Escherichia coli

大肠杆菌
  • 文章类型: Case Reports
    背景:坏死性肌病和肌肉坏死可由免疫介导的机制引起,毒品,缺血,和感染,和鉴别诊断可能具有挑战性。
    方法:我们描述了一例由大肠杆菌引起的糖尿病性肌坏死并发化脓性肌炎和脓肿的病例。一名四十多岁的白人妇女因双侧肿胀1.5周病史入院,弱点,下肢轻度疼痛和无法行走。她有1型糖尿病合并糖尿病视网膜病变的病史,神经病,肾病,和终末期肾病.C反应蛋白为203mg/l,而肌酐激酶仅轻度升高至700IU/l。她下肢肌肉的磁共振成像显示广泛的水肿,肌肉活检提示坏死性肌病伴轻度炎症。未检测到肌炎相关或肌炎特异性抗体。最初,她被怀疑患有血清阴性免疫介导的坏死性肌病,但后来她的病情被认为可以通过多灶性累及的糖尿病性心肌坏死得到更好的解释.她的症状在没有任何免疫抑制治疗的情况下缓解。一个月后,她的右大腿后部出现了新发作和更严重的症状。她被诊断为气肿性尿路感染,气肿性肌炎和右腿筋脓肿。从脓肿和尿液中排出的脓液的细菌培养物对大肠杆菌呈阳性。除了脓肿引流,她接受了两个3-4周的静脉注射抗生素疗程.在讨论中,我们比较了在化脓性肌炎中常见的症状和发现,免疫介导的坏死性肌病,和糖尿病性心肌坏死(糖尿病患者的骨骼肌自发性缺血性坏死)。所有这些疾病都可能导致肌肉无力和疼痛,成像中的肌肉水肿,和肌肉坏死.然而,他们的临床表现存在许多差异,成像,组织学,和肌外症状,这对确定诊断很有用。由于化脓性肌炎通常发生在具有预先存在的病理的肌肉中,在我们的病例中,缺血性肌肉可能是大肠杆菌的有利滋生地。
    结论:确定坏死性肌病的病因是一个诊断挑战,通常需要对内科医生进行多学科评估,病理学家,和放射科医生。此外,在具有非典型特征的情况下,可能同时存在两种罕见情况。
    BACKGROUND: Necrotizing myopathies and muscle necrosis can be caused by immune-mediated mechanisms, drugs, ischemia, and infections, and differential diagnosis may be challenging.
    METHODS: We describe a case of diabetic myonecrosis complicated by pyomyositis and abscess caused by Escherichia coli. A white woman in her late forties was admitted to the hospital with a 1.5 week history of bilateral swelling, weakness, and mild pain of the lower extremities and inability to walk. She had a history of type 1 diabetes complicated by diabetic retinopathy, neuropathy, nephropathy, and end-stage renal disease. C-reactive protein was 203 mg/l, while creatinine kinase was only mildly elevated to 700 IU/l. Magnetic resonance imaging of her lower limb muscles showed extensive edema, and muscle biopsy was suggestive of necrotizing myopathy with mild inflammation. No myositis-associated or myositis-specific antibodies were detected. Initially, she was suspected to have seronegative immune-mediated necrotizing myopathy, but later her condition was considered to be explained better by diabetic myonecrosis with multifocal involvement. Her symptoms alleviated without any immunosuppressive treatment. After a month, she developed new-onset and more severe symptoms in her right posterior thigh. She was diagnosed with emphysematous urinary tract infection and emphysematous myositis and abscess of the right hamstring muscle. Bacterial cultures of drained pus from abscess and urine were positive for Escherichia coli. In addition to abscess drainage, she received two 3-4-week courses of intravenous antibiotics. In the discussion, we compare the symptoms and findings typically found in pyomyositis, immune-mediated necrotizing myopathy, and diabetic myonecrosis (spontaneous ischemic necrosis of skeletal muscle among people with diabetes). All of these diseases may cause muscle weakness and pain, muscle edema in imaging, and muscle necrosis. However, many differences exist in their clinical presentation, imaging, histology, and extramuscular symptoms, which can be useful in determining diagnosis. As pyomyositis often occurs in muscles with pre-existing pathologies, the ischemic muscle has likely served as a favorable breeding ground for the E. coli in our case.
    CONCLUSIONS: Identifying the etiology of necrotizing myopathy is a diagnostic challenge and often requires a multidisciplinary assessment of internists, pathologists, and radiologists. Moreover, the presence of two rare conditions concomitantly is possible in cases with atypical features.
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  • 文章类型: Journal Article
    目的:我们的目的是根据社区获得性大肠埃希菌尿路感染(UTI)患者在过去18个月内的抗生素暴露情况,量化个体对抗菌药物耐药的风险。
    方法:2015-2017年在两个中心前瞻性招募了法国患者。分离株对阿莫西林(AMX)的耐药性,阿莫西林-克拉维酸(AMC),第三代头孢菌素(3GC),甲氧苄啶-磺胺甲恶唑(TMP-SMX),氟喹诺酮类(FQ)和磷霉素(FOS)根据健康保险文件中记录的以前的类内和类间抗生素暴露进行分析.
    结果:在所分析的722例UTI病例(564例)中,有588例(81.4%)发现了以前的抗生素暴露。与远程暴露(UTI前18个月)相比,最近的暴露(UTI前3个月)对AMX的大肠杆菌耐药性具有更强的类内影响,AMC,FQ和TMP-SMX,相应的调整后赔率比[95%置信区间]为1.63[1.20-2.21],1.59[1.02-2.48],3.01[1.90-4.77],和2.60[1.75-3.87]。AMX,FQ,TMP-SMX也表现出显著的类间影响。对3GC的抗性与组内暴露没有显着相关(调整后的OR:0.88[0.41-1.90])。FOS抗性显著低(0.4%)。耐药性风险降至10%以下所需的无抗生素期持续时间,在UTI中经验使用的阈值,被建模为3GC<1个月,AMX和TMP-SMX>18个月,AMC(5.2个月[2.3至>18])和FQ(17.4个月[7.4至>18])不确定。
    结论:引起UTI的E.coli的耐药性部分可以通过以前的个人抗生素使用来预测。
    OBJECTIVE: We aimed to quantify the individual risk of antimicrobial resistance among patients with community-acquired Escherichia coli urinary tract infection (UTI) according to their antibiotic exposure over the previous 18 months.
    METHODS: French patients were prospectively recruited in two centers in 2015-2017. Resistance of isolates to amoxicillin (AMX), amoxicillin-clavulanate (AMC), third-generation cephalosporins (3GC), trimethoprim-sulfamethoxazole (TMP-SMX), fluoroquinolones (FQ) and fosfomycin (FOS) was analysed according to previous intra-class and inter-class antibiotic exposure documented in health insurance files.
    RESULTS: Previous antibiotic exposure was found in 588 (81.4 %) of the 722 UTI cases analysed (564 patients). Recent exposure (three months before UTI) was associated with stronger intra-class impact on E. coli resistance compared to remote exposure (18 months before UTI) for AMX, AMC, FQ and TMP-SMX, with respective adjusted odds ratios [95 % confidence interval] of 1.63 [1.20-2.21], 1.59 [1.02-2.48], 3.01 [1.90-4.77], and 2.60 [1.75-3.87]. AMX, FQ, and TMP-SMX also showed significant inter-class impact. Resistance to 3GC was not significantly associated with intraclass exposure (adjusted OR: 0.88 [0.41-1.90]). FOS resistance was remarkably low (0.4 %). Duration of the antibiotic-free period required for resistance risk to drop below 10 %, the threshold for empirical use in UTI, was modelled as < 1 month for 3GC, >18 months for AMX and TMP-SMX and uncertain for AMC (5.2 months [2.3 to > 18]) and FQ (17.4 months [7.4 to > 18]).
    CONCLUSIONS: Resistance of E. coli causing UTI is partially predicted by previous personal antibiotic delivery.
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  • 文章类型: Journal Article
    腹泻病是发病率和死亡率的重要原因,全世界。在资源有限的国家中,有症状和无症状个体的粪便样本中多种病原体的发生已被反复描述。在这项研究中,我们评估了合并病原体检测对记录症状的差异效应.在坦桑尼亚东北部农村地区的620名五岁以下儿童中进行了病例对照研究,重点是多重检测。儿童的中位年龄为11个月(IQR=7,20),男性占52.1%。病例(50.2%,n=157)的可能性低于对照组(64.5%,n=198)具有胃肠道(GIT)病原体的多重定植。儿童的年龄与携带多种GIT病原体的可能性呈正相关[OR,1.02,95%CI=1.01,1.04]。志贺氏菌属。/肠侵袭性大肠杆菌(EIEC)[OR=2.80,95%CI1.62,4.83]和诺如病毒[OR=2.04,95%CI1.23,3.39]在病例中更为常见,并与腹泻密切相关,而肠聚集性大肠杆菌(EAEC)[OR=0.23,95CI0.17-0.33]在对照组中更常见。坦桑尼亚农村五岁以下儿童的腹泻病可能是由于志贺氏菌属感染所致。/EIEC,和诺如病毒具有强烈的年龄依赖性关联。
    Diarrheal diseases are important causes of morbidity and mortality, worldwide. The occurrence of multiple pathogens in stool samples of symptomatic and asymptomatic individuals in resource-limited countries have been repeatedly described. In this study, we assessed the differentiated effects of combined pathogen detections on recorded symptoms. A case-control study was conducted among 620 under-five-year-old children in rural northeastern Tanzania with emphasis of multiple detection. The median age of children was 11 months (IQR = 7, 20), and 52.1% were male. Cases (50.2%, n = 157) were less likely than controls (64.5%, n = 198) to have multiple colonization with gastrointestinal tract (GIT) pathogens. The children\'s age was positively associated with the likelihood of harboring multiple GIT pathogens [OR, 1.02, 95% CI = 1.01, 1.04]. Shigella spp./enteroinvasive Escherichia coli (EIEC) [OR = 2.80, 95% CI 1.62, 4.83] and norovirus [OR = 2.04, 95% CI 1.23, 3.39] were more common in cases and were strongly associated with diarrhea, while enteroaggregative E. coli (EAEC) [OR = 0.23, 95%CI 0.17-0.33] were more common in controls. Diarrheal diseases in under-five children from rural Tanzania are likely to be due to infections with Shigella spp./EIEC, and norovirus with strongly age-dependent associations.
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  • 文章类型: Case Reports
    静脉炎,这是一种感染性门静脉血栓性静脉炎,是一种罕见且危及生命的并发症,通常发生在阑尾炎后。然而,非特异性腹部不适和发热可阻碍肾静脉炎的诊断。及时使用适当的抗生素和抗凝剂对于治疗这种疾病至关重要。我们介绍了一例由急性非穿孔性阑尾炎引起的静脉炎和感染性休克。一名32岁男子表现为迁徙性右下腹疼痛。血培养物显示存在大肠杆菌。血液检测结果提示胆红素浓度升高和凝血因子异常。计算机断层扫描腹部扫描显示门静脉的固有直径变宽。经过抗生素的重症监护治疗,抗休克治疗,抗凝剂,和其他支持性治疗,对感染进行了监测,腹痛消失了,黄疸消退了.进行腹腔镜阑尾切除术。组织病理学显示急性化脓性阑尾炎,出院后随访期间未见异常。在阑尾炎引起的门静脉炎存在的情况下,多学科方法对于决策过程是强制性的,以获得正确的诊断和及时的治疗。同样,阑尾切除术的时机对于减少术中和术后并发症非常重要.
    Pylephlebitis, which is a type of septic thrombophlebitis of the portal vein, is a rare and life-threatening complication that commonly occurs following appendicitis. However, nonspecific abdominal complaints and fever can impede the diagnosis of pylephlebitis. Timely use of appropriate antibiotics and anticoagulants is paramount for treating this condition. We present a case of pylephlebitis and septic shock caused by acute nonperforated appendicitis. A 32-year-old man presented with migratory right lower abdominal pain. Blood cultures showed the presence of Escherichia coli. Blood test results showed increased bilirubin concentrations and coagulation factor abnormalities. A computed tomographic abdominal scan showed that the portal vein had a widened intrinsic diameter. After intensive care treatment with antibiotics, antishock therapy, anticoagulants, and other supportive treatments, the infection was monitored, the abdominal pain disappeared, and the jaundice subsided. Laparoscopic appendectomy was performed. Histopathology showed acute suppurative appendicitis, and no abnormalities were observed during the follow-up period after discharge. A multidisciplinary approach is mandatory for the decision-making process in the presence of pylephlebitis caused by appendicitis to obtain a correct diagnosis and prompt treatment. Similarly, the timing of appendectomy is important for minimizing intra- and postoperative complications.
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  • 文章类型: Case Reports
    眼内炎是由眼内组织或液体感染引起的严重形式的化脓性炎症。这种感染很少通过内源性途径发生,通常与主要风险因素相关。大肠杆菌,革兰氏阴性棒,可通过血行传播引起眼内炎。我们在这里报告一名59岁的男子,他的左眼患有急性视力障碍,前面是漂浮物。他正在服用西罗莫司和硫唑嘌呤进行肾脏移植,接受过膀胱闭锁导管插入术,有复发性大肠杆菌尿路感染史。关于评估,左眼表现出手部动作的视力,前房反应(3+/4+),和强烈的玻璃体炎(4+/4+)与白色薄片簇,这阻止了适当的视网膜评估。进行了平坦部玻璃体切除术,培养物产生大肠杆菌。本病例强调了早期识别感染体征和症状的重要性,以便及时开始诊断和治疗眼内炎。
    Endophthalmitis is a severe form of purulent inflammation caused by the infection of the intraocular tissues or fluids. This infection infrequently occurs through endogenous routes, which are often correlated with major risk factors. Escherichia coli, a gram-negative rod, can cause endophthalmitis through hematogenous spread. We here report a 59-year-old man who presented to our service with acute visual impairment in his left eye, preceded by floaters. He was taking sirolimus and azathioprine for a transplanted kidney, had undergone catheterization for bladder atresia, and had a history of recurrent E. coli urinary tract infections. On evaluation, the left eye exhibited visual acuity of hand motion, anterior chamber reaction (3+/4+), and intense vitritis (4+/4+) with white flake clusters, which prevented appropriate retinal evaluation. Pars plana vitrectomy was performed, and the culture yielded E. coli. The present case highlights the importance of identifying the signs and symptoms of infection early so that diagnosis and treatment of endophthalmitis can be promptly initiated.
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  • 文章类型: Journal Article
    背景:分子方法的使用导致粪便样品中肠聚集性大肠杆菌(EAEC)的检测增加。关于这一发现的临床相关性,研究产生了相互矛盾的结果。这项研究的目的是调查腹泻患者和健康对照者粪便样本中EAEC的患病率,并描述EAEC阳性者的特征。
    方法:从3月1日起,2017年2月28日,2019年,我们调查了实验室接受的腹泻患者的所有连续粪便样本,并从挪威中部随机邀请的健康对照中收集粪便样本。实时多重PCR用于细菌的检测,病毒,和寄生虫病原体。我们登记了性行为,年龄,城市与非城市居住权,以及所有参与者的旅行历史。统计分析采用皮尔逊卡方检验,Kruskal-Wallis测试,和曼-惠特尼U测试。
    结果:我们在9487例腹泻患者中的440例(4.6%)和375例健康对照中的8例(2.2%)中确定了EAEC。腹泻和最近国外旅行的EAEC患病率为19.1%,没有腹泻史的人为2.2%。在64.3%的EAEC阳性腹泻患者中检测到伴随病原体。EAEC阳性腹泻患者的中位年龄为28.5岁,EAEC阴性腹泻患者的中位年龄为38岁(p<0.01)。腹泻患者,据报道,72%的EAEC和伴随病原体患者旅行,只有EAEC和没有EAEC的分别为54%和12%,分别(p<0.01)。
    结论:EAEC是一种常见的检测方法,特别是腹泻和最近国际旅行的患者,并在大多数病例中与其他肠道病原体一起发现。我们的结果表明,国内获得的EAEC与腹泻无关。与其他腹泻患者相比,EAEC阳性腹泻和伴随病原体的患者年轻,并且经常报告最近的旅行史。
    BACKGROUND: The use of molecular methods has led to increased detection of Enteroaggregative Escherichia coli (EAEC) in faecal samples. Studies have yielded conflicting results regarding the clinical relevance of this finding. The objective of this study was to investigate the prevalence of EAEC in faecal samples from patients with diarrhoea and healthy controls and describe characteristics of EAEC positive persons.
    METHODS: From March 1st, 2017 to February 28th, 2019, we investigated all consecutive faecal samples from patients with diarrhoea received at the laboratory and collected faecal samples from randomly invited healthy controls from mid-Norway. Real-time multiplex PCR was used for detection of bacterial, viral, and parasitic pathogens. We registered sex, age, urban versus non-urban residency, and travel history for all participants. Statistical analyses were performed with Pearson chi-squared test, Kruskal-Wallis test, and Mann-Whitney U test.
    RESULTS: We identified EAEC in 440 of 9487 (4.6%) patients with diarrhoea and 8 of 375 (2.2%) healthy controls. The EAEC prevalence was 19.1% among those with diarrhoea and recent foreign travel and 2.2% in those without travel history independent of diarrhoea. Concomitant pathogens were detected in 64.3% of EAEC-positive patients with diarrhoea. The median age was 28.5 in those with EAEC-positive diarrhoea and 38 in those with EAEC-negative diarrhoea (p <0.01). In patients with diarrhoea, travel was reported in 72% of those with EAEC and concomitant pathogens, and 54% and 12% in those with only EAEC and no EAEC, respectively (p <0.01).
    CONCLUSIONS: EAEC was a common detection, particularly in patients with diarrhoea and recent international travel, and was found together with other intestinal pathogens in the majority of cases. Our results suggest that domestically acquired EAEC is not associated with diarrhoea. Patients with EAEC-positive diarrhoea and concomitant pathogens were young and often reported recent travel history compared to other patients with diarrhoea.
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  • 文章类型: Journal Article
    由于存在L-3,4-二羟基苯丙氨酸(DOPA),贻贝足蛋白(Mfps)对各种表面具有独特的结合性质。Mytilusedulis足蛋白3(Mefp-3)是底骨粘附斑块中的几种蛋白质之一。它在斑块-基质界面的定位证明Mefp-3在粘附中起关键作用。因此,该蛋白质适合开发创新的生物基粘合剂。然而,重组Mfp-3s主要在变性条件下从包涵体中纯化。这里,我们描述了使用SUMO融合技术获得可溶性和无标签的Mefp-3的稳健且可重复的方案.此外,来自马尾草的微生物酪氨酸酶首次用于Mefp-3中与肽结合的酪氨酸的体外羟基化。通过MALDI-TOF-MS确认的高度羟基化的Mefp-3表现出与商业胶相当的优异的粘合性能。这些结果证明了具有按需DOPA修饰的重组可溶性和无标签的基于Mfp3的蛋白质的一致和简化的高产率生产过程。
    Mussel foot proteins (Mfps) possess unique binding properties to various surfaces due to the presence of L-3,4-dihydroxyphenylalanine (DOPA). Mytilus edulis foot protein-3 (Mefp-3) is one of several proteins in the byssal adhesive plaque. Its localization at the plaque-substrate interface approved that Mefp-3 plays a key role in adhesion. Therefore, the protein is suitable for the development of innovative bio-based binders. However, recombinant Mfp-3s are mainly purified from inclusion bodies under denaturing conditions. Here, we describe a robust and reproducible protocol for obtaining soluble and tag-free Mefp-3 using the SUMO-fusion technology. Additionally, a microbial tyrosinase from Verrucomicrobium spinosum was used for the in vitro hydroxylation of peptide-bound tyrosines in Mefp-3 for the first time. The highly hydroxylated Mefp-3, confirmed by MALDI-TOF-MS, exhibited excellent adhesive properties comparable to a commercial glue. These results demonstrate a concerted and simplified high yield production process for recombinant soluble and tag-free Mfp3-based proteins with on demand DOPA modification.
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  • 文章类型: Journal Article
    尿路感染(UTI)是早产儿最常见的迟发性感染之一。具有非特异性症状和与足月婴儿和较大儿童不同的致病谱,这带来了独特的诊断和治疗挑战。关于肠道微生物群在UTI发病机制中的作用的现有数据在该人口统计学中是有限的。这项研究旨在调查住院早产儿肠道菌群和粪便钙卫蛋白水平的变化及其与UTI发展的关系。进行了一项纵向病例对照研究,涉及2018年1月至2020年10月期间收治的早产儿。每周收集粪便样品并分析微生物谱和钙网蛋白水平。倾向得分匹配,考虑到关键的围产期因素,包括年龄和抗生素使用,用于将UTI诊断婴儿的样本与非UTI同行的样本进行匹配。在研究的151名早产儿中,53人被诊断患有UTI,主要由肠杆菌科(79.3%)和肠球菌科(19.0%)引起。患有UTI的婴儿与非UTI婴儿相比,这些家庭的丰度明显更高,对于革兰氏阴性和阳性病原体,分别。值得注意的是,在后来诊断为UTI的婴儿中,UTI前病原体特异性分类群的丰度显着增加,为早期检测提供高预测价值。Shot弹枪宏基因组测序进一步证实了UTI前特定致病物种的优势,并揭示了与产气克雷伯菌和大肠杆菌感染相关的毒力因子谱的改变。此外,在UTI发作之前观察到粪便钙卫蛋白水平下降,特别是在涉及肠杆菌科的病例中。在UTI发病之前观察到的肠道微生物群中的病原体特异性改变提供了对UTI发病机理的新见解,并为早产儿UTI的早期生物标志物提供了新的见解。有可能加强对这种常见感染的及时管理。然而,在更大的队列中进一步验证对于确认这些发现至关重要.
    Urinary tract infections (UTIs) are among the most common late-onset infections in preterm infants, characterized by nonspecific symptoms and a pathogenic spectrum that diverges from that of term infants and older children, which present unique diagnostic and therapeutic challenges. Existing data on the role of gut microbiota in UTI pathogenesis in this demographic are limited. This study aims to investigate alterations in gut microbiota and fecal calprotectin levels and their association with the development of UTIs in hospitalized preterm infants. A longitudinal case-control study was conducted involving preterm infants admitted between January 2018 and October 2020. Fecal samples were collected weekly and analyzed for microbial profiles and calprotectin levels. Propensity score matching, accounting for key perinatal factors including age and antibiotic use, was utilized to match samples from UTI-diagnosed infants to those from non-UTI counterparts. Among the 151 preterm infants studied, 53 were diagnosed with a UTI, predominantly caused by Enterobacteriaceae (79.3%) and Enterococcaceae (19.0%). Infants with UTIs showed a significantly higher abundance of these families compared to non-UTI infants, for both Gram-negative and positive pathogens, respectively. Notably, there was a significant pre-UTI increase in the abundance of pathogen-specific taxa in infants later diagnosed with UTIs, offering high predictive value for early detection. Shotgun metagenomic sequencing further confirmed the dominance of specific pathogenic species pre-UTI and revealed altered virulence factor profiles associated with Klebsiella aerogenes and Escherichia coli infections. Additionally, a decline in fecal calprotectin levels was observed preceding UTI onset, particularly in cases involving Enterobacteriaceae. The observed pathogen-specific alterations in the gut microbiota preceding UTI onset offer novel insight into the UTI pathogenesis and promising early biomarkers for UTIs in preterm infants, potentially enhancing the timely management of this common infection. However, further validation in larger cohorts is essential to confirm these findings.
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  • 文章类型: Journal Article
    背景:抗菌素耐药性(AMR)仍然是一个重大的全球健康威胁,尤其影响低收入和中等收入国家(LMICs)。这些地区经常面临有限的医疗资源和先进的诊断工具。因此,迫切需要可以加强AMR监测和管理的创新方法。机器学习(ML)虽然在这些设置中没有得到充分利用,提出了一个有希望的途径。这项研究利用了来自英格兰的全基因组测序数据训练的ML模型,在这些数据更容易获得的地方,来预测大肠杆菌中的AMR,针对环丙沙星等关键抗生素,氨苄青霉素,和头孢噻肟.我们工作的关键部分涉及使用来自非洲的独立数据集验证这些模型,特别是来自乌干达,尼日利亚,坦桑尼亚,以确定它们在低收入国家的适用性和有效性。
    结果:模型性能因抗生素而异。支持向量机在预测环丙沙星耐药性方面表现出色(准确率为87%,F1得分:0.57),头孢噻肟光梯度升压机(92%精度,F1得分:0.42),和氨苄青霉素的梯度提升(58%的准确率,F1得分:0.66)。用非洲的数据验证,Logistic回归显示氨苄青霉素的准确性高(94%,F1得分:0.97),而随机森林和光梯度升压机对环丙沙星有效(50%的准确度,F1评分:0.56)和头孢噻肟(准确率为45%,F1得分:0.54),分别。鉴定了这些抗生素的与AMR相关的关键突变。
    结论:随着AMR的威胁不断增加,这些模型的成功应用,特别是来自LMIC的基因组数据集,这标志着改善AMR预测以支持大型AMR监测计划的有希望的途径。因此,这项工作不仅扩展了我们目前对AMR遗传基础的理解,而且提供了一个强大的方法论框架,可以指导未来在对抗AMR方面的研究和应用。
    BACKGROUND: Antimicrobial resistance (AMR) remains a significant global health threat particularly impacting low- and middle-income countries (LMICs). These regions often grapple with limited healthcare resources and access to advanced diagnostic tools. Consequently, there is a pressing need for innovative approaches that can enhance AMR surveillance and management. Machine learning (ML) though underutilized in these settings, presents a promising avenue. This study leverages ML models trained on whole-genome sequencing data from England, where such data is more readily available, to predict AMR in E. coli, targeting key antibiotics such as ciprofloxacin, ampicillin, and cefotaxime. A crucial part of our work involved the validation of these models using an independent dataset from Africa, specifically from Uganda, Nigeria, and Tanzania, to ascertain their applicability and effectiveness in LMICs.
    RESULTS: Model performance varied across antibiotics. The Support Vector Machine excelled in predicting ciprofloxacin resistance (87% accuracy, F1 Score: 0.57), Light Gradient Boosting Machine for cefotaxime (92% accuracy, F1 Score: 0.42), and Gradient Boosting for ampicillin (58% accuracy, F1 Score: 0.66). In validation with data from Africa, Logistic Regression showed high accuracy for ampicillin (94%, F1 Score: 0.97), while Random Forest and Light Gradient Boosting Machine were effective for ciprofloxacin (50% accuracy, F1 Score: 0.56) and cefotaxime (45% accuracy, F1 Score:0.54), respectively. Key mutations associated with AMR were identified for these antibiotics.
    CONCLUSIONS: As the threat of AMR continues to rise, the successful application of these models, particularly on genomic datasets from LMICs, signals a promising avenue for improving AMR prediction to support large AMR surveillance programs. This work thus not only expands our current understanding of the genetic underpinnings of AMR but also provides a robust methodological framework that can guide future research and applications in the fight against AMR.
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  • 文章类型: Case Reports
    丹毒/蜂窝织炎是严重的皮肤感染,对免疫功能低下的患者尤其危险。这些疾病最常见的原因是链球菌感染,但有时它们可能是由其他革兰氏阳性或阴性细菌或其他因素引起的。应准确地进行正确的诊断和治疗,以防止危险的并发症。我们介绍一例由大肠杆菌引起的重度大疱性丹毒,并讨论其诊断,鉴别诊断,以及肾移植患者蜂窝织炎的治疗。
    Erysipelas/cellulitis are severe skin infections that are especially dangerous for immunocompromised patients. The most common cause of these diseases is streptococcal infection, but sometimes they may be caused by other Gram-positive or negative bacteria or other factors. Proper diagnosis and treatment should be implemented accurately to prevent dangerous complications. We present a case of severe bullous erysipelas caused by Escherichia coli and discuss the diagnosis, differential diagnosis, and treatment of cellulitis in kidney transplant patients.
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