genome-wide association;
genotyping by sequencing;
grapevine;
long reads;
population genetics;
rootstock;
whole-genome sequencing;
POPULATION-STRUCTURE;
DELETERIOUS MUTATIONS;
LINKAGE DISEQUILIBRIUM;
WATER-USE;
DIVERSITY;
VINIFERA;
ASSOCIATION;
CLIMATE;
MODEL;
PLANT;
D O I:
10.1111/eva.13566
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
In grafted plants, such as grapevine, increasing the diversity of rootstocks available to growers is an ideal strategy for helping plants to adapt to climate change. The rootstocks used for grapevine are hybrids of various American Vitis, including V. berlandieri. The rootstocks currently use in vineyards are derived from breeding programs involving very small numbers of parental individuals. We investigated the structure of a natural population of V. berlandieri and the association of genetic diversity with environmental variables. In this study, we collected seeds from 78 wild V. berlandieri plants in Texas after open fertilization. We genotyped 286 individuals to describe the structure of the population, and environmental information collected at the sampling site made it possible to perform genome-environment association analysis (GEA). De novo long-read whole-genome sequencing was performed on V. berlandieri and a STRUCTURE analysis was performed. We identified and filtered 104,378 SNPs. We found that there were two subpopulations associated with differences in elevation, temperature, and rainfall between sampling sites. GEA identified three QTL for elevation and 15 QTL for PCA coordinates based on environmental parameter variability. This original study is the first GEA study to be performed on a population of grapevines sampled in natural conditions. Our results shed new light on rootstock genetics and could open up possibilities for introducing greater diversity into genetic improvement programs for grapevine rootstocks.
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Hu, Yuxi
;
Feng, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Feng, Chao
;
Yang, Lihua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Yang, Lihua
;
Edger, Patrick P.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Hort, E Lansing, MI 48824 USAChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Edger, Patrick P.
;
Kang, Ming
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Chinese Acad Sci, Ctr Conservat Biol, Core Bot Gardens, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Huang, Meng
;
Liu, Xiaolei
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Coll Anim Sci & Technol, Minist Educ, Key Lab Agr Anim Genet Breeding & Reprod, 1 Shizishan St, Wuhan 430070, Hubei, Peoples R ChinaWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Liu, Xiaolei
;
Zhou, Yao
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Zhou, Yao
;
Summers, Ryan M.
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Sch Elect Engn & Comp Sci, 355 NE Spokane St, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Summers, Ryan M.
;
Zhang, Zhiwu
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
机构:
Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Kang, Hyun Min
;
Zaitlen, Noah A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Bioinformat Program, La Jolla, CA 92093 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Zaitlen, Noah A.
;
Wade, Claire M.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Wade, Claire M.
;
Kirby, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Kirby, Andrew
;
Heckerman, David
论文数: 0引用数: 0
h-index: 0
机构:
Microsoft Res, Redmond, WA 98052 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Heckerman, David
;
Daly, Mark J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Daly, Mark J.
;
Eskin, Eleazar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
机构:
Univ Michigan, Dept Biostat, Ctr Stat Genet, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Ctr Computat Med & Bioinformat, Ann Arbor, MI USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Kang, Hyun Min
;
Sul, Jae Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Sul, Jae Hoon
;
Service, Susan K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Service, Susan K.
;
Zaitlen, Noah A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Boston, MA 02115 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Zaitlen, Noah A.
;
Kong, Sit-yee
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Kong, Sit-yee
;
Freimer, Nelson B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Freimer, Nelson B.
;
Sabatti, Chiara
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Sabatti, Chiara
;
Eskin, Eleazar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Hu, Yuxi
;
Feng, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Feng, Chao
;
Yang, Lihua
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Yang, Lihua
;
Edger, Patrick P.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Hort, E Lansing, MI 48824 USAChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Edger, Patrick P.
;
Kang, Ming
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
Chinese Acad Sci, Ctr Conservat Biol, Core Bot Gardens, Guangzhou 510650, Peoples R ChinaChinese Acad Sci, Key Lab Plant Resources Conservat & Sustainable U, South China Bot Garden, Guangzhou 510650, Peoples R China
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Huang, Meng
;
Liu, Xiaolei
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Agr Univ, Coll Anim Sci & Technol, Minist Educ, Key Lab Agr Anim Genet Breeding & Reprod, 1 Shizishan St, Wuhan 430070, Hubei, Peoples R ChinaWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Liu, Xiaolei
;
Zhou, Yao
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Zhou, Yao
;
Summers, Ryan M.
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Sch Elect Engn & Comp Sci, 355 NE Spokane St, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
Summers, Ryan M.
;
Zhang, Zhiwu
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USAWashington State Univ, Dept Crop & Soil Sci, Jonhson Hall 105,1170 NE Stadium Way, Pullman, WA 99164 USA
机构:
Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Kang, Hyun Min
;
Zaitlen, Noah A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Bioinformat Program, La Jolla, CA 92093 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Zaitlen, Noah A.
;
Wade, Claire M.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Wade, Claire M.
;
Kirby, Andrew
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Kirby, Andrew
;
Heckerman, David
论文数: 0引用数: 0
h-index: 0
机构:
Microsoft Res, Redmond, WA 98052 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Heckerman, David
;
Daly, Mark J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Broad Inst, Boston, MA 02141 USA
Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
Daly, Mark J.
;
Eskin, Eleazar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
机构:
Univ Michigan, Dept Biostat, Ctr Stat Genet, Ann Arbor, MI 48109 USA
Univ Michigan, Sch Med, Ctr Computat Med & Bioinformat, Ann Arbor, MI USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Kang, Hyun Min
;
Sul, Jae Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Sul, Jae Hoon
;
Service, Susan K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Service, Susan K.
;
Zaitlen, Noah A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Boston, MA 02115 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Zaitlen, Noah A.
;
Kong, Sit-yee
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Kong, Sit-yee
;
Freimer, Nelson B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Freimer, Nelson B.
;
Sabatti, Chiara
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA
Sabatti, Chiara
;
Eskin, Eleazar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA USAStanford Univ, Dept Hlth Res & Policy, Sch Med, Stanford, CA 94305 USA