Molecular mapping of quantitative trait loci for kernel morphology traits in a non-1BL.1RS × 1BL.1RS wheat cross
Yonggui Xiao A C , Shengmei He B , Jun Yan D , Yong Zhang C , Yelun Zhang C , Yunpeng Wu C , Xianchun Xia C , Jichun Tian E , Wanquan Ji A and Zhonghu He C F GA College of Agronomy, Northwest Sci-Tech University of Agriculture and Forestry, Yangling 712100, Shaanxi, China.
B Zhaoqing Campus, Guangdong University of Finance, Zhaoqing 512060, Guangdong, China.
C Institute of Crop Science, National Wheat Improvement Centre/The National Key Facility for Crop Gene Resources and Genetic Improvement, Chinese Academy of Agricultural Sciences (CAAS), 12 Zhongguancun South Street, Beijing 100081, China.
D Cotton Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Huanghedadao, Anyang 455000, Henan, China.
E State Key Laboratory of Crop Biology/Group of Quality Wheat Breeding, Shandong Agricultural University, Taian 271018, China.
F International Maize and Wheat Improvement Center (CIMMYT) China Office, c/o CAAS, 12 Zhongguancun South Street, Beijing 100081, China.
G Corresponding author. Email: zhhecaas@gmail.com
Crop and Pasture Science 62(8) 625-638 https://doi.org/10.1071/CP11037
Submitted: 12 February 2011 Accepted: 19 August 2011 Published: 13 September 2011
Abstract
The improvement of kernel morphology traits is an important goal in common wheat (Triticum aestivum L.) breeding programs because of their close relationship with grain yield and milling quality. The aim of this study was to map quantitative trait loci (QTL) for kernel morphology traits using 240 recombinant inbred lines derived from a cross between the non-1BL.1RS translocation cv. PH 82-2 and the 1BL.1RS translocation cv. Neixiang 188, grown in six environments in China. Inclusive composite interval mapping identified 71 main-effect QTL on 16 chromosomes for seven kernel morphology traits measured by digital imaging, viz. kernel length, width, perimeter, area, shape factor, factor form-density and width/length ratio. Each of these loci explained from 2.6 to 28.2% of the phenotypic variation. Eight QTL clusters conferring the largest effects on kernel weight and kernel morphology traits were detected on chromosomes 1BL.1RS (2), 2A, 4A, 4B, 6B, 6D and 7A. Fourteen epistatic QTL were identified for all kernel morphology traits except kernel width/length ratio, involving 24 main-effect QTL distributed on 13 chromosomes, and explaining 2.5–8.3% of the phenotypic variance. Five loci, viz. Sec-1 on 1BL.1RS, Glu-B1 on 1BL, Xcfe53 on 2A, Xwmc238 on 4B, and Xbarc174 on 7A, were detected consistently across environments, and their linked DNA markers may be used for marker-assisted selection in breeding for improved wheat kernel traits and grain yield.
Additional keywords: kernel morphology traits, epistatic quantitative trait loci, main-effect quantitative trait loci, recombinant inbred lines, wheat.
References
Ammiraju JSS, Dholakia BB, Santra DK, Singh H, Lagu MD, Tamhankar SA, Dhaliwal HS, Rao VS, Gupta VS, Ranjekar PK (2001) Identification of inter simple sequence repeat (ISSR) markers associated with seed size in wheat. Theoretical and Applied Genetics 102, 726–732.| Identification of inter simple sequence repeat (ISSR) markers associated with seed size in wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3MXjvVeru78%3D&md5=4f6b4d8b398368be257529f46d1473f2CAS |
Ayoub M, Symons SJ, Edney MJ, Mather DE (2002) QTLs affecting kernel size and shape in a two-rowed by six-rowed barley cross. Theoretical and Applied Genetics 105, 237–247.
| QTLs affecting kernel size and shape in a two-rowed by six-rowed barley cross.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD38Xntlaqu70%3D&md5=1ceaa35bb62f884222666c68be60df0fCAS |
Barreto HJ, Edmeades GO, Chapman SC, Crossa J (1997) The alpha lattice design in plant breeding and agronomy: generation and analysis. In ‘Developing drought and low N-tolerant maize’. 25–29 March 1996. (Eds GO Edmeades, M Bänziger, HR Mickelson, CB Peña-Valdivia) pp. 544–551. (CIMMYT: El Batán, Mexico)
Bergman CJ, Gualberto DG, Campbell KG, Sorrells ME, Finney PL (2000) Kernel morphology variation in a population derived from a soft by hard wheat cross and associations with end-use quality traits. Journal of Food Quality 23, 391–407.
| Kernel morphology variation in a population derived from a soft by hard wheat cross and associations with end-use quality traits.Crossref | GoogleScholarGoogle Scholar |
Berke TG, Rocheford TR (1995) Quantitative trait loci for flowering, plant and ear height, and kernel traits in maize. Crop Science 35, 1542–1549.
| Quantitative trait loci for flowering, plant and ear height, and kernel traits in maize.Crossref | GoogleScholarGoogle Scholar |
Berman M, Bason ML, Ellison F, Peden G, Wrigley CW (1996) Image analysis of whole grains to screen for flour-milling yield in wheat breeding. Cereal Chemistry 73, 323–327.
Breseghello F, Sorrells ME (2007) QTL analysis of kernel size and shape in two hexaploid wheat mapping populations. Field Crops Research 101, 172–179.
| QTL analysis of kernel size and shape in two hexaploid wheat mapping populations.Crossref | GoogleScholarGoogle Scholar |
Campbell KG, Bergman CJ, Gualberto DG, Anderson JA, Giroux MJ, Hareland G, Fulcher RG, Sorrells ME, Finney PL (1999) Quantitative trait loci associated with kernel traits in a soft × hard wheat cross. Crop Science 39, 1184–1195.
| Quantitative trait loci associated with kernel traits in a soft × hard wheat cross.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DyaK1MXltVKitrg%3D&md5=2181241d201c2614fbf7ef5bae34039eCAS |
Dholakia BB, Ammiraju JSS, Singh H, Lagu MD, Röder MS, Rao VS, Dhaliwal HS, Ranjekar PK, Gupta VS, Weber WE (2003) Molecular marker analysis of kernel size and shape in bread wheat. Plant Breeding 122, 392–395.
| Molecular marker analysis of kernel size and shape in bread wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3sXpslGgtbg%3D&md5=822cecdd531c82c4fe0be16664caa609CAS |
Ehdaie B, Whitkus RW, Waines JG (2003) Root biomass, water-use efficiency, and performance of wheat–rye translocations of chromosomes 1 and 2 in spring bread wheat ‘Pavon’. Crop Science 43, 710–717.
| Root biomass, water-use efficiency, and performance of wheat–rye translocations of chromosomes 1 and 2 in spring bread wheat ‘Pavon’.Crossref | GoogleScholarGoogle Scholar |
Erayman M, Sandhu D, Sidhu D, Dilbirligi M, Baenziger PS, Gill KS (2004) Demarcating the gene-rich regions of the wheat genome. Nucleic Acids Research 32, 3546–3565.
| Demarcating the gene-rich regions of the wheat genome.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2cXlsl2rtr0%3D&md5=eca4d451121032c3e8ce7bf83f77f391CAS |
Francis HA, Leitch AR, Koebner RMD (1995) Conversion of a RAPD-generated PCR product, containing a novel dispersed repetitive element, into a fast and robust assay for the presence of rye chromatin in wheat. Theoretical and Applied Genetics 90, 636–642.
| Conversion of a RAPD-generated PCR product, containing a novel dispersed repetitive element, into a fast and robust assay for the presence of rye chromatin in wheat.Crossref | GoogleScholarGoogle Scholar |
Gegas VC, Nazari A, Griffiths S, Simmonds J, Fish L, Orford S, Sayers L, Doonan JH, Snape JW (2010) A genetic framework for grain size and shape variation in wheat. The Plant Cell 22, 1046–1056.
| A genetic framework for grain size and shape variation in wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3cXnsV2isr4%3D&md5=095ea94c4f40d32d8a7c9b03bf64cf83CAS |
Gilmour AR, Cullis BR, Verbyla AP (1997) Accounting for natural and extraneous variation in the analysis of field experiments. Journal of Agricultural, Biological & Environmental Statistics 2, 269–293.
| Accounting for natural and extraneous variation in the analysis of field experiments.Crossref | GoogleScholarGoogle Scholar |
Giura A, Saulescu NN (1996) Chromosomal location of genes controlling grain size in a large grained selection of wheat (Triticum aestivum L.). Euphytica 89, 77–80.
| Chromosomal location of genes controlling grain size in a large grained selection of wheat (Triticum aestivum L.).Crossref | GoogleScholarGoogle Scholar |
Graybosch RA (2001) Uneasy unions: quality effects of rye chromatin transfers to wheat. Journal of Cereal Science 33, 3–16.
| Uneasy unions: quality effects of rye chromatin transfers to wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3MXlt1Oksw%3D%3D&md5=a4b83ef6a6e9700c15ed7242ba0e51f5CAS |
Groh S, Kianian SF, Phillips RL, Rines HW, Stuthman DD, Wesenberg DM, Fulcher RG (2001) Analysis of factors influencing milling yield and their association to other traits by QTL analysis in two hexaploid oat populations. Theoretical and Applied Genetics 103, 9–18.
| Analysis of factors influencing milling yield and their association to other traits by QTL analysis in two hexaploid oat populations.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3MXmsV2msL0%3D&md5=babca091b763bc9aef61bdd17068c918CAS |
Groos C, Robert N, Bervas E, Charmet G (2003) Genetic analysis of grain protein-content, grain yield and thousand-kernel weight in bread wheat. Theoretical and Applied Genetics 106, 1032–1040.
Gupta PK, Rustgi S, Kumar N (2006) Genetic and molecular basis of grain size and grain number and its relevance to grain productivity in higher plants. Genome 49, 565–571.
| Genetic and molecular basis of grain size and grain number and its relevance to grain productivity in higher plants.Crossref | GoogleScholarGoogle Scholar |
He ZH, Yu ZW (2008) Priority and challenge of wheat production in China. In ‘International Symposium on Wheat Yield Potential: Challenges to International Wheat Breeding’. (Eds MP Reynolds, J Pietragalla, HJ Braun) pp. 39–42. (CIMMYT: El Batán, Mexico)
He XY, Zhang YL, He ZH, Wu YP, Xiao YG, Ma CX, Xia XC (2008) Characterization of phytoene synthase 1 gene (Psy1) located on common wheat chromosome 7A and development of a functional marker. Theoretical and Applied Genetics 116, 213–221.
| Characterization of phytoene synthase 1 gene (Psy1) located on common wheat chromosome 7A and development of a functional marker.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2sXhsVGhurrE&md5=8098e27f815a7f5bb0fb6c41fbabcf81CAS |
Huang XQ, Kempf H, Ganal MW, Röder MS (2004) Advanced backcross QTL analysis in progenies derived from a cross between a German elite winter wheat variety and synthetic wheat (Triticum aestivum L.). Theoretical and Applied Genetics 109, 933–943.
| Advanced backcross QTL analysis in progenies derived from a cross between a German elite winter wheat variety and synthetic wheat (Triticum aestivum L.).Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2cXotlKqtLg%3D&md5=011e0d3fc55e237f2caf2195d21e0072CAS |
Kumar N, Kulwal PL, Gaur A, Tyagi AK, Khurana JP, Khurana P, Balyan HS, Gupta PK (2006) QTL analysis for grain weight in common wheat. Euphytica 151, 135–144.
| QTL analysis for grain weight in common wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD28XhtFChs7nJ&md5=3614625d414a4928c29fe776ca8dd0deCAS |
Lelley T, Eder C, Grausgruber H (2004) Influence of 1BL.1RS wheat-rye chromosome translocation on genotype by environment interaction. Journal of Cereal Science 39, 313–320.
| Influence of 1BL.1RS wheat-rye chromosome translocation on genotype by environment interaction.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2cXksVantLw%3D&md5=8611514b575c91e4a2657d36d208e504CAS |
Li Z, Pinson SRM, Park WD, Paterson AH, Stansel JW (1997) Epistasis for three grain yield components in rice (Orya sativa L.). Genetics 145, 453–465.
Li H, Ye G, Wang J (2007) A modified algorithm for the improvement of composite interval mapping. Genetics 175, 361–374.
| A modified algorithm for the improvement of composite interval mapping.Crossref | GoogleScholarGoogle Scholar |
Li H, Ribaut JM, Li Z, Wang J (2008a) Inclusive composite interval mapping (ICIM) for digenic epistasis of quantitative traits in biparental populations. Theoretical and Applied Genetics 116, 243–260.
| Inclusive composite interval mapping (ICIM) for digenic epistasis of quantitative traits in biparental populations.Crossref | GoogleScholarGoogle Scholar |
Li XJ, Li LQ, Wang H, Sorrells ME (2008b) QTL mapping for kernel weight using GW3-1 and IND109 markers in common wheat (Triticum aestivum L.). Acta Botanica Boreale-Occidentalia Sinica 28, 1106–1111.
Lou J, Chen L, Yue G, Lou Q, Mei H, Xiong L, Luo L (2009) QTL mapping of grain quality traits in rice. Journal of Cereal Science 50, 145–151.
| QTL mapping of grain quality traits in rice.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXhtVKlsrzJ&md5=e1dbfa6b5f6a252c32aa29cb63bf180aCAS |
Ma DY, Yan J, He ZH, Wu L, Xia XC (2010) Characterization of a cell wall invertase gene TaCwi-A1 on common wheat chromosome 2A and development of functional markers. Molecular Breeding
| Characterization of a cell wall invertase gene TaCwi-A1 on common wheat chromosome 2A and development of functional markers.Crossref | GoogleScholarGoogle Scholar | in press.
Malmberg RL, Held S, Waits A, Mauricio R (2005) Epistasis for fitness-related quantitative traits in Arabidopsis thaliana grown in the field and in the greenhouse. Genetics 171, 2013–2027.
| Epistasis for fitness-related quantitative traits in Arabidopsis thaliana grown in the field and in the greenhouse.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD28XovVyjsw%3D%3D&md5=d8231710768de4c59aa67b119add148dCAS |
Manly KF, Cudmore RH, Meer JM (2001) Map Manager QTX, cross-platform software for genetic mapping. Mammalian Genome 12, 930–932.
| Map Manager QTX, cross-platform software for genetic mapping.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3MXosFGgtbo%3D&md5=2abdb167c6c43777b2f8b883d3ad3138CAS |
Marshall DR, Mares DJ, Moss HJ, Ellison FW (1986) Effects of grain shape and size on milling yields in wheat. II. Experimental studies. Australian Journal of Agricultural Research 37, 331–342.
| Effects of grain shape and size on milling yields in wheat. II. Experimental studies.Crossref | GoogleScholarGoogle Scholar |
Novoselovic D, Baric M, Drezner G, Gunjaca J, Lalic A (2004) Quantitative inheritance of some wheat plant traits. Genetics and Molecular Biology 27, 92–98.
| Quantitative inheritance of some wheat plant traits.Crossref | GoogleScholarGoogle Scholar |
Rajaram S, Villareal R, Mujeeb-Kazi A (1990) Global impact of 1B/1R spring wheats. In ‘Agronomy Abstracts. Annual Meetings’. 21–26 Oct. 1990. pp. 105. (American Society of Agronomy: Madison, WI)
Sambrook J, Fritsch EF, Maniatis T (1989) ‘Molecular cloning: a laboratory manual.’ 2nd edn. (Cold Spring Harbor Laboratory Press: New York)
SAS Institute (2001) ‘The SAS system for windows. Version 8.02.’ (SAS Institute: Cary, NC)
Schlegel R, Meinel A (1994) A quantitative trait locus (QTL) on chromosome arm 1RS of rye and its effect on yield performance of hexaploid wheat. Cereal Research Communications 22, 7–13.
Shi JR, Song QJ, Singh S, Lewis J, Ward RW, Cregan P, Gill BS (2003) Genetic and physical maps of Xbarc SSR loci in wheat. In ‘2003 National Fusarium Head Blight Forum Proceedings’. 13–15 December 2003. (Eds SM Canty, J Lewis, RW Ward) pp. 41–45. (Michigan State University: East Lansing, MI)
Shomura A, Izawa T, Ebana K, Ebitani T, Kanegae H, Konishi S, Yano M (2008) Deletion in a gene associated with grain size increased yields during rice domestication. Nature Genetics 40, 1023–1028.
| Deletion in a gene associated with grain size increased yields during rice domestication.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXptVKkurY%3D&md5=41100e9116ae86dad30822b7091f0b2eCAS |
Singh NK, Shepherd KW, Cornish GB (1991) A simplified SDS-PAGE procedure for separating LMW subunits of glutenin. Journal of Cereal Science 14, 203–208.
| A simplified SDS-PAGE procedure for separating LMW subunits of glutenin.Crossref | GoogleScholarGoogle Scholar |
Somers DJ, Isaac P, Edwards K (2004) A high-density microsatellite consensus map for bread wheat (Triticum aestivum L.). Theoretical and Applied Genetics 109, 1105–1114.
| A high-density microsatellite consensus map for bread wheat (Triticum aestivum L.).Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2cXotlKqtbs%3D&md5=08f1059e002c616261c334020069df01CAS |
Song XJ, Huang W, Shi M, Zhu MZ, Lin HX (2007) A QTL for rice grain width and weight encodes a previously unknown RING-type E3 ubiquitin ligase. Nature Genetics 39, 623–630.
| A QTL for rice grain width and weight encodes a previously unknown RING-type E3 ubiquitin ligase.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2sXksFersLk%3D&md5=6acc351b13a136e09b3b9004167bff96CAS |
Sorrells ME, Rota ML, Bermudez-Kandianis CE, Greene RA, Kantety R, Munkvold JD, Miftahudin , Mahmoud A, Ma X, Gustafson PJ, Qi LL, Echalier B, Gill BS, Matthews DE, Lazo GR, Chao S, Anderson OD, Edwards H, Linkiewicz AM, Dubcovsky J, Akhunov ED, Dvorak J, Zhang D, Nguyen HT, Peng J, Lapitan NLV, Gonzalez-Hernandez JL, Anderson JA, Hossain K, Kalavacharla V, Kianian SF, Choi DW, Close TJ, Dilbirligi M, Gill KS, Steber C, Walker-Simmons MK, McGuire PE, Qualset CO (2003) Comparative DNA sequence analysis of wheat and rice genomes. Genome Research 13, 1818–1827.
Su ZQ, Hao CY, Wang LF, Dong YC, Zhang XY (2011) Identification and development of a functional marker of TaGW2 associated with grain weight in bread wheat (Triticum aestivum L.). Theoretical and Applied Genetics 122, 211–223.
| Identification and development of a functional marker of TaGW2 associated with grain weight in bread wheat (Triticum aestivum L.).Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3MXit12jsA%3D%3D&md5=21da43c05b14576f1a689720d29d96bbCAS |
Sun XY, Wu K, Zhao Y, Kong FM, Han GZ, Jiang HM, Huang XJ, Li RJ, Wang HG, Li SS (2009) QTL analysis of kernel shape and weight using recombinant inbred lines in wheat. Euphytica 165, 615–624.
| QTL analysis of kernel shape and weight using recombinant inbred lines in wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXhsFCmsLjO&md5=4674223f3b4830779e2b3f5bb6c51f17CAS |
Tsilo TJ, Hareland GA, Simsek S, Chao S, Anderson JA (2010) Genome mapping of kernel characteristics in hard red spring wheat breeding lines. Theoretical and Applied Genetics 121, 717–730.
| Genome mapping of kernel characteristics in hard red spring wheat breeding lines.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3cXpt12mtr8%3D&md5=094395941f45416c7e30c2c0d4b5fc18CAS |
Villareal RL, Bañuelos O, Mujeeb-Kazi A, Rajaram S (1998) Agronomic performance of chromosomes 1B and T1BL.1RS near-isolines in the spring bread wheat Seri M82. Euphytica 103, 195–202.
| Agronomic performance of chromosomes 1B and T1BL.1RS near-isolines in the spring bread wheat Seri M82.Crossref | GoogleScholarGoogle Scholar |
Wang E, Wang J, Zhu X, Hao W, Wang L, Li Q, Zhang L, He W, Lu B, Lin H, Ma H, Zhang G, He Z (2008) Control of rice grain-filling and yield by a gene with a potential signature of domestication. Nature Genetics 40, 1370–1374.
| Control of rice grain-filling and yield by a gene with a potential signature of domestication.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXhtlSkurnO&md5=5900b9bbaf95eef1efd98e453bcfd743CAS |
Xu YB (1997) Quantitative trait loci: separating, pyramiding, and cloning. Plant Breeding Reviews 15, 85–139.
Yoshida S, Ikegami M, Kuze J, Sawasa K, Hashimoto Z, Ishii T, Nakamura C, Kamijima O (2002) QTL analysis for plant and grain characters of sake-brewing rice using a doubled haploid population. Breeding Science 52, 309–317.
| QTL analysis for plant and grain characters of sake-brewing rice using a doubled haploid population.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3sXht1Wku7w%3D&md5=af92e36e2227e437833ad1f11be9eb35CAS |
Yue B, Cai XW, Yuan WG, Vick BA, Hu JG (2008) Mapping the quantitative trait loci (QTL) controlling seed morphology in sunflower (Helianthus annuus L.). Available at: http://hdl.handle.net/10113/16634
Zhang Y, He ZH, Zhang AM, Ginkel M, Ye GY (2006) Pattern analysis on grain yield performance of Chinese and CIMMYT spring wheat cultivars sown in China and CIMMYT. Euphytica 147, 409–420.
| Pattern analysis on grain yield performance of Chinese and CIMMYT spring wheat cultivars sown in China and CIMMYT.Crossref | GoogleScholarGoogle Scholar |
Zhang YL, Wu YP, Xiao YG, He ZH, Zhang Y, Yan J, Zhang Y, Xia XC, Ma CX (2009a) QTL mapping for flour and noodle colour components and yellow pigment content in common wheat. Euphytica 165, 435–444.
| QTL mapping for flour and noodle colour components and yellow pigment content in common wheat.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXhsFCmsLjJ&md5=54e9050856d51e5e29475b2aaf301981CAS |
Zhang YL, Wu YP, Xiao YG, Yan J, Zhang Y, Zhang Y, Ma CX, Xia XC, He ZH (2009b) QTL mapping for milling, gluten quality, and flour pasting properties in a recombinant inbred line population derived from a Chinese soft × hard wheat cross. Crop & Pasture Science 60, 587–597.
| QTL mapping for milling, gluten quality, and flour pasting properties in a recombinant inbred line population derived from a Chinese soft × hard wheat cross.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXntFequrw%3D&md5=03e33ee80e4c1bf98259b0934601bfbaCAS |
Zhang Y, Tang JW, Zhang YL, Yan J, Xiao YG, Zhang Y, He ZH, Xia XC (2011) QTL mapping for quantities of glutenin protein fractions in bread wheat (Triticum aestivum L.). Theoretical and Applied Genetics 122, 971–987.
| QTL mapping for quantities of glutenin protein fractions in bread wheat (Triticum aestivum L.).Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3MXitlant7Y%3D&md5=2cbaccff48ac05b364a25902da3d21fcCAS |
Zhou Y, He ZH, Sui XX, Xia XC, Zhang XK, Zhang GS (2007) Genetic improvement of grain yield and associated with traits in the northern China winter wheat region from 1960 to 2000. Crop Science 47, 245–253.
| Genetic improvement of grain yield and associated with traits in the northern China winter wheat region from 1960 to 2000.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2sXjsF2nu7k%3D&md5=d9c200450f5405298e6de4142db10515CAS |