Vancomycin

万古霉素
  • 文章类型: Journal Article
    背景:本研究调查了粪肠球菌中利奈唑胺和万古霉素敏感性的分布和特征(E.粪肠球菌)和屎肠球菌(E.faecium)并探索了潜在的抗性机制。
    方法:回顾性收集2842株肠球菌临床分离株,并对其临床资料进行进一步分析。通过肉汤稀释法验证万古霉素和利奈唑胺的最低抑制浓度(MIC)。抗性基因optrA,cfr,vana,使用聚合酶链反应(PCR)研究vanB和vanM。通过全基因组测序(WGS)获得管家基因和抗性基因。
    结果:在2842株肠球菌分离物中,88.5%(2516)来自尿液,其中屎肠球菌占60.1%。在27/28耐万古霉素肠球菌(VRE)分离株中鉴定出vanA基因,其中4个携带vanA和vanM基因。剩余的菌株为vanM阳性。在利奈唑胺抗性肠球菌(LRE)中的所有粪肠球菌分离物中鉴定了optrA基因。与粪肠球菌相比,粪肠球菌显示出更高的多重抗生素抗性指数(MAR指数)。多位点序列分型(MLST)显示屎肠球菌的序列类型主要属于克隆复合体(CC)17种,分析的近屎肠球菌分离株分为7种特征序列类型(STs),其中CC16的ST16是主要谱系。
    结论:本研究中,尿液是VRE和LRE分离株的主要来源。与粪肠球菌相比,粪肠球菌表现出更高的抗性水平。在91.6%的LRE中检测到OptrA基因,这可以解释利奈唑胺耐药,在所有耐万古霉素肠球菌菌株中检测到van基因,而vanA是本研究确定的VRE的关键耐药机制。
    BACKGROUND: This study investigates the distribution and characteristics of linezolid and vancomycin susceptibilities among Enterococcus faecalis (E. faecalis) and Enterococcus faecium (E. faecium) and explores the underlying resistance mechanisms.
    METHODS: A total of 2842 Enterococcus clinical isolates from patients were retrospectively collected, and their clinical data were further analyzed. The minimum inhibitory concentrations (MICs) of vancomycin and linezolid were validated by broth dilution method. The resistance genes optrA, cfr, vanA, vanB and vanM were investigated using polymerase chain reaction (PCR). Housekeeping genes and resistance genes were obtianed through whole-genome sequencing (WGS).
    RESULTS: Of the 2842 Enterococcus isolates, 88.5% (2516) originated from urine, with E. faecium accounted for 60.1% of these. The vanA gene was identified in 27/28 vancomycin resistant Enterococcus (VRE) isolates, 4 of which carried both vanA and vanM genes. The remaining strain was vanM positive. The optrA gene was identified in all E. faecalis isolates among linezolid resistant Enterococcus (LRE). E. faecium showed a higher multiple antibiotic resistance index (MAR index) compared to E. faecalis. The multi-locus sequence typing (MLST) showed the sequence type of E. faecium mainly belongs to clonal complex (CC) 17, nearly E. faecalis isolates analyzed were differentiated into 7 characteristics of sequence types (STs), among which ST16 of CC16 were the major lineage.
    CONCLUSIONS: Urine was the primary source of VRE and LRE isolates in this study. E. faecium showed higher levels of resistance compared to E. faecalis. OptrA gene was detected in 91.6% of LRE, which could explain linezolid resistance, and van genes were detected in all vancomycin resistant Enterococcus strains, while vanA was a key resistance mechanism in VRE identified in this study.
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  • 文章类型: Journal Article
    据报道,双重识别策略可构建一步洗涤和高效信号转导标签系统,用于高灵敏度比色检测金黄色葡萄球菌(S.金黄色葡萄球菌)。作为信号标记的多孔(金核)@(铂壳)纳米酶(Au@PtNE)显示出高效的过氧化物酶模拟活性并且是稳健的。为了简单起见,检测涉及使用万古霉素固定的磁珠(MB)和适体官能化的Au@PtNE用于在金黄色葡萄球菌存在下的双重识别检测。此外,我们设计了一个磁性板,以适应96孔微孔板,以确保每个孔的磁性一致,这可以快速去除未反应的Au@PtNE和样品基质,同时避免繁琐的洗涤步骤。随后,Au@PtNE催化过氧化氢(H2O2)氧化3,3',5,5'-四甲基联苯胺(TMB)产生颜色信号。最后,开发的基于Au@PtNEs的双识别免洗涤比色测定显示在5×101-5×105CFU/mL的金黄色葡萄球菌范围内的响应,在1.5h内检测限为40CFU/mL。分析了金黄色葡萄球菌强化的样品,以进一步评估所提出方法的性能,平均回收率在93.66至112.44%之间,变异系数(CV)在2.72-9.01%之间。这些结果为开发不同的识别模式和廉价的无酶测定平台提供了新的视野,以替代传统的基于酶的免疫测定来检测其他革兰氏阳性病原菌。
    A dual-recognition strategy is reported to construct a one-step washing and highly efficient signal-transduction tag system for high-sensitivity colorimetric detection of Staphylococcus aureus (S. aureus). The porous (gold core)@(platinum shell) nanozymes (Au@PtNEs) as the signal labels show highly efficient peroxidase mimetic activity and are robust. For the sake of simplicity the detection involved the use of a vancomycin-immobilized magnetic bead (MB) and aptamer-functionalized Au@PtNEs for dual-recognition detection in the presence of S. aureus. In addition, we designed a magnetic plate to fit the 96-well microplate to ensure consistent magnetic properties of each well, which can quickly remove unreacted Au@PtNEs and sample matrix while avoiding tedious washing steps. Subsequently, Au@PtNEs catalyze hydrogen peroxide (H2O2) to oxidize 3,3\',5,5\'-tetramethylbenzidine (TMB) generating a color signal. Finally, the developed Au@PtNEs-based dual-recognition washing-free colorimetric assay displayed a response in the range of S. aureus of 5 × 101-5 × 105 CFU/mL, and the detection limit was 40 CFU/mL within 1.5 h. In addition, S. aureus-fortified samples were analyzed to further evaluate the performance of the proposed method, which yielded average recoveries ranging from 93.66 to 112.44% and coefficients of variation (CVs) within the range 2.72-9.01%. These results furnish a novel horizon for the exploitation of a different mode of recognition and inexpensive enzyme-free assay platforms as an alternative to traditional enzyme-based immunoassays for the detection of other Gram-positive pathogenic bacteria.
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  • 文章类型: Journal Article
    角霉素和角霉素是最近发现的糖肽抗生素。角蛋白对革兰氏阳性细菌显示出广谱活性,而角质素由于不寻常的恶唑烷酮部分而形成了新的化学型,并对艰难梭菌表现出特定的抗菌作用。在这里,我们报道了角质素B(KCB)的作用机制。我们发现空间约束阻止KCB结合肽聚糖末端。相反,KCB通过结合壁磷壁酸(WTAs)和干扰细胞壁重塑来抑制艰难梭菌生长。一个计算模型,在生化研究的指导下,提供了KCB与艰难梭菌WTAs相互作用的图像,并显示了由糖肽抗生素用于结合肽聚糖末端的相同的H-键合框架被KCB用于与WTAs相互作用。分析KCB与万古霉素(VAN)的组合显示出高度协同和特异性抗菌活性,两种药物的纳摩尔组合足以完全抑制艰难梭菌的生长,而使常见的共生菌株不受影响。
    Keratinicyclins and keratinimicins are recently discovered glycopeptide antibiotics. Keratinimicins show broad-spectrum activity against Gram-positive bacteria, while keratinicyclins form a new chemotype by virtue of an unusual oxazolidinone moiety and exhibit specific antibiosis against Clostridioides difficile. Here we report the mechanism of action of keratinicyclin B (KCB). We find that steric constraints preclude KCB from binding peptidoglycan termini. Instead, KCB inhibits C. difficile growth by binding wall teichoic acids (WTAs) and interfering with cell wall remodeling. A computational model, guided by biochemical studies, provides an image of the interaction of KCB with C. difficile WTAs and shows that the same H-bonding framework used by glycopeptide antibiotics to bind peptidoglycan termini is used by KCB for interacting with WTAs. Analysis of KCB in combination with vancomycin (VAN) shows highly synergistic and specific antimicrobial activity, and that nanomolar combinations of the two drugs are sufficient for complete growth inhibition of C. difficile, while leaving common commensal strains unaffected.
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  • 文章类型: Journal Article
    后路开放腰椎融合术(POLF)后的手术部位感染(SSI)是外科医生和患者的主要关注点。我们试图探索局部应用万古霉素是否可以降低SSI的发生率。我们回顾了2015年6月至2022年6月在3个脊柱中心接受POLF的患者的临床数据。患者分为接受局部万古霉素的患者(万古霉素组)和未接受局部万古霉素的患者(非万古霉素组)。比较两组患者术后12个月的SSI发生率。尽管在万古霉素组中观察到感染率低于非万古霉素组的趋势;差异无统计学意义(3.6%vs5.5%,P=.121)。然而,我们发现万古霉素组术后SSI率显著低于非万古霉素组(4.9%vs11.4%,P=.041)在≥2个融合节段的患者中,而单个融合节段患者的术后SSI率没有显着差异(3.1%vs3.6%,P=.706)。Logistic回归分析显示,非万古霉素组的SSI发生率是万古霉素组的2.498倍(P=0.048,比值比:2.498,95%置信区间:1.011-6.617)。在确诊病原体的SSI患者中,万古霉素组革兰阴性菌SSI率明显高于非万古霉素组(10/14[71.4%]vs5/22[31.8%]),而万古霉素组革兰阳性菌的SSI率显著低于非万古霉素组(4/14[28.6%]vs15/22[68.2%])。对于≥2个融合节段的患者,建议局部给予万古霉素,因为它可能有助于降低POLF后术后SSI的发生率。此外,局部使用万古霉素可以减少革兰氏阳性细菌感染,但对革兰氏阴性感染无效,这间接导致具有确诊病原体的SSI患者中革兰氏阴性感染的比例增加。
    Surgical site infection (SSI) after posterior open lumbar fusion (POLF) is a major concern for both surgeons and patients. We sought to explore whether local application of vancomycin could decrease the rate of SSI. We reviewed the clinical data of patients who underwent POLF between June 2015 and June 2022 at 3 spinal centers. Patients were divided into those who received local vancomycin (vancomycin group) and those who did not (non-vancomycin group). The SSI rates at 12 months postoperatively were compared between the 2 groups. Although a trend toward a lower infection rate was observed in the vancomycin group than in the non-vancomycin group; the difference was not statistically significant (3.6% vs 5.5%, P = .121). However, we found that the postoperative SSI rate was significantly lower in the vancomycin group than in the non-vancomycin group (4.9% vs 11.4%, P = .041) in patients ≥ 2 fused segments, while there was no significant difference in postoperative SSI rate in patients with single fusion segment (3.1% vs 3.6%, P = .706). The logistic regression analysis indicated that the SSI rate in the non-vancomycin group was approximately 2.498 times higher than that in the vancomycin group (P = .048, odds ratio: 2.498, 95% confidence interval: 1.011-6.617) in patients with ≥2 fused segments. In SSI patients with confirmed pathogens, the SSI rate of Gram-negative bacteria in the vancomycin group was significantly higher than that in the non-vancomycin group (10/14 [71.4%] vs 5/22 [31.8%]), whereas the SSI rate of Gram-positive bacteria in the vancomycin group was significantly lower than that in the non-vancomycin group (4/14 [28.6%] vs 15/22 [68.2%]). Local administration of vancomycin is recommended in patients with ≥2 fused segments as it may facilitate to reduce the postoperative rate of SSI after POLF. Additionally, the local use of vancomycin can decrease the Gram-positive bacterial infections but is not effective against Gram-negative infections, which indirectly leads to an increase in the proportion of Gram-negative infections in SSI patients with confirmed pathogens.
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  • 文章类型: Journal Article
    这项研究进行了定量荟萃分析,以探讨万古霉素指标的相关性,特别是24小时曲线下面积(AUC24)和谷浓度(Ctoor),以及它们与肾毒性和疗效的关系。在PubMed和WebofScience中进行了关于成人住院患者万古霉素肾毒性和疗效的文献研究。万古霉素Ctrugh,AUC24,AUC24/最小抑制浓度(MIC),提取肾毒性评估和治疗结果.进行Logistic回归和Emax模型,根据肾毒性评估标准和疗效的主要结局进行分层。在100篇关于肾毒性的出版物中,29专注于AUC24和97专注于C槽,在74篇关于功效的出版物中,27报道了AUC24/MIC,68报道了Ctrough。logistic回归分析显示肾毒性与万古霉素Ctrugh之间存在显著关联(比值比=2.193;95%CI1.582-3.442,p<0.001)。受试者工作特性曲线的面积为0.90,截止点为14.55mg/L。此外,92.3%的平均AUC24在400-600mg·h/L内的组显示平均Ctugh为10-20mg/L。然而,一个微妙的,在AUC24和肾毒性之间观察到无统计学意义的关联,以及AUC24/MIC和Ctrugh之间关于治疗结果的关系。我们的研究结果表明,监测万古霉素Ctrugh仍然是一种有益且有价值的方法,可以主动识别有肾毒性风险的患者。特别是当Cfoot超过15mg/L时Ctoor在某种程度上可以作为AUC24的替代品。然而,对于与肾毒性有关的AUC24或与疗效有关的Cfootal和AUC24/MIC,未确定明确的临界值.
    This study conducted a quantitative meta-analysis to investigate the association of vancomycin indicators, particularly area under the curve over 24 h (AUC24) and trough concentrations (Ctrough), and their relationship with both nephrotoxicity and efficacy. Literature research was performed in PubMed and Web of Science on vancomycin nephrotoxicity and efficacy in adult inpatients. Vancomycin Ctrough, AUC24, AUC24/minimum inhibitory concentration (MIC), nephrotoxicity evaluation and treatment outcomes were extracted. Logistic regression and Emax models were conducted, stratified by evaluation criterion for nephrotoxicity and primary outcomes for efficacy. Among 100 publications on nephrotoxicity, 29 focused on AUC24 and 97 on Ctrough, while of 74 publications on efficacy, 27 reported AUC24/MIC and 68 reported Ctrough. The logistic regression analysis indicated a significant association between nephrotoxicity and vancomycin Ctrough (odds ratio = 2.193; 95% CI 1.582-3.442, p < 0.001). The receiver operating characteristic curve had an area of 0.90, with a cut-off point of 14.55 mg/L. Additionally, 92.3% of the groups with a mean AUC24 within 400-600 mg·h/L showed a mean Ctrough of 10-20 mg/L. However, a subtle, non-statistically significant association was observed between the AUC24 and nephrotoxicity, as well as between AUC24/MIC and Ctrough concerning treatment outcomes. Our findings suggest that monitoring vancomycin Ctrough remains a beneficial and valuable approach to proactively identifying patients at risk of nephrotoxicity, particularly when Ctrough exceeds 15 mg/L. Ctrough can serve as a surrogate for AUC24 to some extent. However, no definitive cut-off values were identified for AUC24 concerning nephrotoxicity or for Ctrough and AUC24/MIC regarding efficacy.
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  • 文章类型: Journal Article
    抗生素耐药性的惊人上升需要采取紧急行动,特别是在耐药细菌不断进化的背景下,传统抗生素的有效性降低,导致发病率增加,死亡率,和医疗费用。载有万古霉素的金属-有机框架(MOF)纳米复合材料已成为增强病原菌根除的有希望的策略。这项研究介绍了木质素作为一种新型的协同剂在万古霉素负载的MOF(Lig-Van-MOF),这大大增强了对耐药细菌的抗菌活性。Lig-Van-MOF的最低抑制浓度(MIC)比游离万古霉素和Van-MOF低六倍,对金黄色葡萄球菌和大肠杆菌的敏感和耐药菌株具有更高的抗菌潜力。值得注意的是,它以最小生物膜抑制浓度(MBIC)将这些菌株的生物膜减少了85%以上。利用木质素修饰MOFs的表面性质可改善其对细菌膜的粘附,并通过独特的协同机制提高活性氧(ROS)的局部浓度。此外,木质素在处理过的细菌细胞中诱导大量的细胞变形。它证实了Lig-Van-MOF对葡萄球菌物种的优异杀菌性能,强调其作为一种旨在有效对抗抗生素耐药性的生物抗菌材料的巨大潜力。这项研究为优化成本效益和拓宽微生物抗性管理应用的新型抗菌平台铺平了道路。
    The alarming rise in antibiotic resistance necessitates urgent action, particularly against the backdrop of resistant bacteria evolving to render conventional antibiotics less effective, leading to an increase in morbidity, mortality, and healthcare costs. Vancomycin-loaded Metal-Organic Framework (MOF) nanocomposites have emerged as a promising strategy in enhancing the eradication of pathogenic bacteria. This study introduces lignin as a novel synergistic agent in Vancomycin-loaded MOF (Lig-Van-MOF), which substantially enhances the antibacterial activity against drug-resistant bacteria. Lig-Van-MOF exhibits six-fold lower minimum inhibitory concentration (MICs) than free vancomycin and Van-MOF with a much higher antibacterial potential against sensitive and resistant strains of Staphylococcus aureus and Escherichia coli. Remarkably, it reduces biofilms of these strains by over 85 % in minimal biofilm inhibitory concentration (MBIC). Utilization of lignin to modify surface properties of MOFs improves their adhesion to bacterial membranes and boosts the local concentration of Reactive Oxygen Species (ROS) via unique synergistic mechanism. Additionally, lignin induces substantial cell deformation in treated bacterial cells. It confirms the superior bactericidal properties of Lig-Van-MOF against Staphylococcus species, underlining its significant potential as a bionanomaterial designed to combat antibiotic resistance effectively. This research paves the way for novel antibacterial platforms that optimize cost-efficiency and broaden microbial resistance management applications.
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  • 文章类型: Journal Article
    背景:全关节置换术后假体周围感染发生率高,它可能通常需要两个或多个阶段的修订,给临床医生和患者带来额外负担。该网络荟萃分析的目的是评估全关节置换术期间四种不同的预防策略对预防假体周围感染的影响。
    方法:研究方案在PROSPERO注册(CRD:42,023,448,868),文献检索数据库包括WebofScience,PubMed,OVIDCochrane中央对照试验登记册,OVIDEMBASE,和OVIDMEDLINE(R)所有符合要求。网络荟萃分析包括随机对照试验,对关节假体周围感染结局的回顾性队列研究和前瞻性队列研究。应用gemtcR包进行网络荟萃分析,以评估不同预防策略的相对结果。
    结果:这项网络荟萃分析研究共包括38篇文章,其中有4种预防策略和阴性对照。与阴性对照相比,负载抗生素的骨水泥没有改善。洗必泰显示出最高的概率提供最好的预防效果,聚维酮碘的概率第二高。尽管万古霉素排在氯己定和聚维酮碘之后,与阴性对照相比仍有显著差异。此外,应用氯己定后的发病率显著低于应用阴性对照和万古霉素后的发病率.在直接证据和间接证据之间的异质性检验中,它们之间没有明显的异质性。
    结论:研究表明,氯己定,聚维酮碘和万古霉素在预防全关节置换术后假体周围感染方面有显著疗效,而载有抗生素的骨水泥没有。因此,需要更多高质量的随机对照试验来验证上述结果.
    BACKGROUND: Periprosthetic joint infection after total joint arthroplasty has a large incidence, and it may often require two or more stages of revision, placing an additional burden on clinicians and patients. The purpose of this network meta-analysis is to evaluate the effect of four different preventive strategies during total joint arthroplasty on the prevention of periprosthetic joint infection.
    METHODS: The study protocol was registered at PROSPERO (CRD: 42,023,448,868), and the literature search databases included Web of Science, PubMed, OVID Cochrane Central Register of Controlled Trials, OVID EMBASE, and OVID MEDLINE (R) ALL that met the requirements. The network meta-analysis included randomized controlled trials, retrospective cohort studies and prospective cohort studies with the outcome of periprosthetic joint infection. The gemtc R package was applied to perform the network meta-analysis to evaluate the relative results of different preventive strategies.
    RESULTS: This network meta-analysis study included a total of 38 articles with 4 preventive strategies and negative controls. No improvement was observed in antibiotic-loaded bone cement compared with negative controls. Chlorhexidine showed the highest probability of delivering the best preventive effect, and povidone iodine had the second highest probability. Although vancomycin ranked after chlorhexidine and povidone iodine, it still showed a significant difference compared with negative controls. In addition, the incidence after applying chlorhexidine was significantly lower than that after applying negative controls and vancomycin. In the heterogeneity test between direct and indirect evidence, there was no apparent heterogeneity between them.
    CONCLUSIONS: The study indicated that chlorhexidine, povidone iodine and vancomycin showed significant efficacy in preventing periprosthetic joint infection after total joint arthroplasty, while antibiotic-loaded bone cement did not. Therefore, more high-quality randomized controlled trials are needed to verify the results above.
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  • 文章类型: Case Reports
    目的:坏死性气管支气管炎是一种罕见的临床实体,表现为累及主干气管和远端支气管的坏死性炎症。我们报道了一例由乙型流感和耐甲氧西林金黄色葡萄球菌(MRSA)共同感染引起的严重坏死性气管支气管炎。
    方法:我们描述了一名36岁的男性,最初出现咳嗽症状,严格的,肌肉酸痛和发烧。两天后,他的病情迅速恶化,他被插管。支气管镜检查显示严重坏死性气管支气管炎,CT成像显示双肺多发斑片状和空化形成。下一代测序(NGS)和支气管肺泡灌洗液(BALF)培养支持乙型流感和MRSA的共感染。我们还发现,在病情加重期间,T淋巴细胞和NK淋巴细胞功能受到极大抑制。患者接受抗病毒药物和抗生素治疗,包括万古霉素。随后的支气管镜检查和CT扫描显示气道和肺部病变明显改善,淋巴细胞功能恢复。最后,这名患者成功出院。
    结论:乙型流感感染后迅速恶化的患者应怀疑坏死性气管支气管炎。合并感染的及时诊断和准确的抗生素对有效治疗至关重要。
    OBJECTIVE: Necrotizing tracheobronchitis is a rare clinical entity presented as a necrotic inflammation involving the mainstem trachea and distal bronchi. We reported a case of severe necrotizing tracheobronchitis caused by influenza B and methicillin-resistant Staphylococcus aureus (MRSA) co-infection in an immunocompetent patient.
    METHODS: We described a 36-year-old man with initial symptoms of cough, rigors, muscle soreness and fever. His status rapidly deteriorated two days later and he was intubated. Bronchoscopy demonstrated severe necrotizing tracheobronchitis, and CT imaging demonstrated multiple patchy and cavitation formation in both lungs. Next-generation sequencing (NGS) and bronchoalveolar lavage fluid (BALF) culture supported the co-infection of influenza B and MRSA. We also found T lymphocyte and NK lymphocyte functions were extremely suppressed during illness exacerbation. The patient was treated with antivirals and antibiotics including vancomycin. Subsequent bronchoscopy and CT scans revealed significant improvement of the airway and pulmonary lesions, and the lymphocyte functions were restored. Finally, this patient was discharged successfully.
    CONCLUSIONS: Necrotizing tracheobronchitis should be suspected in patients with rapid deterioration after influenza B infection. The timely diagnosis of co-infection and accurate antibiotics are important to effective treatment.
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  • 文章类型: Journal Article
    背景:万古霉素谷浓度与临床疗效和毒性密切相关。由于成熟期间显著的个体间变异性和快速的生理变化,预测儿科患者中的万古霉素谷浓度是具有挑战性的。
    目的:本研究旨在开发一种机器学习模型来预测万古霉素谷浓度,并使用ML算法确定4岁以下儿童患者的最佳给药方案。
    方法:2017年1月至2020年3月进行单中心回顾性观察性研究。纳入接受静脉注射万古霉素并接受治疗药物监测的儿科患者。七个ML模型[线性回归,梯度增强决策树,支持向量机,决策树,随机森林,装袋,和极端梯度提升(XGBoost)]是使用31个变量开发的。性能指标,包括R平方(R2),均方误差(MSE),均方根误差(RMSE),和平均绝对误差(MAE)进行了比较,并对重要特征进行了排名。
    结果:该研究包括来自112名患者的120个合格的谷浓度测量。其中,84次测量用于训练,36次用于测试。在测试的七个算法中,XGBoost表现出最好的性能,具有较低的预测误差和较高的拟合优度(MAE=2.55,RMSE=4.13,MSE=17.12,R2=0.59)。血尿素氮,血清肌酐,和肌酐清除率被确定为万古霉素谷浓度的最重要预测因子。
    结论:开发了一种XGBoostML模型来预测万古霉素谷浓度,并作为决策支持技术帮助药物治疗预测。
    BACKGROUND: Vancomycin trough concentration is closely associated with clinical efficacy and toxicity. Predicting vancomycin trough concentrations in pediatric patients is challenging due to significant inter-individual variability and rapid physiological changes during maturation.
    OBJECTIVE: This study aimed to develop a machine learning model to predict vancomycin trough concentrations and determine optimal dosing regimens for pediatric patients < 4 years of age using ML algorithms.
    METHODS: A single-center retrospective observational study was conducted from January 2017 to March 2020. Pediatric patients who received intravenous vancomycin and underwent therapeutic drug monitoring were enrolled. Seven ML models [linear regression, gradient boosted decision trees, support vector machine, decision tree, random forest, Bagging, and extreme gradient boosting (XGBoost)] were developed using 31 variables. Performance metrics including R-squared (R2), mean square error (MSE), root mean square error (RMSE), and mean absolute error (MAE) were compared, and important features were ranked.
    RESULTS: The study included 120 eligible trough concentration measurements from 112 patients. Of these, 84 measurements were used for training and 36 for testing. Among the seven algorithms tested, XGBoost showed the best performance, with a low prediction error and high goodness of fit (MAE = 2.55, RMSE = 4.13, MSE = 17.12, and R2 = 0.59). Blood urea nitrogen, serum creatinine, and creatinine clearance rate were identified as the most important predictors of vancomycin trough concentration.
    CONCLUSIONS: An XGBoost ML model was developed to predict vancomycin trough concentrations and aid in drug treatment predictions as a decision-support technology.
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  • 文章类型: Journal Article
    金黄色葡萄球菌是导致各种严重疾病的臭名昭著的病原体。由于耐药菌株的出现,金黄色葡萄球菌感染的预防和治疗变得越来越具有挑战性.万古霉素被认为是治疗大多数耐甲氧西林金黄色葡萄球菌(MRSA)的最后手段药物之一,因此进一步揭示万古霉素的耐药机制具有重要意义。VraFG是金黄色葡萄球菌中少数重要的ABC(ATP结合盒)转运蛋白之一,其可以形成TCS(双组分系统)/ABC转运蛋白模块。ABC转运蛋白可以偶联ATP水解释放的能量,使溶质跨细胞膜转移。在这项研究中,经过连续传代和选择,我们获得了万古霉素敏感性降低的菌株。随后,对这个实验室来源的菌株MWA2进行了全基因组测序,并在vraF基因中发现了一个新的单点突变,导致对万古霉素和达托霉素的敏感性降低。此外,该突变减少金黄色葡萄球菌的自溶并下调lytM的表达,IsaA,还有Atla.此外,我们观察到突变体比野生型菌株具有更少的净负表面电荷。我们还注意到dlt操纵子和mprF基因的表达增加,它们与细胞表面电荷相关,并通过促进静电排斥来阻碍阳离子肽的结合。此外,这种突变已被证明可以增强溶血活性,扩张皮下脓肿,反映了毒力的增加。这项研究证实了VraF点突变对金黄色葡萄球菌抗生素抗性和毒力的影响,有助于更广泛地了解ABC转运蛋白的功能,并为治疗金黄色葡萄球菌感染提供新的靶点。
    Staphylococcus aureus is a notorious pathogen responsible for various severe diseases. Due to the emergence of drug-resistant strains, the prevention and treatment of S. aureus infections have become increasingly challenging. Vancomycin is considered to be one of the last-resort drugs for treating most methicillin-resistant S. aureus (MRSA), so it is of great significance to further reveal the mechanism of vancomycin resistance. VraFG is one of the few important ABC (ATP-binding cassette) transporters in S. aureus that can form TCS (two-component systems)/ABC transporter modules. ABC transporters can couple the energy released from ATP hydrolysis to translocate solutes across the cell membrane. In this study, we obtained a strain with decreased vancomycin susceptibility after serial passaging and selection. Subsequently, whole-genome sequencing was performed on this laboratory-derived strain MWA2 and a novel single point mutation was discovered in vraF gene, leading to decreased sensitivity to vancomycin and daptomycin. Furthermore, the mutation reduces autolysis of S. aureus and downregulates the expression of lytM, isaA, and atlA. Additionally, we observed that the mutant has a less net negative surface charge than wild-type strain. We also noted an increase in the expression of the dlt operon and mprF gene, which are associated with cell surface charge and serve to hinder the binding of cationic peptides by promoting electrostatic repulsion. Moreover, this mutation has been shown to enhance hemolytic activity, expand subcutaneous abscesses, reflecting an increased virulence. This study confirms the impact of a point mutation of VraF on S. aureus antibiotic resistance and virulence, contributing to a broader understanding of ABC transporter function and providing new targets for treating S. aureus infections.
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