Blood-stream infection

  • 文章类型: Journal Article
    目标:人工智能(AI)的进步使得像ChatGPT这样的平台在医学中越来越重要。本研究评估了ChatGPT在解决细菌感染相关问题和基于抗菌谱的临床病例方面的实用性。
    方法:这项研究涉及传染病(ID)专家和居民的合作。一组专家制定了六个真/假,六个开放式问题,和6例临床病例,针对四种类型的感染(心内膜炎,肺炎,腹腔感染,和血流感染)共96题。问题已提交给四名高级居民和四名ID专家,并输入到ChatGPT-4和经过培训的ChatGPT-4版本。总共获得了720个响应,并由抗生素治疗专家小组进行了审查。他们评估了回答的准确性和完整性,从抗菌谱中识别正确耐药机制的能力,以及抗生素处方的适当性。
    结果:在真/假问题的四组中没有发现显着差异,有大约70%的正确答案。训练有素的ChatGPT-4和ChatGPT-4为开放式问题提供了比居民和专家更准确和完整的答案。关于临床病例,我们观察到ChatGPT-4识别正确耐药机制的准确性较低。ChatGPT-4倾向于不开出新的抗生素,如头孢地洛或亚胺培南/西司他丁/雷巴坦,喜欢不太推荐的选择,如粘菌素。经训练的ChatGPT-4和ChatGPT-4均推荐长于必要的治疗期(p值=0.022)。
    结论:本研究强调了ChatGPT在医疗决策中的能力和局限性,特别是关于细菌感染和抗菌谱分析。虽然ChatGPT在回答理论问题方面表现出熟练的能力,在临床病例管理中,它与专家的决策并不一致.尽管有这些限制,ChatGPT作为ID教育和初步分析的支持工具的潜力是显而易见的。然而,它不应该取代专家咨询,尤其是在复杂的临床决策中。
    OBJECTIVE: Advancements in Artificial Intelligence(AI) have made platforms like ChatGPT increasingly relevant in medicine. This study assesses ChatGPT\'s utility in addressing bacterial infection-related questions and antibiogram-based clinical cases.
    METHODS: This study involved a collaborative effort involving infectious disease (ID) specialists and residents. A group of experts formulated six true/false, six open-ended questions, and six clinical cases with antibiograms for four types of infections (endocarditis, pneumonia, intra-abdominal infections, and bloodstream infection) for a total of 96 questions. The questions were submitted to four senior residents and four specialists in ID and inputted into ChatGPT-4 and a trained version of ChatGPT-4. A total of 720 responses were obtained and reviewed by a blinded panel of experts in antibiotic treatments. They evaluated the responses for accuracy and completeness, the ability to identify correct resistance mechanisms from antibiograms, and the appropriateness of antibiotics prescriptions.
    RESULTS: No significant difference was noted among the four groups for true/false questions, with approximately 70% correct answers. The trained ChatGPT-4 and ChatGPT-4 offered more accurate and complete answers to the open-ended questions than both the residents and specialists. Regarding the clinical case, we observed a lower accuracy from ChatGPT-4 to recognize the correct resistance mechanism. ChatGPT-4 tended not to prescribe newer antibiotics like cefiderocol or imipenem/cilastatin/relebactam, favoring less recommended options like colistin. Both trained- ChatGPT-4 and ChatGPT-4 recommended longer than necessary treatment periods (p-value = 0.022).
    CONCLUSIONS: This study highlights ChatGPT\'s capabilities and limitations in medical decision-making, specifically regarding bacterial infections and antibiogram analysis. While ChatGPT demonstrated proficiency in answering theoretical questions, it did not consistently align with expert decisions in clinical case management. Despite these limitations, the potential of ChatGPT as a supportive tool in ID education and preliminary analysis is evident. However, it should not replace expert consultation, especially in complex clinical decision-making.
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  • 文章类型: Journal Article
    早期识别人类病原体对于有效治疗血流感染以预防败血症至关重要。由于存在数量较少的病原体通常难以直接检测,我们假设大量存在的免疫细胞的行为可能为感染的病原体提供间接证据。我们以前应用延时显微镜观察从人类全血样本中分离出的嗜中性粒细胞,感染了人类致病真菌白色念珠菌或光滑念珠菌,确实表现出特征性的形态动力学行为。追踪中性粒细胞随时间的运动和形状动态,结合机器学习方法,区分两种念珠菌的准确率约为75%.在这项研究中,重点是使用先进的深度学习方法提高念珠菌的分类精度。我们为视频数据实现了(i)门控循环单元(GRU)网络和基于变压器的网络,和(ii)用于延时显微镜数据的各个帧的卷积神经网络(CNN)。虽然基于GRU和变压器的方法以96%和100%的准确度产生了有希望的结果,分别,基于视频的分类被证明是非常耗时的,需要几个小时。相比之下,单个显微镜框架的CNN模型在几分钟内产生了结果,and,利用多数投票技术,在鉴定无病原体血液样本和区分念珠菌物种方面均达到100%的准确性。应用的CNN证明了以高精度和高效率自动区分血流念珠菌感染的潜力。我们使用可解释的人工智能(XAI)技术进一步分析了CNN的结果,以了解关键特征和模式,从而阐明中性粒细胞对不同念珠菌物种的反应的潜在关键形态动力学特征。这种方法可以提供对宿主-病原体相互作用的新见解,并可能促进快速,用于区分血液样本中真菌种类的自动化诊断工具。
    Early identification of human pathogens is crucial for the effective treatment of bloodstream infections to prevent sepsis. Since pathogens that are present in small numbers are usually difficult to detect directly, we hypothesize that the behavior of the immune cells that are present in large numbers may provide indirect evidence about the causative pathogen of the infection. We previously applied time-lapse microscopy to observe that neutrophils isolated from human whole-blood samples, which had been infected with the human-pathogenic fungus Candida albicans or C. glabrata, indeed exhibited a characteristic morphodynamic behavior. Tracking the neutrophil movement and shape dynamics over time, combined with machine learning approach, the accuracy for the differentiation between the two Candida species was about 75%. In this study, the focus is on improving the classification accuracy of the Candida species using advanced deep learning methods. We implemented (i) gated recurrent unit (GRU) networks and transformer-based networks for video data, and (ii) convolutional neural networks (CNNs) for individual frames of the time-lapse microscopy data. While the GRU and transformer-based approaches yielded promising results with 96% and 100% accuracy, respectively, the classification based on videos proved to be very time-consuming and required several hours. In contrast, the CNN model for individual microscopy frames yielded results within minutes, and, utilizing a majority-vote technique, achieved 100% accuracy both in identifying the pathogen-free blood samples and in distinguishing between the Candida species. The applied CNN demonstrates the potential for automatically differentiating bloodstream Candida infections with high accuracy and efficiency. We further analysed the results of the CNN using explainable artificial intelligence (XAI) techniques to understand the critical features and patterns, thereby shedding light on potential key morphodynamic characteristics of neutrophils in response to different Candida species. This approach could provide new insights into host-pathogen interactions and may facilitate the development of rapid, automated diagnostic tools for differentiating fungal species in blood samples.
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  • 文章类型: Journal Article
    背景:证据表明,短期抗生素治疗至少与长期抗生素治疗一样有效,临床效果更好。CAZ/AVI已证明其治疗肺炎克雷伯菌KPC感染的临床疗效。
    方法:我们根据十年回顾性队列的真实数据进行了分析,以评估短期CAZ/AVI加源控制与长期加源控制相比的成本效益和成本效用。构建了马尔可夫模型。对患者在健康状态之间的过渡进行了建模,每个转变都有一个概率,每个州都有成本和效用。通过将成本差异除以两个课程之间的公用事业差异,可以获得增量成本效益比(ICER)。通过灵敏度分析研究了输入参数的不确定度。我们通过在估计的变化范围内迭代扰动变量,启动了1000次蒙特卡罗模拟,获得每个模拟的ICER结果。
    结果:在第一个模型(旧的适当治疗)中,短期治疗与每位患者每年减少4818.60欧元的费用和减少的效果相关(0.10QALYs),与漫长的过程相比。在CAZ/AVI模型中,短期课程与1297.9欧元的成本增加和效果增加相关(0.04QALYs),导致每QALY获得32,317.82欧元的ICER,低于40,000欧元的WTP门槛。
    结论:我们的研究结果强调了有关CAZ/AVI对政策制定者的成本效益的其他证据。我们概述,与KPC-KpBSI的旧的适当抗生素疗法相比,CAZ/AVI可能具有成本效益。
    BACKGROUND: Evidence has shown that short courses of antibiotic therapy are at least as effective as long courses with better clinical outcomes. CAZ/AVI has demonstrated its clinical efficacy in treating K. pneumoniae-KPC infections.
    METHODS: We conducted an analysis based on the real-life data of our ten years retrospective cohort to assess the cost-effectiveness and cost-utility of a short course of CAZ/AVI plus source control compared to a long course plus source control. A Markov model was structured. Patient transition between health states was modeled, each transition has a probability, and each state has a cost and a utility. Incremental cost-effectiveness ratios (ICERs) were obtained by dividing the difference in costs by the difference in utilities between the two courses. Input parameter uncertainty was investigated through sensitivity analysis. We launched 1000 Monte Carlo simulations by iteratively perturbing variables within estimated variation ranges, obtaining an ICER result for each simulation.
    RESULTS: In the first model (old appropriate treatment), a short course of treatment was associated with reduced costs per patient per year of €4818.60 and reduced effects (0.10 QALYs), compared to a long course. In the CAZ/AVI model, the short course was associated with increased costs of €1297.9 and with increased effects (0.04 QALYs), resulting in an ICER of €32,317.82 per QALY gained, below the WTP threshold of €40,000.
    CONCLUSIONS: Our findings highlight additional evidence regarding the cost-effectiveness of CAZ/AVI for policy-makers. We outline that CAZ/AVI could be cost-effective compared to old appropriate antibiotic therapies for KPC-Kp BSI.
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  • 文章类型: Journal Article
    由产超广谱β-内酰胺酶的肠杆菌引起的菌血症迅速增加,主要归因于CTX-M酶。这项研究旨在评估NG-Test®CTX-MMULTI侧流测定(CTX-MLFA),用于快速检测加标和临床BCs中革兰氏阴性杆菌阳性的血液培养(BCs)中的CTX-M生产者。在BC瓶中进行了回顾性测试,其中添加了一组特征良好的肠杆菌分离株,这些分离株产生CTX-M(n=15)和CTX-M样β-内酰胺酶(n=27)。临床前瞻性测试,2021年4月至2022年3月,在通过显微镜检查检测革兰氏阴性杆菌后,在两个医院微生物学实验室进行了非重复BC(n=350).将结果与作为参考的分子测试进行比较。在加标的BC中,CTX-MLFA正确检测到所有CTX-M生产者,包括5个具有杂交CTX-M变体的分离株。然而,观察到一些CTX-M样β-内酰胺酶的假阳性结果,包括OXY-1-3、OXY-2-8、OXY-5-3、FONA-8、-9、-10、11、13和SFO-1。在临床BCs中,CTX-MLFA显示100%(95%CI,96.0-100%)的敏感性和99.6%(97.9-100%)的特异性.总之,这项研究表明,使用CTX-MLFA可以可靠地实现BC肉汤中CTX-M生产者的快速检测,从而为抗生素的早期优化提供了机会。
    Bacteremia caused by extended-spectrum β-lactamases-producing Enterobacterales has increased rapidly and is mainly attributed to CTX-M enzymes. This study aimed to evaluate the NG-Test® CTX-M MULTI lateral flow assay (CTX-M LFA) for rapid detection of CTX-M producers in blood cultures (BCs) positive for Gram-negative bacilli in spiked and clinical BCs. Retrospective testing was performed on BC bottles spiked with a collection of well-characterized Enterobacterales isolates producing CTX-M (n = 15) and CTX-M-like (n = 27) β-lactamases. Prospective testing of clinical, non-duplicate BCs (n = 350) was performed in two hospital microbiology laboratories from April 2021 to March 2022 following detection of Gram-negative bacilli by microscopic examination. Results were compared against molecular testing as the reference. In the spiked BCs, the CTX-M LFA correctly detected all CTX-M producers including 5 isolates with hybrid CTX-M variants. However, false-positive results were observed for several CTX-M-like β-lactamases, including OXY-1-3, OXY-2-8, OXY-5-3, FONA-8, -9, -10, 11, 13 and SFO-1. In clinical BCs, the CTX-M LFA showed 100% (95% CI, 96.0-100%) sensitivity and 99.6% (97.9-100%) specificity. In conclusion, this study showed that rapid detection of CTX-M producers in BC broths can be reliably achieved using the CTX-M LFA, thus providing an opportunity for early optimization of antibiotics.
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  • 文章类型: Journal Article
    我们叙述了病理生理学,流行病学,以及通过在Embase中搜索以下关键字来管理艰难梭菌结肠炎(CDI)的共感染,MedLine,和PubMed:“梭菌/艰难梭菌”,“合并感染”,“血流感染”(BSI),\“真菌血症\”,\"念珠菌\",“巨细胞病毒”,\"益生菌\",“微生物易位”(MT)。细菌BSIs(主要由肠杆菌和肠球菌引起)和真菌血症(主要由白色念珠菌引起)可能发生在高达20%和9%的CDI中,增加死亡率和住院时间。高达68%的分离株是多重耐药细菌。肠道菌群失调发挥了关键作用,肠屏障渗漏,还有MT。具体的危险因素表现为诱导CDI的广谱抗生素,口服万古霉素,和CDI严重性。在中度/重度CDI期间施用益生菌(主要是酵母菌和乳酸菌)可能有利于益生菌重复感染。其他共感染(如巨细胞病毒或原生动物)可以使有限和特定的病例复杂化。越来越多的证据表明非达霉素,bezlotoxumab,与历史疗法相比,通过中断CDI之间的恶性循环,粪便微生物群移植可以显着降低合并感染率,治疗,还有MT。细菌BSI和念珠菌菌血症是CDI中最常见的共感染。医生应该意识到这种并发症,以便及时诊断和治疗,并实施预防策略,包括更全面地考虑更新的治疗方案。
    We narratively reviewed the physiopathology, epidemiology, and management of co-infections in Clostridioides difficile colitis (CDI) by searching the following keywords in Embase, MedLine, and PubMed: \"Clostridium/Clostridioides difficile\", \"co-infection\", \"blood-stream infection\" (BSI), \"fungemia\", \"Candida\", \"Cytomegalovirus\", \"probiotics\", \"microbial translocation\" (MT). Bacterial BSIs (mainly by Enterobacteriaceae and Enterococcus) and fungemia (mainly by Candida albicans) may occur in up to 20% and 9% of CDI, increasing mortality and length of hospitalization. Up to 68% of the isolates are multi-drug-resistant bacteria. A pivotal role is played by gut dysbiosis, intestinal barrier leakage, and MT. Specific risk factors are represented by CDI-inducing broad-spectrum antibiotics, oral vancomycin use, and CDI severity. Probiotics administration (mainly Saccharomyces and Lactobacillus) during moderate/severe CDI may favor probiotics superinfection. Other co-infections (such as Cytomegalovirus or protozoa) can complicate limited and specific cases. There is mounting evidence that fidaxomicin, bezlotoxumab, and fecal microbiota transplantation can significantly reduce the rate of co-infections compared to historical therapies by interrupting the vicious circle between CDI, treatments, and MT. Bacterial BSIs and candidemia represent the most common co-infections in CDI. Physicians should be aware of this complication to promptly diagnose and treat it and enforce preventive strategies that include a more comprehensive consideration of newer treatment options.
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  • 文章类型: Journal Article
    早期和准确的病原体检测对于改善血流感染(BSI)的临床结果非常重要。特别是在耐药病原体的情况下。在这项研究中,我们的目的是利用BSI患者的血浆DNA,开发一种不依赖培养的数字PCR(dPCR)系统,用于多重检测主要败血症革兰阴性病原体和抗菌素耐药基因.我们的双重dPCR系统在3小时内通过5个反应成功检测到9个靶标(5个细菌特异性靶标和4个抗菌抗性基因)。细菌DNA的最低检测限为50ag,提示可以检测到血液中1CFU/ml的细菌。为了验证临床适用性,用我们的系统检测了来自发热患者的无细胞DNA样本,并证实了与常规血液培养的高度一致性.该系统可以支持早期识别一些耐药的革兰氏阴性病原体,这可以帮助改善BSI的治疗结果。
    Early and accurate detection of pathogens is important to improve clinical outcomes of bloodstream infections (BSI), especially in the case of drug-resistant pathogens. In this study, we aimed to develop a culture-independent digital PCR (dPCR) system for multiplex detection of major sepsiscausing gram-negative pathogens and antimicrobial resistance genes using plasma DNA from BSI patients. Our duplex dPCR system successfully detected nine targets (five bacteria-specific targets and four antimicrobial resistance genes) through five reactions within 3 hours. The minimum detection limit was 50 ag of bacterial DNA, suggesting that 1 CFU/ml of bacteria in the blood can be detected. To validate the clinical applicability, cell-free DNA samples from febrile patients were tested with our system and confirmed high consistency with conventional blood culture. This system can support early identification of some drug-resistant gram-negative pathogens, which can help improving treatment outcomes of BSI.
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  • 文章类型: Journal Article
    UNASSIGNED: To elucidate the in-hospital and long-term outcomes of infective endocarditis (IE) in end-stage kidney disease (ESKD) patients on chronic dialysis and to analyze the risk factors of mortality.
    UNASSIGNED: The case files of 1,817 patients who were hospitalized for IE over a 14-year period were retrospectively reviewed. Of these, 116 ESKD patients on chronic dialysis were enrolled in this study. Cox\'s proportional hazard model was used to evaluate the risk factors of mortality and long-term outcomes.
    UNASSIGNED: The in-hospital mortality rate of the 116 enrolled patients was as high as 43.1%. Patients who survived the index admission had a three-year mortality rate of 33%. Univariate analysis was used to compare survivors and non-survivors; poor in-hospital outcomes were associated with the use of a tunneled cuffed catheter for dialysis access, a shorter duration hospitalization, shock or respiratory failure during hospitalization, a higher white blood count, a higher percentage of polymorphonuclear leukocytes, a higher C-reactive protein level, a lower serum albumin level, and a higher total bilirubin level. Following multivariate adjustment, shock (odds ratio, 9.29, with a 95% confidence interval [CI] of 2.78 to 34.24; p<0.001) or respiratory failure (odds ratio, 25.16, with a 95% CI of 5.63 to 153.54; p<0.001) during hospitalization was strongly associated with increased in-hospital mortality. Patients who underwent cardiac operations (odds ratio, 0.22, with a 95% CI of 0.052 to 0.86; p=0.031) had better in-hospital outcomes. Heart failure reduced ejection fraction (HFrEF) at the time of initial hospitalization was an independent risk factor for 3-year mortality (hazard ratio, 3.48, with a 95% CI of 1.09 to 11.09; p=0.035).
    UNASSIGNED: The outcomes of IE for ESKD patients on chronic dialysis were poor. Only 56.9% of these patients survived the index admission and their mortality rate over three years was 33%. Shock or respiratory failure during hospitalization was associated with increased in-hospital mortality. Patients who underwent cardiac operations had better in-hospital outcomes. HFrEF at the time of initial hospitalization was an independent risk factor for three-year mortality.
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  • 文章类型: Journal Article
    There has been scarce evidence about deaths due to blood stream infection (BSI) in Japan so far. The main objective of this study is to understand the epidemiological trend of deaths caused by BSIs due to Staphylococcus aureus and Escherichia coli including Methicillin-resistant S. aureus (MRSA) and fluoroquinolone-resistant E. coli (FQREC) at national level. We annually estimated the number of BSI caused by S. aureus and E. coli between 2011 and 2017 across Japan using comprehensive data of bacterial culturing and drug susceptibilities collected in Japan Nosocomial Infection Surveillance (JANIS). The number of death was estimated by using BSI mortality obtained from previous studies in Japan. The number of BSI death attributable to S. aureus was estimated to 17,412 in 2011 and 17,157 in 2017, respectively, out of the whole population (126.8 million) in Japan. Among them, cases attributed to MRSA accounted for 5924 (34.0%) in 2011, and decreased to 4224 (24.6%) cases in 2017. On the other hand, the number of BSI death attributable to E. coli was estimated to 9044 in 2011 and increased to 14,016 in 2017. Among them, cases attributed to FQREC accounted for 2045 (22.6%) in 2011 and increased to 3915 (27.9%) cases in 2017. The number of BSI death attributable to MRSA has been decreasing and that attributable to FQREC has been increasing. This study provides the first annual estimate of disease burden of BSI caused by antimicrobial resistant (AMR) bacteria in Japan, and basis for formulating health policy to deal with AMR.
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  • 文章类型: Case Reports
    Candida pararugosa is a yeast that has been previously isolated in various human specimens. The first reported isolation was from human feces in 1998, with subsequent reports of positive cultures from the oral cavity where it was thought to represent colonization rather than true infection. Though it has been isolated from other human sites, its clinical significance and manifestations are poorly characterized. We report the case of a 39-year-old woman on parenteral hyperalimentation who developed post abdominal surgery sepsis and surgical wound necrotizing fasciitis. Candida pararugosa was isolated from two different blood cultures and the patient\'s clinical status improved after initiation of therapy with micafungin. Though it was not clear whether sepsis was driven by the candidemia or the necrotizing fasciitis or both, this report appears to be the first case of Candida pararugosa bloodstream infection described in an adult.
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  • 文章类型: Journal Article
    背景:经直肠前列腺活检后的血流感染是一种众所周知且令人恐惧的并发症。先前的研究表明,由于被调查人群中抗生素的使用增加,多耐药性细菌感染的增加。我们的目的是分析阳性血培养中的细菌耐药模式,在斯德哥尔摩进行前列腺活检后,瑞典,在过去的10年里,抗生素的使用量一直很低,而且在减少。
    方法:来自斯德哥尔摩的三个病理学实验室,从2003年至2012年检索了前列腺检查报告(n=56,076).通过将男性与国家患者登记册联系起来,排除了除前列腺外的所有核心活检(n=12,024)。排除了年龄小于30岁的男性的前列腺活检(n=5),留下了44,047个活检用于分析。从实验室信息系统中检索了有关血液培养的数据。计算了每年30天内血液培养的比例。使用粗略和调整后的逻辑回归模型来估计OR。
    结果:总计,在超过10年的32,916名男性中进行了44,047例前列腺活检。在活检后30天内抽取620次血液培养物;其中266为阳性。2003年和2012年血培养阳性的比例分别为0.38%和1.14%,分别。研究期间,多重耐药细菌的比例显着增加。在原油和调整后的分析中,活检年份和Charlson合并症指数与血培养阳性的风险相关.
    结论:多药耐药肠杆菌在瑞典正成为一个问题,尽管低抗菌药物的使用。男性需要了解经直肠前列腺活检的感染性并发症的风险增加。接受前列腺活检的50名男性中有1名会在活检后出现提示血流感染的症状,100名男性中有1名会有阳性的血液培养。
    BACKGROUND: Bloodstream infection following a transrectal prostate biopsy is a well-known and feared complication. Previous studies have shown an increase in multi-resistant bacterial infections as a consequence of higher usage of antibiotics in investigated populations. Our aim was to analyze bacterial resistance patterns in positive blood cultures, after prostate biopsies in Stockholm, Sweden, where the use of antibiotics has been low and decreasing during the last 10 years.
    METHODS: From the three pathology laboratories in Stockholm, reports of prostate examinations were retrieved (n = 56,076) from 2003 to 2012. By linking men to the National Patient Register all but prostate core biopsies were excluded (n = 12,024). Prostate biopsies in men younger than 30 years of age were excluded (n = 5) leaving 44,047 biopsies for analysis. From laboratory information systems data regarding blood cultures were retrieved. Proportions of blood cultures within 30 days by year were calculated. Crude and adjusted logistic regression models were used to estimate ORs.
    RESULTS: In total, 44,047 prostate biopsies were performed in 32,916 men over 10 years. On 620 occasions a blood culture was drawn within 30 days of the biopsy; 266 of these were positive. The proportions with positive blood cultures in 2003 and 2012 were 0.38 and 1.14%, respectively. The proportion of multidrug-resistant bacteria increased significantly during the study. In the crude and the adjusted analysis, the year of biopsy and Charlson Comorbidity Index were associated with the risk of having a positive blood culture.
    CONCLUSIONS: Multidrug-resistant enteric bacilli are becoming a problem in Sweden, despite low antimicrobial use. Men need to be informed about the increasing risks of infectious complications of transrectal prostate biopsy. One out of 50 men undergoing a prostate biopsy will develop symptoms suggestive of a bloodstream infection after the biopsy and one in 100 men will have a positive blood culture.
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