利用马尔可夫随机场(MRFs)研究干扰环境中蚊子群落的共现性

W. Qualls, Madeline R. Steck, R. Xue, M. Sallam
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摘要

利用复杂的微生境和大生境系统预测蚊虫群落的分布。虽然大生境变量在模拟蚊种个体分布中具有重要意义,但大多数模型忽略了受干扰的城市和半城市环境梯度中蚊子群落的分布。本研究利用条件马尔可夫随机场(CRF)分析了佛罗里达州圣约翰县城市环境中东部马脑炎(EEEV)和西尼罗病毒(WNV)蚊媒共现的空间分布规律。我们的目的是:1)量化干扰环境中蚊虫组合之间的空间无条件和条件相关性的强度和方向;2)评估蚊子组合之间的相关性强度是否取决于景观或气候变量。2017-2020年,我们利用阿纳斯塔西娅蚊虫控制区在受干扰的城市环境中使用生物试剂哨兵陷阱(BGS)进行纵向监测。蚊类分布以白纹伊蚊、伊蚊为主。蚊,Ae。vexans, Ae。带喙库蚊,黑喙库蚊,Cx。salinarius和Cx。2019年和2020年,在退化的木本和草本湿地和常绿森林以及城市发达景观中,致倦库蚊与其他eev和西尼罗河病毒媒介物种呈条件相关(-54.44%),而城市发达景观中(3.44%)。此外,在平均最低和最高气温较高的地区,蚊种对之间的条件相关性与总降水量的增加呈正相关。结果表明,微生境和宏观生境特征对干扰环境中EEEV和WNV蚊媒的分布和相关性具有明显的空间影响。我们的发现可以用来更好地理解驱动因素对特定地点蚊子多样性的共同影响,蚊子组合之间的种间相互作用,以及这种多样性如何在环境梯度中变化。
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CO-OCCURRENCE OF MOSQUITO COMMUNITIES IN DISTURBED ENVIRONMENTS USING MARKOV RANDOM FIELDS (MRFs) IN ST. JOHNS COUNTY, FLORIDA
The distribution of mosquito communities is predicted by complex micro- and macrohabitat systems. While macrohabitat variables are significant in modeling the distribution of individual mosquito species, the distribution of mosquito communities in disturbed urban and semi-urban environmental gradients was overlooked in most of the previous models. In our study, we used conditional Markov Random Fields (CRF) to evaluate spatial co-occurrence patterns between mosquito vectors of eastern equine encephalitis (EEEV) and west Nile virus (WNV) in a disturbed urban environment in Saint John’s County, Florida. We aimed to 1) quantify the strength and direction of spatial unconditional and conditional correlations between mosquito assemblages in disturbed environments, and 2) evaluate whether the strength of correlations between mosquito assemblages is conditional on landscape or climate variables. We leveraged the longitudinal surveillance effort using Biogents sentinel traps (BGS) conducted by Anastasia Mosquito Control Districts in disturbed urban environments during 2017-2020. The distribution of high mosquito abundance, especially Aedes albopictus, Ae. aegypti, Ae. vexans, Ae. taeniorhynchus, Culex nigripalpus, Cx. salinarius, and Cx. quinquefasciatus, were conditionally correlated with other EEEV and WNV vector species in reduced woody and herbaceous wetlands and evergreen forests (-54.44%), and in urban developed landscapes (3.44%) during 2019 and 2020. Moreover, conditional correlations between mosquito species pairs were positively associated with increased total precipitation and in areas with high average minimum and maximum temperatures. Our results show that the micro- and macrohabitat characteristics demonstrated spatial effects on distribution and correlations between species pairs of EEEV and WNV mosquito vectors across disturbed environments. Our findings could be used to better understand the joint effects of drivers on mosquito diversity at a specific locality, interspecific interactions among mosquito assemblages, and how this diversity changes across environmental gradients.
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