RRC ID 82412
Author Athni TS, Childs ML, Glidden CK, Mordecai EA.
Title Temperature dependence of mosquitoes: Comparing mechanistic and machine learning approaches.
Journal PLoS Negl Trop Dis
Abstract Mosquito vectors of pathogens (e.g., Aedes, Anopheles, and Culex spp. which transmit dengue, Zika, chikungunya, West Nile, malaria, and others) are of increasing concern for global public health. These vectors are geographically shifting under climate and other anthropogenic changes. As small-bodied ectotherms, mosquitoes are strongly affected by temperature, which causes unimodal responses in mosquito life history traits (e.g., biting rate, adult mortality rate, mosquito development rate, and probability of egg-to-adult survival) that exhibit upper and lower thermal limits and intermediate thermal optima in laboratory studies. However, it remains unknown how mosquito thermal responses measured in laboratory experiments relate to the realized thermal responses of mosquitoes in the field. To address this gap, we leverage thousands of global mosquito occurrences and geospatial satellite data at high spatial resolution to construct machine-learning based species distribution models, from which vector thermal responses are estimated. We apply methods to restrict models to the relevant mosquito activity season and to conduct ecologically plausible spatial background sampling centered around ecoregions for comparison to mosquito occurrence records. We found that thermal minima estimated from laboratory studies were highly correlated with those from the species distributions (r = 0.87). The thermal optima were less strongly correlated (r = 0.69). For most species, we did not detect thermal maxima from their observed distributions so were unable to compare to laboratory-based estimates. The results suggest that laboratory studies have the potential to be highly transportable to predicting lower thermal limits and thermal optima of mosquitoes in the field. At the same time, lab-based models likely capture physiological limits on mosquito persistence at high temperatures that are not apparent from field-based observational studies but may critically determine mosquito responses to climate warming. Our results indicate that lab-based and field-based studies are highly complementary; performing the analyses in concert can help to more comprehensively understand vector response to climate change.
Volume 18(9)
Pages e0012488
Published 2024-9-16
DOI 10.1371/journal.pntd.0012488
PII PNTD-D-23-01598
PMID 39283940
PMC PMC11460681
MeSH Aedes / growth & development Aedes / physiology Aedes / virology Animals Anopheles / growth & development Anopheles / physiology Culex / growth & development Culex / physiology Culex / virology Culicidae / physiology Machine Learning* Mosquito Vectors* / growth & development Mosquito Vectors* / physiology Mosquito Vectors* / virology Temperature*
Resource
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