• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

精油对生物膜的调节活性、化学及机器学习分析。在囊性纤维化患者分离株中的应用。

Essential Oils Biofilm Modulation Activity, Chemical and Machine Learning Analysis. Application on Isolates from Cystic Fibrosis Patients.

作者信息

Papa Rosanna, Garzoli Stefania, Vrenna Gianluca, Sabatino Manuela, Sapienza Filippo, Relucenti Michela, Donfrancesco Orlando, Fiscarelli Ersilia Vita, Artini Marco, Selan Laura, Ragno Rino

机构信息

Department of Public Health and Infectious Diseases, Sapienza University, p.le Aldo Moro 5, 00185 Rome, Italy.

Department of Drug Chemistry and Technology, Sapienza University, p.le Aldo Moro 5, 00185 Rome, Italy.

出版信息

Int J Mol Sci. 2020 Dec 4;21(23):9258. doi: 10.3390/ijms21239258.

DOI:10.3390/ijms21239258
PMID:33291608
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7730550/
Abstract

Bacterial biofilm plays a pivotal role in chronic () infection and its inhibition may represent an important strategy to develop novel therapeutic agents. The scientific community is continuously searching for natural and "green alternatives" to chemotherapeutic drugs, including essential oils (EOs), assuming the latter not able to select resistant strains, likely due to their multicomponent nature and, hence, multitarget action. Here it is reported the biofilm production modulation exerted by 61 EOs, also investigated for their antibacterial activity on strains, including reference and cystic fibrosis patients' isolated strains. The EOs biofilm modulation was assessed by Christensen method on five strains. Chemical composition, investigated by GC/MS analysis, of the tested EOs allowed a correlation between biofilm modulation potency and putative active components by means of machine learning algorithms application. Some EOs inhibited biofilm growth at 1.00% concentration, although lower concentrations revealed different biological profile. Experimental data led to select antibiofilm EOs based on their ability to inhibit biofilm growth, which were characterized for their ability to alter the biofilm organization by means of SEM studies.

摘要

细菌生物膜在慢性()感染中起关键作用,抑制细菌生物膜可能是开发新型治疗药物的重要策略。科学界一直在不断寻找化疗药物的天然和“绿色替代品”,包括精油(EOs),认为精油不太可能产生耐药菌株,这可能是由于其多组分性质以及由此产生的多靶点作用。本文报道了61种精油对生物膜产生的调节作用,同时还研究了它们对包括参考菌株和囊性纤维化患者分离菌株在内的菌株的抗菌活性。通过克里斯滕森方法在五种菌株上评估了精油对生物膜的调节作用。通过气相色谱/质谱分析研究测试精油的化学成分,借助机器学习算法应用,使生物膜调节效力与推定的活性成分之间建立了相关性。一些精油在浓度为1.00%时抑制生物膜生长,尽管较低浓度显示出不同的生物学特性。实验数据促使根据其抑制生物膜生长的能力来选择抗生物膜精油,并通过扫描电子显微镜研究对其改变生物膜结构的能力进行了表征。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/84f7c8421218/ijms-21-09258-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/facfabf3fbb8/ijms-21-09258-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/33abe7a66d90/ijms-21-09258-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/f263232e44b8/ijms-21-09258-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/2376ceb813bf/ijms-21-09258-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/c3938761eabd/ijms-21-09258-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/9f36e496c8bb/ijms-21-09258-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/6682302e55a3/ijms-21-09258-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/c7098cc9acd4/ijms-21-09258-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/84f7c8421218/ijms-21-09258-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/facfabf3fbb8/ijms-21-09258-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/33abe7a66d90/ijms-21-09258-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/f263232e44b8/ijms-21-09258-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/2376ceb813bf/ijms-21-09258-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/c3938761eabd/ijms-21-09258-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/9f36e496c8bb/ijms-21-09258-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/6682302e55a3/ijms-21-09258-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/c7098cc9acd4/ijms-21-09258-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4ce4/7730550/84f7c8421218/ijms-21-09258-g009.jpg

相似文献

1
Essential Oils Biofilm Modulation Activity, Chemical and Machine Learning Analysis. Application on Isolates from Cystic Fibrosis Patients.精油对生物膜的调节活性、化学及机器学习分析。在囊性纤维化患者分离株中的应用。
Int J Mol Sci. 2020 Dec 4;21(23):9258. doi: 10.3390/ijms21239258.
2
Antibacterial, antibiofilm and antiquorum sensing effects of Thymus daenensis and Satureja hortensis essential oils against Staphylococcus aureus isolates.香青兰和藿香精油对金黄色葡萄球菌的抑菌、抗生物膜和抗群体感应作用。
J Appl Microbiol. 2018 Feb;124(2):379-388. doi: 10.1111/jam.13639. Epub 2018 Jan 11.
3
Machine Learning Analyses on Data including Essential Oil Chemical Composition and In Vitro Experimental Antibiofilm Activities against Species.基于精油化学成分数据和体外抗 种生物膜活性实验的机器学习分析。
Molecules. 2019 Mar 3;24(5):890. doi: 10.3390/molecules24050890.
4
Antimicrobial and Antibiofilm Activity and Machine Learning Classification Analysis of Essential Oils from Different Mediterranean Plants against Pseudomonas aeruginosa.不同地中海植物精油对铜绿假单胞菌的抗菌和抗生物膜活性及机器学习分类分析
Molecules. 2018 Feb 23;23(2):482. doi: 10.3390/molecules23020482.
5
Activity of essential oil-based microemulsions against Staphylococcus aureus biofilms developed on stainless steel surface in different culture media and growth conditions.在不同培养基和生长条件下,基于精油的微乳液对在不锈钢表面形成的金黄色葡萄球菌生物膜的活性。
Int J Food Microbiol. 2017 Jan 16;241:132-140. doi: 10.1016/j.ijfoodmicro.2016.10.021. Epub 2016 Oct 17.
6
In Vitro Antibacterial and Antibiofilm Activity of Essential Oil, Citral, and Carvone against .香精油、柠檬醛和香芹酮对……的体外抗菌和抗生物膜活性
ScientificWorldJournal. 2017;2017:4962707. doi: 10.1155/2017/4962707. Epub 2017 Aug 3.
7
The anti-biofilm activity of lemongrass (Cymbopogon flexuosus) and grapefruit (Citrus paradisi) essential oils against five strains of Staphylococcus aureus.柠檬草(Cymbopogon flexuosus)和葡萄柚(Citrus paradisi)精油对五种金黄色葡萄球菌菌株的抗生物膜活性。
J Appl Microbiol. 2012 Nov;113(5):1217-27. doi: 10.1111/j.1365-2672.2012.05418.x. Epub 2012 Aug 21.
8
Chemical composition, anti-biofilm activity and potential cytotoxic effect on cancer cells of Rosmarinus officinalis L. essential oil from Tunisia.突尼斯迷迭香 Rosmarinus officinalis L. 精油的化学成分、抗生物膜活性及其对癌细胞的潜在细胞毒性作用。
Lipids Health Dis. 2017 Oct 2;16(1):190. doi: 10.1186/s12944-017-0580-9.
9
Antibacterial and Antibiofilm Activity of Croton urticifolius Lam. Essential Oil Via Membrane Disruption.大飞扬草挥发油通过破坏细胞膜的方式表现出的抑菌和抗生物膜活性。
Curr Microbiol. 2024 Jul 2;81(8):256. doi: 10.1007/s00284-024-03779-6.
10
Anti-staphylococcal activity of Syagrus coronata essential oil: Biofilm eradication and in vivo action on Galleria mellonela infection model.剑叶龙舌兰精油的抗葡萄球菌活性:生物膜清除作用及对美洲大蠊感染模型的体内作用。
Microb Pathog. 2019 Jun;131:150-157. doi: 10.1016/j.micpath.2019.04.009. Epub 2019 Apr 6.

引用本文的文献

1
Unlocking the potential of essential oils in aromatic plants: a guide to recovery, modern innovations, regulation and AI integration.挖掘芳香植物中精油的潜力:回收利用、现代创新、监管及人工智能整合指南
Planta. 2025 May 25;262(1):6. doi: 10.1007/s00425-025-04724-y.
2
Chemical Composition and Antibacterial Effect of Clove and Thyme Essential Oils on Growth Inhibition and Biofilm Formation of spp. and Other Bacteria.丁香和百里香精油的化学成分及其对[具体菌种]及其他细菌生长抑制和生物膜形成的抗菌作用
Antibiotics (Basel). 2024 Dec 20;13(12):1232. doi: 10.3390/antibiotics13121232.
3
Artificial Intelligence-Driven Analysis of Antimicrobial-Resistant and Biofilm-Forming Pathogens on Biotic and Abiotic Surfaces.

本文引用的文献

1
Characterization of Biofilm by Original Scanning Electron Microscopy Protocol.通过原始扫描电子显微镜协议对生物膜进行表征。
Microorganisms. 2020 May 27;8(6):807. doi: 10.3390/microorganisms8060807.
2
Experimental Data Based Machine Learning Classification Models with Predictive Ability to Select in Vitro Active Antiviral and Non-Toxic Essential Oils.基于实验数据的机器学习分类模型,具有体外抗病毒和非毒性精油选择的预测能力。
Molecules. 2020 May 25;25(10):2452. doi: 10.3390/molecules25102452.
3
Pathogenicity in Cystic Fibrosis Patients-Results from an Observational Prospective Multicenter Study Concerning Virulence Genes, Phylogeny, and Gene Plasticity.
人工智能驱动的生物和非生物表面上抗微生物和生物膜形成病原体的分析
Antibiotics (Basel). 2024 Aug 22;13(8):788. doi: 10.3390/antibiotics13080788.
4
Bioactive Phyto-Compounds with Antimicrobial Effects and AI: Results of a Desk Research Study.具有抗菌作用的生物活性植物化合物与人工智能:案头研究结果
Microorganisms. 2024 May 24;12(6):1055. doi: 10.3390/microorganisms12061055.
5
Anti-Biofilm Activity of Oleacein and Oleocanthal from Extra-Virgin Olive Oil toward .橄榄油中芹素和油酸醇的抗生物膜活性对
Int J Mol Sci. 2024 May 6;25(9):5051. doi: 10.3390/ijms25095051.
6
Screening of the activity of sixty essential oils against plasmodium early mosquito stages in vitro and machine learning analysis reveals new putative inhibitors of malaria parasites.筛选 60 种精油对体外疟原虫早期蚊期的活性及机器学习分析揭示了新的潜在疟疾寄生虫抑制剂。
Int J Parasitol Drugs Drug Resist. 2023 Dec;23:87-93. doi: 10.1016/j.ijpddr.2023.11.002. Epub 2023 Nov 21.
7
In Vitro Antioxidant and In Vivo Antigenotoxic Features of a Series of 61 Essential Oils and Quantitative Composition-Activity Relationships Modeled through Machine Learning Algorithms.61种精油的体外抗氧化和体内抗原毒性特征以及通过机器学习算法建立的定量组成-活性关系
Antioxidants (Basel). 2023 Sep 29;12(10):1815. doi: 10.3390/antiox12101815.
8
Effect of Different Soil Treatments on Production and Chemical Composition of Essential Oils Extracted from Mill., L. and L.不同土壤处理对从[植物名称1]、[植物名称2]和[植物名称3]中提取的精油产量和化学成分的影响 (注:原文中Mill.、L. and L. 指代不明,这里是按格式要求直接翻译,实际应用中需根据具体指代植物名称替换)
Plants (Basel). 2023 Jul 31;12(15):2835. doi: 10.3390/plants12152835.
9
In Vivo Antiphytoviral and Aphid Repellency Activity of Essential Oils and Hydrosols from and to Control Zucchini Yellow Mosaic Virus and Its Vector .从[植物名称1]和[植物名称2]中提取的香精油和纯露对西葫芦黄花叶病毒及其传播媒介[蚜虫名称]的体内抗病毒和驱避蚜虫活性
Plants (Basel). 2023 Feb 28;12(5):1078. doi: 10.3390/plants12051078.
10
Biofilm Formation by in the Specific Context of Cystic Fibrosis.在囊性纤维化的特定环境中形成生物膜。
Int J Mol Sci. 2022 Dec 29;24(1):597. doi: 10.3390/ijms24010597.
囊性纤维化患者的致病性-一项关于毒力基因、系统发育和基因可塑性的观察性前瞻性多中心研究结果。
Toxins (Basel). 2020 Apr 26;12(5):279. doi: 10.3390/toxins12050279.
4
Evaluation of antibiofilm efficacy of essential oil components β-caryophyllene, cinnamaldehyde and eugenol alone and in combination against biofilm formation and preformed biofilms of Listeria monocytogenes and Salmonella typhimurium.评价单独使用和联合使用β-石竹烯、肉桂醛和丁香酚这三种精油成分对抗单核细胞增生李斯特菌和鼠伤寒沙门氏菌生物膜形成和已形成生物膜的抗生物膜效果。
Lett Appl Microbiol. 2020 Aug;71(2):195-202. doi: 10.1111/lam.13308. Epub 2020 May 29.
5
Small-Molecule Inhibition of Bacterial Biofilm.细菌生物膜的小分子抑制作用
ACS Omega. 2020 Feb 12;5(7):3108-3115. doi: 10.1021/acsomega.9b03695. eCollection 2020 Feb 25.
6
Essential oils against bacterial isolates from cystic fibrosis patients by means of antimicrobial and unsupervised machine learning approaches.采用抗菌和无监督机器学习方法的针对囊性纤维化患者分离细菌的精油。
Sci Rep. 2020 Feb 14;10(1):2653. doi: 10.1038/s41598-020-59553-8.
7
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation.马修斯相关系数(MCC)在二分类评估中优于 F1 得分和准确率的优势。
BMC Genomics. 2020 Jan 2;21(1):6. doi: 10.1186/s12864-019-6413-7.
8
Antibiotic Susceptibility, Virulence Pattern, and Typing of Strains Isolated From Variety of Infections in India.印度从各种感染中分离出的菌株的抗生素敏感性、毒力模式及分型
Front Microbiol. 2019 Dec 4;10:2763. doi: 10.3389/fmicb.2019.02763. eCollection 2019.
9
Bacterial Biofilm Eradication Agents: A Current Review.细菌生物膜根除剂:当前综述
Front Chem. 2019 Nov 28;7:824. doi: 10.3389/fchem.2019.00824. eCollection 2019.
10
Synergistic and antibiofilm activity of the antimicrobial peptide P5 against carbapenem-resistant Pseudomonas aeruginosa.抗菌肽 P5 对碳青霉烯类耐药铜绿假单胞菌的协同抗菌和抗生物膜活性。
Biochim Biophys Acta Biomembr. 2019 Jul 1;1861(7):1329-1337. doi: 10.1016/j.bbamem.2019.05.008. Epub 2019 May 13.