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Climate-associated genomic differentiation in Lemmon’s willow, an important restoration species
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Abstract
Restoration practitioners are considering assisted gene flow to promote persistence of restored vegetation under future climatic conditions. However, for many important restoration species, the extent of climate-associated genomic differentiation remains unclear. Here, we examined climate-associated genomic differentiation in Lemmon’s willow (Salix lemmonii), a key species in Sierra Nevada meadow restoration, across 40 montane meadows in California’s Tahoe National Forest (mean pairwise distance = 31 km). Using ddRADseq-derived allele frequencies and 270 m-resolution climate data, we tested for associations between climate and genomic variation, while accounting for geography and population structure. Climate explained 10% of among-population allele-frequency variation. Two complementary genotype-environment association methods identified a shared set of 15 outlier loci, which were associated with spring snowpack, actual evapotranspiration, and potential evapotranspiration. Between-site differences in potential evapotranspiration were also associated with overall pairwise genetic differentiation. Together, these results reveal climate-associated genomic differentiation in an important restoration species and highlight multiple components of hydrology as important factors shaping genomic variation. The relatively fine spatial scale of climate-associated differentiation suggests practitioners may be able to access material for climate-informed restoration plantings within tens of kilometers or less.
DOI
https://doi.org/10.32942/X21T3B
Subjects
Ecology and Evolutionary Biology
Keywords
landscape genomics, climate, local adaptation, drought, Sierra Nevada, restoration, montane meadows, hydroclimate
Dates
Published: 2026-09-16 14:48
Last Updated: 2026-09-16 14:48
License
CC BY Attribution 4.0 International
Additional Metadata
Conflict of interest statement:
The authors declare no conflicts of interest.
Data and Code Availability Statement:
Raw sequencing reads and metadata will be available from NCBI BioProject PRJNA1519925 (https://www.ncbi.nlm.nih.gov/bioproject/PRJNA1519925). Assembled reads, plus all other necessary data and code will be available on Figshare: 10.6084/m9.figshare.33503890.
Language:
English
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