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Adaptation of Escherichia coli to ciprofloxacin and enrofloxacin: Differential proteomics of the SOS response and RecA-independent mechanisms. 大肠杆菌对环丙沙星和恩诺沙星的适应:SOS反应的差异蛋白质组学和不依赖reca的机制
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-30 DOI: 10.1016/j.ijantimicag.2024.107420
Lisa Teichmann, Raymond Pasman, Sam Luitwieler, Chiara Varriale, Johan Bengtsson-Palme, Benno Ter Kuile

Objective: Antibiotic resistance is a growing global healthcare challenge, treatment of bacterial infections with fluoroquinolones being no exception. These antibiotics can induce genetic instability through several mechanisms, one of the most significant being the activation of the SOS response. During exposure to sublethal concentration, this stress response increases mutation rates, accelerating resistance evolution.

Methods: To explore the role of the SOS response in fluoroquinolone adaptation, we induced de novo resistance by exposure to step-wise increasing concentrations Escherichia coli wild-type (MG1655) and a ΔrecA mutant strain, which is deficient in SOS activation. Both strains were exposed to stepwise increasing concentrations of ciprofloxacin and enrofloxacin - two fluoroquinolones that differ only by a single methyl group.

Results: Development of resistance against both fluoroquinolones was severely hampered in the ΔrecA mutant. While these antibiotics are often assumed to elicit similar cellular responses, our data revealed distinct genomic and adaptive differences. Building on these findings, we performed a comparative proteomics analysis to investigate how E. coli adapts to ciprofloxacin and enrofloxacin at the protein level.

Conclusions: The results demonstrate that the slight structural variation between ciprofloxacin and enrofloxacin leads to unique proteomic adaptations. These findings suggest that even subtle chemical differences can lead to distinct adaptive trajectories and illustrate the flexibility of cellular stress responses.

抗生素耐药性是一个日益严重的全球卫生保健挑战,用氟喹诺酮类药物治疗细菌感染也不例外。这些抗生素可以通过几种机制诱导遗传不稳定,其中最重要的是SOS反应的激活。在暴露于亚致死浓度时,这种应激反应增加了突变率,加速了抗性的进化。为了探索SOS应答在氟喹诺酮类药物适应中的作用,我们通过暴露于逐步增加浓度的野生型大肠杆菌(MG1655)和缺乏SOS激活的ΔrecA突变菌株,诱导其重新产生耐药性。这两种菌株都暴露于环丙沙星和恩诺沙星浓度逐步增加的环境中,这两种氟喹诺酮类药物只相差一个甲基。对这两种氟喹诺酮类药物的耐药性在ΔrecA突变体中严重受阻。虽然这些抗生素通常被认为会引起类似的细胞反应,但我们的数据显示了不同的基因组和适应性差异。基于这些发现,我们进行了比较蛋白质组学分析,以研究大肠杆菌如何在蛋白质水平上适应环丙沙星和恩诺沙星。结果表明,环丙沙星和恩诺沙星之间的轻微结构差异导致了独特的蛋白质组适应。这些发现表明,即使是细微的化学差异也可以导致不同的适应轨迹,并说明细胞应激反应的灵活性。
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引用次数: 0
MtrAB two-component system is crucial for the intrinsic resistance and virulence of Mycobacterium abscessus. MtrAB双组分系统对脓肿分枝杆菌的内在耐药性和毒力至关重要。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2025-01-04 DOI: 10.1016/j.ijantimicag.2024.107442
Jingran Zhang, Yanan Ju, Lijie Li, H M Adnan Hameed, Buhari Yusuf, Yamin Gao, Cuiting Fang, Xirong Tian, Jie Ding, Wanli Ma, Xinwen Chen, Shuai Wang, Tianyu Zhang

Mycobacterium abscessus (Mab) poses serious therapeutic challenges, largely due to its intrinsic resistance to many antibiotics. The development of targeted therapeutic strategies necessitates the identification of bacterial factors that contribute to its reduced susceptibility to antibiotics and/or to the killing by its host cells. In this study, we discovered that Mab strains with disrupted mtrA, mtrB or both, or a gene-edited mtrA encoding MtrA with Tyr102Cys mutation, exhibited highly increased sensitivity to various drugs compared to the wild-type Mab. In a murine model, three antibiotics inactive against the wild-type Mab demonstrated efficacy against the mtrA and mtrB knockout strains, significantly reducing pulmonary bacterial burdens compared to untreated controls. Notably, the virulence of all the mtrA, mtrB and mtrAB knockout mutants was highly diminished, evidenced by a reduced bacterial load in mouse lungs, undetectable level in spleens, and defective growth in macrophage RAW264.7. Morphological analysis revealed elongated cell length and multiple septa in knockout strains, suggesting both MtrA and MtrB regulate cell division of Mab. Furthermore, the absence of mtrA, mtrB or both significantly increased cell envelope permeability and reduced biofilm formation. Transcriptome sequencing showed altered expression levels of multiple genes related to plasma membrane, fatty acid metabolism and biosynthesis pathways in wild-type Mab and mtrA knockout strain. In summary, this study suggests that MtrA and MtrB play a crucial role in the intrinsic resistance and virulence of Mab by affecting cell division and altering cell permeability. Consequently, MtrA and MtrB represent promising targets for the discovery of anti-Mab drugs.

脓肿分枝杆菌(Mab)带来了严重的治疗挑战,主要是由于其对许多抗生素的内在耐药性。靶向治疗策略的发展需要确定有助于降低其对抗生素和/或被宿主细胞杀死的敏感性的细菌因素。在这项研究中,我们发现,与野生型单抗相比,mtrA中断、mtrB或两者兼有,或基因编辑的mtrA编码Tyr102Cys突变的mtrA的单抗菌株对各种药物的敏感性都大大增加。在小鼠模型中,三种对野生型单抗无活性的抗生素显示出对mtrA和mtrB敲除菌株的有效性,与未治疗的对照组相比,显著减少了肺部细菌负荷。值得注意的是,所有mtrA、mtrB和mtrAB敲除突变体的毒力都大大降低,小鼠肺部细菌载量减少,脾脏细菌含量未检测到,巨噬细胞RAW264.7生长缺陷。形态学分析显示,敲除菌株的细胞长度变长,细胞间隔多,表明MtrA和MtrB都能调节Mab的细胞分裂。此外,缺乏mtrA、mtrB或两者都显著增加了细胞包膜的通透性,减少了生物膜的形成。转录组测序显示,野生型单抗和mtrA敲除菌株中与质膜、脂肪酸代谢和生物合成途径相关的多个基因表达水平发生改变。综上所述,本研究表明MtrA和MtrB通过影响细胞分裂和改变细胞通透性,在Mab的内在抗性和毒力中起着至关重要的作用。因此,MtrA和MtrB是发现抗单抗药物的有希望的靶点。
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引用次数: 0
Global burden of antimicrobial resistance in lower respiratory infections in 2021: A systematic analysis. 2021年全球下呼吸道感染抗微生物药物耐药性负担:系统分析。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-27 DOI: 10.1016/j.ijantimicag.2024.107431
Xingyu Wan, Run Miao, Ning Zhang, Wei Huang, Zhengyang Wu, Haiwei Wang, Yang Yang, Yinyin Xie, Yinan Du

Objectives: The research aimed to provide a worldwide evaluation of antimicrobial resistance (AMR), focusing specifically on AMR related to lower respiratory infections (LRI).

Methods: The data were derived from the Global Antimicrobial Resistance Burden 2021 (GARB 2021). Two counterfactuals were utilized to estimate the deaths attributable to AMR and the deaths associated with AMR. The primary estimation process involved various statistical methodologies, including polynomial estimation and ensemble spatiotemporal Gaussian regression models. Using the DisMod-MR 2.1 modeling framework, the incidence and prevalence of LRI were estimated, the mortality rates were subsequently calculated, and stratified by pathogens, regions, and age groups. In addition, these indexes were identified and visualized to present global burden of AMR.

Results: In 2021, there were 20.89 (95% uncertain interval: 18.27-23.50) deaths per 100 000 individuals associated with AMR in LRI, and 5.05 (95% UI: 4.29-5.51) deaths per 100 000 individuals attributable to AMR in LRI. Trimethoprim-sulfamethoxazole-resistant S. pneumoniae exhibited the highest mortality rate of 5.15 (95% UI: 3.96- 6.34) deaths per 100 000 individuals associated with AMR, while Carbapenem -resistant S. pneumoniae exhibited the highest mortality rate of 0.66 (95% UI: 0.45-0.86) deaths per 100 000 individuals attributable to AMR. S. pneumoniae exhibited the greatest burden of AMR, followed by S. aureus. Central Sub-Saharan Africa had the highest AMR burden, with mortality rates of 73.75 (95% UI: 56.61-90.89) deaths per 100 000 individuals associated with AMR and 17.73 (95% UI: 12.71-2.74) deaths per 100 000 individuals attributable to AMR, followed by Eastern Sub-Saharan Africa and Western Sub-Saharan Africa. The individuals aged under 5 and over 65 years exhibited high prevalence of antibiotic resistance especially to Carbapenems, Methicillin, and Fluoroquinolones.

Conclusion: AMR in the LRI is still a pressing global health issue, particularly in developing countries and neonatal age groups. Global interventions need to be taken to reduce the prevalence of AMR.

目的:本研究旨在对全球范围内的抗生素耐药性(AMR)进行评估,重点关注与下呼吸道感染(LRI)相关的抗生素耐药性(AMR)。方法:数据来源于全球抗微生物药物耐药性负担2021 (GARB 2021)。利用两个反事实来估计抗菌素耐药性导致的死亡和与抗菌素耐药性相关的死亡。初步估计过程涉及多种统计方法,包括多项式估计和集合时空高斯回归模型。使用dismod - mr2.1建模框架,估计LRI的发病率和患病率,随后计算死亡率,并按病原体、地区和年龄组分层。此外,对这些指标进行了识别和可视化,以显示AMR的全球负担。结果:2021年,每10万人中有20.89人(95%不确定区间:18.27-23.50)死于LRI的AMR,每10万人中有5.05人(95%不确定区间:4.29-5.51)死于LRI的AMR。甲氧苄啶-磺胺甲恶唑耐药肺炎链球菌的死亡率最高,为5.15 (95% UI: 3.96 ~ 6.34) / 10万例,而碳青霉烯耐药肺炎链球菌的死亡率最高,为0.66 (95% UI: 0.45 ~ 0.86) / 10万例。造成AMR负担最大的是肺炎链球菌,其次是金黄色葡萄球菌。撒哈拉以南非洲中部的抗菌素耐药性负担最高,与抗菌素耐药性相关的死亡率为每10万人73.75人(95% UI: 56.61-90.89),与抗菌素耐药性相关的死亡率为每10万人17.73人(95% UI: 12.71-22.74),其次是撒哈拉以南非洲东部和撒哈拉以南非洲西部。年龄在5岁以下和65岁以上的个体表现出较高的抗生素耐药性,特别是碳青霉烯类、甲氧西林和氟喹诺酮类药物。结论:LRI的抗菌素耐药性仍然是一个紧迫的全球卫生问题,特别是在发展中国家和新生儿年龄组。需要采取全球干预措施,以减少抗生素耐药性的流行。
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引用次数: 0
In vitro antimicrobial activity of six novel β-lactam and β-lactamase inhibitor combinations and cefiderocol against NDM-producing Enterobacterales in China. 6种新型β-内酰胺和β-内酰胺酶抑制剂组合及头孢地罗对产ndm肠杆菌的体外抗菌活性研究。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-11 DOI: 10.1016/j.ijantimicag.2024.107407
Xinmeng Liu, Ziyao Li, Feilong Zhang, Xinrui Yang, Zichen Lei, Chen Li, Yongli Wu, Jiankang Zhao, Yulin Zhang, Yanning Hu, FangFang Shen, Pingbang Wang, Junwen Yang, Yulei Liu, Huihui Shi, Binghuai Lu

Introduction: To date, the global prevalence of New Delhi metallo-β-lactamase (NDM) in carbapenem-resistant Enterobacterales (CRE) has been of concern, which is not inhibited by classical β-lactamase inhibitors (BLIs). In this study, we investigated the newly developed antimicrobial agents or inhibitors against NDM-producing Enterobacterales (NPEs).

Methods: The in vitro activities of cefiderocol, cefepime/taniborbactam, meropenem/taniborbactam, cefepime/zidebactam, meropenem/nacubactam, aztreonam/nacubactam and aztreonam/avibactam were analyzed in 204 NPE strains collected in China. The potential resistance mechanisms were identified by whole genome sequencing.

Results: Of 204 NPE strains, 18.1% (37/204) were resistant to cefiderocol, in which cirA deleterious alteration, PBP3 insertion and NDM production were taken as potential resistance mechanisms; 28.9% (59/204) were resistant to cefepime/zidebactam, involving K. pneumoniae with ompK35 deleterious alteration; 22.5% (46/204) were resistant to cefepime/taniborbactam, in which YRIN or YRIK inserted in PBP3 and altered ompC are more frequently detected in the resistant E. coli isolates; 27.9% (57/204) were resistant to meropenem/taniborbactam. Aztreonam/avibactam and aztreonam/nacubactam exhibited excellent activity against NPE. However, meropenem/nacubactam had the lowest activity, with only 49.0% (100/204) of all isolates having MICs of <4/4 mg/L.

Conclusions: Aztreonam/avibactam and aztreonam/nacubactam showed the highest activity against NPE. The potential resistance mechanisms of novel antimicrobial agents against NPE should be under active surveillance.

导言:迄今为止,耐碳青霉烯类肠杆菌(CRE)中新德里金属-β-内酰胺酶(NDM)在全球的流行一直备受关注,经典的β-内酰胺酶抑制剂(BLIs)无法抑制NDM。在这项研究中,我们调查了新开发的针对产NDM肠杆菌(NPEs)的抗菌剂或抑制剂:方法:分析了头孢克洛、头孢吡肟/他尼巴坦、美罗培南/他尼巴坦、头孢吡肟/齐德巴坦、美罗培南/那屈巴坦、阿曲南/那屈巴坦和阿曲南/阿维巴坦在中国收集的 204 株 NPE 菌株中的体外活性。通过全基因组测序确定了潜在的耐药机制:结果:在 204 株 NPE 菌株中,18.1%(37/204 株)对头孢克肟耐药,其中 cirA 缺失性改变、PBP3 插入和 NDM 产生被认为是潜在的耐药机制;28.9%(59/204 株)对头孢吡肟/齐德巴坦耐药,其中涉及到带有 ompK35dex 的肺炎双球菌。28.9%(59/204)对头孢吡肟/齐德巴坦产生耐药性,涉及肺炎双球菌的 ompK35 发生有害改变;22.5%(46/204)对头孢吡肟/他尼巴坦产生耐药性,耐药大肠杆菌分离物中较常检测到插入 PBP3 的 YRIN 或 YRIK 以及发生改变的 ompC;27.9%(57/204)对美罗培南/他尼巴坦产生耐药性。氨曲南/阿维巴坦和氨曲南/纳库巴坦对 NPE 具有极佳的活性。然而,美罗培南/纳库巴坦的活性最低,只有 49.0%(100/204)的分离菌株的 MIC 值达到结论水平:氨曲南/阿维菌素和氨曲南/纳库巴坦对 NPE 的活性最高。应积极监测新型抗菌药物对 NPE 的潜在耐药机制。
{"title":"In vitro antimicrobial activity of six novel β-lactam and β-lactamase inhibitor combinations and cefiderocol against NDM-producing Enterobacterales in China.","authors":"Xinmeng Liu, Ziyao Li, Feilong Zhang, Xinrui Yang, Zichen Lei, Chen Li, Yongli Wu, Jiankang Zhao, Yulin Zhang, Yanning Hu, FangFang Shen, Pingbang Wang, Junwen Yang, Yulei Liu, Huihui Shi, Binghuai Lu","doi":"10.1016/j.ijantimicag.2024.107407","DOIUrl":"10.1016/j.ijantimicag.2024.107407","url":null,"abstract":"<p><strong>Introduction: </strong>To date, the global prevalence of New Delhi metallo-β-lactamase (NDM) in carbapenem-resistant Enterobacterales (CRE) has been of concern, which is not inhibited by classical β-lactamase inhibitors (BLIs). In this study, we investigated the newly developed antimicrobial agents or inhibitors against NDM-producing Enterobacterales (NPEs).</p><p><strong>Methods: </strong>The in vitro activities of cefiderocol, cefepime/taniborbactam, meropenem/taniborbactam, cefepime/zidebactam, meropenem/nacubactam, aztreonam/nacubactam and aztreonam/avibactam were analyzed in 204 NPE strains collected in China. The potential resistance mechanisms were identified by whole genome sequencing.</p><p><strong>Results: </strong>Of 204 NPE strains, 18.1% (37/204) were resistant to cefiderocol, in which cirA deleterious alteration, PBP3 insertion and NDM production were taken as potential resistance mechanisms; 28.9% (59/204) were resistant to cefepime/zidebactam, involving K. pneumoniae with ompK35 deleterious alteration; 22.5% (46/204) were resistant to cefepime/taniborbactam, in which YRIN or YRIK inserted in PBP3 and altered ompC are more frequently detected in the resistant E. coli isolates; 27.9% (57/204) were resistant to meropenem/taniborbactam. Aztreonam/avibactam and aztreonam/nacubactam exhibited excellent activity against NPE. However, meropenem/nacubactam had the lowest activity, with only 49.0% (100/204) of all isolates having MICs of <4/4 mg/L.</p><p><strong>Conclusions: </strong>Aztreonam/avibactam and aztreonam/nacubactam showed the highest activity against NPE. The potential resistance mechanisms of novel antimicrobial agents against NPE should be under active surveillance.</p>","PeriodicalId":13818,"journal":{"name":"International Journal of Antimicrobial Agents","volume":" ","pages":"107407"},"PeriodicalIF":4.9,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142822073","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Individualized antimicrobial therapy using antibiotic combination testing and therapeutic drug monitoring to treat carbapenem-resistant Acintobacter baumannii infection. 应用抗生素联合检测和治疗药物监测个体化抗菌治疗耐碳青霉烯鲍曼不动杆菌感染。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-19 DOI: 10.1016/j.ijantimicag.2024.107410
Nathalie Grace Sy Chua, Kelvin Kau-Kiat Goh, Tze Peng Lim, Sarah Silin Tang, Winnie Lee, Candice Yuen Yue Chan, Andrea Layhoon Kwa

Treatment of multidrug resistant infections is challenging due to limited therapeutic options. To maximise treatment success of such infections, our infectious disease-trained pharmacists employ a two-pronged approach, using both in vitro antibiotic combination testing and therapeutic drug monitoring, to individualise antibiotic combination regimens for our patients, akin to precision medicine. This approach ensures that the most optimal antibiotic combination and dosing regimens are prescribed for our patients with multidrug resistant infection, to ensure adequate antibiotic exposure and maximal clinical efficacy. We describe the implementation of such 2-pronged approach in two of our patients infected with extensively drug-resistant Acinetobacter baumannii infections. Doses higher than manufacturer-approved regimens were administered. Both cases achieved treatment success with no adverse effects.

由于治疗选择有限,耐多药感染的治疗具有挑战性。为了最大限度地提高此类感染的治疗成功率,我们的传染病培训药剂师采用双管齐下的方法,使用体外抗生素组合测试和治疗药物监测,为我们的患者提供个性化的抗生素组合方案,类似于精准医学。这种方法确保为多重耐药感染患者开出最佳的抗生素组合和剂量方案,以确保充分的抗生素暴露和最大的临床疗效。我们描述了在我们的两名感染广泛耐药鲍曼不动杆菌感染的患者中实施这种双管齐下的方法。使用的剂量高于制造商批准的方案。两例均获得治疗成功,无不良反应。
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引用次数: 0
Aerosolized plus intravenous polymyxin B in comparison to intravenous polymyxin B alone for the management of HAP caused by carbapenem-resistant gram-negative bacteria: A prospective multicenter cohort study. 雾化加静脉注射多粘菌素B与单独静脉注射多粘菌素B治疗碳青霉烯耐药革兰氏阴性菌引起的HAP的比较:一项前瞻性多中心队列研究
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-30 DOI: 10.1016/j.ijantimicag.2024.107427
Jingjing Zhang, Linyun Du, Qindong Shi, Xinyu Li, Jianying Li, Enxia Dong, Hao Guo, Xiaoling Zhang, Yanli Hou, Xuting Jin, Jiamei Li, Xiaochuang Wang, Gang Wang

Objectives: This study aimed to evaluate the clinical effectiveness of combined aerosolized (AER) and intravenous (IV) polymyxin B in managing patients with hospital-acquired pneumonia (HAP) caused by carbapenem-resistant gram-negative organism (CRO).

Methods: This multicenter prospective cohort study was conducted across six intensive care units in municipal and above-municipal hospitals in Shaanxi, China, from January 1, 2021 to December 31, 2022. Patients with CRO pneumonia were categorized into the intravenous group (IV polymyxin B alone) and the combination group (AER plus IV polymyxin B). Primary outcomes included ICU mortality, 28-day mortality and bacterial clearance, while secondary outcomes included the duration of mechanical ventilation and length of ICU stay.

Results: A total of 64 patients were included in the study, with 29 receiving AER plus IV polymyxin B and 35 receiving IV polymyxin B alone. On the seventh day of treatment, the combination group showed a significant reduction in the APACHE II score (17.86 ± 5.03 vs. 19.17 ± 11.02, P = 0.041) and procalcitonin levels (1.27 ± 0.20 vs. 3.18 ± 0.69, P < 0.001) compared to the intravenous group. Additionally, the combination group exhibited a higher bacterial eradication rate (62.1% vs. 42.9%), lower ICU mortality (27.6% vs. 37.1%), shorter duration of mechanical ventilation (371.39 ± 68.97 h vs. 563.94 ± 100.25 h), and reduced ICU stay (34.41 ± 17.87 d vs. 35.03 ± 21.66 d), although the differences were not statistically significant.

Conclusions: In patients with CRO pneumonia, combination therapy resulted in significant reductions in APACHE II scores and procalcitonin, but did not lead to statistically significant improvements in clinical outcomes, compared to IV polymyxin B alone.

目的:本研究旨在评价雾化(AER)联合静脉注射(IV)多粘菌素B治疗碳青霉烯耐药革兰氏阴性菌(CRO)引起的医院获得性肺炎(HAP)的临床效果。方法:本多中心前瞻性队列研究于2021年1月1日至2022年12月31日在中国陕西省市级及市级以上医院的6个重症监护病房进行。CRO肺炎患者分为静脉注射组(单独静脉注射多粘菌素B)和联合注射组(AER加静脉注射多粘菌素B)。主要结局包括ICU死亡率、28天死亡率和细菌清除率,次要结局包括机械通气时间和ICU住院时间。结果:共纳入64例患者,其中AER联合静脉注射多粘菌素B 29例,单独静脉注射多粘菌素B 35例。治疗第7天,联合用药组APACHEⅱ评分(17.86±5.03比19.17±11.02,P = 0.041)和降钙素原水平(1.27±0.20比3.18±0.69,P < 0.001)较静脉注射组显著降低。此外,联合组细菌根除率更高(62.1%比42.9%),ICU死亡率更低(27.6%比37.1%),机械通气时间更短(371.39±68.97h比563.94±100.25h), ICU住院时间更短(34.41±17.87 d比35.03±21.66 d),但差异无统计学意义。结论:在CRO肺炎患者中,联合治疗导致APACHE II评分和降钙素原显著降低,但与单独静脉注射多粘菌素B相比,临床结果没有统计学上的显著改善。
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引用次数: 0
Comparison of population pharmacokinetic modeling and machine learning approaches for predicting voriconazole trough concentrations in critically ill patients. 危重病人群体药代动力学模型与机器学习方法预测伏立康唑谷浓度的比较。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-26 DOI: 10.1016/j.ijantimicag.2024.107424
Yinxuan Huang, Yang Zhou, Dongdong Liu, Zhi Chen, Dongmei Meng, Jundong Tan, Yujiang Luo, Shouning Zhou, Xiaobi Qiu, Yuwen He, Li Wei, Xuan Zhou, Wenying Chen, Xiaoqing Liu, Hui Xie

Background: Despite the widespread use of voriconazole in antifungal treatment, its high pharmacokinetic and pharmacodynamic variability may lead to suboptimal efficacy, especially in intensive care unit (ICU) patients. Machine learning (ML), an artificial intelligence modeling approach, is increasingly being applied to personalized medicine. The effectiveness of ML models for predicting voriconazole blood concentrations in ICU patients, compared to traditional population pharmacokinetics (popPK) models, has been uncertain until now. This study aims to identify the most effective modeling strategy for voriconazole.

Methods: We developed six ML models using 244 concentrations from 62 patients in our previous popPK dataset. Another additional dataset, consisting of 282 trough concentrations from 177 patients, was used to externally evaluate both ML models and five other published popPK models, utilizing prediction-based diagnostics, simulation-based diagnostics, and Bayesian forecasting.

Results: The XGBoost model exhibited superior predictive performance among the six ML models, achieving an R2 of 0.73. Its performance metrics (RMSE%: 127.21 %, median absolute prediction error: 29.65 %, median prediction error: 9.82 %, F20: 34.04 %, F30: 50.71 %) outperformed those of the best popPK model (RMSE%: 152.41 %, median absolute prediction error: 44.75 %, median prediction error: -0.99 %, F20: 23.40 %, F30: 36.88 %), suggesting greater accuracy and precision in predicting pharmacokinetics.

Conclusions: Both ML and popPK models can be utilized for individualized voriconazole therapy. Our comparative study provides insights into the most effective methods for modeling and predicting voriconazole concentrations.

尽管伏立康唑广泛用于抗真菌治疗,但其高药代动力学和药效学变异性可能导致疗效不佳,特别是在重症监护病房(ICU)患者中。机器学习(ML)是一种人工智能建模方法,越来越多地应用于个性化医疗。与传统的人群药代动力学(popPK)模型相比,ML模型预测ICU患者伏立康唑血药浓度的有效性至今仍不确定。本研究旨在确定伏立康唑最有效的建模策略。我们使用先前popPK数据集中来自62名患者的244种浓度开发了6个ML模型。另一个额外的数据集,包括来自177名患者的282个谷浓度,用于外部评估ML模型和其他5个已发表的popPK模型,利用基于预测的诊断、基于模拟的诊断和贝叶斯预测。结果表明,XGBoost模型在6种ML模型中具有较好的预测性能,R2为0.73。其性能指标(RMSE%: 127.21%,中位数绝对预测误差:29.65%,中位数预测误差:9.82%,F20: 34.04%, F30: 50.71%)优于最佳popPK模型(RMSE%: 152.41%,中位数绝对预测误差:44.75%,中位数预测误差:-0.99%,F20: 23.40%, F30: 36.88%),表明其预测药代动力学的准确性和精密度更高。综上所述,ML和popPK模型均可用于伏立康唑个体化治疗。我们的比较研究为建模和预测伏立康唑浓度提供了最有效的方法。
{"title":"Comparison of population pharmacokinetic modeling and machine learning approaches for predicting voriconazole trough concentrations in critically ill patients.","authors":"Yinxuan Huang, Yang Zhou, Dongdong Liu, Zhi Chen, Dongmei Meng, Jundong Tan, Yujiang Luo, Shouning Zhou, Xiaobi Qiu, Yuwen He, Li Wei, Xuan Zhou, Wenying Chen, Xiaoqing Liu, Hui Xie","doi":"10.1016/j.ijantimicag.2024.107424","DOIUrl":"10.1016/j.ijantimicag.2024.107424","url":null,"abstract":"<p><strong>Background: </strong>Despite the widespread use of voriconazole in antifungal treatment, its high pharmacokinetic and pharmacodynamic variability may lead to suboptimal efficacy, especially in intensive care unit (ICU) patients. Machine learning (ML), an artificial intelligence modeling approach, is increasingly being applied to personalized medicine. The effectiveness of ML models for predicting voriconazole blood concentrations in ICU patients, compared to traditional population pharmacokinetics (popPK) models, has been uncertain until now. This study aims to identify the most effective modeling strategy for voriconazole.</p><p><strong>Methods: </strong>We developed six ML models using 244 concentrations from 62 patients in our previous popPK dataset. Another additional dataset, consisting of 282 trough concentrations from 177 patients, was used to externally evaluate both ML models and five other published popPK models, utilizing prediction-based diagnostics, simulation-based diagnostics, and Bayesian forecasting.</p><p><strong>Results: </strong>The XGBoost model exhibited superior predictive performance among the six ML models, achieving an R<sup>2</sup> of 0.73. Its performance metrics (RMSE%: 127.21 %, median absolute prediction error: 29.65 %, median prediction error: 9.82 %, F20: 34.04 %, F30: 50.71 %) outperformed those of the best popPK model (RMSE%: 152.41 %, median absolute prediction error: 44.75 %, median prediction error: -0.99 %, F20: 23.40 %, F30: 36.88 %), suggesting greater accuracy and precision in predicting pharmacokinetics.</p><p><strong>Conclusions: </strong>Both ML and popPK models can be utilized for individualized voriconazole therapy. Our comparative study provides insights into the most effective methods for modeling and predicting voriconazole concentrations.</p>","PeriodicalId":13818,"journal":{"name":"International Journal of Antimicrobial Agents","volume":" ","pages":"107424"},"PeriodicalIF":4.9,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142894194","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multiple mechanisms mediate aztreonam-avibactam resistance in Klebsiella pneumoniae: Driven by KPC-2 and OmpK36 mutations. 多种机制介导肺炎克雷伯菌对氨曲南-阿维巴坦的耐药:由KPC-2和OmpK36突变驱动
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-27 DOI: 10.1016/j.ijantimicag.2024.107425
Xinli Xiang, Jingchun Kong, Jia Zhang, Xiaotuan Zhang, Changrui Qian, Tieli Zhou, Yao Sun

Aztreonam-avibactam (ATM-AVI) is a promising β-lactam/β-lactamase inhibitor combination with an antimicrobial spectrum covering serine carbapenemase- or metallo-β-lactamase-producing Enterobacterales. Although ATM-AVI has not been widely used in clinical practice, resistance to it in Escherichia coli has been widely reported. In this study, we investigated an ATM-AVI-resistant Klebsiella pneumoniae strain, designated as 1705R, derived from K. pneumoniae ATCC BAA-1705 by induction, with a minimal inhibitory concentration of 128 µg/mL. The 1705R strain contained two copies of the blaKPC-2 variant, which encodes for a K. pneumoniae carbapenemase (KPC) variant with a Ser109Pro substitution, as well as a premature termination in OmpK36 and OmpK35 porins. This KPC variant decreased susceptibility to ATM-AVI by four-fold and demonstrated a reduced affinity for ATM and AVI in molecular docking analysis. In porin-deficient strains harbouring this KPC variant, ATM-AVI susceptibility was further diminished, exhibiting a 32-fold reduction. Whole-genome sequencing revealed that the transposition of Tn4401 carrying blaKPC from the IncFIB/FIIK plasmid into the ColRNAI plasmid produced a second copy of blaKPC. Quantitative polymerase chain reaction revealed that the copy number of blaKPC and its carrier plasmid increased, which significantly up-regulated their mRNA expression. Overexpression of the AcrAB-TolC efflux pump may also be associated with high levels of ATM-AVI resistance. Furthermore, collateral susceptibility and costs of growth and biofilm formation developed after the acquisition of ATM-AVI resistance. This study demonstrates that multiple molecular mechanisms collectively contribute to ATM-AVI resistance in K. pneumoniae 1705R strain, which may represent a mode of resistance to ATM-AVI.

Aztreonam-avibactam (ATM-AVI)是一种很有前途的β-内酰胺/β-内酰胺酶抑制剂,其抗菌谱覆盖丝氨酸碳青霉烯酶或金属β-内酰胺酶产生的肠杆菌。虽然ATM-AVI尚未广泛应用于临床实践,但在大肠杆菌中对其耐药已被广泛报道。在本研究中,我们研究了一株从肺炎克雷伯菌ATCC BAA-1705中诱导获得的抗atm - avii肺炎克雷伯菌,命名为1705R,其最低抑制浓度为128 μg/mL。1705R菌株含有两个拷贝的blaKPC-2变体,该变体编码肺炎克雷伯菌碳青霉烯酶(KPC)变体,具有Ser109Pro替代,以及在OmpK36和OmpK35孔蛋白中过早终止。该KPC变异基因对ATM-AVI的敏感性降低了4倍,并在分子对接分析中显示对ATM和AVI的亲和力降低。在含有这种KPC变体的孔蛋白缺陷菌株中,ATM-AVI的易感性进一步降低,降低了32倍。全基因组测序显示,携带blaKPC的Tn4401从IncFIB/FIIK质粒转位到ColRNAI质粒中产生第二个blaKPC拷贝。定量聚合酶链反应显示,blaKPC及其载体质粒拷贝数增加,其mRNA表达量显著上调。acrabb - tolc外排泵的过表达也可能与高水平的ATM-AVI抗性有关。此外,获得ATM-AVI抗性后,生长和生物膜形成的附带易感性和成本也随之增加。本研究表明肺炎克雷伯菌1705R对ATM-AVI的耐药是多种分子机制共同作用的结果,可能代表了对ATM-AVI的一种耐药模式。
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引用次数: 0
Assessment of actual renal function in critically ill patients with severe infections: Moving towards a personalized approach. 重症感染的危重患者实际肾功能评估:走向个性化方法。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-20 DOI: 10.1016/j.ijantimicag.2024.107417
Alessandra Oliva, Lorenzo Volpicelli, Antonietta Gigante
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引用次数: 0
Replacing rifampicin with minocycline increases the activity of the treatment regimen for Mycobacterium avium complex pulmonary disease in a dynamic hollow-fibre system. 用米诺环素代替利福平增加了动态中空纤维系统中鸟分枝杆菌复杂肺部疾病治疗方案的活性。
IF 4.9 2区 医学 Q1 INFECTIOUS DISEASES Pub Date : 2025-02-01 Epub Date: 2024-12-27 DOI: 10.1016/j.ijantimicag.2024.107423
Jelmer Raaijmakers, Mike M Ruth, Jodie A Schildkraut, Erik van den Hombergh, Rob E Aarnoutse, Elin M Svensson, Heiman F L Wertheim, Wouter Hoefsloot, Jakko van Ingen

Objective: Mycobacterium avium complex bacteria cause chronic pulmonary disease (MAC-PD) in susceptible patients. The recommended treatment regimen (rifampicin, ethambutol and azithromycin) achieves 65% cure rates but with considerable toxicity and drug-drug interactions [2,3]. Minocycline proved active in monotherapy experiments using the hollow-fibre model [4]. We compared the efficacy of the recommended regimen with a minocycline, ethambutol and azithromycin regimen using this model.

Methods: Epithelial lining fluid pharmacokinetic (PK) profiles of the recommended regimen and minocycline, ethambutol, azithromycin regimen were simulated. THP-1 cells infected with M. avium ATCC 700898 were exposed to these regimens for 21 d. PK profiles were determined at d 0 and d 21. The pharmacodynamic effect was measured by determining bacterial densities at d 0, 3, 7, 14 and 21 for intra- and extracellular fractions. Emergence of macrolide-resistance was monitored by inoculating azithromycin-containing agar, MIC measurements and resistance mutation analysis.

Results: The minocycline-containing regimen exhibited a 1.5 log10 CFU/mL lower bacterial burden than the recommended regimen at d 7, though both regimens lost effectiveness over time. Treatment failure in both arms was not linked to the emergence macrolide-resistance. PK profiles simulated in the model matched those in MAC-PD patients.

Conclusions: Replacing rifampicin with minocycline increased the antimycobacterial activity of the MAC-PD treatment regimen in the hollow-fibre model, without jeopardizing the prevention of macrolide-resistance. This promising minocycline-containing regimen is a candidate for inclusion in clinical trials.

鸟分枝杆菌复合细菌引起易感患者慢性肺部疾病(MAC-PD)。推荐的治疗方案(利福平、乙胺丁醇和阿奇霉素)治愈率达到65%,但具有相当大的毒性和药物-药物相互作用[2,3]。米诺环素在使用中空纤维模型[4]的单药实验中被证明是有效的。我们使用该模型比较了推荐方案与二甲胺四环素、乙胺丁醇和阿奇霉素方案的疗效。模拟推荐方案和二甲胺四环素、乙胺丁醇、阿奇霉素方案的上皮内膜液药动学特征。感染禽分枝杆菌ATCC 700898的THP-1细胞暴露于这些方案21天。在第0天和第21天测定药代动力学特征。通过测定细胞内和细胞外组分在第0、3、7、14和21天的细菌密度来测量药效学效应。通过接种含阿奇霉素琼脂、MIC测定和耐药突变分析,监测大环内酯类药物耐药性的发生。在第7天,含二甲胺四环素方案的细菌负荷比推荐方案低1.5 log10 CFU/ml,尽管两种方案随着时间的推移都失去了有效性。两组治疗失败与大环内酯耐药的出现无关。模型模拟的药代动力学特征与MAC-PD患者相符。在中空纤维模型中,用米诺环素代替利福平增加了MAC-PD治疗方案的抗细菌活性,而不影响对大环内酯类药物耐药的预防。这种有前途的二甲胺四环素方案是临床试验的候选方案。
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引用次数: 0
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International Journal of Antimicrobial Agents
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