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利用分布式水文模型与遥感数据集成预测埃塞俄比亚疟疾媒介幼虫栖息地的分布。

Predicting distribution of malaria vector larval habitats in Ethiopia by integrating distributed hydrologic modeling with remotely sensed data.

机构信息

Department of Civil and Environmental Engineering, University of California Irvine, Irvine, CA, USA.

Program in Public Health, University of California Irvine, Irvine, CA, USA.

出版信息

Sci Rep. 2021 May 12;11(1):10150. doi: 10.1038/s41598-021-89576-8.

DOI:10.1038/s41598-021-89576-8
PMID:33980945
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8115507/
Abstract

Larval source management has gained renewed interest as a malaria control strategy in Africa but the widespread and transient nature of larval breeding sites poses a challenge to its implementation. To address this problem, we propose combining an integrated high resolution (50 m) distributed hydrological model and remotely sensed data to simulate potential malaria vector aquatic habitats. The novelty of our approach lies in its consideration of irrigation practices and its ability to resolve complex ponding processes that contribute to potential larval habitats. The simulation was performed for the year of 2018 using ParFlow-Common Land Model (CLM) in a sugarcane plantation in the Oromia region, Ethiopia to examine the effects of rainfall and irrigation. The model was calibrated using field observations of larval habitats to successfully predict ponding at all surveyed locations from the validation dataset. Results show that without irrigation, at least half of the area inside the farms had a 40% probability of potential larval habitat occurrence. With irrigation, the probability increased to 56%. Irrigation dampened the seasonality of the potential larval habitats such that the peak larval habitat occurrence window during the rainy season was extended into the dry season. Furthermore, the stability of the habitats was prolonged, with a significant shift from semi-permanent to permanent habitats. Our study provides a hydrological perspective on the impact of environmental modification on malaria vector ecology, which can potentially inform malaria control strategies through better water management.

摘要

幼虫源管理作为非洲疟疾控制策略重新受到关注,但幼虫滋生地广泛存在且短暂,这给其实施带来了挑战。为了解决这个问题,我们提出将集成的高分辨率(50 米)分布式水文模型和遥感数据相结合,以模拟潜在的疟疾媒介水生栖息地。我们方法的新颖之处在于考虑了灌溉实践及其能够解决有助于潜在幼虫栖息地的复杂积水过程的能力。该模拟是在埃塞俄比亚奥罗米亚地区的一个甘蔗种植园中使用 ParFlow-Common Land Model (CLM) 于 2018 年进行的,以研究降雨和灌溉的影响。该模型使用幼虫栖息地的实地观测进行了校准,成功地预测了验证数据集所有调查地点的积水情况。结果表明,没有灌溉的情况下,农场内部至少有一半的区域有 40%的可能性存在潜在的幼虫栖息地。有灌溉的情况下,这一概率增加到 56%。灌溉减弱了潜在幼虫栖息地的季节性,使得雨季期间潜在幼虫栖息地出现的高峰期延长到旱季。此外,栖息地的稳定性也延长了,半永久性栖息地向永久性栖息地的显著转变。本研究从水文角度探讨了环境变化对疟疾媒介生态学的影响,这可能通过更好的水资源管理为疟疾控制策略提供信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/3bacc901fec2/41598_2021_89576_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/0f79df865c42/41598_2021_89576_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/56ee63ef500c/41598_2021_89576_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/c6e495a74d46/41598_2021_89576_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/31f691cf2364/41598_2021_89576_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/89c4b7f44f71/41598_2021_89576_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/7b907a894f0e/41598_2021_89576_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/8e7ac28d2fde/41598_2021_89576_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/ecf9ca74ecab/41598_2021_89576_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/3bacc901fec2/41598_2021_89576_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/0f79df865c42/41598_2021_89576_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/56ee63ef500c/41598_2021_89576_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/c6e495a74d46/41598_2021_89576_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/31f691cf2364/41598_2021_89576_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/89c4b7f44f71/41598_2021_89576_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/7b907a894f0e/41598_2021_89576_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/8e7ac28d2fde/41598_2021_89576_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/ecf9ca74ecab/41598_2021_89576_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4286/8115507/3bacc901fec2/41598_2021_89576_Fig9_HTML.jpg

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