Morphometric Variation in Ixodid Ticks at an Expanding Range Edge
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Authors
Bourne, Damian
Date
Type
thesis
Language
eng
Keyword
ticks , morphology , machine learning
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Abstract
Ixodid ticks (Acari: Ixodidae) are important vectors of zoonotic disease that can have devastating impacts on human health and well-being. Effective monitoring protocols that map tick abundance and richness can help to identify high risk areas. However, tick identification is complicated by morphological variation among populations and similarities among species. Geometric morphometrics is a powerful tool that allows researchers to compare shape variation between groups and can improve species identification practices. I used geometric morphometrics with machine learning models to compare 518 ticks sampled over a 6-year period from Eastern Ontario. My goals were to identify which tick species are present within the study region, to assess morphological variation within and among species and sex, and to determine if there are morphologically distinct populations of Ixodes scapularis. My collections were primarily composed of two medically important species known to harbour harmful pathogens: Dermacentor variabilis and Ixodes scapularis. Linear discriminant analyses of these two species found that dorsal and ventral landmarks categorized individuals by their respective species and sex with an accuracy of at least 99 %. Individuals of I. scapularis could be accurately assigned to their geographic origin with an accuracy of 65 % to 77 %. Additionally, this analysis identified individuals with abnormal morphologies that may represent novel or cryptic species. Future research should combine both morphometric and genetic approaches to increase the robustness of species identification and provide additional evidence for tick diversity that may lead to better mitigation and management solutions for these critical vectors of zoonotic disease.
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ProQuest PhD and Master's Theses International Dissemination Agreement
Intellectual Property Guidelines at Queen's University
Copying and Preserving Your Thesis
This publication is made available by the authority of the copyright owner solely for the purpose of private study and research and may not be copied or reproduced except as permitted by the copyright laws without written authority from the copyright owner.