Physical geography, isolation by distance and environmental variables shape genomic variation of wild barley (Hordeum vulgare L. ssp. spontaneum) in the Southern Levant

被引:22
作者
Chang, Che-Wei [1 ]
Fridman, Eyal [2 ]
Mascher, Martin [3 ]
Himmelbach, Axel [3 ]
Schmid, Karl [1 ]
机构
[1] Univ Hohenheim, Stuttgart, Germany
[2] Agr Res Org ARO, Volcani Ctr, Sci Inst, Rishon Leziyyon, Israel
[3] Leibniz Inst Plant Genet & Crop Plant Res IPK, Gatersleben, Germany
关键词
POPULATION GENETIC-STRUCTURE; LOCAL ADAPTATION; ADAPTIVE DIVERGENCE; LINKAGE DISEQUILIBRIUM; F-ST; DIFFERENTIATION; FLOW; SELECTION; ASSOCIATION; DIVERSITY;
D O I
10.1038/s41437-021-00494-x
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Determining the extent of genetic variation that reflects local adaptation in crop-wild relatives is of interest for the purpose of identifying useful genetic diversity for plant breeding. We investigated the association of genomic variation with geographical and environmental factors in wild barley (Hordeum vulgare L. ssp. spontaneum) populations of the Southern Levant using genotyping by sequencing (GBS) of 244 accessions in the Barley 1K+ collection. The inference of population structure resulted in four genetic clusters that corresponded to eco-geographical habitats and a significant association between lower gene flow rates and geographical barriers, e.g. the Judaean Mountains and the Sea of Galilee. Redundancy analysis (RDA) revealed that spatial autocorrelation explained 45% and environmental variables explained 15% of total genomic variation. Only 4.5% of genomic variation was solely attributed to environmental variation if the component confounded with spatial autocorrelation was excluded. A synthetic environmental variable combining latitude, solar radiation, and accumulated precipitation explained the highest proportion of genomic variation (3.9%). When conditioned on population structure, soil water capacity was the most important environmental variable explaining 1.18% of genomic variation. Genome scans with outlier analysis and genome-environment association studies were conducted to identify adaptation signatures. RDA and outlier methods jointly detected selection signatures in the pericentromeric regions, which have reduced recombination, of the chromosomes 3H, 4H, and 5H. However, selection signatures mostly disappeared after correction for population structure. In conclusion, adaptation to the highly diverse environments of the Southern Levant over short geographical ranges had a limited effect on the genomic diversity of wild barley. This highlighted the importance of nonselective forces in genetic differentiation.
引用
收藏
页码:107 / 119
页数:13
相关论文
共 100 条
[41]   VARIANCES AND COVARIANCES OF SQUARED LINKAGE DISEQUILIBRIA IN FINITE POPULATIONS [J].
HILL, WG ;
WEIR, BS .
THEORETICAL POPULATION BIOLOGY, 1988, 33 (01) :54-78
[42]   Mating system impacts the genetic architecture of adaptation to heterogeneous environments [J].
Hodgins, Kathryn A. ;
Yeaman, Sam .
NEW PHYTOLOGIST, 2019, 224 (03) :1201-1214
[43]   Evaluating methods to visualize patterns of genetic differentiation on a landscape [J].
House, Geoffrey L. ;
Hahn, Matthew W. .
MOLECULAR ECOLOGY RESOURCES, 2018, 18 (03) :448-460
[44]   Strong correlation of wild barley (Hordeum spontaneum) population structure with temperature and precipitation variation [J].
Hueber, S. ;
Hoeffken, M. ;
Oren, E. ;
Haseneyer, G. ;
Stein, N. ;
Graner, A. ;
Schmid, K. ;
Fridman, E. .
MOLECULAR ECOLOGY, 2009, 18 (07) :1523-1536
[45]   Phenotypic landscapes: phenological patterns in wild and cultivated barley [J].
Huebner, S. ;
Bdolach, E. ;
Ein-Gedy, S. ;
Schmid, K. J. ;
Korol, A. ;
Fridman, E. .
JOURNAL OF EVOLUTIONARY BIOLOGY, 2013, 26 (01) :163-174
[46]   RNA-Seq analysis identifies genes associated with differential reproductive success under drought-stress in accessions of wild barley Hordeum spontaneum [J].
Huebner, Sariel ;
Korol, Abraham B. ;
Schmid, Karl J. .
BMC PLANT BIOLOGY, 2015, 15
[47]   Islands and streams: clusters and gene flow in wild barley populations from the Levant [J].
Huebner, Sariel ;
Guenther, Torsten ;
Flavell, Andrew ;
Fridman, Eyal ;
Graner, Andreas ;
Korol, Abraham ;
Schmid, Karl J. .
MOLECULAR ECOLOGY, 2012, 21 (05) :1115-1129
[48]   Evolutionary History of Wild Barley (Hordeum vulgare subsp spontaneum) Analyzed Using Multilocus Sequence Data and Paleodistribution Modeling [J].
Jakob, Sabine S. ;
Roedder, Dennis ;
Engler, Jan O. ;
Shaaf, Salar ;
Ozkan, Hakan ;
Blattner, Frank R. ;
Kilian, Benjamin .
GENOME BIOLOGY AND EVOLUTION, 2014, 6 (03) :685-702
[49]   The barley pan-genome reveals the hidden legacy of mutation breeding [J].
Jayakodi, Murukarthick ;
Padmarasu, Sudharsan ;
Haberer, Georg ;
Bonthala, Venkata Suresh ;
Gundlach, Heidrun ;
Monat, Ceecile ;
Lux, Thomas ;
Kamal, Nadia ;
Lang, Daniel ;
Himmelbach, Axel ;
Ens, Jennifer ;
Zhang, Xiao-Qi ;
Angessa, Tefera T. ;
Zhou, Gaofeng ;
Tan, Cong ;
Hill, Camilla ;
Wang, Penghao ;
Schreiber, Miriam ;
Boston, Lori B. ;
Plott, Christopher ;
Jenkins, Jerry ;
Guo, Yu ;
Fiebig, Anne ;
Budak, Hikmet ;
Xu, Dongdong ;
Zhang, Jing ;
Wang, Chunchao ;
Grimwood, Jane ;
Schmutz, Jeremy ;
Guo, Ganggang ;
Zhang, Guoping ;
Mochida, Keiichi ;
Hirayama, Takashi ;
Sato, Kazuhiro ;
Chalmers, Kenneth J. ;
Langridge, Peter ;
Waugh, Robbie ;
Pozniak, Curtis J. ;
Scholz, Uwe ;
Mayer, Klaus F. X. ;
Spannagl, Manuel ;
Li, Chengdao ;
Mascher, Martin ;
Stein, Nils .
NATURE, 2020, 588 (7837) :284-289
[50]   Conceptual issues in local adaptation [J].
Kawecki, TJ ;
Ebert, D .
ECOLOGY LETTERS, 2004, 7 (12) :1225-1241