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Abundance and health risk of bioaerosols in the coastal areas of Qingdao, China 中国青岛沿海地区生物气溶胶的丰度和健康风险
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-05-15 DOI: 10.1007/s10453-024-09822-0
Lingchong Yan, Ting Zhang, Shaohua Sun, Yongzhong Song, Chen Han, Yao Wang, Jianhua Qi, Xianguo Li, Dahai Zhang

Bioaerosols can be spread through coughing, sneezing, respiratory droplets and aerosol particles, and public awareness of the health risks of bioaerosols has increased. Based on bioaerosol culturable microbe concentration data collected from March–December in 2015, 2018 and 2019, the health risks of bioaerosols were assessed by air quality level, month, population, and particle size using an average daily dose rate model. The concentration of culturable microorganisms is related to the air quality index (AQI). Under AQI values ranging from 51–100, the concentration of culturable microorganisms was the highest, while the concentration of culturable microorganisms was the lowest for AQI values ranging from 101–150. The health risk in June and July 2015 was the highest, the change trends in 2018 and 2019 were similar, the health risk was the highest in October, and the health risk of bioaerosols along the inhalation route was 103–104 times that along the exposure route. The health risk of bioaerosols was generally higher in summer and autumn than in spring and winter over the three-year period. The health risk for different categories of individuals indicated the same trend over the 3-year period, with the health risk for adults exceeding that for children and the health risk for men exceeding that for women. The health risk of bioaerosols was high under particle sizes ranging from 1.10–4.70 μm. The study results could provide data support for the analysis of bioaerosol-related health risks and offer a reference for the prevention and control of urban microbial diseases.

生物气溶胶可通过咳嗽、打喷嚏、呼吸道飞沫和气溶胶颗粒传播,公众对生物气溶胶健康风险的认识有所提高。根据2015年、2018年和2019年3月至12月收集的生物气溶胶可培养微生物浓度数据,采用日均剂量率模型,按空气质量级别、月份、人群和颗粒大小对生物气溶胶的健康风险进行了评估。可培养微生物的浓度与空气质量指数(AQI)有关。在空气质量指数值为 51-100 时,可培养微生物的浓度最高,而在空气质量指数值为 101-150 时,可培养微生物的浓度最低。2015年6月和7月的健康风险最高,2018年和2019年的变化趋势相似,10月的健康风险最高,生物气溶胶沿吸入途径的健康风险是沿暴露途径的103-104倍。在这三年中,生物气溶胶的健康风险在夏季和秋季普遍高于春季和冬季。不同类别人群的健康风险在三年期间呈现出相同的趋势,成人的健康风险高于儿童,男性的健康风险高于女性。在粒径为 1.10-4.70 μm 的情况下,生物气溶胶的健康风险较高。研究结果可为生物气溶胶相关健康风险的分析提供数据支持,为城市微生物疾病的防控提供参考。
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引用次数: 0
On-site monitoring of airborne pathogens: recent advances in bioaerosol collection and rapid detection 现场监测空气中的病原体:生物气溶胶收集和快速检测的最新进展
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-05-13 DOI: 10.1007/s10453-024-09824-y
Xiaorui Feng, Peiya Hu, Tingyu Jin, Jiehong Fang, Fan Tang, Han Jiang, Chenze Lu

Airborne pathogens pose a great threat to public health, and their appearance in bioaerosol also increases the contiguousness due to the long survival time and transmitting range. Real-time monitoring and rapid detection methods provide more effective prevention and control of airborne pathogens. The whole procedure could be divided into bioaerosol collection and detection processes. This review presents the basic principles and recent advances in commonly used methods for each of these two steps. We categorized four different kinds of collection methods based on their principles and discussed possible enrichment methods against a small amount of targets. Four different detection methods were compared regarding their ability to perform rapid testing. In the final section, we analyzed the latest trend in combining all these steps to set up a single device or platform for rapid, automated, and continuous on-site bioaerosol monitoring to overcome time and space constraints and increase the speed of the entire monitoring process. We conclude that an integrated all-in-one system using a microfluidic platform is the most promising solution for real-time monitoring of airborne pathogens, since they are capable of simplifying operational steps, efficient collection, and high-throughput detection, demonstrating the strong potential of field-deployable platforms.

Graphical abstract

空气传播的病原体对公众健康构成巨大威胁,它们在生物气溶胶中的出现也因存活时间长、传播范围广而增加了传染性。实时监测和快速检测方法可以更有效地预防和控制空气传播的病原体。整个过程可分为生物气溶胶收集和检测过程。本综述介绍了这两个步骤的基本原理和常用方法的最新进展。我们根据原理对四种不同的收集方法进行了分类,并讨论了针对少量目标可能采用的富集方法。我们还比较了四种不同的检测方法的快速检测能力。最后,我们分析了最新的趋势,即把所有这些步骤结合起来,建立一个单一的设备或平台,进行快速、自动和连续的现场生物气溶胶监测,以克服时间和空间的限制,提高整个监测过程的速度。我们的结论是,使用微流控平台的一体化多合一系统是实时监测空气传播病原体的最有前途的解决方案,因为它们能够简化操作步骤、高效采集和高通量检测,展示了现场可部署平台的强大潜力。
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引用次数: 0
Analyses of culturable microorganisms and chemical pollutants in the air of urban and rural areas in the region of São Paulo, Brazil 巴西圣保罗地区城乡空气中可培养微生物和化学污染物分析
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-05-12 DOI: 10.1007/s10453-024-09823-z
Dulcilena de Matos Castro e Silva, Valter Batista Duo Filho, Rosa Maria Nascimento Marcusso, Maria Regina Alves Cardoso, Fábio Luiz Teixeira Gonçalves

Bioaerosols are particles of great importance for several fields of research, and spores produced by fungi can exist as bioaerosols when suspended in the air. Microbiological standards for environmental monitoring of outdoor air parameters can be achieved by analyzing the relationship between airborne microorganisms and the prevailing environmental conditions. The outdoor air of the Metropolitan Region of São Paulo and the rural area in a city of the state of São Paulo (Ibiúna/SP), both in Brazil, were evaluated for the presence of microorganisms using the MAS-100 ECO (Merck®, Fr.) and M Air T (Millipore®) air sample collectors. Dichloran Rose-Bengal Chloramphenicol and Tryptic Soy Agars were used for fungal and bacterial isolation, respectively. Bacterial colonies were counted, and the plates with fungal colonies were sent for phenotypic identification up to genus and species level, respectively. Data on pollutant concentrations were obtained from the Environmental Company of the State of São Paulo. The highest number of Colony-Forming Units/m3 (CFU/m3) of microorganisms was measured in the winter and summer seasons, respectively, but the greatest Spore-Forming Units (SFU) of fungi were found in the rural area, where pollutant concentrations were lower. Nitrogen dioxide (NO2) had a slightly positive influence on the concentration of SFU of fungi in both areas studied. Sulfur dioxide (SO2) pollutant concentrations had both positive and negative great relations showing influence on microbial counts in the air of the rural area. In the rural area, the low bacteria count was influenced negatively by the low concentration of carbon monoxide (CO). The microbial counts were related to each other, as well as to the concentrations of pollutants, shown by all the correlations seen, indicating microorganisms as biomarkers of pollution in outdoor areas. The influence of environmental factors on the population and outdoor air biome is also explicit.

生物气溶胶是对多个研究领域具有重要意义的微粒,真菌产生的孢子悬浮在空气中可以作为生物气溶胶存在。通过分析空气中的微生物与当时环境条件之间的关系,可以实现对室外空气参数进行环境监测的微生物标准。我们使用 MAS-100 ECO (Merck®, Fr.) 和 M Air T (Millipore®) 空气样本采集器对巴西圣保罗大都会区和圣保罗州某市(Ibiúna/SP)农村地区的室外空气进行了微生物含量评估。分别使用二氯玫瑰-孟加拉氯霉素琼脂和胰蛋白酶大豆琼脂进行真菌和细菌分离。对细菌菌落进行计数,有真菌菌落的平板则分别送去进行表型鉴定,以确定菌属和菌种。污染物浓度数据来自圣保罗州环境公司。分别在冬季和夏季测得的微生物菌落形成单位(CFU/m3)数最多,但在污染物浓度较低的农村地区测得的真菌孢子形成单位(SFU)数最多。在研究的两个地区,二氧化氮(NO2)对真菌的孢子形成单位浓度都有轻微的积极影响。二氧化硫(SO2)污染物浓度对农村地区空气中微生物数量的影响有正负两种关系。在农村地区,细菌数量少受到一氧化碳(CO)浓度低的负面影响。微生物数量之间以及微生物数量与污染物浓度之间都存在相关性,所有相关性都表明微生物是室外地区污染的生物标记。环境因素对人口和室外空气生物群落的影响也是显而易见的。
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引用次数: 0
Ragweed in South America: the relevance of aerobiology stations in Latin America 南美洲的豚草:拉丁美洲空气生物学站的相关性
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-05-10 DOI: 10.1007/s10453-024-09825-x
Ivan Cherrez-Ojeda, Karla Robles-Velasco, German D. Ramon, Laura Barrionuevo, Oscar Calderon Llosa, Denisse Cevallos-Levicek, Marco Faytong-Haro, Andrés Espinoza-Maticurena, Patricio Alvarez-Muñoz, Ivan Tinoco, László Makra, Áron József Deák

Pollen, particularly from the Ambrosia genus, plays a pivotal role in triggering allergic rhinoconjunctivitis symptoms. This review delves into the global background of Ambrosia, focusing on its origins, invasive potential, and spread to South America. The ecological niche for Ambrosia species is explored, emphasizing its stability globally but exhibiting unique and dynamic features in South America. Information on Ambrosia pollen concentration in South America is summarized, revealing varying levels across countries. The establishment of new aerobiology stations, as highlighted in the latest findings, contributes valuable data for understanding allergen risk management in the region. The health perspective addresses the rise in allergic diseases due to climate change, emphasizing the need for continuous monitoring, especially in South America. Agricultural damage inflicted by Ambrosia is discussed, emphasizing its invasive potential, high seed production, and negative impact on crops, forage quality, and livestock. The review also positions Ambrosia as a marker of climate change, discussing the effects of global warming on pollen seasons, concentrations, and allergenic characteristics. The importance of expanding aerobiology stations in South America is underscored, requiring collaborative efforts from government, scientific societies, and academic institutions. The review concludes by advocating for increased monitoring to address potential challenges posed by Ambrosia, offering a basis for tailored interventions and future research in South American regions.

花粉,尤其是来自伏牛花属的花粉,在引发过敏性鼻结膜炎症状方面起着关键作用。这篇综述深入探讨了野百合的全球背景,重点关注其起源、入侵潜力以及向南美洲的传播。文章探讨了伏麻属植物的生态位,强调其在全球的稳定性,但在南美洲表现出独特的动态特征。总结了南美洲安息香花粉浓度的信息,揭示了各国不同的浓度水平。最新研究结果强调,建立新的空气生物学站为了解该地区的过敏原风险管理提供了宝贵数据。从健康角度探讨了气候变化导致过敏性疾病增加的问题,强调了持续监测的必要性,尤其是在南美洲。此外,还讨论了野百合对农业造成的破坏,强调了其入侵潜力、高种子产量以及对作物、饲料质量和牲畜的负面影响。这篇综述还将野百合定位为气候变化的标志,讨论了全球变暖对花粉季节、浓度和过敏特性的影响。报告强调了在南美洲扩大空气生物学研究站的重要性,这需要政府、科学协会和学术机构的共同努力。综述最后提倡加强监测,以应对伏牛花带来的潜在挑战,为南美地区有针对性的干预措施和未来研究提供依据。
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引用次数: 0
Editorial: AutoPollen special issue 编辑:自动花粉特刊
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-04-25 DOI: 10.1007/s10453-024-09821-1
Fiona Tummon, Bernard Clot
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引用次数: 0
Assessing uncertainty in airborne birch pollen modelling 评估空气传播桦树花粉模型的不确定性
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-04-16 DOI: 10.1007/s10453-024-09818-w
Willem W. Verstraeten, Rostislav Kouznetsov, Nicolas Bruffaerts, Mikhail Sofiev, Andy W. Delcloo

In Europe, more than one quarter of the adult population and one third of the children suffer from pollinosis, but the geographical variability is large. In Belgium, at least ~ 10% of the people develop allergies due to birch pollen. These patients may benefit from a forecasting system that raises alerts when episodes with huge amount of airborne birch pollen grains are expected. Such a forecast system for birch pollen was established for the Belgian territory in 2023 based on the pollen emission and transport model System for Integrated modeLling of Atmospheric coMposition (SILAM). The question, however, is which uncertainty in modelling and forecasting airborne pollen levels can be expected? Here, we assess the uncertainty in modelling airborne birch pollen levels near the surface using SILAM in a Monte Carlo error approach summarized by the relative Coefficient of Variation (CV%) as descriptive statistic for the season of 2018 in Belgium. For the major inputs that drive the birch pollen model—the amount and location of birch trees (0.1° × 0.1° map), the start and end of the birch pollen season (1° × 1° map), and the ripening temperature of birch catkins—sets of 100 randomly sampled data layers were prepared for running SILAM 100 times. For each set of model input, 100 spatio-temporal maps of airborne birch pollen levels were produced and its spread was quantified by the CV%. We show that the spatial uncertainty of pollen emissions sources in SILAM is substantially high, but that the uncertainties of the parameters determining the start and end of the season are at least equally important. By accumulating the effects of all investigated model input uncertainties including the impact of the catkins-ripening temperature, CV% values of 50% and more are obtained when quantifying the variation of the modelled airborne birch pollen levels. These errors are in line with reported values from the current reference method for monitoring airborne birch pollen grains near the surface.

在欧洲,超过四分之一的成年人和三分之一的儿童患有花粉过敏症,但地域差异很大。在比利时,至少有 10% 的人因桦树花粉而过敏。预报系统可在空气中预计出现大量桦树花粉颗粒时发出警报,从而使这些患者受益。这种桦树花粉预报系统是基于花粉排放和传输模型 "大气沉降综合模式系统"(SILAM),为比利时领土建立的 2023 年桦树花粉预报系统。但问题是,在模拟和预测空气中的花粉水平时,会出现哪些不确定性?在此,我们采用蒙特卡洛误差方法,以相对变异系数(CV%)作为比利时 2018 年季节的描述性统计量,评估了使用 SILAM 对近地面空气传播的桦树花粉水平进行建模的不确定性。对于驱动桦树花粉模型的主要输入--桦树的数量和位置(0.1° × 0.1°地图)、桦树花粉季节的开始和结束(1° × 1°地图)以及桦树柔荑花序的成熟温度--准备了 100 套随机取样的数据层,用于运行 SILAM 100 次。针对每组模型输入,绘制了 100 幅空气传播的桦树花粉水平时空图,并通过 CV% 对其传播范围进行了量化。我们发现,SILAM 中花粉排放源的空间不确定性非常高,但决定季节开始和结束的参数的不确定性至少同样重要。通过累积所有已调查模型输入不确定性的影响(包括柔荑花序成熟温度的影响),在量化模拟空气中桦树花粉含量的变化时,CV% 值达到或超过 50%。这些误差与目前监测地表附近空气中桦树花粉颗粒的参考方法的报告值一致。
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引用次数: 0
Spatial variation of airborne bacterial heterogeneity and potential opportunistic human pathogens: a comparative study of sites in Korea and Japan 空气中细菌异质性和潜在机会性人类病原体的空间变化:对韩国和日本研究地点的比较研究
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-04-10 DOI: 10.1007/s10453-024-09817-x
Makoto Seki, Hitoshi Tanaka, Shinichi Yonemochi, Ki-Ho Lee, Young-Ju Kim, Reika Iwamoto, Kei Sato, Daisuke Tanaka

Biological particles known as bioaerosols are present in the atmosphere and have recently been implicated as influencing agriculture, cloud development, biogeography, and human health. The present study was conducted to characterize airborne bacterial heterogeneity at Jeju Island in Korea and at Saitama and Toyama in Japan, focusing on potential human pathogens. Air samples were collected during the winter, when the monsoon blows from the northwest. Samples were analyzed by high-throughput sequencing and denaturing gradient gel electrophoresis of PCR-amplified 16S rRNA genes to detect spatial differences in airborne bacteria and the possible spread of bacteria by transboundary transport. Compositions of the bacterial in samples collected on the same dates from the different sites were similar. Notably, bacteria from two genera that are potentially pathogenic for humans—Acinetobacter and Clostridium—were detected on the same day in both Korea and Japan. These results indicate the possibility of long-range transport of airborne bacteria and its potential impact on human health.

被称为生物气溶胶的生物微粒存在于大气中,最近被认为会影响农业、云的发展、生物地理学和人类健康。本研究旨在描述韩国济州岛、日本琦玉和富山的气载细菌异质性,重点关注潜在的人类病原体。空气样本是在冬季从西北方向吹来季风时采集的。通过对 PCR 扩增的 16S rRNA 基因进行高通量测序和变性梯度凝胶电泳对样本进行分析,以检测空气中细菌的空间差异以及细菌可能通过跨境运输传播的情况。在同一日期从不同地点采集的样本中,细菌的组成相似。值得注意的是,在韩国和日本,同一天检测到了两个可能对人类致病的菌属--金杆菌和梭状芽孢杆菌。这些结果表明了空气中细菌远距离传播的可能性及其对人类健康的潜在影响。
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引用次数: 0
Culturable bacteria in clouds at Réunion, tropical island 热带岛屿留尼汪云层中的可培养细菌
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-04-05 DOI: 10.1007/s10453-024-09819-9
Thomas Charpentier, Muriel Joly, Céline Judon, Martine Sancelme, Magali Abrantes, Mickaël Vaïtilingom, Christelle Ghaffar, Maxence Brissy, Maud Leriche, Anne-Marie Delort, Laurent Deguillaume, Pierre Amato

The viable bacterial assemblages in clouds at Réunion Island (Indian Ocean) were examined through culture-based approach. A total of 176 isolates were recovered from 15 independent cloud events collected during 3 field campaigns, and identified to the species level through full length 16S rRNA gene sequencing. As often in atmospheric samples, Alpha-, Beta- and Gamma-proteobacteria dominated, along with Actinobacteria, Firmicutes, and Bacteroidetes, depicting these as the backbone of the global aeromicrobiome. A comparative analysis with similar work from a cloud sampling site in Central France revealed site-specificities, and numerous common species. These latter included members of Pseudomonas, Sphingomonas, Bacillus, Staphylococcus, Rhodococcus and others, whose such widespread presence in clouds supports the existence of a pan-atmospheric microbiome. This also confirms that cultures remain powerful methods in the description of the viable microbial diversity by allowing deep taxonomic affiliation.

通过基于培养的方法研究了留尼汪岛(印度洋)云层中可存活的细菌群。通过全长 16S rRNA 基因测序,从 3 次实地考察中收集到的 15 个独立云事件中共分离出 176 个细菌。与大气样本中常见的一样,α-、β-和γ-蛋白细菌以及放线菌、固着菌和类杆菌占主导地位,它们是全球气生微生物组的骨干。通过与法国中部一个云采样点的类似研究进行比较分析,发现了该采样点的特异性和许多常见物种。后者包括假单胞菌、鞘氨醇单胞菌、芽孢杆菌、葡萄球菌、红球菌等,它们在云层中的广泛存在支持了泛大气微生物组的存在。这也证实了培养物仍然是描述可存活微生物多样性的有力方法,可以对其进行深入的分类归属。
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引用次数: 0
The role of automatic pollen and fungal spore monitoring across major end-user domains 花粉和真菌孢子自动监测在主要终端用户领域的作用
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-04-03 DOI: 10.1007/s10453-024-09820-2
Fiona Tummon, Beverley Adams-Groom, Célia M. Antunes, Nicolas Bruffaerts, Jeroen Buters, Paloma Cariñanos, Sevcan Celenk, Marie Choël, Bernard Clot, Antonella Cristofori, Benoît Crouzy, Athanasios Damialis, Alberto Rodríguez Fernández, Délia Fernández González, Carmen Galán, Björn Gedda, Regula Gehrig, Monica Gonzalez-Alonso, Elena Gottardini, Jules Gros-Daillon, Lenka Hajkova, David O’Connor, Pia Östensson, Jose Oteros, Andreas Pauling, Rosa Pérez-Badia, Victoria Rodinkova, F. Javier Rodríguez-Rajo, Helena Ribeiro, Ingrida Sauliene, Branko Sikoparija, Carsten Ambelas Skjøth, Antonio Spanu, Mikhail Sofiev, Olga Sozinova, Lidija Srnec, Nicolas Visez, Letty A. de Weger

The advent of automatic pollen and fungal spore monitoring over the past few years has brought about a paradigm change. The provision of real-time information at high temporal resolution opens the door to a wide range of improvements in terms of the products and services made available to a widening range of end-users and stakeholders. As technology and methods mature, it is essential to properly quantify the impact automatic monitoring has on the different end-user domains to better understand the real long-term benefits to society. In this paper, we focus the main domains where such impacts are expected, using Europe as a basis to provide qualitative estimates and to describe research needs to better quantify impacts in future. This will, in part, also serve to justify further investment and help to expand monitoring networks.

摘要 过去几年中,花粉和真菌孢子自动监测技术的出现带来了模式上的改变。高时间分辨率实时信息的提供,为向越来越多的最终用户和利益相关者提供产品和服务方面的广泛改进打开了大门。随着技术和方法的成熟,必须适当量化自动监测对不同终端用户领域的影响,以更好地了解其对社会的真正长期效益。在本文中,我们将重点关注预计会产生此类影响的主要领域,以欧洲为基础,提供定性估算,并描述研究需求,以便在未来更好地量化影响。这也将在一定程度上证明进一步投资的合理性,并有助于扩大监测网络。
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引用次数: 0
Spatial analysis of COVID-19 risk factors: a case study in Bangladesh COVID-19 风险因素的空间分析:孟加拉国案例研究
IF 2.2 3区 环境科学与生态学 Q2 BIOLOGY Pub Date : 2024-03-27 DOI: 10.1007/s10453-024-09815-z
Sefat-E- Barket, Md. Rezaul Karim

In 2019, the world grappled with an unexpected and severe global health crisis—the Coronavirus disease (COVID-19) outbreak, which significantly impacted various aspects of human life. This case study, focusing on Bangladesh, aimed to uncover the complex spatial patterns and potential risk factors influencing the virus’s uneven spread across 64 districts. To analyze spatial patterns, two techniques, namely Moran I and Geary C, were employed to study spatial autocorrelation. Hotspots and coldspots were identified using local Moran I, while spatial hotspots were pinpointed using local Getis Ord G. Exploring spatial heterogeneity involved implementing two non-spatial models (Poisson–Gamma and Poisson-Lognormal) and three spatial models (Conditional Autoregressive model, Convolution model, and Leroux model) through Gibbs sampling. The Leroux model emerged as the optimal choice, meeting criteria based on the lowest values of deviance information criterion and Watanabe–Akaike information criterion. Regression analysis revealed that factors such as humidity, population density, and urbanization were associated with an increase in COVID-19 cases, while the aging index appeared to hinder the virus’s spread. The research outcomes provide a comprehensive framework adaptable to the evolving nature of COVID-19 in Bangladesh. It categorizes influential factors into distinct clusters, enabling government agencies, policymakers, and healthcare professionals to make informed decisions for controlling the pandemic and addressing future infectious diseases.

摘要 2019 年,世界面临着一场意想不到的严重全球健康危机--冠状病毒病(COVID-19)的爆发,对人类生活的各个方面产生了重大影响。本案例研究以孟加拉国为重点,旨在揭示影响病毒在 64 个地区不均衡传播的复杂空间模式和潜在风险因素。为了分析空间模式,我们采用了 Moran I 和 Geary C 两种技术来研究空间自相关性。在探索空间异质性时,通过吉布斯抽样,采用了两个非空间模型(泊松-伽马模型和泊松-对数正态模型)和三个空间模型(条件自回归模型、卷积模型和勒鲁模型)。Leroux 模型符合偏差信息准则和 Watanabe-Akaike 信息准则的最低值标准,成为最佳选择。回归分析表明,湿度、人口密度和城市化等因素与 COVID-19 病例的增加有关,而老龄化指数似乎阻碍了病毒的传播。研究成果提供了一个综合框架,可适应 COVID-19 在孟加拉国不断演变的性质。它将有影响的因素分为不同的群组,使政府机构、政策制定者和医疗保健专业人员能够做出明智的决策,以控制流行病和应对未来的传染病。
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引用次数: 0
期刊
Aerobiologia
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