了优越的相互作用平衡,能够有效捕获折返过渡并准确表征溶剂重组中的变化。这项研究使用简单的模型肽和核苷酸混合物提供了对折返相变性质的原子见解。我们相信我们的结果广泛适用于显示折返相变的更大类别的肽-RNA混合物。
    The phase separation of protein and RNA mixtures underpins the assembly and regulation of numerous membraneless organelles in cells. The ubiquity of protein-RNA condensates in cellular regulatory processes is in part due to their sensitivity to RNA concentration, which affects their physical properties and stability. Recent experiments with poly-cationic peptide-RNA mixtures have revealed closed-loop phase diagrams featuring lower and upper critical solution temperatures. These diagrams indicate reentrant phase transitions shaped by biomolecular interactions and entropic forces such as solvent and ion reorganization. We employed atomistic simulations to study mixtures with various RNA-polylysine stoichiometries and temperatures to elucidate the microscopic driving forces behind reentrant phase transitions in protein-RNA mixtures. Our findings reveal an intricate interplay between hydration, ion condensation, and specific RNA-polylysine hydrogen bonding, resulting in distinct stoichiometry-dependent phase equilibria governing stabilities and structures of the condensate phase. Our simulations show that reentrant transitions are accompanied by desolvation around the phosphate groups of RNA, with increased contacts between phosphate and lysine side chains. In RNA-rich systems at lower temperatures, RNA molecules can form an extensive pi-stacking and hydrogen bond network, leading to percolation. In protein-rich systems, no such percolation-induced transitions are observed. Furthermore, we assessed the performance of three prominent water force fields-Optimal Point Charge (OPC), TIP4P-2005, and TIP4P-D-in capturing reentrant phase transitions. OPC provided a superior balance of interactions, enabling effective capture of reentrant transitions and accurate characterization of changes in solvent reorganization. This study offers atomistic insights into the nature of reentrant phase transitions using simple model peptide and nucleotide mixtures. We believe that our results are broadly applicable to larger classes of peptide-RNA mixtures exhibiting reentrant phase transitions.
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  • 文章类型: Journal Article
    由细菌生物膜介导的持续性牙髓感染(PEIs)主要引起持续性根尖周炎症,导致复发性根尖周脓肿和进行性骨破坏。然而,传统的根管消毒剂对牙齿和牙周组织的损伤很大,对治疗持续性根管感染无效。迫切需要与顶端组织生物相容并且可以消除PEI相关细菌的抗微生物材料。
    这里,使用热解来制备ε-聚(L-赖氨酸)衍生的碳量子点(PL-CQD)以去除PEI相关的细菌生物膜。
    由于它们的超小尺寸,高正电荷,和活性活性氧(ROS)的产生能力,PL-CQDs对粪肠球菌具有高效的抗菌活性(E.粪肠),这在很大程度上取决于PL-CQDs浓度。100μg/mLPL-CQDs可以在5分钟内杀死粪肠球菌。重要的是,PL-CQDs有效地减少了孤立牙齿模型中的生物膜,破坏生物膜的致密结构。PL-CQDs在体外具有可接受的细胞相容性和血液相容性,在体内具有良好的生物安全性。
    因此,PL-CQDs为治疗粪肠球菌相关PEIs提供了新的策略。
    UNASSIGNED: Persistent endodontic infections (PEIs) mediated by bacterial biofilm mainly cause persistent periapical inflammation, resulting in recurrent periapical abscesses and progressive bone destruction. However, conventional root canal disinfectants are highly damaging to the tooth and periodontal tissue and ineffective in treating persistent root canal infections. Antimicrobial materials that are biocompatible with apical tissues and can eliminate PEIs-associated bacteria are urgently needed.
    UNASSIGNED: Here, ε-poly (L-lysine) derived carbon quantum dots (PL-CQDs) are fabricated using pyrolysis to remove PEIs-associated bacterial biofilms.
    UNASSIGNED: Due to their ultra-small size, high positive charge, and active reactive oxygen species (ROS) generation capacity, PL-CQDs exhibit highly effective antibacterial activity against Enterococcus faecalis (E. faecalis), which is greatly dependent on PL-CQDs concentrations. 100 µg/mL PL-CQDs could kill E. faecalis in 5 min. Importantly, PL-CQDs effectively achieved a reduction of biofilms in the isolated teeth model, disrupting the dense structure of biofilms. PL-CQDs have acceptable cytocompatibility and hemocompatibility in vitro and good biosafety in vivo.
    UNASSIGNED: Thus, PL-CQDs provide a new strategy for treating E. faecalis-associated PEIs.
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  • 文章类型: Journal Article
    ε-聚-1-赖氨酸(ε-PL)是一种有效的抗菌肽,用于控制真菌植物病害,具有显著的抗真菌活性和安全性。尽管其功效已知,ε-PL在对抗植物细菌性疾病方面的潜力仍未得到充分开发。这项研究评估了ε-PL及其纳米材料衍生物在管理由丁香假单胞菌pv引起的番茄细菌性斑病中的有效性。番茄。结果表明,ε-PL基本上抑制了丁香假单胞菌pv的生长。番茄。此外,当ε-PL加载到凹凸棒石(编码为ATT@PL)上时,其抗菌作用明显增强。值得注意的是,含18.80μg/mLε-PL的ATT@PL的抗菌效率甚至接近100μg/mL纯ε-PL的抗菌效率。进一步的分子研究结果表明,ATT@PL刺激了番茄的抗氧化系统和水杨酸信号通路,增强植物抗病性。重要的是,纳米复合材料对种子萌发和植物生长均无负面影响,表明其安全性并与可持续农业实践保持一致。这项研究不仅证实了ε-PL在控制番茄细菌性斑病中的有效性,还介绍了一种具有良好生物安全性的创新的高抗菌效率ε-PL复合材料。我们认为这种策略也可以用于改善其他生物农药,在农业实践中具有很高的适用性。
    ε-Poly-l-lysine (ε-PL) is an effective antimicrobial peptide for controlling fungal plant diseases, exhibiting significant antifungal activity and safety. Despite its known efficacy, the potential of ε-PL in combating plant bacterial diseases remains underexplored. This study evaluated the effectiveness of ε-PL and its nanomaterial derivative in managing tomato bacterial spot disease caused by Pseudomonas syringae pv. tomato. Results indicated that ε-PL substantially inhibited the growth of Pseudomonas syringae pv. tomato. Additionally, when ε-PL was loaded onto attapulgite (encoded as ATT@PL), its antibacterial effect was significantly enhanced. Notably, the antibacterial efficiency of ATT@PL containing 18.80 μg/mL ε-PL was even close to that of 100 μg/mL pure ε-PL. Further molecular study results showed that, ATT@PL stimulated the antioxidant system and the salicylic acid signaling pathway in tomatoes, bolstering the plants disease resistance. Importantly, the nanocomposite demonstrated no negative effects on both seed germination and plant growth, indicating its safety and aligning with sustainable agricultural practices. This study not only confirmed the effectiveness of ε-PL in controlling tomato bacterial spot disease, but also introduced an innovative high antibacterial efficiency ε-PL composite with good bio-safety. This strategy we believe can also be used in improving other bio-pesticides, and has high applicability in agriculture practice.
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  • 文章类型: Journal Article
    聚-l-赖氨酸(PLL)和基质胶,神经干细胞(NSC)研究中用于培养基质的经典涂层材料,存在不同的界面,其在细胞和分子水平上对NSC行为的影响仍然不明确。我们的调查揭示了有趣的差异:尽管PLL和Matrigel界面都是亲水的,并且具有胺官能团,Matrigel以更低的刚度和更高的粗糙度脱颖而出。基于这种多样性,Matrigel超越PLL,驱动NSC附着力,迁移,和扩散。有趣的是,PLL促进NSC分化为星形胶质细胞,而Matrigel有利于神经分化和神经元的生理成熟。在分子水平上,Matrigel展示了与NSC行为相关的基因更广泛的上调。具体来说,它增强了ECM-受体的相互作用,激活YAP转录因子,并增强甘油磷脂的代谢,引导NSC增殖和神经分化。相反,PLL上调与神经胶质细胞分化和氨基酸代谢相关的基因,并提高各种氨基酸水平,可能与其支持星形胶质细胞分化有关。这些不同的转录和代谢活动共同塑造了这些底物上不同的NSC行为。这项研究极大地推进了我们对NSC行为的底物调控的理解,为优化和瞄准这些表面涂层材料在NSC研究中的应用提供了新的见解。
    Poly-l-lysine (PLL) and Matrigel, both classical coating materials for culture substrates in neural stem cell (NSC) research, present distinct interfaces whose effect on NSC behavior at cellular and molecular levels remains ambiguous. Our investigation reveals intriguing disparities: although both PLL and Matrigel interfaces are hydrophilic and feature amine functional groups, Matrigel stands out with lower stiffness and higher roughness. Based on this diversity, Matrigel surpasses PLL, driving NSC adhesion, migration, and proliferation. Intriguingly, PLL promotes NSC differentiation into astrocytes, whereas Matrigel favors neural differentiation and the physiological maturation of neurons. At the molecular level, Matrigel showcases a wider upregulation of genes linked to NSC behavior. Specifically, it enhances ECM-receptor interaction, activates the YAP transcription factor, and heightens glycerophospholipid metabolism, steering NSC proliferation and neural differentiation. Conversely, PLL upregulates genes associated with glial cell differentiation and amino acid metabolism and elevates various amino acid levels, potentially linked to its support for astrocyte differentiation. These distinct transcriptional and metabolic activities jointly shape the divergent NSC behavior on these substrates. This study significantly advances our understanding of substrate regulation on NSC behavior, offering novel insights into optimizing and targeting the application of these surface coating materials in NSC research.
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  • 文章类型: Journal Article
    由于它们能够诱导各种疾病相关蛋白的有效降解,蛋白质分解的衔接嵌合体受到了越来越多的关注。然而,当前小分子PROTACs的有效和受控的胞浆递送仍然是一个挑战,主要是由于它们的内在缺点,包括不利的溶解度,细胞渗透性差,和有限的时空精度。这里,我们开发了一种近红外光控制的PROTAC递送装置(缩写为USDPR),该装置允许PROTAC功能的有效光活化以实现增强的蛋白质降解。通过将商业BRD4靶向PROTACs(dBET6)封装在介孔二氧化硅包覆的上转换纳米颗粒的空腔中来构建纳米器件,然后涂覆玫瑰红(RB)光敏剂缀合的聚-L-赖氨酸(PLL-RB)。由于从UCNP到PLL-RB的能量转移,该组合物能够实现细胞毒性活性氧的NIR光活化生成。这促进了内/溶酶体逃逸和随后的dBET6的胞浆释放。我们证明USDPR能够以NIR光控制的方式有效地降解BRD4。这与NIR光触发的光动力疗法组合能够在体外和体内增强抗肿瘤作用。因此,这项工作提出了一种使用NIR响应型纳米器件控制PROTACs释放和与光敏剂共同递送的通用策略。为设计基于PROTAC的有效联合疗法提供重要见解。
    PROteolysis TArgeting Chimeras have received increasing attention due to their capability to induce potent degradation of various disease-related proteins. However, the effective and controlled cytosolic delivery of current small-molecule PROTACs remains a challenge, primarily due to their intrinsic shortcomings, including unfavorable solubility, poor cell permeability, and limited spatiotemporal precision. Here, we develop a near-infrared light-controlled PROTAC delivery device (abbreviated as USDPR) that allows the efficient photoactivation of PROTAC function to achieve enhanced protein degradation. The nanodevice is constructed by encapsulating the commercial BRD4-targeting PROTACs (dBET6) in the hollow cavity of mesoporous silica-coated upconversion nanoparticles, followed by coating a Rose Bengal (RB) photosensitizer conjugated poly-L-lysine (PLL-RB). This composition enables NIR light-activatable generation of cytotoxic reactive oxygen species due to the energy transfer from the UCNPs to PLL-RB, which boosts the endo/lysosomal escape and subsequent cytosolic release of dBET6. We demonstrate that USDPR is capable of effectively degrading BRD4 in a NIR light-controlled manner. This in combination with NIR light-triggered photodynamic therapy enables an enhanced antitumor effect both in vitro and in vivo. This work thus presents a versatile strategy for controlled release of PROTACs and codelivery with photosensitizers using an NIR-responsive nanodevice, providing important insight into the design of effective PROTAC-based combination therapy.
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  • 文章类型: Journal Article
    由抗生素的过度使用和生物膜的发展引起的多药耐药细菌(MRB)的出现和迅速传播,对全球公共卫生构成了越来越大的威胁。纳米颗粒作为抗生素的替代品被证明具有通过新的抗微生物机制应对MRB感染的实质性能力。特别是,具有独特(生物)物理化学特性的碳点(CD)在通过破坏细菌壁来对抗MRB方面受到了相当大的关注,与DNA或酶结合,局部诱导高温,或形成活性氧。
    这里,在机器学习(ML)工具的帮助下,研究了各种CD的物理化学特征如何影响其抗菌能力。
    首先收集来自121个样品的CD的合成条件和固有特性,以形成原始数据集,以最小抑制浓度(MIC)为输出。四种分类算法(KNN,SVM,射频,和XGBoost)用输入数据进行训练和验证。发现集成学习方法在我们的数据上是最好的。此外,开发了ε-聚(L-赖氨酸)CD(PL-CD),以验证经过良好训练的ML模型在实验室中的实际应用能力,该模型具有两个管理预测的集成模型。
    因此,我们的结果表明,基于ML的高通量理论计算可用于预测和解码CD特性与抗菌效果之间的关系,加速高性能纳米粒子的开发和潜在的临床翻译。
    UNASSIGNED: The emergence and rapid spread of multidrug-resistant bacteria (MRB) caused by the excessive use of antibiotics and the development of biofilms have been a growing threat to global public health. Nanoparticles as substitutes for antibiotics were proven to possess substantial abilities for tackling MRB infections via new antimicrobial mechanisms. Particularly, carbon dots (CDs) with unique (bio)physicochemical characteristics have been receiving considerable attention in combating MRB by damaging the bacterial wall, binding to DNA or enzymes, inducing hyperthermia locally, or forming reactive oxygen species.
    UNASSIGNED: Herein, how the physicochemical features of various CDs affect their antimicrobial capacity is investigated with the assistance of machine learning (ML) tools.
    UNASSIGNED: The synthetic conditions and intrinsic properties of CDs from 121 samples are initially gathered to form the raw dataset, with Minimum inhibitory concentration (MIC) being the output. Four classification algorithms (KNN, SVM, RF, and XGBoost) are trained and validated with the input data. It is found that the ensemble learning methods turn out to be the best on our data. Also, ε-poly(L-lysine) CDs (PL-CDs) were developed to validate the practical application ability of the well-trained ML models in a laboratory with two ensemble models managing the prediction.
    UNASSIGNED: Thus, our results demonstrate that ML-based high-throughput theoretical calculation could be used to predict and decode the relationship between CD properties and the anti-bacterial effect, accelerating the development of high-performance nanoparticles and potential clinical translation.
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