Global change is widely altering environmental conditions which makes accurately predicting species range limits across natural landscapes critical for conservation and management decisions. If climate pressures along elevation gradients influence the distribution of phenotypic and genetic variation of plant functional traits, then such trait variation may be informative of the selective mechanisms and adaptations that help define climatic niche limits. Using extensive field surveys along 16 elevation transects and a large common garden experiment, we tested whether functional trait variation could predict the climatic niche of a widespread tree species (Populus angustifolia) with a double quantile regression approach. We show that intraspecific variation in plant size, growth, and leaf morphology corresponds with the species' total climate range and certain climatic limits related to temperature and moisture extremes. Moreover, we find evidence of genetic clines and phenotypic plasticity at environmental boundaries, which we use to create geographic predictions of trait variation and maximum values due to climatic constraints across the western US. Overall, our findings show the utility of double quantile regressions for connecting species distributions and climate gradients through trait-based mechanisms. We highlight how new approaches like ours that incorporate genetic variation in functional traits and their response to climate gradients will lead to a better understanding of plant distributions as well as identifying populations anticipated to be maladapted to future environments.
机构:
Univ Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Sexton, Jason P.
Hufford, Matthew B.
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机构:
Iowa State Univ, Dept Ecol Evolut & Organismal Biol, 339A Bessey Hall, Ames, IA 50011 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Hufford, Matthew B.
Bateman, Ashley C.
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机构:
Univ Oregon, Dept Biol, Inst Ecol & Evolut, 77 Klamath Hall,1210, Eugene, OR 97403 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Bateman, Ashley C.
Lowry, David B.
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机构:
Michigan State Univ, Dept Plant Biol, 612 Wilson Rd, E Lansing, MI 48824 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Lowry, David B.
Meimberg, Harald
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机构:
Univ Nat Resources & Life Sci Boku, Inst Integrat Nat Conservat Res, Gregor Mendel Str 33, A-1180 Vienna, AustriaUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Meimberg, Harald
Strauss, Sharon Y.
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h-index: 0
机构:
Univ Calif Davis, Dept Ecol & Evolut, One Shields Ave, Davis, CA 95616 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
Strauss, Sharon Y.
Rice, Kevin J.
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h-index: 0
机构:
Univ Calif Davis, Dept Plant Sci, One Shields Ave, Davis, CA 95616 USAUniv Calif, Sch Nat Sci, 5200 North Lake Rd, Merced, CA 95343 USA
机构:
Guangxi Forestry Res Inst, Nanning, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Yang, Jingjun
Wu, Anchi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Vegetat Restorat & Management Degraded Ec, South China Bot Garden, Guangzhou, Peoples R China
Univ Chinese Acad Sci, Coll Resources & Environm, Beijing, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Wu, Anchi
Li, Jinhua
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h-index: 0
机构:
Guangxi Forestry Res Inst, Nanning, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Li, Jinhua
Wei, Haihang
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h-index: 0
机构:
Guangxi Forestry Res Inst, Nanning, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Wei, Haihang
Qin, Jie
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h-index: 0
机构:
Guangxi Forestry Res Inst, Nanning, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Qin, Jie
Tian, Hongdeng
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h-index: 0
机构:
Guangxi Forestry Res Inst, Nanning, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Tian, Hongdeng
Fan, Donghan
论文数: 0引用数: 0
h-index: 0
机构:
Qinzhou Forestry Res Inst, Qinzhou, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Fan, Donghan
Wu, Weidai
论文数: 0引用数: 0
h-index: 0
机构:
Qinzhou Forestry Res Inst, Qinzhou, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Wu, Weidai
Chen, Shan
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, Sch Ecol & Environm Sci, Shanghai, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Chen, Shan
Tong, Xin
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h-index: 0
机构:
Shanghai Chenshan Bot Garden, Eastern China Conservat Ctr Wild Endangered Plant, Shanghai, Peoples R China
Eastern China Conservat Ctr Wild Endangered Plant, Shanghai Chenshan Bot Garden, Shanghai 201602, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
Tong, Xin
Liu, Xiu
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机构:
Guangxi Forestry Res Inst, Nanning, Peoples R China
Guangxi Forestry Res Inst, Nanning 530002, Peoples R ChinaGuangxi Forestry Res Inst, Nanning, Peoples R China
机构:
Chinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R China
Aarhus Univ, Dept Biol, Sect Ecoinformat & Biodivers, Aarhus, DenmarkChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Ji, Qiao-Qiao
Xie, Zhijing
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Northeast Normal Univ, Sch Environm, State Environm Protect Key Lab Wetland Ecol & Vege, Changchun, Peoples R ChinaChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Xie, Zhijing
Wu, Yunga
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Normal Univ, Sch Environm, State Environm Protect Key Lab Wetland Ecol & Vege, Changchun, Peoples R ChinaChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Wu, Yunga
Wan, Zhuoma
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Normal Univ, Sch Environm, State Environm Protect Key Lab Wetland Ecol & Vege, Changchun, Peoples R ChinaChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Wan, Zhuoma
Xu, Caiyi
论文数: 0引用数: 0
h-index: 0
机构:
Changbai Mt Nat Conservat & Management Ctr, Erdaobaihe, Peoples R ChinaChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Xu, Caiyi
Wu, Donghui
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
Northeast Normal Univ, Sch Environm, State Environm Protect Key Lab Wetland Ecol & Vege, Changchun, Peoples R China
Northeast Normal Univ, Jilin Prov Key Lab Anim Resource Conservat & Utili, Changchun, Peoples R ChinaChinese Acad Sci, Northeast Inst Geog & Agroecol, State Key Lab Black Soil Conservat & Utilizat, Changchun, Peoples R China
机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Shah, Alisha A.
Gill, Brian A.
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机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Gill, Brian A.
Encalada, Andrea C.
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h-index: 0
机构:
Univ San Francisco Quito, Colegio Ciencias Biol & Ambientales, Quito, EcuadorColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Encalada, Andrea C.
Flecker, Alexander S.
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机构:
Cornell Univ, Dept Ecol & Evolutionary Biol, Ithaca, NY USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Flecker, Alexander S.
Funk, W. Chris
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机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Funk, W. Chris
Guayasamin, Juan M.
论文数: 0引用数: 0
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机构:
Univ San Francisco Quito, Colegio Ciencias Biol & Ambientales, Quito, Ecuador
Univ Tecnol Indoamer, Fac Ciencias Medio Ambiente, Ctr Invest Biodiversidad & Cambio Climat Ingn Bio, Quito, EcuadorColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Guayasamin, Juan M.
Kondratieff, Boris C.
论文数: 0引用数: 0
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机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USA
Colorado State Univ, Dept Bioagr Sci & Pest Management, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Kondratieff, Boris C.
Poff, N. Leroy
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机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USA
Univ Canberra, Inst Appl Ecol, Canberra, ACT, Australia
Colorado State Univ, Bioagr Sci & Pest Management, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Poff, N. Leroy
Thomas, Steven A.
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机构:
Univ Nebraska, Sch Nat Resources, Lincoln, NE USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Thomas, Steven A.
Zamudio, Kelly R.
论文数: 0引用数: 0
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机构:
Cornell Univ, Dept Ecol & Evolutionary Biol, Ithaca, NY USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Zamudio, Kelly R.
Ghalambor, Cameron K.
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USAColorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
机构:
Plant Phylogenetics and Conservation Group,Center for Integrative Conservation,Xishuangbanna Tropical Botanical Garden,Chinese Academy of SciencesPlant Phylogenetics and Conservation Group,Center for Integrative Conservation,Xishuangbanna Tropical Botanical Garden,Chinese Academy of Sciences
Wumei Xu
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机构:
Kyle W.Tomlinson
Jie Li
论文数: 0引用数: 0
h-index: 0
机构:
Plant Phylogenetics and Conservation Group,Center for Integrative Conservation,Xishuangbanna Tropical Botanical Garden,Chinese Academy of SciencesPlant Phylogenetics and Conservation Group,Center for Integrative Conservation,Xishuangbanna Tropical Botanical Garden,Chinese Academy of Sciences