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A scoping review on the community dividend resulting from testing and treating hepatitis C infection in people living in detention. 对在被拘留者中检测和治疗丙型肝炎感染所产生的社区红利进行范围审查。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-05 DOI: 10.1017/S0950268824001419
Eszter Kiss-Farina, Chizoba Esio-Bassey, Emma Plugge, Nick De Viggiani

A scoping review was conducted to map out sources, types, characteristics of evidence that substantiate the existence of a community dividend arising from testing and treating hepatitis C virus (HCV) infection in people living in detention - where community dividend is defined as the benefit of prison-related intervention for general population health. Joanna Briggs Institute methodology guidance was used. Literature search was done in EMBASE, Scopus, ASSIA, UWE library, CINAHL Plus, and Medline to find studies published in any country, any language between January 1991 and June 2022. PRISMA ScR flow chart mapped out the number of records identified, included, and reasons for exclusion. Data were extracted and charted in Excel. The findings were systematically reported by charting table headings then synthesized in the discussion. Quality assessment was carried out. The descriptive analysis demonstrated economic, clinical, and epidemiological domains to the community dividend in long-term health expenditure savings, reduction in HCV-related disease sequelae, increase in survival, improvement in quality of life, and reduction in infection transmission, most of which are realized in the community following release. Therefore, targeting marginalized populations affected by HCV could expedite the elimination effort, reduce inequalities, and have a positive impact on the wider population.

进行了一项范围审查,以确定证据的来源、类型和特征,这些证据证实在拘留人员中检测和治疗丙型肝炎病毒感染产生了社区红利——社区红利的定义是与监狱有关的干预对一般人口健康的好处。采用了乔安娜布里格斯研究所的方法指南。在EMBASE、Scopus、ASSIA、UWE library、CINAHL Plus和Medline中进行文献检索,查找1991年1月至2022年6月期间在任何国家、任何语言发表的研究。PRISMA ScR流程图列出已识别、包括的记录数量和排除的原因。数据提取并在Excel中绘制图表。通过图表标题系统地报告了调查结果,然后在讨论中加以综合。进行质量评价。描述性分析表明,经济、临床和流行病学领域对社区在长期卫生支出节省、减少hcv相关疾病后遗症、增加生存率、改善生活质量和减少感染传播方面的红利,其中大部分在释放后在社区实现。因此,针对受丙型肝炎病毒影响的边缘人群可以加快消除工作,减少不平等现象,并对更广泛的人群产生积极影响。
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引用次数: 0
A web-based dynamic nomogram for estimating talaromycosis risk in hospitalized HIV-positive patients. 一个基于网络的动态图用于估计住院hiv阳性患者的talaromylosis风险。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-05 DOI: 10.1017/S0950268824001456
Xu Li, Zhongsheng Jiang, Shenglin Mo, Xiaohong Huang, Tao Chen, Peng Zhang, Linghua Li, Bin Huang, Yanqiu Lu, Ying Wu, Jiaguang Hu

Our study aimed to develop and validate a nomogram to assess talaromycosis risk in hospitalized HIV-positive patients. Prediction models were built using data from a multicentre retrospective cohort study in China. On the basis of the inclusion and exclusion criteria, we collected data from 1564 hospitalized HIV-positive patients in four hospitals from 2010 to 2019. Inpatients were randomly assigned to the training or validation group at a 7:3 ratio. To identify the potential risk factors for talaromycosis in HIV-infected patients, univariate and multivariate logistic regression analyses were conducted. Through multivariate logistic regression, we determined ten variables that were independent risk factors for talaromycosis in HIV-infected individuals. A nomogram was developed following the findings of the multivariate logistic regression analysis. For user convenience, a web-based nomogram calculator was also created. The nomogram demonstrated excellent discrimination in both the training and validation groups [area under the ROC curve (AUC) = 0.883 vs. 0.889] and good calibration. The results of the clinical impact curve (CIC) analysis and decision curve analysis (DCA) confirmed the clinical utility of the model. Clinicians will benefit from this simple, practical, and quantitative strategy to predict talaromycosis risk in HIV-infected patients and can implement appropriate interventions accordingly.

我们的研究旨在开发和验证一种nomogram方法来评估住院hiv阳性患者罹患talaromyosis的风险。预测模型采用中国一项多中心回顾性队列研究的数据。根据纳入和排除标准,我们收集了2010 - 2019年4家医院1564例住院hiv阳性患者的数据。住院患者按7:3的比例随机分配到训练组或验证组。为了确定hiv感染患者发生talaromylosis的潜在危险因素,我们进行了单因素和多因素logistic回归分析。通过多变量逻辑回归,我们确定了10个变量,这些变量是hiv感染个体中talaromyosis的独立危险因素。根据多变量逻辑回归分析的结果,形成了一个正态图。为了方便用户使用,还创建了一个基于web的nomogram calculator。模态图在训练组和验证组中均表现出良好的辨别能力[ROC曲线下面积(AUC) = 0.883 vs. 0.889]和良好的校准。临床影响曲线分析(CIC)和决策曲线分析(DCA)的结果证实了该模型的临床实用性。临床医生将受益于这种简单、实用和定量的策略,以预测艾滋病毒感染患者的塔拉香菌病风险,并可以相应地实施适当的干预措施。
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引用次数: 0
Global epidemiology of serogroup Y invasive meningococcal disease: a literature review. 血清Y群侵袭性脑膜炎球菌病的全球流行病学:文献综述
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-05 DOI: 10.1017/S0950268824001535
Myint Tin Tin Htar, Jamie Findlow, Paul Balmer, David Swerdlow

Serogroup epidemiology of invasive meningococcal disease (IMD) is constantly evolving, varying by time and location. Surveillance reports have indicated a rise in meningococcal serogroup Y (MenY) in some regions in recent years. This systematic literature review explores the evolving epidemiology of MenY IMD globally based on review of recent articles and national surveillance reports published between 1 January 2010 and 25 March 2021. Generally, MenY incidence was low (<0.2/100,000) across all ages in most countries. The reported incidence was more frequent among infants, adolescents, and those aged ≥65 years. More than 10% of all IMD cases were MenY in some locations and time periods. Implementation of vaccination evolved over time as the rise in MenY IMD percentage occurred. Cases decreased in countries with quadrivalent vaccine programs (e.g., United Kingdom, the Netherlands, United States, and Australia), whereas the MenY burden increased and made up a large proportion of cases in areas without vaccine programs. Continuous monitoring of epidemiologic changes of IMD is essential to establish MenY burden and for implementation of prevention strategies.

侵袭性脑膜炎球菌病(IMD)的血清群流行病学是不断发展的,随时间和地点而变化。监测报告显示,近年来某些地区脑膜炎球菌Y血清群(MenY)有所上升。本系统文献综述在回顾2010年1月1日至2021年3月25日期间发表的最新文章和国家监测报告的基础上,探讨了全球MenY - IMD流行病学的演变。一般情况下,MenY发病率较低(
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引用次数: 0
Identification of risk areas for avian influenza outbreaks in domestic poultry in Mali using the GIS-MCDA approach. 利用GIS-MCDA方法确定马里家禽中禽流感暴发的危险区。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-02 DOI: 10.1017/S0950268824001390
Idrissa Nonmon Sanogo, Maxime Fusade-Boyer, Sophie Molia, Ousmane A Koita, Christelle Camus, Mariette F Ducatez

Mali is a country where little information is known about the circulation of avian influenza viruses (AIVs) in poultry. Implementing risk-based surveillance strategies would allow early detection and rapid control of AIVs outbreaks in the country. In this study, we implemented a multi-criteria decision analysis (MCDA) method coupled with geographic information systems (GIS) to identify risk areas for AIVs occurrence in domestic poultry in Mali. Five risk factors associated with AIVs occurrence were identified from the literature, and their relative weights were determined using the analytic hierarchy process (AHP). Spatial data were collected for each risk factor and processed to produce risk maps for AIVs outbreaks using a weighted linear combination (WLC). We identified the southeast regions (Bamako and Sikasso) and the central region (Mopti) as areas with the highest risk of AIVs occurrence. Conversely, northern regions were considered low-risk areas. The risk areas agree with the location of HPAI outbreaks in Mali. This study provides the first risk map using the GIS-MCDA approach to identify risk areas for AIVs occurrence in Mali. It should provide a basis for designing risk-based and more cost-effective surveillance strategies for the early detection of avian influenza outbreaks in Mali.

马里是一个对禽流感病毒在家禽中传播知之甚少的国家。实施基于风险的监测战略将有助于及早发现和迅速控制该国的艾滋病疫情。在这项研究中,我们实施了一种多标准决策分析(MCDA)方法,结合地理信息系统(GIS)来确定马里家禽中发生aiv的风险区域。从文献中确定与aiv发生相关的5个危险因素,并采用层次分析法(AHP)确定其相对权重。收集每个风险因素的空间数据,并使用加权线性组合(WLC)对其进行处理,生成艾滋病病毒暴发风险图。我们确定东南部地区(巴马科和西卡索)和中部地区(莫普提)是发生艾滋病病毒风险最高的地区。相反,北部地区被认为是低风险地区。风险地区与马里爆发高致病性禽流感的地点一致。这项研究提供了首个使用GIS-MCDA方法确定马里发生艾滋病风险区域的风险地图。它应为设计基于风险和更具成本效益的监测战略提供基础,以便及早发现马里的禽流感疫情。
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引用次数: 0
Inferring the proportion of undetected cholera infections from serological and clinical surveillance in an immunologically naive population. 推断从血清学和临床监测未被发现的霍乱感染的比例免疫幼稚人群。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-02 DOI: 10.1017/S0950268824000888
Flavio Finger, Joseph Lemaitre, Stanley Juin, Brendan Jackson, Sebastian Funk, Justin Lessler, Eric Mintz, Patrick Dely, Jacques Boncy, Andrew S Azman

Most infections with pandemic Vibrio cholerae are thought to result in subclinical disease and are not captured by surveillance. Previous estimates of the ratio of infections to clinical cases have varied widely (2 to 100 infections per case). Understanding cholera epidemiology and immunity relies on the ability to translate between numbers of clinical cases and the underlying number of infections in the population. We estimated the infection incidence during the first months of an outbreak in a cholera-naive population using a Bayesian vibriocidal antibody titer decay model combining measurements from a representative serosurvey and clinical surveillance data. 3,880 suspected cases were reported in Grande Saline, Haiti, between 20 October 2010 and 6 April 2011 (clinical attack rate 18.4%). We found that more than 52.6% (95% Credible Interval (CrI) 49.4-55.7) of the population ≥2 years showed serologic evidence of infection, with a lower infection rate among children aged 2-4 years (35.5%; 95%CrI 24.2-51.6) compared with people ≥5 years (53.1%; 95%CrI 49.4-56.4). This estimated infection rate, nearly three times the clinical attack rate, with underdetection mainly seen in those ≥5 years, has likely impacted subsequent outbreak dynamics. Our findings show how seroincidence estimates improve understanding of links between cholera burden, transmission dynamics and immunity.

大多数大流行霍乱弧菌感染被认为会导致亚临床疾病,并且没有被监测到。以往对感染与临床病例比率的估计差异很大(每例2至100例感染)。了解霍乱流行病学和免疫依赖于在临床病例数和人群中潜在感染数之间进行转换的能力。我们使用贝叶斯杀弧菌抗体滴度衰减模型,结合代表性血清调查和临床监测数据的测量,估计了霍乱暴发后最初几个月的感染发生率。2010年10月20日至2011年4月6日期间,海地大盐湖报告了3,880例疑似病例(临床发病率18.4%)。我们发现超过52.6%(95%可信区间(CrI) 49.4-55.7)≥2岁的人群有血清学感染证据,2-4岁儿童感染率较低(35.5%;95%CrI 24.2-51.6),而≥5岁的患者(53.1%;95%置信区间49.4 - -56.4)。这一估计感染率几乎是临床发病率的三倍,且主要发生在≥5年的患者中,可能影响了随后的疫情动态。我们的研究结果表明,血清发病率估计如何提高对霍乱负担、传播动力学和免疫之间联系的理解。
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引用次数: 0
Origin and evolution of West Nile virus lineage 1 in Italy. 西尼罗病毒在意大利的起源和进化
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-02 DOI: 10.1017/S0950268824001420
Andrea Silverj, Giulia Mencattelli, Federica Monaco, Federica Iapaolo, Liana Teodori, Alessandra Leone, Andrea Polci, Valentina Curini, Marco Di Domenico, Barbara Secondini, Valeria Di Lollo, Massimo Ancora, Annapia Di Gennaro, Daniela Morelli, Maria Gabriella Perrotta, Giovanni Marini, Roberto Rosà, Nicola Segata, Omar Rota-Stabelli, Annapaola Rizzoli, Giovanni Savini

West Nile virus (WNV) is a mosquito-borne pathogen that can infect humans, equids, and many bird species, posing a threat to their health. It consists of eight lineages, with Lineage 1 (L1) and Lineage 2 (L2) being the most prevalent and pathogenic. Italy is one of the hardest-hit European nations, with 330 neurological cases and 37 fatalities in humans in the 2021-2022 season, in which the L1 re-emerged after several years of low circulation. We assembled a database comprising all publicly available WNV genomes, along with 31 new Italian strains of WNV L1 sequenced in this study, to trace their evolutionary history using phylodynamics and phylogeography. Our analysis suggests that WNV L1 may have initially entered Italy from Northern Africa around 1985 and indicates a connection between European and Western Mediterranean countries, with two distinct strains circulating within Italy. Furthermore, we identified new genetic mutations that are typical of the Italian strains and that can be tested in future studies to assess their pathogenicity. Our research clarifies the dynamics of WNV L1 in Italy, provides a comprehensive dataset of genome sequences for future reference, and underscores the critical need for continuous and coordinated surveillance efforts between Europe and Africa.

西尼罗河病毒(WNV)是一种蚊子传播的病原体,可感染人类、马科动物和许多鸟类,对它们的健康构成威胁。它由8个谱系组成,谱系1 (L1)和谱系2 (L2)是最普遍和致病性最强的。意大利是受影响最严重的欧洲国家之一,在2021-2022年的流感季节,有330例神经系统病例,37人死亡。在经历了几年的低循环后,L1病毒在这个季节重新出现了。我们建立了一个数据库,包括所有可公开获得的西尼罗河病毒基因组,以及本研究中测序的31个新的意大利西尼罗河病毒L1株,利用系统动力学和系统地理学追踪它们的进化历史。我们的分析表明,西尼罗河病毒L1可能最初于1985年左右从北非进入意大利,并表明欧洲和西地中海国家之间存在联系,在意大利境内流传着两种不同的毒株。此外,我们确定了意大利菌株的典型新基因突变,可以在未来的研究中进行测试,以评估其致病性。我们的研究阐明了西尼罗河病毒L1在意大利的动态,提供了一个全面的基因组序列数据集供未来参考,并强调了欧洲和非洲之间持续和协调监测工作的迫切需要。
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引用次数: 0
Are we ready for the next anthrax outbreak? Lessons from a simulation exercise in a rural-based district in Uganda. 我们准备好迎接下一次炭疽爆发了吗?来自乌干达农村地区模拟演习的经验教训。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-12-02 DOI: 10.1017/S0950268824001493
Abel W Walekhwa, Lydia N Namakula, Brenda Nakazibwe, Richard Ssekitoleko, Lawrence Mugisha

Anthrax is a bacterial zoonotic disease caused by Bacillus anthracis. We qualitatively examined facilitators and barriers to responding to a potential anthrax outbreak using the capability, opportunity, motivation behaviour model (COM-B model) in the high-risk rural district of Namisindwa, in Eastern Uganda. We chose the COM-B model because it provides a systematic approach for selecting evidence-based techniques and approaches for promoting the behavioural prompt response to anthrax outbreaks. Unpacking these facilitators and barriers enables the leaders and community members to understand existing resources and gaps so that they can leverage them for future anthrax outbreaks.This was a qualitative cross-sectional study that was part of a bigger anthrax outbreak simulation study conducted in September 2023. We conducted 10 Key Informant interviews among key stakeholders. The interviews were audio recorded on Android-enabled phones and later transcribed verbatim. The transcripts were analyzed using a deductive thematic content approach through Nvivo 12.The facilitators were; knowledge of respondents about anthrax disease and anthrax outbreak response, experience and presence of surveillance guidelines, availability of resources, and presence of communication channels. The identified barriers were; porous boarders that facilitate unregulated animal trade across, lack of essential personal protective equipment, and lack of funds for surveillance and response activities.Generally, the district was partially ready for the next anthrax outbreak. The district was resourced in terms of human resources but lacked adequate funds for animal, environmental and human surveillance activities for anthrax and related response. The district technical staff had the knowledge required to respond to the anthrax outbreak but lacked adequate funds for animal, environmental and human surveillance for anthrax and related response. We think that our study findings are generalizable in similar settings and therefore call for the implementation of such periodic evaluations to help leverage the strong areas and improve other aspects. Anthrax is a growing threat in the region, and there should be proactive efforts in prevention, specifically, we recommend vaccination of livestock and further research for human vaccines.

炭疽是由炭疽芽孢杆菌引起的细菌性人畜共患疾病。我们在乌干达东部Namisindwa的高风险农村地区使用能力、机会、动机行为模型(COM-B模型)定性地检查了应对潜在炭疽疫情的促进因素和障碍。我们之所以选择COM-B模型,是因为它为选择以证据为基础的技术和方法提供了一种系统的方法,以促进对炭疽疫情的行为迅速反应。解开这些促进因素和障碍使领导人和社区成员能够了解现有资源和差距,以便他们能够利用这些资源应对未来的炭疽疫情。这是一项定性横断面研究,是2023年9月进行的一项更大的炭疽爆发模拟研究的一部分。我们在主要利益相关者中进行了10次关键线人访谈。这些采访是用安卓手机录下来的,后来逐字逐句地记录下来。通过Nvivo 12使用演绎主题内容方法对转录本进行分析。促进者是;应答者对炭疽疾病和炭疽疫情应对的了解、监测指南的经验和有无、资源的可得性以及有无沟通渠道。确定的障碍是;漏洞百出的边境便利了不受管制的跨境动物贸易,缺乏必要的个人防护装备,以及缺乏监测和应对活动的资金。总的来说,这个地区已经为下一次炭疽疫情的爆发做好了部分准备。该地区在人力资源方面有充足的资源,但缺乏足够的资金用于动物、环境和人的炭疽监测活动和有关应对工作。地区技术人员具备应对炭疽疫情所需的知识,但缺乏足够的资金用于动物、环境和人的炭疽监测及相关应对。我们认为,我们的研究结果在类似的情况下是可推广的,因此呼吁实施这种定期评估,以帮助利用优势领域和改进其他方面。炭疽病在该地区是一个日益严重的威胁,应采取积极主动的预防措施,具体而言,我们建议为牲畜接种疫苗,并进一步研究人类疫苗。
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引用次数: 0
Reducing antimicrobial use in livestock alone may be not sufficient to reduce antimicrobial resistance among human Campylobacter infections: an ecological study in the Netherlands. 仅减少牲畜的抗菌药使用可能不足以降低人类弯曲杆菌感染的抗菌药耐药性:荷兰的一项生态研究。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-11-27 DOI: 10.1017/S0950268824001511
Huifang Deng, Linda E Chanamé Pinedo, Anouk P Meijs, Pim Sanders, Kees T Veldman, Michael S M Brouwer, Altorf-Vander Kuil Wieke, Bart Wullings, Maaike J C van den Beld, Sabine C de Greeff, Cindy M Dierikx, Engeline van Duijkeren, Eelco Franz, Lapo Mughini-Gras, Roan Pijnacker

Reducing antimicrobial use (AMU) in livestock may be one of the keys to limit the emergence of antimicrobial resistance (AMR) in bacterial populations, including zoonotic pathogens. This study assessed the temporal association between AMU in livestock and AMR among Campylobacter isolates from human infections in the Netherlands between 2004 - 2020. Moreover, the associations between AMU and AMR in livestock and between AMR in livestock and AMR in human isolates were assessed. AMU and AMR data per antimicrobial class (tetracyclines, macrolides and fluoroquinolones) for Campylobacter jejuni and Campylobacter coli from poultry, cattle, and human patients were retrieved from national surveillance programs. Associations were assessed using logistic regression and the Spearman correlation test. Overall, there was an increasing trend in AMR among human C. jejuni/coli isolates during the study period, which contrasted with a decreasing trend in livestock AMU. In addition, stable trends in AMR in broilers were observed. No significant associations were observed between AMU and AMR in domestically produced broilers. Moderate to strong positive correlations were found between the yearly prevalence of AMR in broiler and human isolates. Reducing AMU in Dutch livestock alone may therefore not be sufficient to tackle the growing problem of AMR in Campylobacter among human cases in the Netherlands. More insight is needed regarding the population genetics and the evolutionary processes involved in resistance and fitness among Campylobacter.

减少家畜的抗菌药使用(AMU)可能是限制细菌群体(包括人畜共患病病原体)出现抗菌药耐药性(AMR)的关键之一。这项研究评估了 2004 年至 2020 年期间荷兰家畜 AMU 与人类感染弯曲杆菌分离物中 AMR 之间的时间关联。此外,还评估了家畜中的 AMU 与 AMR 之间以及家畜中的 AMR 与人类分离物中的 AMR 之间的关联。AMU和AMR数据按抗菌素类别(四环素类、大环内酯类和氟喹诺酮类)分列,分别来自家禽、牛和人类患者中的空肠弯曲菌和大肠弯曲菌。使用逻辑回归和斯皮尔曼相关性检验对两者之间的关联进行了评估。总体而言,在研究期间,人类空肠/大肠杆菌分离物的 AMR 呈上升趋势,而家畜 AMU 则呈下降趋势。此外,肉鸡的 AMR 呈稳定趋势。在国产肉鸡中,未观察到 AMU 与 AMR 之间存在明显关联。肉鸡和人类分离物中 AMR 的年流行率之间存在中度到高度的正相关。因此,仅减少荷兰家畜的 AMU 可能不足以解决荷兰人类病例中弯曲杆菌 AMR 日益严重的问题。我们需要更深入地了解弯曲杆菌的种群遗传学以及耐药性和适应性的进化过程。
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引用次数: 0
Community-associated methicillin-resistant Staphylococcus aureus in the Kimberley region of Western Australia, epidemiology and burden on hospitals. 西澳大利亚金伯利地区与社区相关的耐甲氧西林金黄色葡萄球菌、流行病学和医院负担。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-11-27 DOI: 10.1017/S0950268824001201
Lauren Edna Bloomfield, Geoffrey Coombs, Paul Armstrong

This study presents surveillance data from 1 July 2003 to 30 June 2023 for community-associated methicillin-resistant Staphylococcus aureus (CA-MRSA) notified in the Kimberley region of Western Australia (WA) and describes the region's changing CA-MRSA epidemiology over this period. A subset of CA-MRSA notifications from 1 July 2003 to 30 June 2015 were linked to inpatient and emergency department records. Episodes of care (EOC) during which a positive CA-MRSA specimen was collected within the first 48 hours of admission and emergency presentations (EP) during which a positive CA-MRSA specimen was collected on the same day as presentation were selected and analysed further. Notification rates of CA-MRSA in the Kimberley region of WA increased from 250 cases per 100,000 populations in 2003/2004 to 3,625 cases per 100,000 in 2022/2023, peaking at 6,255 cases per 100,000 in 2016/2017. Since 2010, there has been an increase in notifications of Panton-Valentine leucocidin positive (PVL+) CA-MRSA, predominantly due to the 'Queensland Clone'. PVL+ CA-MRSA infections disproportionately affect younger, Aboriginal people and are associated with an increasing burden on hospital services, particularly emergency departments. It is unclear from this study if PVL+ MRSA are associated with more severe skin and soft-tissue infections, and further investigation is needed.

本研究提供了 2003 年 7 月 1 日至 2023 年 6 月 30 日期间西澳大利亚州(WA)金伯利地区通报的社区相关耐甲氧西林金黄色葡萄球菌(CA-MRSA)的监测数据,并描述了这一时期该地区 CA-MRSA 流行病学的变化情况。2003年7月1日至2015年6月30日期间的CA-MRSA通报子集与住院病人和急诊科记录进行了链接。我们选取了在入院后 48 小时内采集到 CA-MRSA 阳性标本的护理事件 (EOC) 和在就诊当天采集到 CA-MRSA 阳性标本的急诊事件 (EP),并对其进行了进一步分析。西澳大利亚州金伯利地区的CA-MRSA通报率从2003/2004年的每10万人250例增加到2022/2023年的每10万人3625例,2016/2017年达到峰值,每10万人6255例。自2010年以来,潘顿-瓦伦丁白细胞介素阳性(PVL+)CA-MRSA的通报数量有所增加,主要是由于 "昆士兰克隆"。PVL+CA-MRSA感染对年轻的原住民造成的影响尤为严重,对医院服务(尤其是急诊科)造成的负担也越来越重。本研究尚不清楚 PVL+ MRSA 是否与更严重的皮肤和软组织感染有关,因此需要进一步调查。
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引用次数: 0
A self-driven ESN-DSS approach for effective COVID-19 time series prediction and modelling. 用于有效 COVID-19 时间序列预测和建模的自驱动 ESN-DSS 方法。
IF 2.5 4区 医学 Q3 INFECTIOUS DISEASES Pub Date : 2024-11-22 DOI: 10.1017/S0950268824000992
Weiye Wang, Qing Li, Junsong Wang

Since the outbreak of the COVID-19 epidemic, it has posed a great crisis to the health and economy of the world. The objective is to provide a simple deep-learning approach for predicting, modelling, and evaluating the time evolutions of the COVID-19 epidemic. The Dove Swarm Search (DSS) algorithm is integrated with the echo state network (ESN) to optimize the weight. The ESN-DSS model is constructed to predict the evolution of the COVID-19 time series. Specifically, the self-driven ESN-DSS is created to form a closed feedback loop by replacing the input with the output. The prediction results, which involve COVID-19 temporal evolutions of multiple countries worldwide, indicate the excellent prediction performances of our model compared with several artificial intelligence prediction methods from the literature (e.g., recurrent neural network, long short-term memory, gated recurrent units, variational auto encoder) at the same time scale. Moreover, the model parameters of the self-driven ESN-DSS are determined which acts as a significant impact on the prediction performance. As a result, the network parameters are adjusted to improve the prediction accuracy. The prediction results can be used as proposals to help governments and medical institutions formulate pertinent precautionary measures to prevent further spread. In addition, this study is not only limited to COVID-19 time series forecasting but also applicable to other nonlinear time series prediction problems.

自 COVID-19 疫情爆发以来,已对全球的健康和经济造成了巨大危机。我们的目标是提供一种简单的深度学习方法,用于预测、模拟和评估 COVID-19 疫情的时间演变。鸽群搜索(DSS)算法与回声状态网络(ESN)相结合,以优化权重。ESN-DSS 模型用于预测 COVID-19 时间序列的演变。具体地说,自驱动 ESN-DSS 通过用输出替代输入形成闭合反馈回路。预测结果涉及全球多个国家的 COVID-19 时间演变,与文献中的几种人工智能预测方法(如递归神经网络、长短期记忆、门控递归单元、变异自动编码器)相比,我们的模型在相同时间尺度上具有优异的预测性能。此外,自驱动 ESN-DSS 模型参数的确定对预测性能有重要影响。因此,需要对网络参数进行调整,以提高预测精度。预测结果可作为建议,帮助政府和医疗机构制定相关预防措施,防止进一步传播。此外,本研究不仅限于 COVID-19 时间序列预测,也适用于其他非线性时间序列预测问题。
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Epidemiology and Infection
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