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Analyzing the influence of environment, demographic and socio-economic factors on Aedes albopictus (Diptera: Culicidae) mosquito density at the micro-level using XGBoost and SHAP. 应用XGBoost和SHAP分析环境、人口和社会经济因素对白纹伊蚊(双翅目:库蚊科)蚊密度的微观影响。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-09 DOI: 10.1186/s13071-025-07220-0
Junyi Yao, Zijun Zhou, Hongxia Liu, Shenjun Yao, Jianping Wu

Background: Effective mosquito control in urban areas requires understanding of how climatic, ecological and socioeconomic factors shape vector abundance. However, most studies use linear or opaque models that overlook nonlinear relationships between environmental conditions and Aedes albopictus density. These complex associations remain insufficiently characterized in highly urbanized settings, where interacting environmental and human factors jointly influence mosquito habitats.

Methods: We trained a random forest model, an XGBoost model with a default squared-error objective and an XGBoost model with a Poisson count objective using adult Aedes albopictus monitoring data collected across Shanghai from April to November 2023. Model performance was evaluated with RMSE, MAE, R2 and Poisson deviance, and temporally blocked cross-validation was applied to assess temporal generalizability. SHAP analysis was used to interpret variable importance and contribution patterns. To examine operational relevance, we additionally evaluated hotspot localization accuracy using July 2024 data.

Results: On the independent test set, the XGBoost-Poisson model achieved the best overall accuracy (R2 = 0.73, Poisson deviance = 4.52). SHAP analysis identified the 14-day temperature lag as the dominant predictor, followed by a slight negative population density and compulsory completion of education. Precipitation and NDVI showed smaller positive contributions. Age structure variables exhibited nonlinear trends-with an inverted-U shape for children, a declining pattern for older adults and a shallow U shape for building height. By site type, mosquito density tended to be higher near schools, livestock sheds and office areas and lower in residential, farmhouse, park and hospital environments. Under temporally blocked cross-validation, the model retained moderate temporal generalization. In out-of-time hotspot validation, the top 10% of sites captured 41-50% of hotspots, rising to 60-68% at 25% coverage, suggesting moderate spatial localization.

Conclusions: The framework identified key environmental and socioeconomic drivers of Aedes albopictus density in Shanghai. Despite moderate temporal generalization, it provides interpretable, fine-scale insights to guide targeted vector control and inform urban mosquito management in dense metropolitan settings. Future research should validate the framework across additional seasons and diverse urban contexts, incorporate finer environmental and infrastructural data and enhance uncertainty quantification for improved interpretive robustness.

背景:在城市地区有效控制蚊子需要了解气候、生态和社会经济因素如何影响媒介丰度。然而,大多数研究使用线性或不透明模型,忽略了环境条件与白纹伊蚊密度之间的非线性关系。在高度城市化的环境中,这些复杂的关联仍然没有充分的特征,在这些环境中,相互作用的环境和人为因素共同影响蚊子的栖息地。方法:利用2023年4 - 11月上海市白纹伊蚊监测数据,对随机森林模型、默认平方误差目标的XGBoost模型和泊松计数目标的XGBoost模型进行训练。采用RMSE、MAE、R2和泊松偏差评估模型性能,并采用时间阻塞交叉验证来评估时间泛化性。SHAP分析用于解释变量的重要性和贡献模式。为了检验操作相关性,我们还使用2024年7月的数据评估了热点定位的准确性。结果:在独立测试集上,XGBoost-Poisson模型获得了最佳的总体精度(R2 = 0.73,泊松偏差= 4.52)。SHAP分析发现,14天的温度滞后是主要的预测因子,其次是人口密度和义务教育完成程度的轻微负相关。降水量和NDVI的正贡献较小。年龄结构变量呈现非线性趋势,儿童呈倒U型,老年人呈下降趋势,建筑高度呈浅U型。按场所类型分,学校、畜棚和办公区附近蚊密度较高,住宅、农家乐、公园和医院环境蚊密度较低;在时间阻塞交叉验证下,模型保持适度的时间泛化。在过时的热点验证中,前10%的站点捕获了41-50%的热点,在25%的覆盖率下上升到60-68%,表明空间定位适度。结论:该框架确定了上海市白纹伊蚊密度的主要环境和社会经济驱动因素。尽管有适度的时间泛化,但它提供了可解释的、精细的见解,以指导有针对性的媒介控制,并为密集的大都市环境中的城市蚊子管理提供信息。未来的研究应在更多的季节和不同的城市背景下验证该框架,纳入更精细的环境和基础设施数据,并加强不确定性量化,以提高解释的稳健性。
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引用次数: 0
A multicentric study on understanding the bionomics of Indian malaria vectors across diverse eco-epidemiological settings. 了解印度疟疾媒介在不同生态流行病学背景下的生物学多中心研究。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-08 DOI: 10.1186/s13071-025-07159-2
Ajeet Kumar Mohanty, Alex Eapen, Himmat Singh, Kuldeep Singh, Rajendra Kumar Baharia, Vidhan Jain, Debattam Mazumdar, Sachin Sharma, A N Shriram, P T Vidhya, Amit Sharma, Kannan Thiruvengadam, Manju Rahi

Background: India aims to eliminate malaria by 2030; however, a thorough understanding of the current biology and behavior of vector species will facilitate the efforts. Vector species often alter their biting and resting behaviors in response to long-term chemical control measures, posing significant challenges to ongoing vector control interventions. Therefore, it is essential to investigate and update our knowledge of the bionomics of malaria vectors in the current context.

Methods: This study was carried out across 14 districts in eight Indian states between 2021 and 2023, employing various entomological techniques. Anopheles mosquito species were tested for human blood meal preference and Plasmodium infection using polymerase chain reaction (PCR). Insecticide susceptibility status was assessed according to World Health Organization (WHO) protocols, and key metrics, such as degree of exophily, trap density, human biting rate (HBR), and man-hour density (MHD), were determined to understand mosquito abundance and behavior.

Results: Anopheles culicifacies, a major malaria vector species, was found in all study states. The highest indoor MHD of this species was 11.95, recorded in the Kanker district of Chhattisgarh, whereas 27.16 was the highest outdoor MHD as observed in the Bareilly district of Uttar Pradesh. In Assam and Tripura, Anopheles minimus exhibited differential resting behavior, whereas An. baimaii was found to be exophilic in Kokrajhar, Udalguri, and South Tripura. An. stephensi showed endophilic behavior with an indoor MHD of 4.36 in Barmer. An. minimus exhibited high anthropophagic behavior, with a human blood index of 0.94 in South Tripura. A high sporozoite infection rate was observed in An. baimaii (5.88) compared with the other vector species. An. culicifacies was found to be resistant to alpha-cypermethrin (0.05%) in the Jagdalpur and Kanker districts, with possible resistance in Barmer study sites, and resistant to deltamethrin (0.05%) in Kanker, Surendranagar, and Dahod. An. stephensi showed resistance to multiple insecticides in the North Goa.

Conclusions: An. culicifacies was prevalent in all eight study states, with a higher abundance in Kanker and Bareilly. Changes in the resting behavior of An. minimus in Tripura, and insecticide resistance that has developed in An. culicifacies and An. stephensi against pyrethroids poses a significant concern. The findings of this study will aid in implementing effective vector control strategies in India's pre-elimination efforts against malaria.

背景:印度的目标是到2030年消除疟疾;然而,深入了解目前的生物学和媒介物种的行为将有助于努力。病媒物种经常改变其叮咬和休息行为,以应对长期的化学控制措施,这对正在进行的病媒控制干预措施构成重大挑战。因此,在当前背景下,调查和更新我们对疟疾病媒的生物学知识是至关重要的。方法:本研究于2021年至2023年间在印度8个邦的14个地区进行,采用了各种昆虫学技术。采用聚合酶链反应(PCR)法检测按蚊对人血餐的偏好和疟原虫感染情况。根据世界卫生组织(WHO)的方案评估杀虫剂敏感性状况,并确定主要指标,如致害程度、诱捕器密度、人叮率(HBR)和人小时密度(MHD),了解蚊虫的数量和行为。结果:在所有研究州均发现了主要的疟疾媒介种——库氏按蚊。Chhattisgarh邦Kanker地区室内最高MHD为11.95,北方邦Bareilly地区室外最高MHD为27.16。在阿萨姆邦和特里普拉邦,最小按蚊表现出不同的休息行为。在Kokrajhar, Udalguri和South Tripura发现baimaii是外生的。一个。在Barmer, stephensi的室内MHD为4.36。一个。南特里普拉邦的minimus表现出高度的人食行为,人血指数为0.94。安县孢子虫感染率较高。白麦蝇(5.88)与其他病媒昆虫比较。一个。在Jagdalpur和Kanker地区,库氏蝇对高效氯氰菊酯(0.05%)有抗性,在Barmer研究点可能有抗性,在Kanker、Surendranagar和Dahod地区,库氏蝇对溴氰菊酯(0.05%)有抗性。一个。在果阿邦北部,斯氏体对多种杀虫剂表现出抗药性。结论:一个。culiciifacies在所有8个研究州都很普遍,其中Kanker和Bareilly的丰度较高。静息行为的变化。特里普拉邦的蚊子数量极少,安邦已出现抗药性。文化相与文化。拟除虫菊酯类杀虫剂引起了严重的关注。这项研究的结果将有助于在印度消灭疟疾的前期工作中实施有效的病媒控制战略。
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引用次数: 0
The urban Triatoma infestans challenge: integrative insights for vector control and Chagas prevention policies in San Juan, Argentina. 在阿根廷圣胡安,城市鼠疫的挑战:病媒控制和恰加斯病预防政策的综合见解。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-06 DOI: 10.1186/s13071-025-07163-6
Paz Sanchez-Casaccia, Julieta Nattero, Romina V Piccinali, Anneris Gomez, Marina Ibáñez-Shimabukuro, Mariana Sanmartino, Soledad Ceccarelli, Liliana Salvá, Florencia Cano-Suárez, Sergio Meli, Leonardo M Díaz-Nieto, Yael Provecho, María Del Pilar Fernández, Ana Laura Carbajal-de-la-Fuente

Background: Chagas disease has historically been linked to triatomines and rural areas. However, urban infestations by one of its vectors, Triatoma infestans, are increasingly being reported. Urbanization is reshaping vectorial transmission patterns of this disease, creating new collective health challenges. To provide evidence on the eco-epidemiological status of Chagas in the metropolitan region of San Juan, Argentina, this study integrates data collected on biomedical, epidemiological, socioenvironmental, and territorial factors.

Methods: We conducted a cross-sectional analysis of 432 urban houses for infestations by Triatoma infestans and infection of these vectors with Trypanosoma cruzi, complemented by environmental, sociodemographic, and human practices surveys. Additionally, we carried out information, education, and communication (IEC) activities to engage with and become acquainted with the community. The IEC activities included immersive virtual reality experiences, community dialogue, and educational games in public spaces.

Results: Our study revealed a house infestation prevalence with T. infestans of 10% both indoors and in the houses' outdoor spaces; T. cruzi infection was not detectable in any of the insects. Wind was identified as an environmental factor associated with house infestation, as was the presence of chicken coops, in addition to the condition of the houses (structural condition, such as cracks and poor plastering, and how the outdoor space of the houses was used, e.g., for the storage of objects that had accumulated over time). A combination of sociodemographic and environmental factors influenced T. infestans infestation prevalence. The IEC activities reached over 150 community members and promoted a dialogue about Chagas disease and vector control. The virtual reality and educational games encouraged strong youth engagement, and the media campaign helped raise awareness and visibility of the issue in the region.

Conclusions: The infestation prevalence of T. infestans in the urban area of San Juan highlights the need for urban-specific control strategies that differ from those used in rural settings. The key findings of this study, such as chicken coops being infestation hotspots and the importance of wind direction, and the unique urban context (high-density housing, a territorial institutional presence, and community networks), enable us to recognize opportunities for integrated, multi-actor control frameworks that actively involve communities.

背景:恰加斯病历来与锥蝽病和农村地区有关。然而,其其中一种病媒- - -鼠疫三角瘤- - -在城市的侵袭越来越多。城市化正在重塑这种疾病的病媒传播模式,造成新的集体卫生挑战。为了对阿根廷圣胡安大都市区恰加斯病的生态流行病学状况提供证据,本研究综合了收集的生物医学、流行病学、社会环境和领土因素的数据。方法:我们对432所城市房屋进行了横断面分析,调查了感染三角眼虫和这些媒介感染克氏锥虫的情况,并辅以环境、社会人口统计学和人类实践调查。此外,我们还开展了信息、教育和交流(IEC)活动,以参与和熟悉社区。IEC的活动包括沉浸式虚拟现实体验、社区对话和公共空间的教育游戏。结果:室内和室外室内均有10%的室内感染;在所有昆虫中均未检测到克氏体感染。除了房屋的状况(结构状况,如裂缝和不良的抹灰,以及房屋的室外空间如何使用,如用于存放长期积累的物品)外,风被确定为与房屋虫害相关的环境因素,鸡笼的存在也是如此。社会人口学和环境因素共同影响着感染弓形虫的流行。信息、教育和宣传活动涉及150多个社区成员,并促进了关于南美锥虫病和病媒控制的对话。虚拟现实和教育游戏鼓励年轻人积极参与,媒体宣传活动有助于提高该地区对这一问题的认识和知名度。结论:圣胡安城市地区感染弓形虫的流行情况突出表明,需要采取不同于农村地区的城市特定控制策略。本研究的主要发现,如鸡舍是虫害热点和风向的重要性,以及独特的城市环境(高密度住房、区域性机构存在和社区网络),使我们能够认识到社区积极参与的综合、多参与者控制框架的机会。
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引用次数: 0
Differences in metavirome among Aedes albopictus, Culex tritaeniorhynchus, and Anopheles sinensis in Jiangxi Province, China. 江西地区白纹伊蚊、三带喙库蚊和中华按蚊间复病毒的差异。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07195-y
Xin Ran, Dajin Xiao, Yangbowen Wu, Yong Shi, Shiwen Liu, Yu Bai, Qiang Zhang, Lan Liu, Qian Liu, Jianxiong Li, Minghui Zhao
<p><strong>Background: </strong>Mosquito metavirome research aims to comprehensively characterize the diversity of mosquito-associated viruses, particularly focusing on insect-specific viruses (ISVs) and their potential interactions with arboviruses of public health concern. Advances in next-generation sequencing (NGS) have significantly expanded our understanding of the viromic complexity within mosquito populations, revealing numerous novel viral species and genera. These studies not only contribute to viral taxonomy and evolutionary biology but also provide critical insights into the ecological dynamics between mosquitoes and their viromes.</p><p><strong>Methods: </strong>NGS was employed to characterize the metavirome of three epidemiologically significant mosquito vectors, Aedes albopictus, Culex tritaeniorhynchus, and Anopheles sinensis in Jiangxi Province, China. This study integrated bioinformatic workflows to conduct comparative analyses of viral composition and biological significance.</p><p><strong>Results: </strong>An analysis of the metavirome of three mosquito species in Jiangxi Province revealed 86 viruses. Of these, 49 belonged to 19 established families, while the remaining 37 were unclassified. The unclassified viruses had the highest relative abundance. The known virus families with relatively high abundances among the three mosquito species were: Solemoviridae, Xinmoviridae, Phasmaviridae, Flaviviridae, Rhabdoviridae, Peribunyaviridae and Orthomyxoviridae. Although the Shannon and Simpson diversity indices showed no significant differences between the three species (p > 0.05), substantial compositional divergence was observed in the "top 30 viruses." The most frequently detected viruses in the Ae. albopictus population include High Island virus, Usinis virus, Sichuan mosquito sobemo-like virus, Guangzhou sobemo-like virus, Barstukas virus, Piry virus (PIRYV), Aedes flavivirus (AEFV), and Aedes albopictus anphevirus (AealbAV). The most frequently detected viruses in the Cx. tritaeniorhynchus population include Hubei mosquito virus 2, Quang Binh virus (QBV), Culex tritaeniorhynchus rhabdovirus (CTRV), Yongsan sobemo-like virus 1 (YSLV1), Bat sobemovirus (BSV), Wuhan Mosquito Virus 2 (WMV2), and Culex pseudovishnui bunya-like virus (CPBV). The most frequently detected viruses in the An. sinensis population include Hubei reo-like virus 12, Xincheng mosquito virus (XCV), Wuhan mosquito virus 1 (WMV1), and Wuhan mosquito virus 5 (WMV5).</p><p><strong>Conclusions: </strong>The most frequently detected virus profiles of the three most important mosquito species for epidemiology in Jiangxi Province, Ae. albopictus, Cx. tritaeniorhynchus, and An. sinensis, exhibit evident differences. Further validation of the biological characteristics, pathogenicity, vector competence, and host relationships of the identified viruses (including ISVs) is required to gain a comprehensive understanding of their roles in host-virus interactions. This will
背景:蚊子元病毒组研究旨在全面表征蚊子相关病毒的多样性,特别是关注昆虫特异性病毒(isv)及其与公共卫生关注的虫媒病毒的潜在相互作用。新一代测序技术(NGS)的进步极大地扩展了我们对蚊子种群中病毒复杂性的理解,揭示了许多新的病毒种类和属。这些研究不仅有助于病毒分类学和进化生物学,而且为蚊子及其病毒组之间的生态动态提供了重要的见解。方法:采用NGS方法对江西省白纹伊蚊、三带喙库蚊和中华按蚊3种具有重要流行病学意义的蚊媒媒介的转病毒体特征进行分析。本研究整合了生物信息学工作流程,对病毒组成和生物学意义进行了比较分析。结果:对江西省3种蚊虫的元病毒组进行分析,共发现86种病毒。其中49个属于19个已建立的家庭,其余37个未分类。未分类病毒的相对丰度最高。已知3种蚊中丰度较高的病毒科分别为:索莫病毒科、新病毒科、Phasmaviridae、黄病毒科、横纹肌病毒科、环布尼亚病毒科和正粘病毒科。虽然Shannon和Simpson多样性指数在3种病毒之间没有显著差异(p > 0.05),但在“前30名病毒”中观察到实质性的组成差异。在Ae中最常检测到的病毒。白纹伊蚊种群包括高岛病毒、Usinis病毒、四川蚊类索贝贝病毒、广州索贝贝病毒、巴斯图卡斯病毒、皮里病毒(PIRYV)、黄伊蚊病毒(AEFV)和白纹伊蚊副病毒(aalbav)。在Cx中最常检测到的病毒。三带喙库蚊种群包括湖北蚊子病毒2型、广平病毒(QBV)、三带喙库蚊横纹肌病毒(CTRV)、龙山索比莫病毒1型(YSLV1)、蝙蝠索比莫病毒(BSV)、武汉蚊子病毒2型(WMV2)和假vishnui库蚊布亚样病毒(CPBV)。在美国最常检测到的病毒。中华按蚊种群包括湖北reo样病毒12、新城蚊病毒(XCV)、武汉蚊病毒1 (WMV1)和武汉蚊病毒5 (WMV5)。结论:江西省流行病学最重要的3种蚊种中检出最多的病毒谱为伊蚊和白纹伊蚊。蚊,残雪。三带喙龙和安。中华种,表现出明显差异。需要进一步验证已鉴定病毒(包括isv)的生物学特性、致病性、媒介能力和宿主关系,以全面了解它们在宿主-病毒相互作用中的作用。这将为江西省病媒控制工作提供理论支持。
{"title":"Differences in metavirome among Aedes albopictus, Culex tritaeniorhynchus, and Anopheles sinensis in Jiangxi Province, China.","authors":"Xin Ran, Dajin Xiao, Yangbowen Wu, Yong Shi, Shiwen Liu, Yu Bai, Qiang Zhang, Lan Liu, Qian Liu, Jianxiong Li, Minghui Zhao","doi":"10.1186/s13071-025-07195-y","DOIUrl":"10.1186/s13071-025-07195-y","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Mosquito metavirome research aims to comprehensively characterize the diversity of mosquito-associated viruses, particularly focusing on insect-specific viruses (ISVs) and their potential interactions with arboviruses of public health concern. Advances in next-generation sequencing (NGS) have significantly expanded our understanding of the viromic complexity within mosquito populations, revealing numerous novel viral species and genera. These studies not only contribute to viral taxonomy and evolutionary biology but also provide critical insights into the ecological dynamics between mosquitoes and their viromes.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;NGS was employed to characterize the metavirome of three epidemiologically significant mosquito vectors, Aedes albopictus, Culex tritaeniorhynchus, and Anopheles sinensis in Jiangxi Province, China. This study integrated bioinformatic workflows to conduct comparative analyses of viral composition and biological significance.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;An analysis of the metavirome of three mosquito species in Jiangxi Province revealed 86 viruses. Of these, 49 belonged to 19 established families, while the remaining 37 were unclassified. The unclassified viruses had the highest relative abundance. The known virus families with relatively high abundances among the three mosquito species were: Solemoviridae, Xinmoviridae, Phasmaviridae, Flaviviridae, Rhabdoviridae, Peribunyaviridae and Orthomyxoviridae. Although the Shannon and Simpson diversity indices showed no significant differences between the three species (p &gt; 0.05), substantial compositional divergence was observed in the \"top 30 viruses.\" The most frequently detected viruses in the Ae. albopictus population include High Island virus, Usinis virus, Sichuan mosquito sobemo-like virus, Guangzhou sobemo-like virus, Barstukas virus, Piry virus (PIRYV), Aedes flavivirus (AEFV), and Aedes albopictus anphevirus (AealbAV). The most frequently detected viruses in the Cx. tritaeniorhynchus population include Hubei mosquito virus 2, Quang Binh virus (QBV), Culex tritaeniorhynchus rhabdovirus (CTRV), Yongsan sobemo-like virus 1 (YSLV1), Bat sobemovirus (BSV), Wuhan Mosquito Virus 2 (WMV2), and Culex pseudovishnui bunya-like virus (CPBV). The most frequently detected viruses in the An. sinensis population include Hubei reo-like virus 12, Xincheng mosquito virus (XCV), Wuhan mosquito virus 1 (WMV1), and Wuhan mosquito virus 5 (WMV5).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;The most frequently detected virus profiles of the three most important mosquito species for epidemiology in Jiangxi Province, Ae. albopictus, Cx. tritaeniorhynchus, and An. sinensis, exhibit evident differences. Further validation of the biological characteristics, pathogenicity, vector competence, and host relationships of the identified viruses (including ISVs) is required to gain a comprehensive understanding of their roles in host-virus interactions. This will","PeriodicalId":19793,"journal":{"name":"Parasites & Vectors","volume":" ","pages":"14"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12781663/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145906404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automated microscopy for malaria diagnosis in a reference laboratory in nonendemic settings. 参考实验室在非流行环境中用于疟疾诊断的自动显微镜。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07215-x
Alexandra Martín-Ramírez, Marta Lanza-Suárez, Pedro Berzosa Díaz, Agustín Benito, Victor Antón-Berenguer, José M Rubio

Background: Malaria diagnosis plays a key role in case management, control, and elimination strategies. miLab™ is a digital microscopy with a fully integrated, sample-to-result approach, providing automated microscopic analysis of Plasmodium parasites and providing parasitemia levels of samples. It uses a deep learning model, a subfield of artificial intelligence (AI) that can differentiate from red blood cells that are infected with the malaria parasite from noninfected cells in blood smears. The aim of this study is to assess the performance of miLab™ microscopy for malaria diagnosis, in comparison with conventional microscopy and nested-multiplex malaria polymerase chain reaction (NM-PCR), in a malaria reference laboratory in a nonendemic country.

Methods: From 2021 to 2024, 400 samples were analyzed prospectively using automated miLab™ microscopy, with NM-PCR and conventional microscopy as reference methods.

Results: The comparison between the miLab™ device and thin blood smear microscopy showed substantial concordance (90.8%), with a kappa coefficient of 0.8 and sensitivity and specificity values of 92.1% and 89.4%, respectively. The comparison of parasite density showed a significant correlation (correlation coefficient of 0.77), although the parasite counts estimated by the miLab™ device were 11.6% lower than those estimated by conventional microscopy. The sensitivity and specificity values of the miLab™ platform when compared with those obtained by NM-PCR were 62.8% and 95.4%, respectively; with a concordance value of 68.9% (kappa coefficient 0.4). Of P. falciparum infections identified by NM-PCR, 63.4% were accurately identified, and this figure increased to 95.7% if excluding negative results. One P. vivax, three P. ovale, and one P. malariae infections identified by NM-PCR were correctly classified by the miLab™ platform only after expert review of initial "review needed" results.

Conclusions: miLab™ automated microscopy was as sensitive as conventional microscopy but without the need for expert microscopists and with shorter time to results. It is a valuable toolkit for malaria diagnosis in nonendemic settings; however, improvements are required in terms of species identification and parasite quantification.

背景:疟疾诊断在病例管理、控制和消除战略中起着关键作用。miLab™是一种数字显微镜,具有完全集成的样品到结果方法,提供疟原虫寄生虫的自动显微分析,并提供寄生虫血症水平的样品。它使用了一种深度学习模型,这是人工智能(AI)的一个子领域,可以区分血液涂片中感染疟疾寄生虫的红细胞和未感染的细胞。本研究的目的是评估在一个非疟疾流行国家的疟疾参考实验室中,与传统显微镜和巢式多重疟疾聚合酶链反应(NM-PCR)相比,miLab™显微镜用于疟疾诊断的性能。方法:从2021年到2024年,采用自动化miLab™显微镜对400份样品进行前瞻性分析,以NM-PCR和常规显微镜为参考方法。结果:miLab™装置与薄血涂片镜检结果一致性较好(90.8%),kappa系数为0.8,敏感性和特异性值分别为92.1%和89.4%。尽管miLab™设备估计的寄生虫数量比传统显微镜估计的寄生虫数量低11.6%,但寄生虫密度的比较显示出显著的相关性(相关系数为0.77)。与NM-PCR相比,miLab™平台的敏感性和特异性分别为62.8%和95.4%;一致性值为68.9% (kappa系数0.4)。在用NM-PCR检测的恶性疟原虫感染中,准确率为63.4%,如果排除阴性结果,这一数字增加到95.7%。通过NM-PCR鉴定的1例间日疟原虫、3例卵形疟原虫和1例疟疾疟原虫感染只有在专家对最初“需要审查”的结果进行审查后,才被miLab™平台正确分类。结论:miLab™自动显微镜与传统显微镜一样敏感,但不需要专业显微镜,并且获得结果的时间更短。它是非流行环境中疟疾诊断的宝贵工具包;然而,在物种鉴定和寄生虫量化方面还有待改进。
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引用次数: 0
Evaluation of fruit combinations as potential liquid attractants for hydrogel bait applications targeting Aedes mosquitoes. 水果组合作为液体引诱剂对伊蚊水凝胶诱蚊效果的评价。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07204-0
Noor Muokhni Ayub, Nur Faeza Abu Kassim, Sumiyyah Sabar, Nur Aida Hashim, Japareng Lalung, Shaida Fariza Sulaiman, Sara A Abuelmaali, Cameron E Webb

Background: A major challenge to global vector control efforts is the increasing resistance of Aedes mosquitoes to conventional insecticides. Since they are the main vectors of dengue, Zika, and chikungunya, sustainable and environmentally friendly approaches are essential for vector control. Attractive toxic sugar baits (ATSBs) take advantage of mosquitoes' propensity for sugar and can offer an alternative strategy. However, further research is needed to investigate the performance of ATSBs, especially in determining and assessing attractant combinations that might increase mosquito attraction and feeding efficiency.

Methods: This study examines the feeding preferences of Ae. aegypti and Ae. albopictus for several fruit-based ATSB formulations. We employed three assays of attractants: mango alone, banana alone, and a combined mango-banana formulation, as well as a control set. Three replicates of each species at a 50% dosage of each fruit extract were evaluated.

Results: The findings indicate that combining fruit sources enhances mosquito attraction, since there is a statistically significant preference for the mixed fruit formulation (1:1) compared with the single-fruit attractants (P < 0.05). However, there were no significant differences in the feeding preferences between the males and the females, indicating that the treatment effect is equal for both genders.

Conclusions: This study contributes to the ongoing advancement of sustainable and efficient vector control strategies by demonstrating the enhanced attractiveness of mixed-fruit formulations, which offer environmentally safe methods for managing Aedes mosquito vectors and arboviral diseases.

背景:全球媒介控制工作面临的一个主要挑战是伊蚊对常规杀虫剂的抗药性日益增强。由于它们是登革热、寨卡病毒和基孔肯雅热的主要病媒,可持续和环境友好的方法对于病媒控制至关重要。诱人的有毒糖饵(ATSBs)利用了蚊子对糖的偏好,可以提供另一种策略。然而,ATSBs的性能需要进一步的研究,特别是在确定和评估可能增加蚊子吸引和摄食效率的引诱剂组合方面。方法:本研究考察了伊蚊的取食偏好。埃及伊蚊和伊蚊。几种基于水果的ATSB制剂中的白纹伊蚊。我们采用了三种引诱剂试验:单独的芒果,单独的香蕉,芒果-香蕉组合制剂,以及一个对照组。在每种水果提取物50%的剂量下,对每个物种进行3次重复评价。结果:研究结果表明,混合水果源增强了蚊子的吸引力,因为与单一水果引诱剂相比,混合水果配方(1:1)的偏好有统计学意义(P)。本研究通过展示混合水果配方的增强吸引力,为管理伊蚊媒介和虫媒病毒疾病提供了环境安全的方法,有助于持续推进可持续和有效的病媒控制策略。
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引用次数: 0
Beyond Anopheles gambiae sensu lato: exploring the impact of non-dominant Anopheles species on malaria persistence in high-transmission endemic areas of Burkina Faso. 超越感应冈比亚按蚊:探索非优势按蚊物种对布基纳法索高传播流行地区疟疾持续性的影响。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07210-2
Kelly L Ngaffo, Aristide S Hien, Dieudonné D Soma, Samina Maiga, Emmanuel Sougue, Cheick Oumar W Ouédraogo, Karama O Delphine, Didier P Alexandre Kaboré, Moussa Namountougou, Abdoulaye Diabaté, Etang D Josiane, Roch K Dabiré

Background: Despite widespread implementation of malaria control measures, including insecticide-treated nets (ITNs), indoor residual spraying (IRS), and seasonal malaria chemoprevention (SMC), malaria remains a major public health concern in Burkina Faso. The persistence of transmission is often attributed to increasing insecticide resistance in Anopheles gambiae sensu lato and drug resistance in Plasmodium spp. However, additional factors, such as climatic variability, ecological change, and shifts in vector species composition, may also play a role. This study investigated the geographic distribution of secondary malaria vectors and assessed their potential role in sustaining transmission at the national scale.

Methods: Between 2023 and 2024, mosquito surveys were conducted across the three main ecological zones of Burkina Faso using human landing catches (HLC) and pyrethroid spray catches (PSC). Secondary vector species were identified morphologically. Molecular assays were used to detect Plasmodium infections and characterize blood-meal origins. Climatic data from national meteorological stations were analyzed to explore associations between environmental variables and species abundance.

Results: A total of 1718 Anopheles mosquitoes (excluding An. gambiae s.l.) were collected, 688 in 2023 and 1030 in 2024. Five species were identified: Anopheles nili, An. coustani, An. pharoensis, An. funestus, and An. rufipes. Most specimens originated from the Sudan zone, with An. nili overwhelmingly dominant (87.5% of captures in 2023; 93% in 2024). Rainfall and, to a lesser extent, temperature were significantly associated with species abundance at several sites. Most mosquitoes were collected outdoors and showed strong anthropophilic tendencies. Molecular screening detected Plasmodium falciparum in all species except An. funestus. Infection was highest in Diébougou, with sporadic positive samples in An. coustani and An. nili across both years.

Conclusions: Secondary vectors, particularly An. nili and An. coustani, appear to play an increasingly important role in malaria transmission in Burkina Faso. Their outdoor and sometimes opportunistic feeding behaviors highlight limitations of current indoor-focused interventions. These findings underscore the need to broaden surveillance and adapt vector control strategies to include secondary vector species in high-transmission settings.

背景:尽管广泛实施了疟疾控制措施,包括驱虫蚊帐(ITNs)、室内滞留喷洒(IRS)和季节性疟疾化学预防(SMC),但疟疾仍然是布基纳法索的一个主要公共卫生问题。冈比亚按蚊(Anopheles gambiae lau)和疟原虫(Plasmodium spp)对杀虫剂的抗药性不断增强,是冈比亚持续传播的主要原因。然而,气候变化、生态变化和媒介物种组成的变化等其他因素也可能起作用。本研究调查了次级疟疾媒介的地理分布,并评估了它们在全国范围内维持传播的潜在作用。方法:2023 - 2024年,在布基纳法索3个主要生态区采用人工降落捕蚊器(HLC)和拟除虫菊酯类杀虫剂(PSC)进行蚊虫调查。对次生媒介物种进行了形态鉴定。分子检测用于检测疟原虫感染和表征血源性。分析了国家气象站的气候数据,探讨了环境变量与物种丰度之间的关系。结果:共捕获按蚊1718只(不含按蚊)。冈比亚s.l), 2023年688例,2024年1030例。共鉴定出5种:尼利按蚊、安氏按蚊;coustani,。pharoensis,。funestus和An。rufipes。大多数标本来自苏丹地区,其中An。Nili占绝对优势(2023年捕获87.5%;2024年捕获93%)。降雨量和温度(在较小程度上)与几个站点的物种丰度显著相关。多数蚊虫在室外采集,表现出较强的亲人倾向。分子筛选除安外,其余物种均检出恶性疟原虫。funestus。disambougou感染率最高,安省有散发阳性样本。库斯塔尼和安。Nili跨越了这两年。结论:次生媒介,尤其是安;nili和An。在布基纳法索的疟疾传播中似乎起着越来越重要的作用。它们的户外和有时的机会性进食行为突出了当前以室内为重点的干预措施的局限性。这些发现强调需要扩大监测和调整病媒控制战略,以包括高传播环境中的次级病媒物种。
{"title":"Beyond Anopheles gambiae sensu lato: exploring the impact of non-dominant Anopheles species on malaria persistence in high-transmission endemic areas of Burkina Faso.","authors":"Kelly L Ngaffo, Aristide S Hien, Dieudonné D Soma, Samina Maiga, Emmanuel Sougue, Cheick Oumar W Ouédraogo, Karama O Delphine, Didier P Alexandre Kaboré, Moussa Namountougou, Abdoulaye Diabaté, Etang D Josiane, Roch K Dabiré","doi":"10.1186/s13071-025-07210-2","DOIUrl":"10.1186/s13071-025-07210-2","url":null,"abstract":"<p><strong>Background: </strong>Despite widespread implementation of malaria control measures, including insecticide-treated nets (ITNs), indoor residual spraying (IRS), and seasonal malaria chemoprevention (SMC), malaria remains a major public health concern in Burkina Faso. The persistence of transmission is often attributed to increasing insecticide resistance in Anopheles gambiae sensu lato and drug resistance in Plasmodium spp. However, additional factors, such as climatic variability, ecological change, and shifts in vector species composition, may also play a role. This study investigated the geographic distribution of secondary malaria vectors and assessed their potential role in sustaining transmission at the national scale.</p><p><strong>Methods: </strong>Between 2023 and 2024, mosquito surveys were conducted across the three main ecological zones of Burkina Faso using human landing catches (HLC) and pyrethroid spray catches (PSC). Secondary vector species were identified morphologically. Molecular assays were used to detect Plasmodium infections and characterize blood-meal origins. Climatic data from national meteorological stations were analyzed to explore associations between environmental variables and species abundance.</p><p><strong>Results: </strong>A total of 1718 Anopheles mosquitoes (excluding An. gambiae s.l.) were collected, 688 in 2023 and 1030 in 2024. Five species were identified: Anopheles nili, An. coustani, An. pharoensis, An. funestus, and An. rufipes. Most specimens originated from the Sudan zone, with An. nili overwhelmingly dominant (87.5% of captures in 2023; 93% in 2024). Rainfall and, to a lesser extent, temperature were significantly associated with species abundance at several sites. Most mosquitoes were collected outdoors and showed strong anthropophilic tendencies. Molecular screening detected Plasmodium falciparum in all species except An. funestus. Infection was highest in Diébougou, with sporadic positive samples in An. coustani and An. nili across both years.</p><p><strong>Conclusions: </strong>Secondary vectors, particularly An. nili and An. coustani, appear to play an increasingly important role in malaria transmission in Burkina Faso. Their outdoor and sometimes opportunistic feeding behaviors highlight limitations of current indoor-focused interventions. These findings underscore the need to broaden surveillance and adapt vector control strategies to include secondary vector species in high-transmission settings.</p>","PeriodicalId":19793,"journal":{"name":"Parasites & Vectors","volume":" ","pages":"68"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12870828/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145900839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
First report of Taenia arctos (Cestoda: Taeniidae) from brown bears (Ursus arctos) in Romania. 罗马尼亚首次报道从棕熊(熊属)中发现带绦虫(绦虫科)。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07221-z
Maria Monica Florina Moraru, Andrei-Daniel Mihalca, Ana-Maria Marin, Dan-Cornel Popovici, Azzurra Santoro, Sorin Morariu, Ioana Bianca Mitrea, Narcisa Mederle

Background: The brown bear (Ursus arctos) is an apex predator with significant ecological importance and serves as a valuable indicator species for monitoring parasitic burdens in forest ecosystems. Owing to its complex ecology and varied diet, this species may play a key role in the life cycle of numerous pathogens, including cestodes of the genus Taenia, such as the recently described Taenia arctos. Among the potential intermediate hosts for T. arctos is the moose (Alces alces), a species sporadically present in northern Romania, where its habitat may overlap with that of U. arctos. In this context, the present study aimed to identify and molecularly characterize cestodes isolated from the small intestines of U. arctos.

Methods: Between May 2022 and December 2024, small intestines from 91 U. arctos individuals were collected across 16 counties in Romania. Biological samples were preserved by freezing and analyzed using both classical methods (macroscopic and microscopic examination) and molecular biology techniques (through amplification and sequencing of mitochondrial gene fragments, cox1 and 12S rRNA).

Results: Out of the 91 samples analyzed, only 1 specimen tested positive for an adult cestode (prevalence 1.1%). Genetic analysis confirmed its identification as T. arctos, a species not previously reported in Romania.

Conclusions: This study represents the first molecular identification of T. arctos in U. arctos in southeastern Europe, thereby extending the known geographic range of the parasite. The findings may indicate that trophic interactions compatible with the life cycle of T. arctos occur in this area, although the evidence is limited to a single detection.

背景:棕熊(Ursus arctos)是森林生态系统中具有重要生态意义的顶端捕食者,是监测森林生态系统寄生负荷的重要指示物种。由于其复杂的生态和多样的饮食,该物种可能在许多病原体的生命周期中发挥关键作用,包括带带绦虫属的绦虫,如最近描述的带带绦虫。驼鹿(Alces Alces)是麋鹿的潜在中间宿主之一,这是一种零星存在于罗马尼亚北部的物种,其栖息地可能与麋鹿的栖息地重叠。在这种情况下,本研究的目的是鉴定和分子表征从美国的小肠分离的囊虫。方法:在2022年5月至2024年12月期间,从罗马尼亚16个县收集了91个美洲野牛个体的小肠。生物样品通过冷冻保存,并使用经典方法(宏观和微观检查)和分子生物学技术(通过线粒体基因片段、cox1和12S rRNA的扩增和测序)进行分析。结果:在分析的91个样本中,只有1个样本检测成虫阳性(患病率1.1%)。遗传分析证实其鉴定为T. arctos,这是罗马尼亚以前未报道的物种。结论:本研究首次在东南欧地区的阿克托弓形虫中鉴定出阿克托弓形虫的分子,从而扩大了已知的阿克托弓形虫的地理分布范围。这一发现可能表明,在这一地区发生了与大角蟾生命周期相容的营养相互作用,尽管证据仅限于一次检测。
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引用次数: 0
Publisher Correction: Population genetic diversity and natural Wolbachia infection in Aedes aegypti from Pakistan. 出版者更正:巴基斯坦埃及伊蚊种群遗传多样性和自然沃尔巴克氏体感染。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s13071-025-07196-x
Jehangir Khan, Datao Lin, Amer Al-Jawabreh, Abdul Aziz, Dongjing Zhang, Tao Chen, Qian Han
{"title":"Publisher Correction: Population genetic diversity and natural Wolbachia infection in Aedes aegypti from Pakistan.","authors":"Jehangir Khan, Datao Lin, Amer Al-Jawabreh, Abdul Aziz, Dongjing Zhang, Tao Chen, Qian Han","doi":"10.1186/s13071-025-07196-x","DOIUrl":"10.1186/s13071-025-07196-x","url":null,"abstract":"","PeriodicalId":19793,"journal":{"name":"Parasites & Vectors","volume":"19 1","pages":"7"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12771866/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145906441","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characterizing mixed strongyle infections in foals and broodmares using cytochrome c oxidase subunit I deep amplicon sequencing. 利用细胞色素c氧化酶亚基I深度扩增子测序分析马驹和母马混合型线虫感染的特征。
IF 3.5 2区 医学 Q1 PARASITOLOGY Pub Date : 2026-01-03 DOI: 10.1186/s13071-025-07192-1
Luise Grace Klass, Jürgen Krücken, Susan Mbedi, Sarah Sparmann, Thore Schenk, Sandro Andreotti, Georg von Samson-Himmelstjerna

Background: Mixed strongyle infections represent the most prevalent equine parasitosis and can result in life-threatening disease, especially in young horses. Species involvement and pathogenesis of this parasitosis are poorly understood, and data on foals and broodmares are notably lacking.

Methods: In a longitudinal study undertaken in 2022 in Germany, individual faecal samples (n = 497) and metadata were collected for naturally infected foals and broodmares (n = 48) kept under conventional husbandry conditions. Nematode infections were detected coproscopically via the Mini-FLOTAC method. In a subset of strongyle egg-positive samples (n = 46), species were identified using cytochrome c oxidase subunit I deep amplicon sequencing. Species prevalence, richness, and alpha and beta diversity were compared between foals and mares.

Results: Overall, 22.2% of the foal samples and 10.2% of the mare samples were strongyle egg positive (eggs per gram > 5). Parascaris spp. were only detected in foals (15.1%). Strongyloides westeri was detected in one foal sample. Strongyle egg detection increased in likelihood with each additional sample timepoint (OR = 1.42, P < 0.001) and with ascarid egg detection (OR = 6.49, P < 0.001), while last anthelmintic treatment with pyrantel decreased the odds of detecting eggs (OR = 0.12, P = 0.002). Deep amplicon sequencing detected 16 species of small strongyles but no large strongyle species. Cylicostephanus goldi, Cylicostephanus minutus operational taxonomic unit II and Cylicocyclus ashworthi were significantly more prevalent in mares (P < 0.05), while Cylicostephanus calicatus operational taxonomic unit II was more prevalent in foals (P < 0.01). Mares showed a significantly higher amplicon sequence-variant-based richness (Chao 1 index, P < 0.001) and diversity (inverse Simpson index, P < 0.01) than foals. Group (foals vs. mares) explained some of the variance in beta diversity, according to permutational multivariate ANOVA. Co-infection with Parascaris spp. did not affect strongyle community composition in the foals. Bray-Curtis and Jaccard distance (dissimilarity) plots showed separate clusters for mares and foals, with some overlap and a moderate model fit.

Conclusions: Cytochrome oxidase-based characterization of mixed strongyle infections revealed strongyle community differences between broodmares and foals. Possible age associations were identified for four species of small strongyles, including two cryptic species. Low overall strongyle prevalence and egg-shedding intensity, non-random sampling and differences in anthelmintic treatment schemes limited the statistical power of this study.

背景:混合圆形线虫感染是最普遍的马寄生虫病,可导致危及生命的疾病,特别是在年轻的马中。这种寄生虫病的物种参与和发病机制尚不清楚,特别是缺乏关于马驹和母马的数据。方法:在2022年在德国进行的一项纵向研究中,收集了在传统饲养条件下自然感染的马驹和母马(n = 48)的个体粪便样本(n = 497)和元数据。通过Mini-FLOTAC方法检测线虫感染。在一组圆形卵阳性样本(n = 46)中,使用细胞色素c氧化酶亚基I深度扩增子测序鉴定了物种。比较了马驹和母马的物种流行度、丰富度和α和β多样性。结果:总体而言,22.2%的马驹样本和10.2%的母马样本呈圆形卵阳性(每克5个卵)。副蛔虫仅在马驹中检出(15.1%)。在一份马驹样本中检出了西圆形线虫。结论:基于细胞色素氧化酶的混合圆形线虫感染特征揭示了母马和马驹之间圆形线虫群落的差异。确定了4种小圆管植物可能的年龄关联,包括2种隐种。总体上较低的圆线虫患病率和卵脱落强度、非随机抽样和驱虫处理方案的差异限制了本研究的统计效力。
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引用次数: 0
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