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Molecular Mechanisms of Biofilm Formation in Helicobacter pylori. 幽门螺旋杆菌生物膜形成的分子机制
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-16 DOI: 10.3390/antibiotics13100976
Kartika Afrida Fauzia, Wiwin Is Effendi, Ricky Indra Alfaray, Hoda M Malaty, Yoshio Yamaoka, Muhammad Mifthussurur

Background: Biofilm formation in Helicobacter pylori (H. pylori) helps bacteria survive antibiotic exposure and supports bacterial colonization and persistence in the stomach. Most of the published articles have focused on one aspect of the biofilm. Therefore, we conducted the current study to better understand the mechanism of biofilm formation, how the biofilm contributes to antibiotic resistance, and how the biofilm modifies the medication delivery mechanism.

Methods: We conducted a literature review analysis of the published articles on the Helicobacter pylori biofilm between 1998 and 2024 from the PubMed database to retrieve eligible articles. After applying the inclusion and exclusion criteria, two hundred and seventy-three articles were eligible for our study.

Results: The results showed that biofilm formation starts as adhesion and progresses through micro-colonies, maturation, and dispersion in a planktonic form. Moreover, specific genes modulate each phase of biofilm formation. Few studies have shown that mechanisms, such as quorum sensing and diffusible signal factors, enhance coordination among bacteria when switching from biofilm to planktonic states. Different protein expressions were also observed between planktonic and biofilm strains, and the biofilm architecture was supported by exopolysaccharides, extracellular DNA, and outer membrane vesicles.

Conclusions: This infrastructure is responsible for the increased survival of bacteria, especially in harsh environments or in the presence of antibiotics. Therefore, understanding the biofilm formation for H. pylori is crucial. This study illustrates biofilm formation in H. pylori to help improve the treatment of H. pylori infection.

背景:幽门螺杆菌(H. pylori)生物膜的形成有助于细菌在抗生素暴露下存活,并支持细菌在胃中定植和持续存在。已发表的大多数文章都侧重于生物膜的一个方面。因此,我们开展了本研究,以更好地了解生物膜的形成机制、生物膜如何导致抗生素耐药性以及生物膜如何改变给药机制:我们对PubMed数据库中1998年至2024年间发表的有关幽门螺杆菌生物膜的文章进行了文献综述分析,以检索符合条件的文章。在应用纳入和排除标准后,有 273 篇文章符合我们的研究条件:结果:研究结果表明,生物膜的形成从粘附开始,经过微菌落、成熟和分散形成浮游生物。此外,特定基因调节生物膜形成的每个阶段。很少有研究表明,当细菌从生物膜状态转入浮游状态时,法定量感应和可扩散信号因子等机制会加强细菌之间的协调。在浮游菌株和生物膜菌株之间也观察到不同的蛋白质表达,生物膜结构由外多糖、胞外 DNA 和外膜囊泡支持:这种基础设施是细菌存活率提高的原因,尤其是在恶劣环境或抗生素存在的情况下。因此,了解幽门螺杆菌生物膜的形成至关重要。本研究说明了幽门螺杆菌生物膜的形成,有助于改善幽门螺杆菌感染的治疗。
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引用次数: 0
Investigation of the Impact of Antibiotic Administration on the Preterm Infants' Gut Microbiome Using Next-Generation Sequencing-Based 16S rRNA Gene Analysis. 利用基于新一代测序的 16S rRNA 基因分析研究抗生素用药对早产儿肠道微生物组的影响
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-16 DOI: 10.3390/antibiotics13100977
Ahmet Aktaş, Berkay Yekta Ekren, Beril Yaşa, Osman Uğur Sezerman, Yaşar Nakipoğlu

Background: The human gut microbiota is an extensive population of microorganisms, and it shows significant variations between periods of optimal health and periods of illness. Vancomycin-resistant Enterococcus (VRE) and carbapenem-resistant Klebsiella pneumoniae (CRKP) are both pathogenic agents (BPAs) that can colonize in the gut after dysbiosis of microbiotal composition following antibiotic treatment. Methods: This study aimed to investigate the impact of antibiotics on the microbiotal composition of the gut. For this purpose, the first pass meconiums of 20 patients and the first rectal swabs containing BPAs of the same patients after antibiotic treatment were studied using next-generation sequencing-based 16S rRNA gene analysis. The V1-V9 region of 16S rRNA was sequenced with Oxford Nanopore. Results: Twenty-five phyla were detected in the meconiums, and 12 of them were absent after antibiotic treatment. The four most prevalent phyla in meconiums were Bacillota, Pseudomonadota, Bacteroidota, and Actinomycetota. Only the relative abundance of Pseudomonadota was increased, while a significant decrease was observed in the other three phyla (p < 0.05). A significant decrease was observed in alpha-diversity in rectal swabs containing BPAs versus meconiums (p = 0.00408), whereas an increased variance was observed in beta-diversity in all samples (p < 0.05). As a result of a LEfSe analysis, Pseudomonadota was found to have a higher relative abundance in rectal swabs, and Bacillota was significantly higher in the meconiums of the twins. Conclusions: Our study strongly verified the relationship between the administration of antibiotics, dysbiosis, and colonization of BPAs in the infants' gut microbiota. Further research would be beneficial and needed, comprising the natural development process of the infants' gut microbiota.

背景:人体肠道微生物群是一个庞大的微生物种群,在最佳健康期和疾病期之间存在显著差异。耐万古霉素肠球菌(VRE)和耐碳青霉烯类肺炎克雷伯氏菌(CRKP)都是致病菌(BPA),在抗生素治疗后微生物组成失调,可在肠道中定植。研究方法本研究旨在调查抗生素对肠道微生物组成的影响。为此,研究人员采用基于新一代测序的 16S rRNA 基因分析方法,对 20 名患者的首过胎粪和抗生素治疗后含有双酚 A 的首过直肠拭子进行了研究。16S rRNA 的 V1-V9 区域由 Oxford Nanopore 测序。结果显示在胎粪中检测到 25 个菌门,其中 12 个菌门在抗生素治疗后消失。胎膜中最常见的四个菌门分别是芽孢杆菌(Bacillota)、假单胞菌(Pseudomonadota)、类杆菌(Bacteroidota)和放线菌(Actinomycetota)。只有假单胞菌群的相对丰度有所增加,而其他三个菌群的相对丰度显著下降(p < 0.05)。含有双酚 A 的直肠拭子与胎粪相比,α-多样性明显降低(p = 0.00408),而所有样本中的β-多样性均有所增加(p < 0.05)。LEfSe 分析结果显示,假单胞菌群在直肠拭子中的相对丰度较高,而芽孢杆菌群在双胞胎胎粪中的相对丰度明显较高。结论我们的研究有力地证实了服用抗生素、菌群失调和双酚 A 在婴儿肠道微生物群中定植之间的关系。进一步的研究将对婴儿肠道微生物群的自然发展过程有所助益,也是必要的。
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引用次数: 0
The Impact of Clinical Pharmacist-Driven Weekend Antimicrobial Stewardship Coverage at a Quaternary Hospital. 临床药剂师驱动的周末抗菌药物管理覆盖对一家四级医院的影响。
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-16 DOI: 10.3390/antibiotics13100974
Hazem Elrefaei, Wasim S El Nekidy, Rama Nasef, Manal Motasem, Yara Mkarim, Osama Al Quteimat, Mohamed Hisham, Rami Ismail, Emna Abidi, Claude Afif, Rania El Lababidi

Background and objective: Extending a consistent pharmacy antimicrobial stewardship weekend service was a newly implemented initiative. We sought to evaluate the impact of incorporating an Infectious Diseases (ID)-trained clinical pharmacist into an antimicrobial stewardship program (AMS) during weekends.

Results: The number of documented interventions was 451 on 362 patients compared to 115 interventions on 108 patients during the pre-implementation period (p = 0.04), with interventions primarily targeting Watch antibiotics, as classified by the WHO AWaRe classification. A reduction in the LOS was observed, with a median of 16 days (8-34) during the post-implementation period compared to 27.5 days (10-56) during the pre-implementation period (p = 0.001). The median DOT increased during the post-implementation period to 8 (6-11), versus the increase to 7 (4-11) during the pre-implementation period (p ≤ 0.001). Finally, there was no significant difference observed in healthcare-associated CDI and infection-related readmission.

Methods: This is a retrospective single-center, pre-post quasi-experimental study. Data including the documented pharmacist interventions were collected from the electronic medical record (EMR), the pre-implementation phase was in 2020, and post-implementation was in 2021. The primary outcome was to identify the number of AMS interventions through prospective audit and feedback review analysis. Secondary outcomes included antibiotic days of therapy (DOT), length of hospital stay (LOS), healthcare-associated Clostridioides difficile infection (CDI), and infection-related readmission.

Conclusions: The pharmacist-driven weekend AMS is an opportunity for pharmacists to intervene and optimize patients' care plans. This initiative demonstrated significant increased AMS-related interventions, promoted judicious antimicrobial use, and contributed to a reduced length of hospital stay. Our findings need to be replicated in a larger prospective study.

背景和目的:扩展药房抗菌药物管理周末服务是一项新实施的举措。我们试图评估在周末将一名经过传染病(ID)培训的临床药剂师纳入抗菌药物管理计划(AMS)的影响:有记录的干预次数为 451 次,涉及 362 名患者,而实施前为 115 次,涉及 108 名患者(p = 0.04),干预主要针对世界卫生组织 AWaRe 分类中的观察抗生素。据观察,住院时间有所缩短,实施后的中位数为 16 天(8-34 天),而实施前为 27.5 天(10-56 天)(p = 0.001)。实施后的 DOT 中位数增至 8 天(6-11 天),而实施前为 7 天(4-11 天)(p ≤ 0.001)。最后,在医源性 CDI 和感染相关再入院方面没有观察到明显差异:这是一项回顾性的单中心、前-后准实验研究。从电子病历(EMR)中收集了包括药剂师干预记录在内的数据,实施前阶段为 2020 年,实施后阶段为 2021 年。主要结果是通过前瞻性审计和反馈审查分析确定 AMS 干预的数量。次要结果包括抗生素治疗天数(DOT)、住院时间(LOS)、医源性艰难梭菌感染(CDI)和感染相关再入院率:药剂师主导的周末 AMS 为药剂师提供了干预和优化患者护理计划的机会。这一举措显著增加了 AMS 相关干预措施,促进了抗菌药物的合理使用,并有助于缩短住院时间。我们的研究结果需要在更大规模的前瞻性研究中得到验证。
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引用次数: 0
Development of a High-Resolution Melting Method for the Detection of Clarithromycin-Resistant Helicobacter pylori in the Gastric Microbiome. 开发用于检测胃微生物组中耐克拉霉素幽门螺旋杆菌的高分辨率熔融法
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-16 DOI: 10.3390/antibiotics13100975
Zupeng Kuang, Huishu Huang, Ling Chen, Yanyan Shang, Shixuan Huang, Jun Liu, Jianhui Chen, Xinqiang Xie, Moutong Chen, Lei Wu, He Gao, Hui Zhao, Ying Li, Qingping Wu

Background: The issue of Helicobacter pylori (H. pylori) resistance to clarithromycin (CLR) has consistently posed challenges for clinical treatment. Hence, a rapid susceptibility testing (AST) method urgently needs to be developed. Methods: In the present study, 35 isolates of H. pylori were isolated from 203 gastritis patients of the Guangzhou cohort, and the antimicrobial resistance phenotypes were associated with their genomes to analyze the relevant mutations. Based on these mutations, a rapid detection system utilizing high-resolution melting (HRM) curve analysis was designed and verified by the Shenzhen cohort, which consisted of 38 H. pylori strains. Results: Genomic analysis identified the mutation of the 2143 allele from A to G (A2143G) of 23S rRNA as the most relevant mutation with CLR resistance (p < 0.01). In the HRM system, the wild-type H. pylori showed a melting temperature (Tm) of 79.28 ± 0.01 °C, while the mutant type exhibited a Tm of 79.96 ± 0.01 °C. These differences enabled a rapid distinction between two types of H. pylori (p < 0.01). Verification examinations showed that this system could detect target DNA as low as 0.005 ng/μL in samples without being affected by other gastric microorganisms. The method also showed a good performance in the Shenzhen validation cohort, with 81.58% accuracy, and 100% specificity. Conclusions: We have developed an HRM system that can accurately and quickly detect CLR resistance in H. pylori. This method can be directly used for the detection of gastric microbiota samples and provides a new benchmark for the simple detection of H. pylori resistance.

背景:幽门螺旋杆菌(H. pylori)对克拉霉素(CLR)的耐药性问题一直给临床治疗带来挑战。因此,急需开发一种快速药敏试验(AST)方法。方法:本研究从广州 203 例胃炎患者中分离出 35 株幽门螺杆菌,并将其抗菌药耐药表型与基因组相关联,分析相关突变。根据这些突变,设计了一套利用高分辨率熔解(HRM)曲线分析的快速检测系统,并在由38株幽门螺杆菌组成的深圳队列中进行了验证。结果基因组分析发现,23S rRNA 的 2143 等位基因从 A 到 G 的突变(A2143G)是与 CLR 耐药性最相关的突变(p < 0.01)。在 HRM 系统中,野生型幽门螺杆菌的熔化温度(Tm)为 79.28 ± 0.01 °C,而突变型的熔化温度(Tm)为 79.96 ± 0.01 °C。这些差异能够快速区分两种类型的幽门螺杆菌(p < 0.01)。验证检验表明,该系统可以检测样本中低至 0.005 ng/μL 的目标 DNA,而不受其他胃微生物的影响。该方法在深圳验证队列中也表现良好,准确率为 81.58%,特异性为 100%。结论我们开发了一种 HRM 系统,可以准确、快速地检测幽门螺杆菌对 CLR 的耐药性。该方法可直接用于胃微生物群样本的检测,为幽门螺杆菌耐药性的简单检测提供了新的基准。
{"title":"Development of a High-Resolution Melting Method for the Detection of Clarithromycin-Resistant <i>Helicobacter pylori</i> in the Gastric Microbiome.","authors":"Zupeng Kuang, Huishu Huang, Ling Chen, Yanyan Shang, Shixuan Huang, Jun Liu, Jianhui Chen, Xinqiang Xie, Moutong Chen, Lei Wu, He Gao, Hui Zhao, Ying Li, Qingping Wu","doi":"10.3390/antibiotics13100975","DOIUrl":"https://doi.org/10.3390/antibiotics13100975","url":null,"abstract":"<p><p><b>Background:</b> The issue of <i>Helicobacter pylori</i> (<i>H. pylori</i>) resistance to clarithromycin (CLR) has consistently posed challenges for clinical treatment. Hence, a rapid susceptibility testing (AST) method urgently needs to be developed. <b>Methods:</b> In the present study, 35 isolates of <i>H. pylori</i> were isolated from 203 gastritis patients of the Guangzhou cohort, and the antimicrobial resistance phenotypes were associated with their genomes to analyze the relevant mutations. Based on these mutations, a rapid detection system utilizing high-resolution melting (HRM) curve analysis was designed and verified by the Shenzhen cohort, which consisted of 38 <i>H. pylori</i> strains. <b>Results:</b> Genomic analysis identified the mutation of the 2143 allele from A to G (A2143G) of <i>23S rRNA</i> as the most relevant mutation with CLR resistance (<i>p</i> < 0.01). In the HRM system, the wild-type <i>H. pylori</i> showed a melting temperature (Tm) of 79.28 ± 0.01 °C, while the mutant type exhibited a Tm of 79.96 ± 0.01 °C. These differences enabled a rapid distinction between two types of <i>H. pylori</i> (<i>p</i> < 0.01). Verification examinations showed that this system could detect target DNA as low as 0.005 ng/μL in samples without being affected by other gastric microorganisms. The method also showed a good performance in the Shenzhen validation cohort, with 81.58% accuracy, and 100% specificity. <b>Conclusions:</b> We have developed an HRM system that can accurately and quickly detect CLR resistance in <i>H. pylori</i>. This method can be directly used for the detection of gastric microbiota samples and provides a new benchmark for the simple detection of <i>H. pylori</i> resistance.</p>","PeriodicalId":54246,"journal":{"name":"Antibiotics-Basel","volume":"13 10","pages":""},"PeriodicalIF":4.3,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11505316/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142512880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Guanethidine Restores Tetracycline Sensitivity in Multidrug-Resistant Escherichia coli Carrying tetA Gene. 胍基恢复携带 tetA 基因的耐多药大肠杆菌对四环素的敏感性
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-15 DOI: 10.3390/antibiotics13100973
Xiaoou Zhao, Mengna Zhang, Zhendu Zhang, Lei Wang, Yu Wang, Lizai Liu, Duojia Wang, Xin Zhang, Luobing Zhao, Yunhui Zhao, Xiangshu Jin, Xiaoxiao Liu, Hongxia Ma

The worrying issue of antibiotic resistance in pathogenic bacteria is aggravated by the scarcity of novel therapeutic agents. Antibiotic adjuvants offer a promising solution due to their cost-effectiveness and high efficacy in addressing this issue, such as the β-lactamase inhibitor sulbactam (a β-lactam adjuvant) and the dihydrofolate reductase inhibitor trimethoprim (a sulfonamide adjuvant). This study aimed to discover potential adjuvants for tetracyclines from a list of previously approved drugs to restore susceptibility to Escherichia coli carrying the tetA gene. We have screened guanethidine, a compound from the Chinese pharmacopoeia, which effectively potentiates the activity of tetracyclines by reversing resistance in tetA-positive Escherichia coli, enhancing its antibacterial potency, and retarding the development of resistance. Guanethidine functions via the inhibition of the TetA efflux pump, thereby increasing the intracellular concentration of tetracyclines. Our findings suggest that guanethidine holds promise as an antibiotic adjuvant.

病原菌的抗生素耐药性问题令人担忧,而新型治疗药物的匮乏又加剧了这一问题。抗生素佐剂在解决这一问题方面具有成本效益和高效性,因此是一种很有前景的解决方案,如β-内酰胺酶抑制剂舒巴坦(β-内酰胺类佐剂)和二氢叶酸还原酶抑制剂三甲氧苄啶(磺胺类佐剂)。本研究旨在从以前批准的药物清单中发现四环素类药物的潜在佐剂,以恢复携带 tetA 基因的大肠杆菌对四环素类药物的敏感性。我们从中国药典中筛选出一种化合物胍乙啶,它能有效增强四环素类药物的活性,逆转 tetA 阳性大肠杆菌的抗药性,增强其抗菌效力,延缓抗药性的产生。胍乙啶通过抑制 TetA 外排泵发挥作用,从而提高四环素类药物的细胞内浓度。我们的研究结果表明,胍乙啶有望成为一种抗生素辅助剂。
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引用次数: 0
The Opportunistic Pathogen Staphylococcus warneri: Virulence and Antibiotic Resistance, Clinical Features, Association with Orthopedic Implants and Other Medical Devices, and a Glance at Industrial Applications. 机会性病原体华氏葡萄球菌:毒性和抗生素耐药性、临床特征、与骨科植入物和其他医疗器械的关系以及工业应用一瞥。
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-15 DOI: 10.3390/antibiotics13100972
Stefano Ravaioli, Andrea De Donno, Giulia Bottau, Davide Campoccia, Alessandra Maso, Paolo Dolzani, Paulraj Balaji, Francesco Pegreffi, Maria Daglia, Carla Renata Arciola

In recent decades, the risk of developing opportunistic infections has increased in parallel with the ever-increasing number of people suffering from chronic immunosuppressive diseases or undergoing prosthetic surgery. Staphylococcus warneri is a Gram-positive and coagulase-negative bacterium. Usually found as a component of the healthy human and animal microbiota of the skin and mucosae, it can take on the role of an opportunistic pathogen capable of causing a variety of infections, ranging from mild to life-threatening, not only in immunocompromised patients but even, although rarely, in healthy people. Here, in addition to a concise discussion of the identification and distinguishing features of S. warneri compared to other staphylococcal species, a systematic overview of the findings from case reports and clinical studies is provided. The paper highlights the virulence and antibiotic resistance profiles of S. warneri, the different clinical contexts in which it has proven to be a serious pathogen, emphasizing its ability to colonize artificial prosthetic materials and its tropism for musculoskeletal and cardiovascular tissues. Some original data on orthopedic implant infections by S. warneri complement the discussion. Finally, from a different perspective, the paper addresses the possibilities of industrial exploitation of this bacterium.

近几十年来,随着患有慢性免疫抑制疾病或接受假体手术的人数不断增加,发生机会性感染的风险也随之增加。华氏葡萄球菌是一种革兰氏阳性和凝固酶阴性细菌。它通常是健康人和动物皮肤及粘膜微生物群的一个组成部分,但也可能成为机会性病原体,不仅在免疫力低下的病人中,甚至在健康人中(虽然很少见),都能引起各种感染,从轻微感染到危及生命的感染不等。本文除了简明扼要地讨论了沃纳里葡萄球菌与其他葡萄球菌的识别和鉴别特征外,还系统地概述了病例报告和临床研究的结果。本文重点介绍了华奈氏葡萄球菌的毒力和抗生素耐药性特征,以及它被证明是一种严重病原体的不同临床环境,强调了它在人工假体材料中的定植能力及其对肌肉骨骼和心血管组织的趋性。关于华纳菌感染骨科植入物的一些原始数据对讨论进行了补充。最后,本文从另一个角度探讨了工业利用这种细菌的可能性。
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引用次数: 0
Identifying Potential Natural Antibiotics from Unani Formulas through Machine Learning Approaches. 通过机器学习方法从尤那尼配方中识别潜在的天然抗生素
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-14 DOI: 10.3390/antibiotics13100971
Ahmad Kamal Nasution, Muhammad Alqaaf, Rumman Mahfujul Islam, Sony Hartono Wijaya, Naoaki Ono, Shigehiko Kanaya, Md Altaf-Ul-Amin

The Unani Tibb is a medical system of Greek descent that has undergone substantial dissemination since the 11th century and is currently prevalent in modern South and Central Asia, particularly in primary health care. The ingredients of Unani herbal medicines are primarily derived from plants. Our research aimed to address the pressing issues of antibiotic resistance, multi-drug resistance, and the emergence of superbugs by examining the molecular-level effects of Unani ingredients as potential new natural antibiotic candidates. We utilized a machine learning approach to tackle these challenges, employing decision trees, kernels, neural networks, and probability-based methods. We used 12 machine learning algorithms and several techniques for preprocessing data, such as Synthetic Minority Over-sampling Technique (SMOTE), Feature Selection, and Principal Component Analysis (PCA). To ensure that our model was optimal, we conducted grid-search tuning to tune all the hyperparameters of the machine learning models. The application of Multi-Layer Perceptron (MLP) with SMOTE pre-processing techniques resulted in an impressive accuracy precision and recall values. This analysis identified 20 important metabolites as essential components of the formula, which we predicted as natural antibiotics. In the final stage of our investigation, we verified our prediction by conducting a literature search for journal validation or by analyzing the structural similarity with known antibiotics using asymmetric similarity.

乌纳尼提卜是一种源于希腊的医疗体系,自 11 世纪以来经历了大量的传播,目前在现代南亚和中亚地区,尤其是在初级保健领域非常盛行。乌纳尼草药的成分主要来自植物。我们的研究旨在通过研究作为潜在天然抗生素新候选成分的乌纳尼成分的分子水平效应,解决抗生素耐药性、多重耐药性和超级细菌出现等紧迫问题。我们利用机器学习方法来应对这些挑战,采用了决策树、核、神经网络和基于概率的方法。我们使用了 12 种机器学习算法和多种数据预处理技术,如合成少数群体过度采样技术(SMOTE)、特征选择和主成分分析(PCA)。为确保我们的模型达到最佳状态,我们对机器学习模型的所有超参数进行了网格搜索调整。多层感知器(MLP)与 SMOTE 预处理技术的应用产生了令人印象深刻的精确度和召回值。这项分析确定了 20 种重要的代谢物作为配方的基本成分,我们预测这些代谢物为天然抗生素。在研究的最后阶段,我们通过文献检索进行期刊验证,或利用不对称相似性分析与已知抗生素的结构相似性,来验证我们的预测。
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引用次数: 0
A Machine Learning Approach to Determine Risk Factors for Respiratory Bacterial/Fungal Coinfection in Critically Ill Patients with Influenza and SARS-CoV-2 Infection: A Spanish Perspective. 用机器学习方法确定流感和 SARS-CoV-2 感染重症患者呼吸道细菌/真菌合并感染的风险因素:西班牙视角。
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-14 DOI: 10.3390/antibiotics13100968
Alejandro Rodríguez, Josep Gómez, Ignacio Martín-Loeches, Laura Claverias, Emili Díaz, Rafael Zaragoza, Marcio Borges-Sa, Frederic Gómez-Bertomeu, Álvaro Franquet, Sandra Trefler, Carlos González Garzón, Lissett Cortés, Florencia Alés, Susana Sancho, Jordi Solé-Violán, Ángel Estella, Julen Berrueta, Alejandro García-Martínez, Borja Suberviola, Juan J Guardiola, María Bodí

Background: Bacterial/fungal coinfections (COIs) are associated with antibiotic overuse, poor outcomes such as prolonged ICU stay, and increased mortality. Our aim was to develop machine learning-based predictive models to identify respiratory bacterial or fungal coinfections upon ICU admission. Methods: We conducted a secondary analysis of two prospective multicenter cohort studies with confirmed influenza A (H1N1)pdm09 and COVID-19. Multiple logistic regression (MLR) and random forest (RF) were used to identify factors associated with BFC in the overall population and in each subgroup (influenza and COVID-19). The performance of these models was assessed by the area under the ROC curve (AUC) and out-of-bag (OOB) methods for MLR and RF, respectively. Results: Of the 8902 patients, 41.6% had influenza and 58.4% had SARS-CoV-2 infection. The median age was 60 years, 66% were male, and the crude ICU mortality was 25%. BFC was observed in 14.2% of patients. Overall, the predictive models showed modest performances, with an AUC of 0.68 (MLR) and OOB 36.9% (RF). Specific models did not show improved performance. However, age, procalcitonin, CRP, APACHE II, SOFA, and shock were factors associated with BFC in most models. Conclusions: Machine learning models do not adequately predict the presence of co-infection in critically ill patients with pandemic virus infection. However, the presence of factors such as advanced age, elevated procalcitonin or CPR, and high severity of illness should alert clinicians to the need to rule out this complication on admission to the ICU.

背景:细菌/真菌并发感染(COIs)与抗生素过度使用、不良预后(如延长重症监护室住院时间)和死亡率增加有关。我们的目的是开发基于机器学习的预测模型,以识别入住 ICU 时的呼吸道细菌或真菌合并感染。方法:我们对两项前瞻性多中心队列研究进行了二次分析,这两项研究分别确诊了甲型 H1N1 流行性感冒 (H1N1)pdm09 和 COVID-19。采用多元逻辑回归(MLR)和随机森林(RF)来确定总体人群和各亚组(流感和 COVID-19)中与 BFC 相关的因素。这些模型的性能分别通过 MLR 和 RF 的 ROC 曲线下面积 (AUC) 和袋外面积 (OOB) 方法进行评估。结果:在 8902 名患者中,41.6% 感染了流感,58.4% 感染了 SARS-CoV-2。中位年龄为 60 岁,66% 为男性,重症监护病房的粗死亡率为 25%。14.2%的患者出现 BFC。总体而言,预测模型表现一般,AUC 为 0.68(MLR),OOB 为 36.9%(RF)。特定模型的性能没有提高。不过,在大多数模型中,年龄、降钙素原、CRP、APACHE II、SOFA 和休克都是与 BFC 相关的因素。结论机器学习模型不能充分预测感染大流行病毒的重症患者是否合并感染。但是,高龄、降钙素原或心肺复苏率升高、病情严重等因素的存在应提醒临床医生在入住重症监护室时需要排除这种并发症。
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引用次数: 0
Three Days of Oral Azithromycin Versus Five Days of Oral Clarithromycin in the Treatment of Campylobacter Enterocolitis in Children: A Prospective Study. 口服阿奇霉素三天与口服克拉霉素五天治疗儿童弯曲杆菌肠炎的对比:一项前瞻性研究。
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-14 DOI: 10.3390/antibiotics13100969
Hyun Mi Kang, Yoon Kyung Cho, Ye Ji Kim, Dae Chul Jeong, In Hyuk Yoo

Objective: This study aimed to compare the efficacy and tolerability of azithromycin and clarithromycin in pediatric Campylobacter enterocolitis.

Methods: A prospective, randomized, controlled trial was conducted at a single center. Patients with confirmed Campylobacter enterocolitis were randomly assigned to receive either a 3-day course of azithromycin or a 5-day course of clarithromycin. Symptoms were monitored daily, and changes in laboratory markers (WBC counts, CRP levels, and stool calprotectin) were compared.

Results: A total of 29 pediatric patients were included, with 14 patients in the azithromycin group and 15 patients in the clarithromycin group. The median age of patients in the azithromycin group was 10.0 years (interquartile range [IQR]: 5.0-13.0), and in the clarithromycin group, the median age was 9.0 years (IQR: 7.0-13.0) (p = 0.793). The median time to clinical resolution was 3.0 days (IQR: 2.0-3.0) in the azithromycin group and 2.0 days (IQR: 2.0-3.0) in the clarithromycin group (p = 0.132). There were no significant differences in the duration of individual symptoms, including fever, vomiting, and abdominal pain. The length of hospital stay was also similar, with a median stay of 4 days (IQR: 3.0-5.0) in both groups (p = 0.394). Both antibiotics were well-tolerated, with no significant adverse events or treatment discontinuation reported.

Conclusions: Clarithromycin was found to be as effective as azithromycin in treating pediatric Campylobacter enterocolitis, with similar clinical outcomes and improvements in laboratory markers.

研究目的本研究旨在比较阿奇霉素和克拉霉素对小儿弯曲菌性小肠结肠炎的疗效和耐受性:方法:在一个中心进行了一项前瞻性随机对照试验。确诊为弯曲杆菌肠炎的患者被随机分配到接受为期 3 天的阿奇霉素疗程或为期 5 天的克拉霉素疗程。每天监测症状,比较实验室指标(白细胞计数、CRP水平和粪便钙蛋白)的变化:结果:共纳入29名儿童患者,其中阿奇霉素组14名,克拉霉素组15名。阿奇霉素组患者的中位年龄为 10.0 岁(四分位间距 [IQR]:5.0-13.0),克拉霉素组患者的中位年龄为 9.0 岁(四分位间距 [IQR]:7.0-13.0)(P = 0.793)。阿奇霉素组临床症状缓解的中位时间为 3.0 天(IQR:2.0-3.0),克拉霉素组为 2.0 天(IQR:2.0-3.0)(p = 0.132)。发热、呕吐和腹痛等个别症状的持续时间没有明显差异。两组患者的住院时间也相似,中位住院时间均为 4 天(IQR:3.0-5.0)(p = 0.394)。两种抗生素的耐受性都很好,没有明显的不良反应或中断治疗的报告:结论:克拉霉素与阿奇霉素治疗小儿弯曲菌性肠炎的疗效相同,临床结果和实验室指标改善情况相似。
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引用次数: 0
Enhancing Stability and Investigating Target Attainment of Benzylpenicillin in Outpatient Parenteral Antimicrobial Therapy: Insights from In Vitro and In Vivo Evaluations. 提高苄青霉素在门诊外用抗菌药物治疗中的稳定性并研究其目标实现情况:体外和体内评估的启示。
IF 4.3 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2024-10-14 DOI: 10.3390/antibiotics13100970
Katharina M Rentsch, Nina Khanna, Delia Halbeisen, Michael Osthoff

Background/Objective: Narrow-spectrum beta-lactam antibiotics such as benzylpenicillin and flucloxacillin are increasingly used in outpatient parenteral antimicrobial therapy (OPAT) programs to mitigate the adverse effects associated with broad-spectrum antibiotics. These beta-lactams require continuous administration via portable infusion devices during OPAT. However, the use of benzylpenicillin in OPAT requires special consideration because of its limited stability at elevated temperatures. Methods: We tested the benzylpenicillin stability, pH, and degradation of products in elastomeric pumps at different concentrations in saline and in buffered solution containing sodium citrate during a prolonged storage and at high temperatures (seven days at 2-8 °C followed by 24 h at 37 °C). Additionally, drug concentrations during intermittent bolus infusion and during OPAT were determined in five patients. The concentrations and degradation products of benzylpenicillin were measured using liquid chromatography mass spectrometry (LC-MS/MS). Results: Unbuffered benzylpenicillin solutions that were already degraded during refrigerator storage and analyte concentration were not measurable after 8 days. The stability of the buffered solutions was acceptable at all three of the tested concentrations (97.6 ± 1.3%, 96.3 ± 0.8%, and 94.9 ± 1.1% for 10 Mio IU, 20 Mio IU, and 40 Mio IU of benzylpenicillin). The stability was influenced by benzylpenicillin concentration, and several breakdown products were identified. Benzylpenicillin concentrations were measured in five patients during OPAT and ranged from 7.2 to 60 mg/L. Conclusions: Benzylpenicillin buffered with sodium citrate is a safe and convenient option for use in continuous infusions during OPAT and should be favored over broad-spectrum antibiotics. Therapeutic drug monitoring data indicate sufficient to high plasma levels when patients received benzylpenicillin as continuous infusions.

背景/目的:窄谱β-内酰胺类抗生素(如苄青霉素和氟氯西林)越来越多地用于门诊肠外抗菌治疗(OPAT)项目,以减轻广谱抗生素带来的不良反应。这些β-内酰胺类药物需要在 OPAT 期间通过便携式输液装置持续给药。然而,由于苄青霉素在高温下的稳定性有限,因此在 OPAT 中使用苄青霉素需要特别考虑。方法:我们测试了不同浓度的苄青霉素在生理盐水和含柠檬酸钠的缓冲溶液中长时间储存和高温下(2-8 ° C 下七天,37 ° C 下 24 小时)在弹性泵中的稳定性、pH 值和产品降解情况。此外,还测定了五名患者在间歇性栓剂输注和 OPAT 期间的药物浓度。使用液相色谱质谱法(LC-MS/MS)测定了苄星青霉素的浓度和降解产物。结果显示未经缓冲的苄星青霉素溶液在冰箱储存期间已经降解,8 天后无法测量分析物浓度。在所有三种测试浓度下,缓冲溶液的稳定性均可接受(10 兆 IU、20 兆 IU 和 40 兆 IU 苄星青霉素的稳定性分别为 97.6 ± 1.3%、96.3 ± 0.8%和 94.9 ± 1.1%)。稳定性受苄青霉素浓度的影响,并发现了几种分解产物。在 OPAT 期间,对五名患者的苄青霉素浓度进行了测量,其范围为 7.2 至 60 毫克/升。结论枸橼酸钠缓冲苄青霉素是一种安全、方便的选择,可用于 OPAT 期间的连续输注,应优先于广谱抗生素。治疗药物监测数据显示,患者在连续输注苄星青霉素时,血浆中的苄星青霉素含量足够高。
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引用次数: 0
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Antibiotics-Basel
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