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Genetic diversity and population structure of common walnut (Juglans regia) in China based on EST-SSRs and the nuclear gene phenylalanine ammonia-lyase (PAL)

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Abstract

Common walnut (Juglans regia L.) is an economically important temperate tree species valued for both its nut and wood. We investigated the genetic diversity and population structure of J. regia germplasm from 13 locations in China using 10 markers derived from expressed sequences (EST-SSR) and sequence polymorphisms within the phenylalanine ammonia-lyase (PAL) gene. Analysis of the population genetic structure based on EST-SSRs showed distinct populations in northern versus southern China that were not reflected in the spatial distribution of PAL haplotypes. High levels of population differentiation were probably the result of reproductive isolation and in southern China, hybridization with Juglans sigillata. The results indicate the possible presence of distinct evolutionary lineages of J. regia in the Qinling and Daba Mountains of China and in Yunnan province that may require ecological management if they are to be retained as in situ resources.

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References

  • Andersen JR, Zein I, Wenzel G, Krützfeldt B, Eder J, Ouzunova M, Lübberstedt T (2007) High levels of linkage disequilibrium and associations with forage quality at a phenylalanine ammonia-lyase locus in European maize (Zea mays L.) inbreds. Theor Appl Genet 114:307–319

    Article  CAS  PubMed  Google Scholar 

  • Bai WN, Liao WJ, Zhang DY (2010) Nuclear and chloroplast DNA phylogeography reveal two refuge areas with asymmetrical gene flow in a temperate walnut tree from East Asia. New Phytol 188(3):892–901

    Article  PubMed  Google Scholar 

  • Bai WN, Wang WT, Zhang DY (2014) Contrasts between the phylogeographic patterns of chloroplast and nuclear DNA highlight a role for pollen-mediated gene flow in preventing population divergence in an East Asian temperate tree. Mol Phylogenet Evol 81:37–48

    Article  PubMed  Google Scholar 

  • Bai WN, Wang WT, Zhang DY (2015) Phylogeographic breaks within Asian butternuts indicate the existence of a phytogeographic divide in East Asia. New Phytol Doi. doi:10.1111/nph.13711

    Google Scholar 

  • Bandelt HJ, Forster P, Röhl A (1999) Median-joining networks for inferring intraspecific phylogenies. Mol Biol Evol 16:37–48

    Article  CAS  PubMed  Google Scholar 

  • Bayazit S, Kazan K, Golbitti S, Cevik V, Ayanogla H, Ergul A (2007) AFLP analysis of genetic diversity in low chill requiring walnut (Juglans regia L.) genotyping from Hatay Turkey. Sci Hortic 111:394–398

    Article  CAS  Google Scholar 

  • Beer R, Kaiser F, Schmidt K, Ammann B (2008) Vegetation history of the walnut forests in Kyrgyzstan (Central Asia): natural or anthropogenic origin? Quaternary Sci Rev 27:621–632

    Article  Google Scholar 

  • Bohonak AJ (2002) IBD (isolation by distance): a program for analyses of isolation by distance. J Hered 93:153–154

    Article  CAS  PubMed  Google Scholar 

  • Brady KU, Kruckeberg AR, Bradshaw HD Jr (2005) Evolutionary ecology of plant adaptation to serpentine soils. Annu Rev Ecol Evol S 36:243–266

    Article  Google Scholar 

  • Chen L, Ma Q, Chen Y, Wang B, Pei D (2014) Identification of major walnut cultivars grown in China based on nut phenotypes and SSR markers. Sci Hortic 168:240–248

    Article  CAS  Google Scholar 

  • Cheng F, Peng X, Zhao P, Yuan J, Zhong C, Cheng Y, Cui C, Zhang S (2013) Soil microbial biomass, basal respiration and enzyme activity of main forest types in the Qinling Mountains. PLoS One 8:e67353–e67353

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Christopoulos MV, Tsantili E (2015) Participation of phenylalanine ammonia-lyase (PAL) in increased phenolic compounds in fresh cold stressed walnut (Juglans regia L.) kernels. Postharvest Bio Tech 104:17–25

    Article  CAS  Google Scholar 

  • Coakes SJ, Steed L (2009) SPSS: Analysis without anguish using SPSS version 14.0 for Windows. John Wiley & Sons, Inc.

  • Dang M, Liu ZX, Chen X, Zhang T, Zhou HJ, Hu YH, Zhao P (2015) Identification, development, and application of 12 polymorphic EST-SSR markers for an endemic Chinese walnut (Juglans cathayensis L.) using next-generation sequencing technology. Biochem Syst Ecol 60:74–80

    Article  CAS  Google Scholar 

  • Doyle JJ, Doyle JL (1987) A rapid DNA isolation procedure for small quantities of fresh leaf tissue. Phytochem Bull 19:11–15

    Google Scholar 

  • Du S, Wang Z, Ingvarsson PK, Wang D, Wang J, Wu Z, Tembrock LR, Zhang J (2015) Multilocus analysis of nucleotide variation and speciation in three closely related Populus (Salicaceae) species. Mol Ecol 24:4994–5005

    Article  PubMed  Google Scholar 

  • Earl DA (2012) STRUCTURE HARVESTER: a website and program for visualizing STRUCTURE output and implementing the Evanno method. Conserv Genet Resour 4:359–361

    Article  Google Scholar 

  • ESRI (2010) ArcGIS version 10.0. Environmental Systems Research Institute, Redlands

  • Evanno G, Regnaut S, Goudet J (2005) Detecting the number of clusters of individuals using the software STRUCTURE: a simulation study. Mol Ecol 14:2611–2620

    Article  CAS  PubMed  Google Scholar 

  • Excoffier L, Lischer HEL (2010) Arlequin suite v. 3.5: a new series of programs to perform population genetics analyses under Linux and Windows. Mol Ecol Resour 10:564–567

    Article  PubMed  Google Scholar 

  • Fan ZY, Xi XL (2002) Five new early bearing fruit Juglans varieties developed by crossing Juglans sigillata Dode and Juglans regia Linn. Hunan For Sci Technol 29:66–68 in Chinese

    Google Scholar 

  • FAO (Food and Agricultural Organization of the United Nations) (2012) FAO statistical databases and data sets. Available from: http://faostat.fao.org

  • Golge O, Hepsag F, Kabak B (2016) Determination of aflatoxins in walnut sujuk and Turkish delight by HPLC-FLD method. Food Control 59:731–736

    Article  CAS  Google Scholar 

  • Gunn BF, Aradhya M, Salick JM, Miller AJ, Yongping Y, Lin L, Xian H (2010) Genetic variation in walnuts (Juglans regia and J. sigillata; Juglandaceae): species distinctions, human impacts, and the conservation of agrobiodiversity in Yunnan, China. Am J Bot 97:660–671

    Article  PubMed  Google Scholar 

  • Guo Y, Li G, Hu Y, Kang D, Wang D, Yang G (2013) Regeneration of Betula albosinensis in strip clearcut and uncut forests of the Qinling Mountains in China. PLoS One 8:e59375

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hayes D, Angove MJ, Tucci J, Dennis C (2015) Walnuts (Juglans regia) chemical composition and research in human health. Crit Rev Food Sci. doi:10.1080/10408398.2012.760516

    Google Scholar 

  • Holland MM, Parson W (2011) GeneMarker® HID: a reliable software tool for the analysis of forensic STR data. J Forensic Sci 1:29–35

    Article  Google Scholar 

  • Hu YH, Dang M, Zhang T, Luo GC, Xia HL, Zhou HJ, Hu DF, He L, Ma ZH, Zhao P (2014) Genetic diversity and evolutionary relationship of Juglans regia wild and domesticated populations in Qinling Mountains based on nrDNA ITS sequences. Scientia Silvae Sinicae 50:47–55 In Chinese

    Google Scholar 

  • Hu YH, Zhao P, Zhang Q, Wang Y, Gao XX, Zhang T, Zhou HJ, Dang M, Woeste KE (2015a) De novo assembly and characterization of transcriptome using Illumina sequencing and development of twenty five microsatellite markers for an endemic tree Juglans hopeiensis Hu in China. Biochem Syst Ecol 63:201–211

    Article  CAS  Google Scholar 

  • Hu Z, Zhang T, Gao XX, Wang Y, Zhang Q, Zhou HJ, Zhao GF, Wang ML, Woeste KE, Zhao P (2015b) De novo assembly and characterization of the leaf, bud, and fruit transcriptome from the vulnerable tree Juglans mandshurica for the development of 20 new microsatellite markers using Illumina sequencing. Mol Gen Genomics:1–14

  • Huang J, Gu M, Lai Z, Fan B, Zhou YH, Yu JQ, Chen Z (2010) Functional analysis of the Arabidopsis PAL gene family in plant growth, development, and response to environmental stress. Plant Physiol 153:1526–1538

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jensen JL, Bohonak AJ, Kelley ST (2005) Isolation by distance, web service. BMC Genet 6:13

    Article  PubMed  PubMed Central  Google Scholar 

  • Jiang Z, Chen Y, Bao Y (2012) Population genetic structure of Tamarix chinensis in the Yellow River Delta, China. Plant Syst Evol 298:147–153

    Article  Google Scholar 

  • Joly C, Visset L (2009) Evolution of vegetation landscapes since the Late Mesolithic on the French West Atlantic coast. Rev Palaeobot Palyno 154:124–179

    Article  Google Scholar 

  • Kalinowski ST, Taper ML, Marshall TC (2007) Revising how the computer program CERVUS accommodates genotyping error increases success in paternity assignment. Mol Ecol 16:1099–1106

    Article  PubMed  Google Scholar 

  • Li GT, Ai CX, Zhang LS, Wei HR, Liu QZ (2011) ISSR analysis of genetic diversity among seedling walnut (Juglans spp.) populations. J Plant Genet Resour 12:640–645 in Chinese

    CAS  Google Scholar 

  • Li L, Abbott RJ, Liu B, Sun Y, Li L, Zou J, Wang X, Miehe G, Liu J (2013) Pliocene intraspecific divergence and Plio-Pleistocene range expansions within Picea likiangensis (Lijiang spruce), a dominant forest tree of the Qinghai-Tibet Plateau. Mol Ecol 22:5237–5255

    Article  CAS  PubMed  Google Scholar 

  • Librado P, Rozas J (2009) DnaSP v5: a software for comprehensive analysis of DNA polymorphism data. Bioinformatics 25:1451–1452

    Article  CAS  PubMed  Google Scholar 

  • López-Pujol J, Zhang FM, Sun HQ, Ying TS, Ge S (2011) Centres of plant endemism in China: places for survival or for speciation? J Biogeogr 38:1267–1280

    Article  Google Scholar 

  • Milne RI (2006) Northern hemisphere plant disjunctions: a window on tertiary land bridges and climate change? Ann Bot 98:465–472

    Article  Google Scholar 

  • Molnar TJ, Zaurov DE, Capik JM, Eisenman SW, Ford T, Nikolyi LV, Funk CR (2011) Persian walnuts (Juglans regia L.) in Central Asia. Annu Rep North Nut Grow Assoc 101:56–69

    Google Scholar 

  • Nei M (1978) Estimation of average heterozygosity and genetic distance from a small number of individuals. Genetics 89:583–590

    CAS  PubMed  PubMed Central  Google Scholar 

  • Ning D, Ma Q, Zhang Y, Wang H, Liu B, Pei D (2011) FISH-AFLP analysis of genetic diversity on walnut cultivars in Yunnan Province. For Res 24:189–193 in Chinese

    Google Scholar 

  • Peakall R, Smouse PE (2012) GenAlEx 6.5: genetic analysis in Excel. Population genetic software for teaching and research-an update. Bioinformatics 28:2537–2539

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Pollegioni P, Woeste K, Olimpieri I, Marandola D, Cannata F, Malvolti ME (2011) Long-term human impacts on genetic structure of Italian walnut inferred by SSR markers. Tree Genet Genomes 7:707–723

    Article  Google Scholar 

  • Pollegioni P, Woeste KE, Chiocchini F, Olimpieri I, Tortolano V, Clark J, Hemery GE, Mapelli S, Malvolti ME (2014) Landscape genetics of Persian walnut (Juglans regia L.) across its Asian range. Tree Genet Genomes 10:1027–1043

    Article  Google Scholar 

  • Pollegioni P, Woeste KE, Chiocchini F, Del Lungo S, Olimpieri I, Tortolano V, Clark J, Hemery GE, Mapelli S, Malvolti ME (2015) Ancient humans influenced the current spatial genetic structure of common walnut populations in Asia. PLoS One 10:e0135980

    Article  PubMed  PubMed Central  Google Scholar 

  • Pons O, Petit RJ (1996) Measuring and testing genetic differentiation with ordered versus unordered alleles. Genetics 144:1237–1245

    CAS  PubMed  PubMed Central  Google Scholar 

  • Pritchard J K, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics. 155:945–959

  • Raymond M, Rousset F (1995) GENEPOP, version 1.2: population genetics software for exact tests and ecumenicism. J Hered 86:248–249

    Google Scholar 

  • Rosenberg NA (2004) DISTRUCT: a program for the graphical display of population structure. Mol Ecol Notes 4:137–138

    Article  Google Scholar 

  • Rousset F (2008) Genepop’007: a complete re-implementation of the genepop software for windows and Linux. Mol Ecol Resour 8:103–106

    Article  PubMed  Google Scholar 

  • Tian B, Liu R, Wang L, Qiu Q, Chen K, Liu J. (2009) Phylogeographic analyses suggest that a deciduous species (Ostryopsis davidiana Decne., Betulaceae) survived in northern China during the Last Glacial Maximum. J Biogeogr 36:2148–2155

  • Tonnessen BW, Manosalva P, Lang JM, Baraoidan M, Bordeos A, Mauleon R, Oard J, Hulbert S, Leung H, Leach JE (2015) Rice phenylalanine ammonia-lyase gene OsPAL4 is associated with broad spectrum disease resistance. Plant Mol Biol 87:273–286

    Article  CAS  PubMed  Google Scholar 

  • Tsoukas MA, Ko BJ, Witte TR, Dincer F, Hardman WE, Mantzoros CS (2015) Dietary walnut suppression of colorectal cancer in mice: mediation by miRNA patterns and fatty acid incorporation. J Nut Biochem 26:776–783

    Article  CAS  Google Scholar 

  • Van Oosterhout C, Hutchinson WF, Wills DPM, Shipley P (2004) MICRO-CHECKER: software for identifying and correcting and genotyping errors in microsatellite data. Mol Ecol Notes 4:535–538

    Article  CAS  Google Scholar 

  • Victory ER, Glaubitz JC, Rhodes OE Jr, Woeste KE (2006) Genetic homogeneity in Juglans nigra (Juglandaceae) at nuclear microsatellites. Am J Bot 93:118–126

    Article  CAS  Google Scholar 

  • Vinson JA, Cai Y (2012) Nuts, especially walnuts, have both antioxidant quantity and efficacy and exhibit significant potential health benefits. Food Function 3:134–140

    Article  CAS  PubMed  Google Scholar 

  • Wang H, Pei D, Gu RS, Wang BQ (2008) Genetic diversity and structure of walnut populations in central and southwestern China revealed by microsatellite markers. J Am Soc Hortic Sci 133:197–203

    Google Scholar 

  • Wang HX, Zhao SG, Gao Y, Zhang ZH, Xuan LC (2011) Genetic diversity of Juglans regia L. Cultivars revealed by AFLP analysis. Sci Agric Sin 44:1434–1442 in Chinese

    Google Scholar 

  • Wang H, Pan G, Ma Q, Zhang J, Pei D (2015) The genetic diversity and introgression of Juglans regia and Juglans sigillata in Tibet as revealed by SSR markers. Tree Genet Genomes 11:1–11

    Article  Google Scholar 

  • Wang Q, Liu J, Allen GA, Ma Y, Yue W, Marr KL, Abbot RJ (2016) Arctic plant origins and early formation of circumarctic distributions: a case study of the mountain sorrel, Oxyriadigyna. New Phytol 209:343–353

    Article  PubMed  Google Scholar 

  • Wei Z, Du Q, Zhang J, Li B, Zhang D (2013) Genetic diversity and population structure in Chinese indigenous poplar (Populus simonii) populations using microsatellite markers. Plant Mol Biol Rep 31:620–632

    Article  CAS  Google Scholar 

  • Xiang QYJ, Soltis DE (2001) Dispersal-vicariance analyses of intercontinental disjuncts: historical biogeographical implications for angiosperms in the Northern Hemisphere. Int J Plant Sci 162:S29–S49

    Article  Google Scholar 

  • Xu F, Deng G, Cheng S, Zhang W, Huang X, Li L, Cheng H, Rong X, Li J (2012) Molecular cloning, characterization and expression of the phenylalanine ammonia-lyase Gene from Juglans regia. Molecules 17:7810–7823

    Article  CAS  PubMed  Google Scholar 

  • Yang ZX, Xi SK (1989) A study on isozymes of peroxidase of 10 species in Juglans L. Acta Phytotaxon Sinica 27:53–57 in Chinese

    Google Scholar 

  • Zeng Y, Liao W, Petit RJ, Zhang D (2011) Geographic variation in the structure of oak hybrid zones provides insights into the dynamics of speciation. Mol Ecol 20:4995–5011

    Article  PubMed  Google Scholar 

  • Zhang ZX, Niu HY, Guo X, Wang D, Eaton WD (2015) Genetic diversity and genetic structure of Corydalis tomentella Franch. (Papaveraceae), an endangered herb species from Central China. Biochem Syst Ecol 63:27–33

    Article  CAS  Google Scholar 

  • Zhao P, Woeste K (2011) DNA markers identify hybrids between butternut (Juglans cinerea L.), and Japanese walnut (Juglans ailantifolia Carr.). Tree Genet Genomes 7:511–533

    Article  Google Scholar 

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Acknowledgments

The authors wish to thank Jia Yang, Li Feng, and Tao Zhou for sample collection. This work was supported by the National Natural Science Foundation of China (nos. 41471038, 31200500, J1210063), the Program for Excellent Young Academic Backbones funding by Northwest University (no. 338050070), the Northwest University Training Programs of Innovation and Entrepreneurship for Undergraduates (nos. 2015159 and 2016171), Changjiang Scholars and Innovative Research Team in University (no. IRT1174). Mention of a trademark, proprietary product, or vendor does not constitute a guarantee or warranty of the product by the U.S. Department of Agriculture and does not imply its approval to the exclusion of other products or vendors that also may be suitable.

Data archiving statement

The different haplotypes of amino acid positions based on sequence of Jr5680 was submitted on the National Center for Biotechnology Information (NCBI), the accession numbers were: KT820730, KT820731, KT820732, KT820733. The Unigene sequences and BLAST search results for 11 SSR-containing ESTs were provided as Supplementary Table S2. The total unigene sequence of Jr5680 was provided as Supplementary Table S4.

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Correspondence to Peng Zhao.

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Communicated by Y. Tsumura

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Han, H., Woeste, K.E., Hu, Y. et al. Genetic diversity and population structure of common walnut (Juglans regia) in China based on EST-SSRs and the nuclear gene phenylalanine ammonia-lyase (PAL). Tree Genetics & Genomes 12, 111 (2016). https://doi.org/10.1007/s11295-016-1064-1

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