Abstract
Cotton is an important crop in the textile, food and pharmaceutical industries. In the present study, a panel of 108 elite cotton (Gossypium hirsutum L.) lines was genotyped with 177 genome-wide SSR markers to assess genetic diversity, linkage disequilibrium, population structure and association analyses. A total of 967 loci were assayed and the lines fell into four main groups with a mean genetic distance of 39%. The linkage disequilibrium (LD) decay rate was estimated to be 20–30 cm (r2 ≤ 0.5). Association analyses were performed with both general linear model and mixed linear model methods to identify SSR marker loci linked to Verticillium wilt resistance. Verticillium wilt is a fungal disease that causes huge yield losses in cotton production throughout the world. A total of 26 marker loci distributed on 14 chromosomes were associated with resistance at p ≤ 0.05. Eight of the 26 associated marker loci were highly significant (p < 0.01). The phenotypic variation explained (r2) by individual markers ranged from 3.2% to 8.2%. Three of the 26 marker loci (JESPR153, JESPR274 and CIR218) were consistent with previous studies. Our results should be useful in improving Verticillium wilt resistance in cotton breeding lines.


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Abdurakhmonov IY, Kohel RJ, Yu JZ, Pepper AE, Abdullaev AA, Kushanov FN, Salakhutdinov IB, Buriev ZT, Saha S, Scheffler BE, Jenkins JN, Abdukarimov A (2008) Molecular diversity and association mapping of fiber quality traits in exotic G. hirsutum L. germplasm. Genomics 92:478–487
Ardlie KG, Kruglyak L, Seielstad M (2002) Patterns of linkage disequilibrium in the human genome. Nat Rev Genet 3:299–309
Beasley JO (1941) Hybridization, cytology, and polyploidy of Gossypium. Chron Bot 6:394–395
Bejarano-Alcazar J, Blanco-Lopez MA, Melero-Vara JM, Jimenez-Diaz RM (1996) Etiology, importance, and distribution of Verticillium wilt of cotton in southern Spain. Plant Dis 80:1233–1238
Blenda A, Fang DD, Rami JF, Garsmeur O, Luo F, Lacape JM (2012) A high density consensus genetic map of tetraploid cotton that integrates multiple component maps through molecular marker redundancy check. PLoS ONE 7(9):e45739
Bradbury PJ, Zhang Z, Kroon DE, Casstevens TM, Ramdoss Y, Buckler ES (2007) TASSEL: Software for association mapping of complex traits in diverse samples. Bioinformatics 23:2633–2635
Brubaker CL, Paterson AH, Wendel JF (1999) Comparative genetic mapping of allotetraploid cotton and its diploid progenitors. Genome 42:184–203
Carpenter CW (1914) The Verticillium wilt problem. Phytopathology 4:393
Celik I, Camci H, Kose A, Kosar FC, Doganlar S, Frary A (2016) Molecular genetic diversity and association mapping of morphine content and agronomic traits in Turkish opium poppy (Papaver somniferum) germplasm. Mol Breed 36:46
de Magalhães Bertini CHC, Schuster I, Sediyama T, de Barros EG, Moreira MA (2006) Characterization and genetic diversity analysis of cotton cultivars using microsatellites. Genet Mol Biol 29:321–329
Doyle JJ, Doyle JL (1987) A rapid DNA isolation procedure for small quantities of fresh leaf tissue. Phytochem Bull 19:11–15
Du WS, Du XM, Ma ZY (2004) Studies on SSR markers of resistance gene of Verticillium wilt in cotton. J Northwest Sci Tech Univ Agric For (Natural Science Edition) 32:20–24 (in Chinese with an English abstract)
Earl DA, vonHoldt BM (2012) STRUCTURE HARVESTER: a website and program for visualizing STRUCTURE output and implementing the Evanno method. Conserv Genet Resour 4:359–361
Endrizzi JD, Turcotte EL, Kohel RJ (1985) Genetics, cytology, and evolution of Gossypium. Adv Genet 23:271–375
Erdogan O, Kurt S (2013) Determination of susceptibility against two different pathotype of Verticillium dahliae kleb. on some cotton varieties. Derim 30:36–47
Erdogan O, Kurt S, Gore ME (2014) Studies on the different inoculation methods of Verticillium wilt disease caused by Verticillium dahliae Kleb. in Cotton. Turk J Agric Nat Sci 2:188–193
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
Fang H, Zhou H, Sanogo S, Lipka AE, Fang DD, Percy RG, Hughs SE, Jones DC, Gore MA, Zhang J (2014) Quantitative trait locus analysis of Verticillium wilt resistance in an introgressed recombinant inbred population of Upland cotton. Mol Breed 33:709–720
Iyriboz N (1941) Mahsul Hastalıkları, Ziraat Vekaleti Neşriyatı Umum No: 237
Jia YH, Sun JL, Wang XW, Zhou ZL, Pan ZE, He SP, Pang BY, Wang LR, Du XM (2014) Molecular diversity and association analysis of drought and salt tolerance in Gossypium hirsutum L. germplasm. J Integr Agric 13:1845–1853
Jiang F, Zhao J, Zhou L, Guo WZ, Zhang TZ (2009) Molecular mapping of Verticillium wilt resistance QTL clustered on chromosomes D7 and D9 in upland cotton. Sci China C Life Sci 52:872–884
Kraakman ATW, Niks RE, Van Den Berg PMMM, Stam P, Van Eeuwijk FA (2004) Linkage disequilibrium mapping of yield and yield stability in modern spring barley cultivars. Genetics 168:435–446
Kruglyak L (1999) Prospects for whole-genome linkage disequilibrium mapping of common disease genes. Nat Genet 22:139–144
Lacape JM, Dessauw D, Rajab M, Noyer JL, Hau B (2007) Microsatellite diversity in tetraploid Gossypium germplasm: assembling a highly informative genotyping set of cotton SSRs. Mol Breed 19:45–58
Lee JA (1984) Cotton as a world crop. In: Kohel RJ, Lewis CL (eds) Cotton agronomy monograph, vol 24. Crop Science Society of America, Madison, pp 1–25
Leflon M, Grandont L, Eber F, Huteau V, Coriton O, Chelysheva L, Jenczewski E, Chèvre A-M (2010) Crossovers get a boost in Brassica allotriploid and allotetraploid hybrids. Plant cell 22:2253–2264
Li CQ, Liu GS, Zhao HH, Wang LJ, Zhang XF, Liu Y, Zhou WY, Yang LL, Li PB, Wang QL (2013) Marker-assisted selection of Verticillium wilt resistance in progeny populations of upland cotton derived from mass selection-mass crossing. Euphytica 191:469–480
Li F, Fan G, Wang K, Sun F, Yuan Y, Song G, Li Q, Ma Z, Lu C, Zou C et al (2014) Genome sequence of the cultivated cotton Gossypium arboreum. Nat Genet 46:567–572
Maccaferri M, Sanguineti MC, Noli E, Tuberosa R (2005) Population structure and long-range linkage disequilibrium in a durum wheat elite collection. Mol Breed 15:271–289
Meschke H, Walter S, Schrempf H (2012) Characterization and localization of prodiginines from Streptomyces lividans suppressing Verticillium dahliae in the absence or presence of Arabidopsis thaliana. Environ Microbiol 14:940–952
Paterson AH, Smith RH (1999) Future horizons: biotechnology for cotton improvement. In: Smith CW, Cothren JT (eds) Cotton: origin, history, technology, and production. Wiley, New York, pp 415–432
Pegg GF, Brady BL (2002) Verticillium wilts. CABI Publishing, New York
Perrier X, Jacquemoud-Collet JP (2006) DARwin software. http://darwin.cirad.fr/darwin
Pritchard JK, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155:945–959
Remington DL, Thornsberry JM, Matsuoka Y, Wilson LM, Whitt SR, Doebley J, Kresovich S, Goodman MM, Buckler ES (2001) Structure of linkage disequilibrium and phenotypic associations in the maize genome. Proc Natl Acad Sci USA 98:11479–11484
Singh BD, Singh AK (2015) Marker-assisted plant breeding: principles and practices. Springer, Varanasi
Storey JD (2002) A direct approach to false discovery rates. J R Stat Soc Series B Stat Methodol 64:479–498
Terwilliger JD, Haghighi F, Hiekkalinna TS, Goring HHH (2002) A bias-ed assessment of the use of SNPs in human complex traits. Curr Opin Genet Dev 12:726–734
Tyagi P, Gore MA, Bowman DT, Campbell BT, Udall JA, Kuraparthy V (2014) Genetic diversity and population structure in the US Upland cotton (Gossypium hirsutum L.). TAG 127:283–295
USDA-FAS (2016) United States Department of Agriculture, Foreign Agricultural Service. http://apps.fas.usda.gov/psdonline/psdReport.aspx?hidReportRetrievalName=Table+04+Cotton+Area%2c+Yield%2c+and+Production&hidReportRetrievalID=851&hidReportRetrievalTemplateID=1. Accessed 01 June 2016
Wang K, Song X, Han Z, Guo W, Yu JZ, Sun J, Pan J, Kohel RJ, Zhang T (2006) Complete assignment of the chromosomes of Gossypium hirsutum L. by translocation and fluorescence in situ hybridization mapping. Theor Appl Genet 113:73–80
Wang X, Ma J, Yang S, Zhang G, Ma Z (2007a) Assessment of genetic diversity among Chinese upland cottons with Fusarium and/or Verticillium wilts resistance by AFLP and SSR markers. Front Agric China 1:129–135
Wang XF, Zhen R, Ma ZY, Zhang GY, Zhang Y, Wang X (2007b) Verification and cloning of SSR marker linked with the gene of Verticillium wilt resistance in Gossypium barbadense L. J Plant Genet Resour 8:149–152
Wang P, Ning Z, Lin L, Chen H, Mei H, Zhao J, Liu B, Zhang X, Guo W, Zhang T (2014) Genetic dissection of tetraploid cotton resistant to Verticillium wilt using interspecific chromosome segment introgression lines. Crop J 2:278–288
Wu F, Wu FA (1997) Resistant response of the new upland cotton varieties to the defoliating strain of V. dahliae Kleb. China Cotton 24:11–13
Yu JZ, Fang DD, Kohel RJ, Ulloa M, Hinze LL, Percy RG, Zhang J, Chee P, Scheffler BE, Jones DC (2012) Development of a core set of SSR markers for the characterization of Gossypium germplasm. Euphytica 187:203–213
Zhang Y, Wang XF, Li ZK, Zhang GY, Ma ZY (2011) Assessing genetic diversity of cotton cultivars using genomic and newly developed expressed sequence tag-derived microsatellite markers. Genet Mol Res 10:1462–1470
Zhang J, Fang H, Zhou H, Sanogo S, Ma Z (2014) Genetics, breeding, and marker-assisted selection for Verticillium wilt resistance in cotton. Crop Sci 54:1289–1303
Zhang J, Yu J, Pei W, Li X, Said J, Song M, Sanogo S (2015) Genetic analysis of Verticillium wilt resistance in a backcross inbred line population and a meta-analysis of quantitative trait loci for disease resistance in cotton. BMC Genom 16:577
Zhao Y, Wang H, Chen W, Li Y (2014) Genetic structure, linkage disequilibrium and association mapping of Verticillium wilt resistance in elite cotton (Gossypium hirsutum L.) germplasm population. PLoS ONE 9(1):e86308
Zhen R, Wang XF, Ma ZY, Zhang GY, Wang X (2006) A SSR marker linked with the gene of Verticillium wilt resistance in Gossypium barbadense. Cotton Sci 5:269–272
Zhou H, Muehlbauer G, Steffenson B (2012) Population structure and linkage disequilibrium in elite barley breeding germplasm from the United States. J Zhejiang Univ Sci B 13:438–451
Acknowledgements
We would like to express our thanks to Ibrahim Celik, Izmir Institute of Technology, for providing training for software analysis of data. We are grateful to Nazilli Cotton Research Institute (NCRI, Nazilli, TURKEY) for providing seeds. This study was supported by GDARP (General Directorate of Agricultural Research and Policies, Ministry of Food, Agriculture and Livestock Republic of Turkey) Project No. TAGEM-11/AR-GE/17.
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AAB: molecular characterization, data analysis, interpretation of data, manuscript drafting and revision; OE: experimental design, pathogen assays, manuscript revision; AF: conception and design, interpretation of data, manuscript revision; AF: interpretation of data, manuscript revision; SD: conception and design, manuscript revision; All: final approval of the version to be published.
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Baytar, A.A., Erdogan, O., Frary, A. et al. Molecular diversity and identification of alleles for Verticillium wilt resistance in elite cotton (Gossypium hirsutum L.) germplasm. Euphytica 213, 31 (2017). https://doi.org/10.1007/s10681-016-1787-y
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DOI: https://doi.org/10.1007/s10681-016-1787-y


