public health intervention

公共卫生干预
  • 文章类型: Journal Article
    背景:考虑到许多新的HIV感染是通过同性恋行为传播的,同性恋,双性恋,和其他男男性行为者(GBMSM)比其他人群更容易感染HIV,因为与无保护肛交相关的风险更高。探讨近10年来GBMSM人群性行为和艾滋病相关知识的变化,这可以为改善公共卫生干预措施以减少艾滋病毒感染提供证据。
    目的:本研究旨在探讨2011年至2021年男男性行为者3种性行为和艾滋病知识的变化。
    方法:数据收集自2011年至2021年杭州市GBMSM的全国HIV哨点监测。采用单因素和多因素logistic回归分析性行为的相关因素。基于回归模型中的线性趋势检验评估变量的变化趋势。
    结果:共纳入5111GBMSM,平均年龄为32.00岁。从2011年到2021年,GBMSM的HIV相关知识得分在6到7.5之间,并且显着增加(P趋势<.001)。过去6个月同性恋性行为率保持在较高水平(75.06%-82.75%)。同性恋行为与较高的HIV相关知识得分相关(P=.004)。异性恋与老年的增加有关,已婚人士,省外户籍(P<0.05)。商业性行为与吸毒者的增加有关(P<.001)。
    结论:在过去的10年里,GBMSM的HIV相关知识增加,无保护性行为率在GBMSM中处于较高水平,尤其是在异性恋行为中。此外,随着HIV相关知识的增加,同性恋行为的可能性也会增加。对GBMSM进行精确的行为干预对于预防HIV感染至关重要。
    BACKGROUND: Considering that many new HIV infections are transmitted by homosexual behaviors, gay, bisexual, and other men who have sex with men (GBMSM) are more likely to be infected with HIV than other groups due to the higher risk associated with unprotected anal intercourse. It is important to explore the changes in sexual behaviors and HIV-related knowledge among GBMSM in the last 10 years, which could provide evidence for improving public health interventions to reduce HIV infections.
    OBJECTIVE: The study sought to explore the changes of 3 sexual behaviors and HIV knowledge among men who have sex with men from 2011 to 2021.
    METHODS: Data were collected from national HIV sentinel surveillance among GBMSM in Hangzhou conducted between 2011 and 2021. Univariate and multivariate logistic regression were used to analyze the associated factors of sexual behaviors. The variation trend of variables was evaluated based on the linear trend test in the regression model.
    RESULTS: A total of 5111 GBMSM with an average age of 32.00 years were incorporated in the analysis. From 2011 to 2021, the HIV-related knowledge score of GBMSM ranged from 6 to 7.5, and it increased significantly (P trend < .001). The rate of homosexual sex in the past 6 months remained at a high level (75.06%-82.75%). Homosexual behavior was associated with a higher HIV-related knowledge score (P = .004). Heterosexual sex was associated with an increase in the old age, married persons, and domicile outside the province (P < .05). Commercial sex was associated with an increase in drug users (P <.001).
    CONCLUSIONS: In the past 10 years, HIV-related knowledge of GBMSM increased and the rate of unprotected sex was at a high level among GBMSM, especially in heterosexual behaviors. Moreover, the likelihood of having homosexual behaviors is raised with the increasing HIV-related knowledge. Conducting precise behavioral interventions for GBMSM are crucial for preventing HIV infection.
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  • 文章类型: Journal Article
    这篇研究文章提出了一项全面的分析,旨在通过高阶光谱方案纳入疫苗接种类别来增强COVID-19动力学的随机建模。持续的COVID-19大流行强调了对准确和适应性强的建模技术的迫切需要,以告知公共卫生干预措施。在这项研究中,我们引入了一种新的方法,将各种疫苗接种类别整合到一个随机模型中,以提供对疾病传播动态的更细致的理解。我们采用更高阶的频谱方案来捕获不同种群之间的复杂相互作用,疫苗接种状态,和疾病参数。我们的分析不仅提高了COVID-19模型的预测准确性,而且有助于探索各种疫苗接种策略及其对疾病控制的影响。这项研究的结果对优化疫苗接种活动和指导正在进行的对抗COVID-19大流行的政策决策具有重要意义。
    This research article presents a comprehensive analysis aimed at enhancing the stochastic modeling of COVID-19 dynamics by incorporating vaccination classes through a higher-order spectral scheme. The ongoing COVID-19 pandemic has underscored the critical need for accurate and adaptable modeling techniques to inform public health interventions. In this study, we introduce a novel approach that integrates various vaccination classes into a stochastic model to provide a more nuanced understanding of disease transmission dynamics. We employ a higher-order spectral scheme to capture complex interactions between different population groups, vaccination statuses, and disease parameters. Our analysis not only enhances the predictive accuracy of COVID-19 modeling but also facilitates the exploration of various vaccination strategies and their impact on disease control. The findings of this study hold significant implications for optimizing vaccination campaigns and guiding policy decisions in the ongoing battle against the COVID-19 pandemic.
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  • 文章类型: Journal Article
    本研究旨在评估孕前耳聋筛查政策的有效性和成本效益。
    上海已婚夫妇,北京,和中国的苏州被录取。我们进行了高通量,妇女及其伴侣的耳聋孕前基因筛查。我们比较了耳聋基因筛查的成本-效果与现状。决策树模型中包括了两步筛选(妻子然后是伴侣)以及后续治疗和干预措施。我们根据失聪新生儿的减少情况进行了成本效益分析,健康的新生儿,孕前耳聋基因筛查的成本-效用分析.成本,实用程序,三个模型中使用的概率数据是从一项调查中收集的,并结合文献和专家顾问。使用5%的折现率和一系列单向敏感性分析以及蒙特卡洛模拟来测试本研究的可靠性。
    在2019年1月1日至2021年12月31日之间,我们从上海的社区卫生服务中心招募了6,200名女性和540名男性配偶,北京,还有苏州。减少聋哑新生儿出生的增量成本效益比(ICER)为每例32,656美元,增加一例健康新生儿出生的增量成本效益比为每例1,203,926美元。这种差距的存在是因为新生儿出生的总体减少。从整个社会的角度来看,耳聋基因筛查对于降低人群整体质量调整生命年(QALY)并不具成本效益.
    孕前基因检测可有效减少先天性耳聋的发生。与受影响家庭的未来医疗支出和收入损失的成本相比,这是一种节省成本的措施。然而,这种筛查和预防性避免怀孕将减少人口规模和QALY。只有使用PGT的筛查后ART才显示出增加健康新生儿的出生。关注关键群体,如早产或近亲夫妇可能会改善筛查的社会影响。
    This research aims to assess the effectiveness and cost-effectiveness of pre-pregnancy deafness screening policies.
    Married couples from Shanghai, Beijing, and Suzhou in China were enrolled. We conducted high-throughput, pre-pregnancy genetic screenings for deafness in women and their partners. We compared the cost-effectiveness of deafness genetic screening with the status quo. The two-step screening (wife then partner) and following treatments and interventions were included in the decision tree model. We conducted a cost-effectiveness analysis based on the decrease in deaf newborns, healthy newborn births, and cost-utility analysis of pre-pregnancy deafness genetic screening separately. Cost, utility, and probability data used in the three models were collected from a survey combined with literature and expert consultants. A 5% discount rate and a series of one-way sensitivity analyses along with a Monte Carlo simulation were used to test the reliability of this research.
    Between Jan 1, 2019, and Dec 31, 2021, we recruited 6,200 females and 540 male spouses from community health service centers in Shanghai, Beijing, and Suzhou. The incremental cost-effectiveness ratio (ICER) for reducing deaf newborn births was USD 32,656 per case and USD 1,203,926 per case for increasing one healthy newborn birth. This gap exists because of the overall decrease of newborn births. From the perspective of the whole society, deafness genetic screening is not cost-effective for reducing the overall quality-adjusted life years (QALY) in the population.
    Pre-pregnancy genetic testing is effective in decreasing the occurrence of congenital deafness. It is a cost-saving measure when compared with the costs of future medical expenditure and income loss for the affected families. However, such screening and preventive avoidance of pregnancy will decrease the population size and QALY. Only post-screening ART with PGT was shown to increase the birth of healthy newborns. Focusing on key groups such as premature births or consanguineous couples may improve the societal effects of screening.
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  • 文章类型: Journal Article
    目的:评估早期实施公共卫生和社会措施(PHSM)对接触率的影响。并探讨无症状和有症状病例的接触行为。
    方法:我们使用了迄今为止中国最大的接触者追踪数据来估算按年龄组和接触者设置随时间变化的平均接触者。我们使用带替换的bootstrap来量化接触矩阵的不确定性。进行Pearson相关性以证明随着时间的推移与限制的演变相关的接触数量。此外,我们分析了有大量接触者的指标病例和产生大量次要病例的指标病例。
    结果:迅速采用PHSM可以降低公共场所的平均接触率,同时增加家庭内的平均接触率。平均接触率为11.81(95%置信区间[CI],11.61至12.01)为无症状(在调查时)病例,6.70(95%CI,6.54至6.87)为有症状病例。超过50名密切接触者的无症状病例(在调查时)占总病例的65%以上。产生>10个二次病例的无症状病例的百分比占总病例的80%以上。
    结论:PHSM可能会增加家庭内的接触,需要在国内制定相关的预防战略。无症状病例可显著促进Omicron传播。通过让无症状的人意识到他们已经具有传染性,因此限制了他们的社会交往,有可能降低传播风险。
    OBJECTIVE: To evaluate the impact of early implementation of public health and social measures (PHSMs) on contact rates over time and explore contact behavior of asymptomatic versus symptomatic cases.
    METHODS: We used the largest contact tracing data in China thus far to estimate the mean contacts over time by age groups and contact settings. We used bootstrap with replacement to quantify the uncertainty of contact matrixes. The Pearson correlation was performed to demonstrate the number of contacts over time in relation to the evolution of restrictions. In addition, we analyzed the index cases with a high number of contacts and index cases that produced a high number of secondary cases.
    RESULTS: Rapidly adapted PHSMs can reduce the mean contact rates in public places while increasing the mean contact rates within households. The mean contact rates were 11.81 (95% confidence interval, 11.61-12.01) for asymptomatic (at the time of investigation) cases and 6.70 (95% confidence interval, 6.54-6.87) for symptomatic cases. The percentage of asymptomatic cases (at the time of investigation) meeting >50 close contacts make up more than 65% of the overall cases. The percentage of asymptomatic cases producing >10 secondary cases account for more than 80% of the overall cases.
    CONCLUSIONS: PHSMs may increase the contacts within the household, necessitating the need for pertinent prevention strategies at home. Asymptomatic cases can contribute significantly to Omicron transmission. By making asymptomatic people aware that they are already contagious, hence limiting their social contacts, it is possible to lower the transmission risk.
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  • 文章类型: Journal Article
    COVID-19大流行是由严重急性呼吸道综合症冠状病毒2(SARS-CoV-2)引起的,这是一种单链正链RNA病毒,具有高多向突变率。许多新变种甚至具有逃避免疫的特性,这意味着一些具有针对一种变体的抗体的个体可以被其他变体重新感染。因此,现实中,COVID-19的新变种仍在遭受新一波的侵袭。如何控制传播甚至根除COVID-19大流行仍然是全世界面临的关键问题。这项工作提出了一个流行病学框架,用于在考虑多种变异的现实情景下模拟SARS-CoV-2的多向突变过程和COVID-19的流行传播。拟议的框架用于评估单一和组合的公共卫生干预措施,其中包括非药物干预,药物干预,SARS-CoV-2多向突变存在下的疫苗干预。结果表明,几种组合干预策略给出了最优的结果,是可行的,只需要中等水平的个人干预。此外,结果表明,即使SARS-CoV-2的突变率下降了100倍,如果没有适当的公共卫生干预措施,这种流行病仍然无法根除。
    The COVID-19 pandemic was caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which is a single-stranded positive-stranded RNA virus with a high multi-directional mutation rate. Many new variants even have an immune-evading property, which means that some individuals with antibodies against one variant can be reinfected by other variants. As a result, the realistic is still suffering from new waves of COVID-19 by its new variants. How to control the transmission or even eradicate the COVID-19 pandemic remains a critical issue for the whole world. This work presents an epidemiological framework for mimicking the multi-directional mutation process of SARS-CoV-2 and the epidemic spread of COVID-19 under realistic scenarios considering multiple variants. The proposed framework is used to evaluate single and combined public health interventions, which include non-pharmaceutical interventions, pharmaceutical interventions, and vaccine interventions under the existence of multi-directional mutations of SARS-CoV-2. The results suggest that several combined intervention strategies give optimal results and are feasible, requiring only moderate levels of individual interventions. Furthermore, the results indicate that even if the mutation rate of SARS-CoV-2 decreased 100 times, the pandemic would still not be eradicated without appropriate public health interventions.
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  • 文章类型: Journal Article
    大多数国家都采取了公共活动干预政策来控制2019年冠状病毒病(COVID-19)大流行。然而,不同干预措施对遏制疫情的有效性的经验证据不一致。我们从2019年12月31日至2020年7月1日的牛津COVID-19政府响应追踪器检索了145个国家的时间序列干预政策数据,其中包括8项遏制和关闭政策。我们调查了及时性的关联,严格,以及2020年7月1日每百万人口累计感染的干预持续时间。我们引入了一种新的反事实估计器,以估计这些干预措施对COVID-19时变繁殖数(Rt)的影响。
    有一些证据表明,早期的实现,更长的持续时间,早期而非中期更严格的干预政策与COVID-19感染减少有关。反事实模型被证明可以控制未观察到的时变混杂因素,并在政策干预和Rt降低之间建立了有效的因果关系。平均干预效果显示,所有干预措施在实施后均显着降低了Rt。在政策干预后的25至32天内,Rt下降了30%(22%-41%)。在8项干预措施中,学校关闭,工作场所关闭,公共活动的取消显示了最强烈和最一致的关联证据。
    我们的研究为政策干预对COVID-19疫情的定量影响提供了更可靠的证据,并建议在疫情早期实施更严格的公共活动干预措施,以改善遏制。
    Most countries have adopted public activity intervention policies to control the coronavirus disease 2019 (COVID-19) pandemic. Nevertheless, empirical evidence of the effectiveness of different interventions on the containment of the epidemic was inconsistent.
    We retrieved time-series intervention policy data for 145 countries from the Oxford COVID-19 Government Response Tracker from December 31, 2019, to July 1, 2020, which included 8 containment and closure policies. We investigated the association of timeliness, stringency, and duration of intervention with cumulative infections per million population on July 1, 2020. We introduced a novel counterfactual estimator to estimate the effects of these interventions on COVID-19 time-varying reproduction number (Rt).
    There is some evidence that earlier implementation, longer durations, and more strictness of intervention policies at the early but not middle stage were associated with reduced infections of COVID-19. The counterfactual model proved to have controlled for unobserved time-varying confounders and established a valid causal relationship between policy intervention and Rt reduction. The average intervention effect revealed that all interventions significantly decrease Rt after their implementation. Rt decreased by 30% (22%-41%) in 25 to 32 days after policy intervention. Among the 8 interventions, school closing, workplace closing, and public events cancellation demonstrated the strongest and most consistent evidence of associations.
    Our study provides more reliable evidence of the quantitative effects of policy interventions on the COVID-19 epidemic and suggested that stricter public activity interventions should be implemented at the early stage of the epidemic for improved containment.
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  • 文章类型: Journal Article
    污水监测可能有助于对2019年冠状病毒病(COVID-19)大流行做出积极反应,但是目前关于实践练习中的例子的报道有限。这里,我们报告了一个加强污水监测的案例,以启动公共卫生行动,以阻止香港即将爆发的三角洲变种疫情。2021年6月21日,尽管香港的COVID-19情况基本得到控制,常规污水监测在一个覆盖超过33,000人口的地点的污水样本中发现了高病毒载量的严重急性呼吸道综合症冠状病毒2(SARS-CoV-2),提示感染病例生活在各自的污水处理厂。使用一种新开发的基于等位基因特异性实时定量聚合酶链反应(ASRT-qPCR)的方法,可以在该病例被确认为前三天在当地社区污水中发出有关Delta变异体的第一份文件的警报。Delta变异体载体。加强了污水监测。在下水道区域进行的有针对性的上游采样,在从下水道到建筑物的空间尺度上查明了阳性病毒信号的来源。并协助确定2021年6月23日发布个人强制检测令的具体领域。2021年6月24日,一名居住在污水检测结果呈阳性的建筑物中的人被确认感染了COVID-19。将从污水样本中确定的病毒基因组序列与匹配患者的临床样本进行比较,并确认该人是污水样本中SARS-CoV-2阳性信号的来源。这项研究可以帮助建立公共卫生机构在自己的社区中使用污水监测的信心。
    Sewage surveillance could help develop proactive response to the Coronavirus Disease 2019 (COVID-19) pandemic, but currently there are limited reports about examples in practical exercises. Here, we report a use case of intensified sewage surveillance to initiate public health action to thwart a looming Delta variant outbreak in Hong Kong. On 21 June 2021, albeit under basically contained COVID-19 situation in Hong Kong, routine sewage surveillance identified a high viral load of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in a sewage sample from one site covering over 33,000 population, suggesting infected cases living in the respective sewershed. The use of a newly developed method based on allele-specific real-time quantitative polymerase chain reaction (AS RT-qPCR) served to alert the first documentation of the Delta variant in local community sewage three days before the case was confirmed to be a Delta variant carrier. Intensified sewage surveillance was triggered. Targeted upstream sampling at sub-sewershed areas pinpointed the source of positive viral signal across spatial scales from sewershed to building level, and assisted in determining the specific area for issuing a compulsory testing order for individuals on 23 June 2021. A person who lived in a building with the positive result of sewage testing was confirmed to be infected with COVID-19 on 24 June 2021. Viral genome sequences determined from the sewage sample were compared to those from the clinic specimens of the matched patient, and confirmed that the person was the source of the positive SARS-CoV-2 signal in the sewage sample. This study could help build confidences for public health agencies in using the sewage surveillance in their own communities.
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  • 文章类型: Journal Article
    2019年冠状病毒病爆发(COVID-19)已经迅速蔓延到世界的各个角落,以非常复杂的方式。一个关键的研究重点是通过数学建模科学地预测COVID-19的发展趋势。我们通过搜索WebofScience数据库,对COVID-19的流行预测模型和公共卫生干预策略进行了系统评价。系统回顾了55项关于COVID-19流行模型的研究。发现COVID-19流行模型在模型类型上有所不同,获取方法,关键输入参数的假设和分布。大多数研究使用γ分布来描述COVID-19感染的关键时间段,一些研究使用对数正态分布,Erlang分布,和威布尔分布。潜伏期的设定范围,串行间隔,传染期和世代时间为4.9-7天,4.41-8.4天,2.3-10天和4.4-7.5天,分别,超过一半的潜伏期设定为5.1或5.2天。大多数模型假设潜伏期与潜伏期一致。一些模型假设无症状感染是传染性的或症状前传播是可能的,高估了R0的值。对于不同公共卫生策略下的预测差异,最显著的影响是旅行限制.关于接触追踪和社会隔离的影响有不同的研究,但是有人认为提高检疫率和报告率,使用防护口罩对于预防和控制流行病至关重要。预测模型输入的流行病学参数在预测疫情传播严重程度上存在显著差异。因此,预防控制机构在根据数学模型的预测结果制定公共卫生策略时应谨慎。
    The coronavirus disease outbreak of 2019 (COVID-19) has been spreading rapidly to all corners of the word, in a very complex manner. A key research focus is in predicting the development trend of COVID-19 scientifically through mathematical modelling. We conducted a systematic review of epidemic prediction models of COVID-19 and the public health intervention strategies by searching the Web of Science database. 55 studies of the COVID-19 epidemic model were reviewed systematically. It was found that the COVID-19 epidemic models were different in the model type, acquisition method, hypothesis and distribution of key input parameters. Most studies used the gamma distribution to describe the key time period of COVID-19 infection, and some studies used the lognormal distribution, the Erlang distribution, and the Weibull distribution. The setting ranges of the incubation period, serial interval, infectious period and generation time were 4.9-7 days, 4.41-8.4 days, 2.3-10 days and 4.4-7.5 days, respectively, and more than half of the incubation periods were set to 5.1 or 5.2 days. Most models assumed that the latent period was consistent with the incubation period. Some models assumed that asymptomatic infections were infectious or pre-symptomatic transmission was possible, which overestimated the value of R0. For the prediction differences under different public health strategies, the most significant effect was in travel restrictions. There were different studies on the impact of contact tracking and social isolation, but it was considered that improving the quarantine rate and reporting rate, and the use of protective face mask were essential for epidemic prevention and control. The input epidemiological parameters of the prediction models had significant differences in the prediction of the severity of the epidemic spread. Therefore, prevention and control institutions should be cautious when formulating public health strategies by based on the prediction results of mathematical models.
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  • DOI:
    文章类型: Journal Article
    背景:人类流动与各国2019年冠状病毒病(COVID-19)的流行变化有关,严格的公共卫生干预措施减少了人类的流动性和COVID-19的流行。但其与欧盟(EU)的COVID-19流行的关系尚不清楚。
    方法:在这项准实验中断时间序列研究中,我们模拟了2020年1月15日至5月9日欧盟27个州的人类流动和COVID-19流行趋势。封锁日期的协会,并对这些趋势的转折点进行了评估。
    结果:在研究期间,欧盟各州有982,332例实验室确认的COVID-19病例(中位数为7,896,各个州的四分位间为1,689至25,702)。COVID-19和人类流动性有3个趋势部分,包括COVID-19日发病率呈上升趋势,中段大多数人的迁移率呈下降趋势。与远离意大利的国家相比,全州范围内的封锁日期更有可能与离意大利更近的州的人类流动转折点有关,这也更有可能与COVID-19疫情的第二个转折点有关。在被检查的人类迁移率中,推动流动性的第二个转折点和公园流动性的第一个转折点是将封锁日期和COVID-19疫情在离意大利更近的欧盟各州联系起来的最好因素。
    结论:我们显示了欧盟公共卫生干预措施和人类流动性与COVID-19流行变化之间的状态和流动性异质性。这些发现可能有助于为决策者提供有关欧盟国家级干预措施的最佳时机和监测参数的信息。
    BACKGROUND: Human mobility was associated with epidemic changes of coronavirus disease 2019 (COVID-19) in the countries, where strict public health interventions reduced human mobility and COVID-19 epidemics. But its association with COVID-19 epidemics in the European Union (EU) is unclear.
    METHODS: In this quasi-experimental interrupted time-series study, we modelled trends in human mobility and epidemics of COVID-19 in 27 EU states between January 15 and May 9, 2020. The associations of lockdown-date, and turning points of these trends were assessed.
    RESULTS: There were 982,332 laboratory-confirmed COVID-19 cases in the EU states (median 7,896, interquartile 1,689 to 25,702 for individual states) during the study-period. COVID-19 and human mobility had 3 trend-segments, including an upward trend in COVID-19 daily incidence and a downward trend in most human mobilities in the middle segment. Compared with the states farther from Italy, the state-wide lockdown dates were more likely linked to turning points of human mobilities in the states closer to Italy, which were also more likely linked to second turning points of COVID-19 epidemics. Among the examined human mobilities, the second turning points in driving mobility and the first turning points in parks mobility were the best factors that connected lockdown dates and COVID-19 epidemics in the EU states closer to Italy.
    CONCLUSIONS: We show state- and mobility-heterogeneity in the associations of public health interventions and human mobility with the changes of COVID-19 epidemics in the EU. These findings may help inform policymakers on the best timing and monitoring-parameters of state-level interventions in the EU.
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  • 文章类型: Journal Article
    Background: Few studies have reported the transmission characteristics of coronavirus disease (COVID-19) in low-density populations. This study has therefore analyzed the epidemiological characteristics and clinical outcomes of COVID-19 patients in Northwestern China, an area with low population density. Methods: From January 21 to March 11, 2020, data from patients diagnosed with novel coronavirus pneumonia (NCP) in areas of Northwestern China with lower population densities were retrospectively analyzed. Certain variables were categorized as numbers and percentages, with the ratio between resident patients (no history of going out during the epidemic) and imported patients representing the contagiousness of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) responsible for COVID-19. Hospitalization time was also calculated. Results: A total of 617 COVID-19 patients were reported in Northwestern China, and the morbidity and mortality rates of 0.000005 and 0.011, respectively. Further analysis showed that the morbidity was inversely proportional to population density and distance from Wuhan City. This study enrolled 473 confirmed cases; among these patients, there were 248 residents and 225 imported cases with a ratio of 1:1. The youngest and oldest patients were 1 and 94 years of age, respectively, with a median age of 42 years. Fifteen (3.2%) patients were children or infants. Two patients were pregnant, and one patient gave birth to a healthy baby with negative results during her disease course. About 17.3% of patients (82 cases) were healthy carriers without any symptoms during their disease course. One male patient (0.2%) had recurrence of a positive test result 4 days after discharge. The median hospitalization time was 16.0 days, ranging from 2.0 to 43.0 days. Further analysis showed that age (P = 0.03) and severity status (P < 0.001) were significantly correlated with hospitalization time. Conclusions: The morbidity and mortality rates of COVID-19 patients in the regions with a low population density were lower than those of the national average in China. All populations were susceptible to infection by SARS-CoV-2. Asymptomatic patients with positive results should be taken seriously, and the hospitalization time of patients is associated with their age and severity status.
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