DOI: 10.5061/dryad.gq8m9
title: Data from: Growth gains from selective breeding in a spruce hybrid zone do not compromise local adaptation to climate

description: Hybrid zones contain extensive standing genetic variation that facilitates
 rapid responses to selection. The Picea glauca x P. engelmannii hybrid
 zone in western Canada is the focus of tree breeding programs that
 annually produce ~90 million reforestation seedlings. Understanding the
 direct and indirect effects of selective breeding on adaptive variation is
 necessary to implement assisted gene flow polices in Alberta and British
 Columbia that match these seedlings with future climates. We decomposed
 relationships among hybrid ancestry, adaptive traits and climate to
 understand the implications of selective breeding for climate adaptations
 and assisted gene flow strategies. The effects of selection on
 associations among hybrid index estimated from ~6500 SNPs, adaptive
 traits, and provenance climates were assessed for ~2400 common garden
 seedlings. Hybrid index differences between natural and selected seedlings
 within breeding zones were small in Alberta (average +2%), but larger and
 more variable in BC (average -7 %, range -24% to +1%), slightly favoring
 P. glauca ancestry. The average height growth gain of selected seedlings
 over natural seedlings within breeding zones was 36% (range 12% to 86%).
 Clines in growth with temperature-related variables were strong, but
 differed little between selected and natural populations. Seedling hybrid
 index and growth trait associations with evapotranspiration-related
 climate variables were stronger in selected than in natural seedlings,
 indicating possible pre-adaptation to drier future climates. Associations
 among cold hardiness, hybrid ancestry and cold-related climate variables
 dominated signals of local adaptation that were preserved in breeding
 populations. Strong hybrid ancestry-phenotype-climate associations suggest
 that assisted gene flow will be necessary to match interior spruce
 breeding populations with shifting future climates. The absence of
 antagonistic selection responses among traits and maintenance of cold
 adaptation in selected seedlings suggests breeding populations can be
 safely redeployed using assisted gene flow prescriptions similar to those
 of natural populations.
description: MacLachlan_etal.(2017)_PhenotypicData_June9th2017Phenotypic data and associated categories of metadata for each seedling studiedMacLachlan_etal.(2017)_ClimateData_June9th2017Climate date for each seedling used for both the phenotype-climate and hybrid index-climate analysesMacLachlan_etal.(2017)_AdmixtureRefernceIndivs_SNPpedfile_June9th2017Genotype data in .ped file format (with two columns per SNP) for the 500 individual seedlings used as the reference population for the ADMIXTURE projection analysis.MacLachlan_etal.(2017)_AdmixtureProjectedIndivs_SNPpedfile_June9th2017Genotype data in .ped file format (with two columns per SNP) for the 1572 individuals for which hybrid ancestry was estimated using the ADMIXTURE projection analysis functionMacLachlan_etal.(2017)_README_climatemetadata_June9th2017Metadata explaining the climate variables used in this studyMacLachlan_etal.(2017)_README_phenotypicmetadata_June9th2017Metadata explaining the phenotypic traits analysed and how they were measuredMacLachlan_etal.(2017)_SNPmapfile_June9th2017The details of each SNP analysed in the .ped files for reference and projected ADMIXTURE populations. SNPs (rows) in the .map file match the order of SNPs (columns) in the .ped file. Each locus in the .ped file has two columns per SNPMacLachlan_etal.(2017)_README_SNPpedfile_mapfile_metadata_June9th2017Metadata describing the contents of the .map and .ped files