Micro-climate to macro-risk: mapping fine scale differences in mosquito-borne disease risk using remote sensing. (18th November 2021)
- Record Type:
- Journal Article
- Title:
- Micro-climate to macro-risk: mapping fine scale differences in mosquito-borne disease risk using remote sensing. (18th November 2021)
- Main Title:
- Micro-climate to macro-risk: mapping fine scale differences in mosquito-borne disease risk using remote sensing
- Authors:
- Boser, Anna
Sousa, Daniel
Larsen, Ashley
MacDonald, Andrew - Abstract:
- Abstract: Mosquito-borne diseases (MBD) threaten over 80% of the world's population, and are increasing in intensity and shifting in geographical range with land use and climate change. Mitigation hinges on understanding disease-specific risk profiles, but current risk maps are severely limited in spatial resolution. One important determinant of MBD risk is temperature, and though the relationships between temperature and risk have been extensively studied, maps are often created using sparse data that fail to capture microclimatic conditions. Here, we leverage high resolution land surface temperature (LST) measurements, in conjunction with established relationships between air temperature and MBD risk factors like mosquito biting rate and transmission probability, to produce fine resolution (70 m) maps of MBD risk components. We focus our case study on West Nile virus (WNV) in the San Joaquin Valley of California, where temperatures vary widely across the day and the diverse agricultural/urban landscape. We first use field measurements to establish a relationship between LST and air temperature, and apply it to Ecosystem Spaceborne Thermal Radiometer Experiment data (2018–2020) in peak WNV transmission months (June–September). We then use the previously derived equations to estimate spatially explicit mosquito biting and WNV transmission rates. We use these maps to uncover significant differences in risk across land cover types, and identify the times of day whichAbstract: Mosquito-borne diseases (MBD) threaten over 80% of the world's population, and are increasing in intensity and shifting in geographical range with land use and climate change. Mitigation hinges on understanding disease-specific risk profiles, but current risk maps are severely limited in spatial resolution. One important determinant of MBD risk is temperature, and though the relationships between temperature and risk have been extensively studied, maps are often created using sparse data that fail to capture microclimatic conditions. Here, we leverage high resolution land surface temperature (LST) measurements, in conjunction with established relationships between air temperature and MBD risk factors like mosquito biting rate and transmission probability, to produce fine resolution (70 m) maps of MBD risk components. We focus our case study on West Nile virus (WNV) in the San Joaquin Valley of California, where temperatures vary widely across the day and the diverse agricultural/urban landscape. We first use field measurements to establish a relationship between LST and air temperature, and apply it to Ecosystem Spaceborne Thermal Radiometer Experiment data (2018–2020) in peak WNV transmission months (June–September). We then use the previously derived equations to estimate spatially explicit mosquito biting and WNV transmission rates. We use these maps to uncover significant differences in risk across land cover types, and identify the times of day which contribute to high risk for different land covers. Additionally, we evaluate the value of high resolution spatial and temporal data in avoiding biased risk estimates due to Jensen's inequality, and find that using aggregate data leads to significant biases of up to 40.5% in the possible range of risk values. Through this analysis, we show that the synergy between novel remote sensing technology and fundamental principles of disease ecology can unlock new insights into the spatio-temporal dynamics of MBDs. … (more)
- Is Part Of:
- Environmental research letters. Volume 16:Number 12(2021)
- Journal:
- Environmental research letters
- Issue:
- Volume 16:Number 12(2021)
- Issue Display:
- Volume 16, Issue 12 (2021)
- Year:
- 2021
- Volume:
- 16
- Issue:
- 12
- Issue Sort Value:
- 2021-0016-0012-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-11-18
- Subjects:
- temperature-dependent transmission -- mosquito thermal biology -- Culex tarsalis -- West Nile virus -- California -- San Joaquin Valley -- ECOSTRESS
Environmental sciences -- Periodicals
Human ecology -- Research -- Periodicals
Environmental health -- Periodicals
333.7 - Journal URLs:
- http://iopscience.iop.org/1748-9326 ↗
http://www.iop.org/EJ/toc/1748-9326 ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1748-9326/ac3589 ↗
- Languages:
- English
- ISSNs:
- 1748-9326
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 3791.592955
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