Hierarchies of Biodiversity: Integrating Traits, Genes, and Landscapes to Understand Freshwater Vulnerability Across Scales

dc.contributor.authorSilknetter, Samuel Clarenceen
dc.contributor.committeechairMims, Meryl C.en
dc.contributor.committeememberEntrekin, Sallyen
dc.contributor.committeememberBrown, Bryan Lyleen
dc.contributor.committeememberHolliday, Jason A.en
dc.contributor.departmentBiological Sciencesen
dc.date.accessioned2026-06-27T08:00:45Zen
dc.date.available2026-06-27T08:00:45Zen
dc.date.issued2026-06-26en
dc.description.abstractFreshwater ecosystems occupy less than one percent of the Earth's surface yet support a disproportionately large share of global biodiversity, including nearly 10% of all known species and over 40% of all fishes. These systems are highly vulnerable to the dual pressures of climate change and habitat fragmentation, which threaten biodiversity from genes to species and communities. A key challenge in freshwater conservation is understanding how spatial scale, environmental variability, and species traits interact to shape patterns of biodiversity and vulnerability. In Chapter 1 of my dissertation, I introduce this challenge in the context of three integrated studies, each addressing different dimensions of freshwater biodiversity, ranging from genetic structure in stream macroinvertebrates to climate sensitivity in freshwater fishes, within the physical and hierarchical context of river networks. In Chapter 2, I assess whether geographic extent influences species-level climate sensitivity rankings for 137 native freshwater fishes of the United States. Using occurrence data and trait-based indices, I find that while national-scale rankings are broadly conserved across regions, regional analyses reveal context-specific vulnerabilities not apparent at broader scales, underscoring the value of multi-scale conservation assessments. Chapter 3 investigates the relationship between species traits and genetic structure in freshwater macroinvertebrates. Across 21 case studies encompassing diverse species and spatial extents, I demonstrate that dispersal ability is a fundamental driver of population genetic differentiation, while life history traits show weaker and less consistent associations. These findings clarify the relative importance of species traits in structuring genetic variation and inform trait-based predictions of genetic vulnerability. Chapter 4 focuses on population genetic diversity and connectivity in Baetidae mayflies across five U.S. basins spanning a gradient of climatic aridity. Using landscape genomic approaches, I compare models of isolation by distance and isolation by resistance. Results indicate that while basin-scale aridity is not a consistent predictor of genetic structure, incorporating flow intermittency improves the ability to explain spatial patterns of differentiation, highlighting the role of fine-scale hydrologic variability in shaping connectivity. Chapter 5 brings together these studies to illustrate how the hierarchical structure of river networks, combined with species-specific traits and spatial scale, governs patterns of biodiversity and vulnerability in freshwater systems. By integrating trait-based, range-based, and genetic perspectives, this work contributes to a broader understanding of freshwater resilience and offers insight for informing stream conservation in a changing world.en
dc.description.abstractgeneralFreshwater ecosystems, including rivers, streams, wetlands, lakes, and reservoirs, cover less than 1% of the Earth's surface, but they are home to almost 10% of the planet's species. These environments are under serious threat from climate change and human development, which can fragment habitats and reduce the ability of species to survive and reproduce. My dissertation begins with a general introduction (Chapter 1), where I explore how features of freshwater ecosystems affect the fish and aquatic insects that live there. I also look at how species disperse through stream channels (or through the air for some aquatic insects) or tolerate environmental change with the goal of determining which species are most at risk. In the second chapter of my research, I examine how the size of the area being studied (for example, a single region versus the entire country) influences predictions of how sensitive freshwater fish are to climate change. I found that while many vulnerable species are consistently identified regardless of scale, regional studies can uncover unique risks that national assessments may miss. In the third chapter, I analyze studies of freshwater insects and other invertebrates to see how their suite of unique characteristics relate to their genetic differences across locations. In the face of major environmental changes, understanding how the characteristics of an insect might help them to maintain a diverse set of genes will be important for species conservation. I found that species with better dispersal abilities tend to have more connected populations, while other traits, like lifespan or reproductive strategy, show weaker links to genetic patterns. In my fourth chapter, I explored how environmental conditions shape genetic patterns in mayfly populations across five river basins in the U.S. I did not find a clear relationship between overall basin aridity, measured as , and genetic structure. However, accounting for local stream drying improved our ability to explain genetic differences among sites compared to using distance alone. This indicates that small-scale variation in stream flow can be important for understanding how populations are connected. Overall, this research shows that both the physical layout of rivers and the traits of the species living in them play an important role in shaping biodiversity. By combining different types of information, including where species live and how they're connected genetically, we can better understand which freshwater species are most vulnerable and how to protect them in a changing world.en
dc.description.degreeDoctor of Philosophyen
dc.format.mediumETDen
dc.identifier.othervt_gsexam:44429en
dc.identifier.urihttps://hdl.handle.net/10919/143524en
dc.language.isoenen
dc.publisherVirginia Techen
dc.rightsIn Copyrighten
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/en
dc.subjectstream ecologyen
dc.subjectspecies traitsen
dc.subjectlife historyen
dc.subjectpopulation geneticsen
dc.subjectbiodiversityen
dc.subjectclimate changeen
dc.subjectvulnerabilityen
dc.titleHierarchies of Biodiversity: Integrating Traits, Genes, and Landscapes to Understand Freshwater Vulnerability Across Scalesen
dc.typeDissertationen
thesis.degree.disciplineBiological Sciencesen
thesis.degree.grantorVirginia Polytechnic Institute and State Universityen
thesis.degree.leveldoctoralen
thesis.degree.nameDoctor of Philosophyen

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