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Do NIR spectra collected from laboratory-reared mosquitoes differ from those collected from wild mosquitoes?
Masabho P Milali1,2, Maggy T Sikulu-Lord3, Samson S Kiware1,2
1Department of Mathematics, Statistics and Computer Science, Marquette University, Wisconsin, United States of America.
Plos One
|June 1, 2018
Summary
Near infrared spectroscopy (NIRS) can accurately age mosquitoes. Spectra from lab-reared mosquitoes are comparable to wild ones, supporting current aging models for mosquito surveillance.
Area of Science:
- Entomology
- Spectroscopy
- Public Health
Background:
- Near infrared spectroscopy (NIRS) is a high-throughput method for classifying mosquito age.
- Accurate mosquito age grading is crucial for vector control and disease transmission studies.
- Current methods for aging wild mosquitoes are often impractical or inaccurate.
Purpose of the Study:
- To determine if spectral data from laboratory-reared mosquitoes can be reliably used to estimate the age of wild mosquitoes.
- To validate the use of NIRS models trained on lab-reared mosquitoes for field applications.
Main Methods:
- K-means and hierarchical cluster analysis were used to compare spectral data from lab-reared and wild Anopheles arabiensis mosquitoes.
- Spectra were collected from mosquitoes of known ages, controlling for age and species.
Main Results:
- Cluster analysis revealed no significant differences in spectral distribution between lab-reared and wild mosquitoes (p = 0.25 for k-means, p = 0.13 for hierarchical clustering).
- This indicates that spectral profiles are similar across both groups when age and species are matched.
Conclusions:
- Spectra from laboratory-reared mosquitoes are comparable to those from wild mosquitoes of the same age and species.
- This finding supports the current practice of using NIRS models trained on laboratory-reared mosquitoes for aging wild mosquito populations.
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