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Climate-associated genomic differentiation in Lemmon’s willow, an important restoration species

Climate-associated genomic differentiation in Lemmon’s willow, an important restoration species

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Authors

Kyle Rosenblad, David Ackerly

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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