TY - JOUR
T1 - Population Genomics Related to Adaptation in Elite Oat Germplasm
AU - Esvelt Klos, Kathy
AU - Huang, Yung-fen
AU - Bekele, Wubishet A.
AU - Obert, Don E.
AU - Babiker, Ebrahiem
AU - Beattie, Aaron D.
AU - Bjørnstad, Åsmund
AU - Bonman, J. Michael
AU - Carson, Martin L.
AU - Chao, Shiaoman
AU - Gnanesh, Belaghihalli N.
AU - Griffiths, Irene
AU - Harrison, Stephen A.
AU - Howarth, Catherine J.
AU - Hu, Gongshe
AU - Ibrahim, Amir
AU - Islamovic, Emir
AU - Jackson, Eric W.
AU - Jannink, Jean-luc
AU - Kolb, Frederic L.
AU - Mcmullen, Michael S.
AU - Mitchell Fetch, Jennifer
AU - Murphy, J. Paul
AU - Ohm, Herbert W.
AU - Rines, Howard W.
AU - Rossnagel, Brian G.
AU - Schlueter, Jessica A.
AU - Sorrells, Mark E.
AU - Wight, Charlene P.
AU - Yan, Weikai
AU - Tinker, Nicholas A.
N1 - Funding Information:
Funding for this work was provided by the USDA, U.S. Department of Agriculture Agriculture and Agri-Food Canada, the North American Millers’ Association, and the Prairie Oat Growers’ Association. We thank Robert Campbell, Rachel Redman, and Irene Shackelford for their technical assistance. We also thank Drs. Kyle Gardner, Rick Jellen, Gerard Lazo, Joe Lutz, Jeff Maughan, Curt McCartney, Rebekah Oliver, and Deon Stuthman (deceased) for participating in useful discussion.
Publisher Copyright:
© Her Majesty the Queen in RIght of Canada, as represented by the Minister of Agriculture and Agri-Food Canada. This is an open access article distributed under the CC BY-NC-ND License.
PY - 2016/7/1
Y1 - 2016/7/1
N2 - Six hundred thirty five oat (Avena sativa L.) lines and 4561 single-nucleotide polymorphism (SNP) loci were used to evaluate population structure, linkage disequilibrium (LD), and genotype–phenotype association with heading date. The first five principal components (PCs) accounted for 25.3% of genetic variation. Neither the eigenvalues of the first 25 PCs nor the cross-validation errors from K = 1 to 20 model-based analyses suggested a structured population. However, the PC and K = 2 model-based analyses supported clustering of lines on spring oat vs. southern United States origin, accounting for 16% of genetic variation (p < 0.0001). Single-locus F-statistic (FST) in the highest 1% of the distribution suggested linkage groups that may be differentiated between the two population subgroups. Population structure and kinship-corrected LD of r2 = 0.10 was observed at an average pairwise distance of 0.44 cM (0.71 and 2.64 cM within spring and southern oat, respectively). On most linkage groups LD decay was slower within southern lines than within the spring lines. A notable exception was found on linkage group Mrg28, where LD decay was substantially slower in the spring subpopulation. It is speculated that this may be caused by a heterogeneous translocation event on this chromosome. Association with heading date was most consistent across location-years on linkage groups Mrg02, Mrg12, Mrg13, and Mrg24
AB - Six hundred thirty five oat (Avena sativa L.) lines and 4561 single-nucleotide polymorphism (SNP) loci were used to evaluate population structure, linkage disequilibrium (LD), and genotype–phenotype association with heading date. The first five principal components (PCs) accounted for 25.3% of genetic variation. Neither the eigenvalues of the first 25 PCs nor the cross-validation errors from K = 1 to 20 model-based analyses suggested a structured population. However, the PC and K = 2 model-based analyses supported clustering of lines on spring oat vs. southern United States origin, accounting for 16% of genetic variation (p < 0.0001). Single-locus F-statistic (FST) in the highest 1% of the distribution suggested linkage groups that may be differentiated between the two population subgroups. Population structure and kinship-corrected LD of r2 = 0.10 was observed at an average pairwise distance of 0.44 cM (0.71 and 2.64 cM within spring and southern oat, respectively). On most linkage groups LD decay was slower within southern lines than within the spring lines. A notable exception was found on linkage group Mrg28, where LD decay was substantially slower in the spring subpopulation. It is speculated that this may be caused by a heterogeneous translocation event on this chromosome. Association with heading date was most consistent across location-years on linkage groups Mrg02, Mrg12, Mrg13, and Mrg24
KW - Adaptation, Physiological/genetics
KW - Avena/genetics
KW - Genetic Association Studies
KW - Genetic Variation
KW - Linkage Disequilibrium
KW - Metagenomics
KW - Polymorphism, Single Nucleotide/genetics
UR - http://hdl.handle.net/2160/43030
UR - http://www.scopus.com/inward/record.url?scp=84978049946&partnerID=8YFLogxK
U2 - 10.3835/plantgenome2015.10.0103
DO - 10.3835/plantgenome2015.10.0103
M3 - Article
C2 - 27898836
SN - 1940-3372
VL - 9
JO - The Plant Genome
JF - The Plant Genome
IS - 2
M1 - 0103
ER -