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Border control strategies for reducing importation risk of Clade Ib Mpox 降低支系 Ib Mpox 进口风险的边境管制战略
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.10.24313380
Shihui Jin, Tong Guan, Akira Endo, Gregory Gan, A. Janhavi, Gang Hu, Keisuke Ejima, Jue Tao Lim, Borame L Dickens
BackgroundThe Clade Ib monkeypox virus (MPXV), newly identified in the ongoing 2024 mpox outbreak, can be more transmissible through non-sexual routes compared to the previous Clade IIb strain. With imported cases sporadically reported globally, concerns have emerged about the potential of widespread transmission in the general community after importation events. Border control measures, such as screening and quarantining of arriving travellers, may help mitigate this risk and prevent localized outbreaks in the event of global spread.MethodsWe proposed nine border control strategies and evaluated their effectiveness in reducing importation risk using 10,000 microsimulations of individual infection profiles and PCR testing results under scenarios with varying disease prevalence levels (0.01%, 0.05%, and 0.1%) in the country of origin. ResultsThe proposed border-control measures would reduce missed cases by 40.1% (39.1%-41.0%), 49.8% (48.8%-50.8%), and 58.1% (57.1%-59.0%) for pre-departure, on-arrival, and both tests, respectively. Replacing the on-arrival test with a seven-day quarantine and post-quarantine testing would lower the count to 21.8% (20.9%-22.6%). Quarantine-only strategies showed a linear increase in effectiveness against duration, reaching a 90.4% (89.8%-91.0%) reduction with a 28-day quarantine. Disparities in distributions of missed case counts across strategies would become more pronounced at higher prevalence levels, with stringent approaches like quarantining followed by post-quarantine screening and 28-day quarantine keeping counts below two per 10,000 travellers, even at 0.1% prevalence. ConclusionsWhen disease prevalence in the country of origin is low (0.01%), less restrictive approaches such as single on-arrival testing or a 14-day quarantine can maintain very low imported case counts of one or below. At higher prevalences, seven-day quarantining followed by post-quarantine testing, or 28-day quarantining is required to maintain similar effects. Decision makers will face balancing importation risk management and the negative impacts of such interventions to maintain safe international travel.
背景2024年爆发的猴痘疫情中新发现的Ib支系猴痘病毒(MPXV)与之前的IIb支系毒株相比,通过非性途径传播的可能性更大。随着全球零星报告的输入性病例,人们开始担心输入性病例发生后可能会在普通社区广泛传播。我们提出了九种边境控制策略,并在原产国疾病流行率水平不同(0.01%、0.05% 和 0.1%)的情况下,使用 10,000 次个人感染情况和 PCR 检测结果的微观模拟,评估了这些策略在降低输入风险方面的有效性。结果建议的边境控制措施将使出境前检测、入境时检测和两种检测的漏检病例分别减少 40.1%(39.1%-41.0%)、49.8%(48.8%-50.8%)和 58.1%(57.1%-59.0%)。如果用七天检疫和检疫后检测取代抵达时检测,则检疫率将降至 21.8%(20.9%-22.6%)。检疫策略的有效性随检疫时间的延长而呈线性增长,检疫 28 天可降低 90.4%(89.8%-91.0%)。在流行率较高的情况下,各种策略在漏报病例数分布上的差异会变得更加明显,即使在流行率为 0.1% 的情况下,隔离后筛查和 28 天隔离等严格方法也能将漏报病例数控制在每 10,000 名旅行者中 2 例以下。结论当原籍国的疾病流行率较低(0.01%)时,限制性较小的方法,如单次入境检测或 14 天检疫,可将输入病例数维持在 1 例或 1 例以下的极低水平。如果感染率较高,则需要进行 7 天检疫,然后进行检疫后检测,或进行 28 天检疫,以维持类似的效果。决策者需要在进口风险管理和此类干预措施的负面影响之间取得平衡,以维护国际旅行安全。
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引用次数: 0
Modelling the potential spread of Clade Ib MPXV in an Asia Pacific city 模拟 Ib 族 MPXV 在亚太地区某城市的潜在传播途径
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.10.24313384
Shihui Jin, Gregory Gan, Akira Endo, Kiesha Prem, Rayner Kay Jin Tan, Jue Tao Lim, Keisuke Ejima, Borame L Dickens
BackgroundThe ongoing 2024 mpox outbreak in several African countries, driven by the novel Clade 1b strain, has resulted in imported cases being reported in Sweden and Thailand. The Asia Pacific (APAC) region, with little exposure to previous mpox waves, is particularly vulnerable to local transmission triggered by importation. While this highlights the importance of early preparedness, current knowledge of the virus's transmission dynamics remains too limited to effectively inform policy-making and resource planning. MethodsA compartmental model was constructed to characterise the potential mpox transmission triggered by importation in an APAC city. Outbreaks were simulated under diverse hypothetical scenarios considering transmission mechanisms, different affected subpopulations, levels of disease transmissibility, and importation frequencies. The impacts of various non-pharmaceutical interventions (NPIs) including isolation, and vaccination strategies were projected and compared. FindingsUp to 30% of the population would be infected in the scenario of high sexual and moderate non-sexual transmissibility in the general community, with minimal impact from importation frequency on outbreak size and healthcare burden. The sequential introduction of mandatory home isolation for diagnosed cases, pre-departure screening of international arrivals, and contact tracing were projected to lower the peak outbreak size by 35%, 0.04%, and 1.1%, respectively, while the reduction would be 30% with proper vaccination by prioritising the sexually active group. These measures would significantly decrease disease morbidity and mortality rates, thereby alleviating the disease's pressure on healthcare systems. InterpretationThe potential mpox outbreak in the APAC setting could be alleviated through strong surveillance and timely response from stakeholders. NPIs are recommended over vaccination for outbreak management due to their demonstrated effectiveness and practicability.
背景2024年,在新型1b支系菌株的推动下,一些非洲国家持续爆发天花疫情,瑞典和泰国也报告了输入性病例。亚太地区很少受到前几次天花疫情的影响,因此特别容易受到由输入引发的本地传播的影响。虽然这凸显了及早准备的重要性,但目前对病毒传播动态的了解仍然非常有限,无法为政策制定和资源规划提供有效信息。方法 建立了一个分区模型,以描述在一个亚太地区城市由输入引发的潜在麻疹病毒传播。考虑到传播机制、不同的受影响亚群、疾病传播水平和输入频率,在不同的假设情景下模拟了疫情爆发。对包括隔离和疫苗接种策略在内的各种非药物干预措施(NPI)的影响进行了预测和比较。结果发现,在一般社区中性传播率较高和非性传播率中等的情况下,将有高达 30% 的人口受到感染,而输入频率对疫情规模和医疗负担的影响微乎其微。预计依次对确诊病例实施强制性家庭隔离、对国际入境者进行离境前筛查和接触者追踪可将疫情爆发高峰规模分别降低 35%、0.04% 和 1.1%,而通过优先考虑性活跃人群进行适当的疫苗接种,疫情爆发规模将降低 30%。这些措施将大大降低疾病的发病率和死亡率,从而减轻疾病对医疗系统的压力。解读:通过强有力的监控和利益相关者的及时应对,亚太地区可能爆发的麻风腮疫情可以得到缓解。在疫情管理中,建议采用非传染性疾病预防措施,而不是疫苗接种,因为其有效性和实用性已得到证实。
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引用次数: 0
Antibiotic De-escalation Patterns and Outcomes in Critically Ill Patients with Suspected Pneumonia as Informed by Bronchoalveolar Lavage Results 根据支气管肺泡灌洗液结果判断疑似肺炎重症患者的抗生素减量模式和疗效
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.10.24313149
Mengou Zhu, Chiagozie O Pickens, Nikolay S Markov, Anna E Pawlowski, Mengjia Kang, Luke V Rasmussen, James M Walter, Nandita R Nadig, Benjamin D Singer, Richard G Wunderink, Catherine A Gao, The NU SCRIPT Investigators
Background: Antibiotic stewardship in critically ill pneumonia patients is crucial yet challenging, partly due to the limited diagnostic yield of noninvasive infectious tests. In this study, we report an antibiotic prescription pattern informed by bronchoalveolar lavage (BAL) results, where clinicians de-escalate antibiotics based on the combination of quantitative cultures and multiplex PCR rapid diagnostic tests. Methods: We analyzed data from SCRIPT, a single-center prospective cohort study of mechanically ventilated patients who underwent a BAL for suspected pneumonia. We used the novel Narrow Antibiotic Therapy (NAT) score to quantify day-by-day antibiotic prescription pattern for each suspected pneumonia episode etiology (bacterial, viral, mixed bacterial/viral, microbiology-negative, and non-pneumonia control). We also analyzed and compared clinical outcomes for each pneumonia etiology, including unfavorable outcomes (a composite of in-hospital mortality, discharge to hospice, or requiring lung transplantation during hospitalization), duration of ICU stay, and duration of intubation. Clinical outcomes were compared with the Mann-Whitney U test and Fisher's exact test. Results: We included 686 patients with 927 pneumonia episodes. NAT score analysis indicated that an antibiotic de-escalation pattern was evident in all pneumonia etiologies except resistant bacterial pneumonia. Microbiology-negative pneumonia was treated similarly to susceptible bacterial pneumonia in terms of antibiotic spectrum. Over a quarter of the time in viral pneumonia episodes, antibiotics were completely discontinued. Unfavorable outcomes were comparable across all pneumonia etiologies. Patients with viral and mixed bacterial/viral pneumonia had longer durations of ICU stay and intubation.Conclusions: BAL quantitative cultures and multiplex PCR rapid diagnostic tests resulted in prompt antibiotic de-escalation in critically ill pneumonia patients. There was no evidence of increased incidence of unfavorable outcomes.
背景:肺炎重症患者的抗生素管理至关重要,但却极具挑战性,部分原因在于无创感染性检查的诊断率有限。在本研究中,我们报告了一种以支气管肺泡灌洗(BAL)结果为依据的抗生素处方模式,临床医生在结合定量培养和多重 PCR 快速诊断检测的基础上降低抗生素用量。方法:我们分析了 SCRIPT 的数据,这是一项针对因疑似肺炎而接受 BAL 检查的机械通气患者的单中心前瞻性队列研究。我们使用新型窄谱抗生素疗法(NAT)评分来量化每种疑似肺炎病因(细菌、病毒、细菌/病毒混合感染、微生物阴性和非肺炎控制)的逐日抗生素处方模式。我们还分析并比较了每种肺炎病因的临床结果,包括不利结果(院内死亡、出院后接受临终关怀或住院期间需要肺移植的综合结果)、重症监护室住院时间和插管时间。临床结果采用曼-惠特尼U检验和费雪精确检验进行比较。结果我们共纳入了 686 名患者,927 次肺炎发作。NAT 评分分析表明,除耐药细菌性肺炎外,所有肺炎病因中抗生素降级模式都很明显。就抗生素谱而言,微生物阴性肺炎的治疗与易感细菌性肺炎相似。在病毒性肺炎病例中,超过四分之一的患者完全停用了抗生素。所有肺炎病因造成的不良后果不相上下。病毒性肺炎和细菌/病毒混合性肺炎患者在重症监护室的住院时间和插管时间较长:结论:肺泡定量培养和多重 PCR 快速诊断检测可使重症肺炎患者及时停用抗生素。没有证据表明不利后果的发生率会增加。
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引用次数: 0
Influenza A (H3) viral aerosol shedding in nasally inoculated and naturally infected cases 鼻腔接种和自然感染病例的甲型流感(H3)病毒气溶胶脱落情况
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.09.24313370
Jianyu Lai, P. Jacob Bueno de Mesquita, Filbert Hong, Tianzhou Ma, Benjamin J. Cowling, Donald K. Milton
Nasally inoculated influenza cases reported milder symptoms and shed lower viral RNA load in exhaled breath aerosols (EBA) than people with classic influenza-like illness including fever, in a previous study. Whether nasally inoculated influenza is representative of mild natural influenza infection, the majority of natural infections, is unknown. Here, we extend our previous analyses to include a broader range of community-acquired influenza cases. Previously, we reported on two groups: (A) volunteers intranasally inoculated with a dose of 5.5 log10TCID50 of influenza A/Wisconsin/67/2005 (H3N2) and (B) cases with cough and sore throat plus fever or a positive rapid antigen test recruited on a college campus in the same year (2013). Here we added two additional groups from a later study: (C) cases from a 2017-2019 surveillance cohort of college dormitory residents and their contacts, and (D) cases recruited from a university health center in 2019. All cases had an influenza A(H3) infection. Using a Gesundheit-II sampler, we collected 30-minute EBA samples. Community-acquired cases from the surveillance cohort (C) shed more EBA viral RNA and were more symptomatic than the nasally inoculated cases (A) but shed less viral RNA than the natural cases that were selected for symptoms (B) in 2013, but not (D) recruited in 2019. Despite sharing a similar symptomatic profile with the 2013 selected natural cases (B), the 2019 community-acquired cases (D) recruited post-infection showed a lower fine aerosol viral RNA load. Nasal inoculation of influenza virus did not reproduce EBA viral RNA shedding or symptoms observed in mild natural infection. Circulating strains of influenza A(H3) may differ, year-to-year in the extent to which symptomatic cases shed virus into fine aerosols. New models, including possibly aerosol inoculation, are needed to study viral aerosol shedding from the human respiratory tract.
在之前的一项研究中,鼻腔接种流感病例的症状较轻,呼出气溶胶(EBA)中的病毒 RNA 量也低于典型流感样病例(包括发烧)。鼻腔接种流感是否代表轻度自然流感感染(大多数自然感染)尚不清楚。在此,我们扩展了之前的分析,纳入了更广泛的社区获得性流感病例。在此之前,我们报告了两组病例:(A) 经鼻接种 5.5 log10TCID50 的 A/威斯康星/67/2005(H3N2)流感疫苗的志愿者;(B) 同年(2013 年)在大学校园中招募的咳嗽、咽痛、发热或快速抗原检测呈阳性的病例。在此,我们从后来的一项研究中增加了两组病例:(C)2017-2019 年高校宿舍居民及其接触者监测队列中的病例,以及(D)2019 年从一所大学卫生中心招募的病例。所有病例均感染了甲型 H3 流感。我们使用 Gesundheit-II 采样器采集了 30 分钟的 EBA 样本。与鼻腔接种病例(A)相比,监测队列中的社区获得性病例(C)脱落的EBA病毒RNA更多,症状更明显,但与2013年因症状被选中的自然病例(B)相比,脱落的病毒RNA较少,但与2019年招募的病例(D)相比,脱落的病毒RNA较少。尽管与 2013 年入选的自然病例(B)症状相似,但感染后招募的 2019 年社区获得性病例(D)显示出较低的细气溶胶病毒 RNA 量。鼻腔接种流感病毒并不能再现EBA病毒RNA脱落或在轻度自然感染中观察到的症状。甲型(H3)流感的流行毒株在有症状的病例中病毒在细气溶胶中的脱落程度上可能每年都不同。需要建立新的模型(可能包括气溶胶接种)来研究病毒从人类呼吸道气溶胶中脱落的情况。
{"title":"Influenza A (H3) viral aerosol shedding in nasally inoculated and naturally infected cases","authors":"Jianyu Lai, P. Jacob Bueno de Mesquita, Filbert Hong, Tianzhou Ma, Benjamin J. Cowling, Donald K. Milton","doi":"10.1101/2024.09.09.24313370","DOIUrl":"https://doi.org/10.1101/2024.09.09.24313370","url":null,"abstract":"Nasally inoculated influenza cases reported milder symptoms and shed lower viral RNA load in exhaled breath aerosols (EBA) than people with classic influenza-like illness including fever, in a previous study. Whether nasally inoculated influenza is representative of mild natural influenza infection, the majority of natural infections, is unknown. Here, we extend our previous analyses to include a broader range of community-acquired influenza cases. Previously, we reported on two groups: (A) volunteers intranasally inoculated with a dose of 5.5 log10TCID50 of influenza A/Wisconsin/67/2005 (H3N2) and (B) cases with cough and sore throat plus fever or a positive rapid antigen test recruited on a college campus in the same year (2013). Here we added two additional groups from a later study: (C) cases from a 2017-2019 surveillance cohort of college dormitory residents and their contacts, and (D) cases recruited from a university health center in 2019. All cases had an influenza A(H3) infection. Using a Gesundheit-II sampler, we collected 30-minute EBA samples. Community-acquired cases from the surveillance cohort (C) shed more EBA viral RNA and were more symptomatic than the nasally inoculated cases (A) but shed less viral RNA than the natural cases that were selected for symptoms (B) in 2013, but not (D) recruited in 2019. Despite sharing a similar symptomatic profile with the 2013 selected natural cases (B), the 2019 community-acquired cases (D) recruited post-infection showed a lower fine aerosol viral RNA load. Nasal inoculation of influenza virus did not reproduce EBA viral RNA shedding or symptoms observed in mild natural infection. Circulating strains of influenza A(H3) may differ, year-to-year in the extent to which symptomatic cases shed virus into fine aerosols. New models, including possibly aerosol inoculation, are needed to study viral aerosol shedding from the human respiratory tract.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"28 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dutch participatory surveillance framework for evaluating evolutionary changes on SARS-CoV-2 affecting Rapid Diagnostic Test sensitivity in 2022 - 2023. 荷兰参与式监测框架,用于评估 2022 - 2023 年影响快速诊断检测灵敏度的 SARS-CoV-2 演变。
Pub Date : 2024-09-10 DOI: 10.1101/2024.09.10.24313404
Eva Kozanli, Wanda Han, Tara Smit, Jordy de Bakker, Mansoer Elahi, Ryanne Jaarsma, Gesa Carstens, Albert Jan van Hoek, Dirk Eggink
BackgroundRapid Diagnostic Tests (RDTs) have been pivotal in the diagnostics for SARS-CoV-2 and policies surrounding self-isolation. When self-testing policies are in place a decreased sensitivity of the virus to RDTs can give benefits for viral spread. However, to monitor for reduced sensitivity of RDTs we rely on the collection of SARS-CoV-2 positive samples from RDT negative patients. Infectieradar, a national participatory surveillance that registers influenza-like symptoms is used as a framework to study false-negative RDT results due to emergence of new virus variants. MethodsParticipants report weekly on RDT use and symptoms linked to Acute Respiratory Illness (ARI). Each week, all RDT positive and a sample of 200 among RDT negative but symptomatic participants were invited to send in nose throat swabs (NTS). SARS-CoV-2 Ct-values are determined using RT-PCR on NTS samples for RDT positive and RDT (false) negative participants and compared. Sequencing is performed on all eligible samples for phylogenetic analysis of the SARS-CoV-2 nucleocapsid protein and the whole genome sequence. NTS samples of participants with discordant RT-PCR and RDT results are also analyzed using RDTs by professionals in the laboratory. ResultsBetween October 2022 and October 2023, our study had 16,893 participants and we collected 1,757 self-test-positive/NTS PCR positive samples and 359 self-test-negative/NTS PCR positive samples (RDT-/PCR+). These participants were asked to take a SARS-CoV-2 RDT upon symptoms. Within SARS-CoV-2 PCR positive participants, we did not find characteristics that differ in SARS-CoV-2 RDT negative versus positive participants. There were no associations with specific changes in the N protein nor did our phylogenetic analysis show clustering of RDT negative samples. ConclusionEvaluating brand-specific RDT performance in Dutch population and false-negative RDT analyses, led to no evidence for SARS-CoV-2 evolution affecting RDT sensitivity. The participatory surveillance program Infectieradar is a powerful tool for our national surveillance on acute respiratory illnesses, as well as for research purposes. Since this framework offered both self-testing and the gold standard of PCR testing results.
背景快速诊断试剂盒(RDTs)在诊断 SARS-CoV-2 和自我隔离政策方面发挥了关键作用。在实行自我检测政策时,如果病毒对快速诊断检测试剂盒的敏感性降低,就会有利于病毒的传播。然而,要监测 RDT 灵敏度的降低,我们需要从 RDT 阴性的患者中收集 SARS-CoV-2 阳性样本。Infectieradar 是一个登记流感样症状的全国性参与性监测系统,它被用作研究新病毒变种出现导致 RDT 结果假阴性的框架。方法参与者每周报告 RDT 的使用情况以及与急性呼吸道疾病(ARI)相关的症状。每周,所有 RDT 呈阳性的参与者和 RDT 呈阴性但有症状的参与者中的 200 个样本被邀请送检鼻咽拭子(NTS)。使用 RT-PCR 技术测定 RDT 阳性和 RDT(假)阴性参与者鼻咽拭子样本的 SARS-CoV-2 Ct 值,并进行比较。对所有符合条件的样本进行测序,以便对 SARS-CoV-2 核头壳蛋白和全基因组序列进行系统发育分析。对于 RT-PCR 和 RDT 检测结果不一致的参与者的 NTS 样本,也由实验室的专业人员使用 RDT 进行分析。结果在2022年10月至2023年10月期间,我们的研究共有16893名参与者,收集了1757份自测阳性/NTS PCR阳性样本和359份自测阴性/NTS PCR阳性样本(RDT-/PCR+)。这些参与者被要求在出现症状时进行 SARS-CoV-2 RDT 检测。在 SARS-CoV-2 PCR 阳性的参与者中,我们没有发现 SARS-CoV-2 RDT 阴性和阳性参与者的特征有什么不同。与 N 蛋白的特定变化没有关联,我们的系统进化分析也没有显示 RDT 阴性样本的聚类。结论评估荷兰人群中特定品牌 RDT 的性能和 RDT 假阴性分析结果表明,没有证据表明 SARS-CoV-2 的演变会影响 RDT 的灵敏度。参与式监测计划 Infectieradar 是我们对急性呼吸道疾病进行全国性监测和研究的有力工具。由于该框架既提供了自我检测,又提供了 PCR 检测结果的黄金标准。
{"title":"Dutch participatory surveillance framework for evaluating evolutionary changes on SARS-CoV-2 affecting Rapid Diagnostic Test sensitivity in 2022 - 2023.","authors":"Eva Kozanli, Wanda Han, Tara Smit, Jordy de Bakker, Mansoer Elahi, Ryanne Jaarsma, Gesa Carstens, Albert Jan van Hoek, Dirk Eggink","doi":"10.1101/2024.09.10.24313404","DOIUrl":"https://doi.org/10.1101/2024.09.10.24313404","url":null,"abstract":"Background\u0000Rapid Diagnostic Tests (RDTs) have been pivotal in the diagnostics for SARS-CoV-2 and policies surrounding self-isolation. When self-testing policies are in place a decreased sensitivity of the virus to RDTs can give benefits for viral spread. However, to monitor for reduced sensitivity of RDTs we rely on the collection of SARS-CoV-2 positive samples from RDT negative patients. Infectieradar, a national participatory surveillance that registers influenza-like symptoms is used as a framework to study false-negative RDT results due to emergence of new virus variants. Methods\u0000Participants report weekly on RDT use and symptoms linked to Acute Respiratory Illness (ARI). Each week, all RDT positive and a sample of 200 among RDT negative but symptomatic participants were invited to send in nose throat swabs (NTS). SARS-CoV-2 Ct-values are determined using RT-PCR on NTS samples for RDT positive and RDT (false) negative participants and compared. Sequencing is performed on all eligible samples for phylogenetic analysis of the SARS-CoV-2 nucleocapsid protein and the whole genome sequence. NTS samples of participants with discordant RT-PCR and RDT results are also analyzed using RDTs by professionals in the laboratory. Results\u0000Between October 2022 and October 2023, our study had 16,893 participants and we collected 1,757 self-test-positive/NTS PCR positive samples and 359 self-test-negative/NTS PCR positive samples (RDT-/PCR+). These participants were asked to take a SARS-CoV-2 RDT upon symptoms. Within SARS-CoV-2 PCR positive participants, we did not find characteristics that differ in SARS-CoV-2 RDT negative versus positive participants. There were no associations with specific changes in the N protein nor did our phylogenetic analysis show clustering of RDT negative samples. Conclusion\u0000Evaluating brand-specific RDT performance in Dutch population and false-negative RDT analyses, led to no evidence for SARS-CoV-2 evolution affecting RDT sensitivity. The participatory surveillance program Infectieradar is a powerful tool for our national surveillance on acute respiratory illnesses, as well as for research purposes. Since this framework offered both self-testing and the gold standard of PCR testing results.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"70 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189575","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
COVID-19 real world data infrastructure: A big data resource for study of the impact of COVID-19 in patient populations with immunocompromising conditions COVID-19 真实世界数据基础设施:用于研究 COVID-19 对免疫力低下患者群体影响的大数据资源
Pub Date : 2024-09-09 DOI: 10.1101/2024.09.08.24313270
James M Crawford, Lynne Penberthy, Ligia A Pinto, Keri N Althoff, Magdalene M Assimon, Oren Cohen, Laura Gillim, Tracy L Hammonds, Shilpa Kapur, Harvey W Kaufman, David Kwasny, Jean W Liew, William A Meyer, Shannon L Reynolds, Cheryl B Schleicher, Suki Subbiah, Catherine Theruviparampil, Zachary S Wallace, Jeremy L Warner, Nicole Yoon, Yonah C Ziemba
Background: We created a United States-based real-world data resource to better understand the continued impact of the COVID-19 pandemic on immunocompromised patients, who are typically under-represented in prospective studies and clinical trials. Methods: The COVID-19 Real World Data infrastructure (CRWDi) was created by linking and harmonizing deidentified HealthVerity medical and pharmacy claims data from December 1, 2018 to December 31, 2023, with SARS-CoV-2 virologic and serologic laboratory data from major commercial laboratories and Northwell Health; COVID-19 vaccination data; and for patients with cancer, 2010 to 2021 National Cancer Institute Surveillance, Epidemiology, and End Results registry data. Results: The CRWDi dataset contains data on 5.2 million people. Four populations were included in the dataset: (1) patients with cancer (n=1,294,022); (2) patients with rheumatic conditions receiving pharmacotherapy (n=1,636,940); (3) non-cancer solid organ (n=249,797) and hematopoietic stem cell (n=30,172) transplant recipients; and (4) people from the general population including adults (>18 years of age; n=1,790,162) and pediatric patients (<18 years of age; n=198,907). Conclusions: We have created a complex real-world data system to address unanswered questions that have arisen during the COVID-19 pandemic. Further, by making the data broadly and freely available to academic researchers from the United States, the CRWDi real-world data system represents an important complement to existing consortia studies and clinical trials that have emerged during the healthcare crisis, and is readily reproducible for future purposing.
背景:我们创建了一个基于美国的真实世界数据资源,以更好地了解 COVID-19 大流行对免疫功能低下患者的持续影响,这些患者在前瞻性研究和临床试验中通常代表性不足。方法:COVID-19真实世界数据基础设施(CRWDi)是通过将2018年12月1日至2023年12月31日的HealthVerity医疗和药房索赔数据与来自主要商业实验室和Northwell Health的SARS-CoV-2病毒学和血清学实验室数据、COVID-19疫苗接种数据以及2010年至2021年美国国家癌症研究所监测、流行病学和最终结果登记数据进行连接和统一而创建的。结果:CRWDi 数据集包含 520 万人的数据。数据集中包括四个人群:(1)癌症患者(n=1,294,022);(2)接受药物治疗的风湿病患者(n=1,636,940);(3)非癌症实体器官(n=249,797)和造血干细胞(n=30,172)移植受者;以及(4)普通人群,包括成人(>18 岁;n=1,790,162)和儿童患者(<18 岁;n=198,907)。结论:我们创建了一个复杂的真实世界数据系统,以解决 COVID-19 大流行期间出现的未决问题。此外,通过向美国的学术研究人员广泛免费提供数据,CRWDi 真实世界数据系统是对医疗保健危机期间出现的现有联盟研究和临床试验的重要补充,并可随时为未来的目的进行复制。
{"title":"COVID-19 real world data infrastructure: A big data resource for study of the impact of COVID-19 in patient populations with immunocompromising conditions","authors":"James M Crawford, Lynne Penberthy, Ligia A Pinto, Keri N Althoff, Magdalene M Assimon, Oren Cohen, Laura Gillim, Tracy L Hammonds, Shilpa Kapur, Harvey W Kaufman, David Kwasny, Jean W Liew, William A Meyer, Shannon L Reynolds, Cheryl B Schleicher, Suki Subbiah, Catherine Theruviparampil, Zachary S Wallace, Jeremy L Warner, Nicole Yoon, Yonah C Ziemba","doi":"10.1101/2024.09.08.24313270","DOIUrl":"https://doi.org/10.1101/2024.09.08.24313270","url":null,"abstract":"Background: We created a United States-based real-world data resource to better understand the continued impact of the COVID-19 pandemic on immunocompromised patients, who are typically under-represented in prospective studies and clinical trials. Methods: The COVID-19 Real World Data infrastructure (CRWDi) was created by linking and harmonizing deidentified HealthVerity medical and pharmacy claims data from December 1, 2018 to December 31, 2023, with SARS-CoV-2 virologic and serologic laboratory data from major commercial laboratories and Northwell Health; COVID-19 vaccination data; and for patients with cancer, 2010 to 2021 National Cancer Institute Surveillance, Epidemiology, and End Results registry data. Results: The CRWDi dataset contains data on 5.2 million people. Four populations were included in the dataset: (1) patients with cancer (n=1,294,022); (2) patients with rheumatic conditions receiving pharmacotherapy (n=1,636,940); (3) non-cancer solid organ (n=249,797) and hematopoietic stem cell (n=30,172) transplant recipients; and (4) people from the general population including adults (&gt;18 years of age; n=1,790,162) and pediatric patients (&lt;18 years of age; n=198,907). Conclusions: We have created a complex real-world data system to address unanswered questions that have arisen during the COVID-19 pandemic. Further, by making the data broadly and freely available to academic researchers from the United States, the CRWDi real-world data system represents an important complement to existing consortia studies and clinical trials that have emerged during the healthcare crisis, and is readily reproducible for future purposing.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"394 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficacy of Molnupiravir in reducing the risk of severe outcome in patients with SARS-CoV-2 infection: a real-life full-matched case-control study (SAVALO Study). 莫能吡韦降低SARS-CoV-2感染者出现严重后果风险的疗效:一项真实的全匹配病例对照研究(SAVALO研究)。
Pub Date : 2024-09-09 DOI: 10.1101/2024.09.09.24313305
Ivan Gentile, Riccardo Scotto, Maria Michela Scirocco, Francesco Di Brizzi, Federica Cuccurullo, Maria Silvitelli, Luigi Ametrano, Francesco Antimo Alfe', Daria Pietroluongo, Irene Irace, Mariarosaria Chiariello, Noemi De Felice, Simone Severino, Giulio Viceconte, Nicola Schiano Moriello, Alberto Enrico Maraolo, Antonio Riccardo Buonomo, Agnese Giaccone, Federico II COVID Team
IntroductionMolnupiravir (MNP) is an orally administered prodrug which prevents disease progression in patients at high risk for severe COVID-19. We conducted a real-life case-control study on a cohort of outpatients, with Omicron SARS-CoV-2 infection to assess the effectiveness of MNP in reducing the occurrence of hospital admission, admission in intensive care unit (ICU) and death at day 28.Materials and methodsCases were enrolled among SARS-CoV-2 positive subjects that sought medical care during the first five days of symptoms from January 1st, 2022, to December 31st, 2022, and received MNP. Control participants were selected from a regional database among those who tested positive during the study period and did not receive antiviral treatment for SARS-CoV-2. Results1382 patients were included (cases: 146, controls: 1236). Vaccinated patients showed lower risk of mortality and composite outcome (at least one among hospital admission, admission in ICU and all-cause death) compared to unvaccinated ones (0.6% vs 7.8%, p<0.001 and 2% vs 7.8%, p=0.001 respectively). After full-matching propensity score, MNP-treated subjects showed a lower incidence of composite outcome, while no effect was observed on the single outcomes. In the subgroup analysis according to the vaccination status, MNP proved effective in preventing all the outcomes among unvaccinated patients, while showed to reduce the risk of ICU admission both in vaccinated and unvaccinated patients.ConclusionsTreatment with MNP proved effective in reducing the risk of composite outcome among outpatients with SARS-CoV-2 infection. The beneficial effect of MNP treatment in reducing progression is more pronounced in unvaccinated patients.
导言:莫鲁吡拉韦(MNP)是一种口服原研药,可预防重症COVID-19高危患者的病情恶化。我们对门诊感染 Omicron SARS-CoV-2 的患者队列进行了一项真实病例对照研究,以评估 MNP 在减少入院、入住重症监护室(ICU)和第 28 天死亡发生率方面的有效性。对照组是从地区数据库中挑选出来的在研究期间检测结果呈阳性但未接受 SARS-CoV-2 抗病毒治疗的患者。结果 共纳入 1382 例患者(病例:146 例,对照:1236 例)。与未接种疫苗的患者相比,接种疫苗的患者死亡风险和综合结果(入院、入住重症监护室和全因死亡中至少有一项)较低(分别为 0.6% vs 7.8%,p<0.001 和 2% vs 7.8%,p=0.001)。经过完全匹配倾向评分后,MNP治疗受试者的综合结果发生率较低,而对单一结果则未观察到影响。在根据疫苗接种情况进行的亚组分析中,MNP 能有效预防未接种疫苗患者的所有结局,同时还能降低已接种疫苗和未接种疫苗患者入住 ICU 的风险。在未接种疫苗的患者中,MNP治疗对减少病情恶化的有利影响更为明显。
{"title":"Efficacy of Molnupiravir in reducing the risk of severe outcome in patients with SARS-CoV-2 infection: a real-life full-matched case-control study (SAVALO Study).","authors":"Ivan Gentile, Riccardo Scotto, Maria Michela Scirocco, Francesco Di Brizzi, Federica Cuccurullo, Maria Silvitelli, Luigi Ametrano, Francesco Antimo Alfe', Daria Pietroluongo, Irene Irace, Mariarosaria Chiariello, Noemi De Felice, Simone Severino, Giulio Viceconte, Nicola Schiano Moriello, Alberto Enrico Maraolo, Antonio Riccardo Buonomo, Agnese Giaccone, Federico II COVID Team","doi":"10.1101/2024.09.09.24313305","DOIUrl":"https://doi.org/10.1101/2024.09.09.24313305","url":null,"abstract":"Introduction\u0000Molnupiravir (MNP) is an orally administered prodrug which prevents disease progression in patients at high risk for severe COVID-19. We conducted a real-life case-control study on a cohort of outpatients, with Omicron SARS-CoV-2 infection to assess the effectiveness of MNP in reducing the occurrence of hospital admission, admission in intensive care unit (ICU) and death at day 28.\u0000Materials and methods\u0000Cases were enrolled among SARS-CoV-2 positive subjects that sought medical care during the first five days of symptoms from January 1st, 2022, to December 31st, 2022, and received MNP. Control participants were selected from a regional database among those who tested positive during the study period and did not receive antiviral treatment for SARS-CoV-2. Results\u00001382 patients were included (cases: 146, controls: 1236). Vaccinated patients showed lower risk of mortality and composite outcome (at least one among hospital admission, admission in ICU and all-cause death) compared to unvaccinated ones (0.6% vs 7.8%, p&lt;0.001 and 2% vs 7.8%, p=0.001 respectively). After full-matching propensity score, MNP-treated subjects showed a lower incidence of composite outcome, while no effect was observed on the single outcomes. In the subgroup analysis according to the vaccination status, MNP proved effective in preventing all the outcomes among unvaccinated patients, while showed to reduce the risk of ICU admission both in vaccinated and unvaccinated patients.\u0000Conclusions\u0000Treatment with MNP proved effective in reducing the risk of composite outcome among outpatients with SARS-CoV-2 infection. The beneficial effect of MNP treatment in reducing progression is more pronounced in unvaccinated patients.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"15 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Population Genomics of Plasmodium malariae from Four African Countries 非洲四国疟疾疟原虫的种群基因组学
Pub Date : 2024-09-09 DOI: 10.1101/2024.09.07.24313132
Zachary R Popkin-Hall, Kelly Carey-Ewend, Farhang Aghakhanian, Eniyou C Oriero, Misago D Seth, Melchior M Kashamuka, Billy Ngasala, Innocent M Ali, Eric S Mukomena, Celine I Mandara, Oksana Kharabora, Rachel Sendor, Alfred Simkin, Alfred Amambua-Ngwa, Antoinette Tshefu, Abebe A Fola, Jeffrey A Bailey, Deus S Ishengoma, Jonathan B Parr, Jessica T Lin, Jonathan J Juliano
Plasmodium malariae is geographically widespread but neglected and may become more prevalent as P. falciparum declines. We completed the largest genomic study of African P. malariae to-date by performing hybrid capture and sequencing of 77 isolates from Cameroon (n=7), the Democratic Republic of the Congo (n=16), Nigeria (n=4), and Tanzania (n=50) collected between 2015 and 2021. There is no evidence of geographic population structure. Nucleotide diversity was significantly lower than in co-localized P. falciparum isolates, while linkage disequilibrium was significantly higher. Genome-wide selection scans identified no erythrocyte invasion ligands or antimalarial resistance orthologs as top hits; however, targeted analyses of these loci revealed evidence of selective sweeps around four erythrocyte invasion ligands and six antimalarial resistance orthologs. Demographic inference modeling suggests that African P. malariae is recovering from a bottleneck. Altogether, these results suggest that P. malariae is genomically atypical among human Plasmodium spp. and panmictic in Africa.
疟疾疟原虫地理分布广泛,但却被忽视,随着恶性疟原虫的减少,它可能会变得更加流行。我们对 2015 年至 2021 年期间从喀麦隆(7 例)、刚果民主共和国(16 例)、尼日利亚(4 例)和坦桑尼亚(50 例)采集的 77 例分离株进行了杂交捕获和测序,完成了迄今为止最大规模的非洲疟疾疟原虫基因组研究。没有证据表明存在地理种群结构。核苷酸多样性明显低于共同定位的恶性疟原虫分离株,而连锁不平衡则明显高于恶性疟原虫分离株。全基因组选择扫描没有发现红细胞侵袭配体或抗疟药物抗性直系同源物;然而,对这些位点的定向分析表明,在四个红细胞侵袭配体和六个抗疟药物抗性直系同源物周围存在选择性扫描的证据。人口推断模型表明,非洲疟疾疟原虫正在从瓶颈中恢复。总之,这些结果表明,疟疾疟原虫在人类疟原虫中的基因组是非典型的,在非洲是泛疟原虫。
{"title":"Population Genomics of Plasmodium malariae from Four African Countries","authors":"Zachary R Popkin-Hall, Kelly Carey-Ewend, Farhang Aghakhanian, Eniyou C Oriero, Misago D Seth, Melchior M Kashamuka, Billy Ngasala, Innocent M Ali, Eric S Mukomena, Celine I Mandara, Oksana Kharabora, Rachel Sendor, Alfred Simkin, Alfred Amambua-Ngwa, Antoinette Tshefu, Abebe A Fola, Jeffrey A Bailey, Deus S Ishengoma, Jonathan B Parr, Jessica T Lin, Jonathan J Juliano","doi":"10.1101/2024.09.07.24313132","DOIUrl":"https://doi.org/10.1101/2024.09.07.24313132","url":null,"abstract":"Plasmodium malariae is geographically widespread but neglected and may become more prevalent as P. falciparum declines. We completed the largest genomic study of African P. malariae to-date by performing hybrid capture and sequencing of 77 isolates from Cameroon (n=7), the Democratic Republic of the Congo (n=16), Nigeria (n=4), and Tanzania (n=50) collected between 2015 and 2021. There is no evidence of geographic population structure. Nucleotide diversity was significantly lower than in co-localized P. falciparum isolates, while linkage disequilibrium was significantly higher. Genome-wide selection scans identified no erythrocyte invasion ligands or antimalarial resistance orthologs as top hits; however, targeted analyses of these loci revealed evidence of selective sweeps around four erythrocyte invasion ligands and six antimalarial resistance orthologs. Demographic inference modeling suggests that African P. malariae is recovering from a bottleneck. Altogether, these results suggest that P. malariae is genomically atypical among human Plasmodium spp. and panmictic in Africa.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"65 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189579","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Co-circulation of two lineages of Oropouche virus in the Amazon basin, Colombia, 2024 2024 年哥伦比亚亚马逊河流域奥罗普切病毒两个品系的共同流行
Pub Date : 2024-09-08 DOI: 10.1101/2024.09.04.24312892
Jaime Usuga, Daniel Limonta, Laura S. Perez-Restrepo, Karl A. Ciuoderis, Isabel Moreno, Angela Arevalo, Vanessa Vargas, Michael G. Berg, Gavin A. Cloherty, Juan P. Hernandez-Ortiz, Jorge E. Osorio
In early 2024, explosive outbreaks of Oropouche virus (OROV) linked to a novel viral lineage were documented in the Brazilian Amazon. Here, we report the introduction of this emerging orthobunyavirus into Colombia and its co-circulation with another OROV lineage. This investigation highlights the complex arbovirus dynamics in South America.
2024 年初,巴西亚马逊地区爆发了与一种新型病毒系有关的奥罗普切病毒(OROV)。在此,我们报告了这一新出现的直翅目病毒传入哥伦比亚并与另一OROV病毒系共同传播的情况。这项调查凸显了南美洲复杂的虫媒病毒动态。
{"title":"Co-circulation of two lineages of Oropouche virus in the Amazon basin, Colombia, 2024","authors":"Jaime Usuga, Daniel Limonta, Laura S. Perez-Restrepo, Karl A. Ciuoderis, Isabel Moreno, Angela Arevalo, Vanessa Vargas, Michael G. Berg, Gavin A. Cloherty, Juan P. Hernandez-Ortiz, Jorge E. Osorio","doi":"10.1101/2024.09.04.24312892","DOIUrl":"https://doi.org/10.1101/2024.09.04.24312892","url":null,"abstract":"In early 2024, explosive outbreaks of Oropouche virus (OROV) linked to a novel viral lineage were documented in the Brazilian Amazon. Here, we report the introduction of this emerging orthobunyavirus into Colombia and its co-circulation with another OROV lineage. This investigation highlights the complex arbovirus dynamics in South America.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"11 2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Seroprevalence of chikungunya and o’nyong-nyong viruses in Senegal, West Africa 西非塞内加尔基孔肯雅病毒和奥尼永病毒的血清流行率
Pub Date : 2024-09-06 DOI: 10.1101/2024.09.06.24313176
Prince Baffour Tonto, Mouhamad Sy, Ibrahima Mbaye Ndiaye, Mariama Toure, Amy Gaye, Mariama Aidara, Amadou Moctar Mbaye, Abdoulaye Kane Dia, Mamadou Alpha Diallo, Jules Francois Gomis, Mamadou Samba Yade, Younous Diedhiou, Baba Dieye, Khadim Diongue, Mame Cheikh Seck, Aida S. Badiane, Bobby Brooke Herrera, Daouda Ndiaye
Background Arthritogenic alphaviruses such as chikungunya (CHIKV) and o’nyong-nyong (ONNV) viruses have shown capacity to cause widespread epidemics, with recurrent and sporadic outbreaks occurring throughout sub-Saharan Africa.
背景基孔肯雅病毒(CHIKV)和奥尼雍病毒(ONNV)等致关节炎α病毒已显示出引起大范围流行的能力,在整个撒哈拉以南非洲地区反复和零星爆发。
{"title":"Seroprevalence of chikungunya and o’nyong-nyong viruses in Senegal, West Africa","authors":"Prince Baffour Tonto, Mouhamad Sy, Ibrahima Mbaye Ndiaye, Mariama Toure, Amy Gaye, Mariama Aidara, Amadou Moctar Mbaye, Abdoulaye Kane Dia, Mamadou Alpha Diallo, Jules Francois Gomis, Mamadou Samba Yade, Younous Diedhiou, Baba Dieye, Khadim Diongue, Mame Cheikh Seck, Aida S. Badiane, Bobby Brooke Herrera, Daouda Ndiaye","doi":"10.1101/2024.09.06.24313176","DOIUrl":"https://doi.org/10.1101/2024.09.06.24313176","url":null,"abstract":"<strong>Background</strong> Arthritogenic alphaviruses such as chikungunya (CHIKV) and o’nyong-nyong (ONNV) viruses have shown capacity to cause widespread epidemics, with recurrent and sporadic outbreaks occurring throughout sub-Saharan Africa.","PeriodicalId":501509,"journal":{"name":"medRxiv - Infectious Diseases","volume":"19 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142189585","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
medRxiv - Infectious Diseases
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