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新疆冬小麦籽粒品质性状遗传差异与关联分析

马艳明1,2,*,娄鸿耀3,王威1,孙娜4,颜国荣1,张胜军4,刘杰2,倪中福2,徐麟1,*   

  1. 1新疆农业科学院农作物品种资源研究所,新疆乌鲁木齐 830091;2中国农业大学农学院,北京 100193;3北京市农林科学院杂交小麦研究所,北京 100097;4新疆伊犁哈萨克自治州农业科学研究所,新疆伊宁 835011 
  • 收稿日期:2023-04-26 修回日期:2024-01-31 接受日期:2024-01-31 网络出版日期:2024-03-01
  • 基金资助:
    本研究由国家科技资源共享服务平台: 国家作物种质资源库项目(NCGRC-2021-029)和第三次全国农作物种质资源普查与收集行动(19191234)资助。

Genetic difference and genome association analysis of grain quality traits in Xinjiang winter wheat

MA Yan-Ming1,2,*,LOU Hong-Yao3,WANG Wei1,SUN Na4,YAN Guo-Rong1,ZHANG Sheng-Jun4,LIU Jie2,NI Zhong-Fu2,XU Lin1,*   

  1. 1 Institute of Crop Germplasm Resource, Xinjiang Academy of Agricultural Sciences, Urumqi, Xinjiang 830091, China; 2 College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; 3 Institute of Hybrid Wheat, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; 4 Institute of Agricultural Sciences of Ili Prefecture, Yining, Xinjiang 835011, China
  • Received:2023-04-26 Revised:2024-01-31 Accepted:2024-01-31 Published online:2024-03-01
  • Supported by:
    This study was supported by the National Science and Technology Resource Sharing Service Platform: National Crop Germplasm Resource Bank Project (NCGRC-2021-029) and the Third National Census and Collection of Crop Germplasm Resources (19191234).

摘要:

小麦籽粒品质与面粉加工的食品品质密切相关,是小麦早期品质选择的重要依据。本研究以产自新疆的134个冬小麦地方品种和54个育成品种为材料,对连续两年种植收获于新疆乌鲁木齐市、新疆伊宁市共计4个试验点的小麦籽粒进行品质检测与全基因组关联分析。结果表明,7个小麦籽粒品质性状的广义遗传力62.14%~85.35%之间,由大到小排序依次为:硬度(85.35%)>湿面筋含量(78.44%)>出粉率(73.13%)>容重(72.50%)>沉降值(66.70%)>籽粒蛋白质含量(65.24%)>淀粉含量(62.14%)4个不同环境下,7个小麦籽粒品质性状表现为蛋白质含量、湿面筋含量、沉降值的变异相对较大,籽粒硬度的变异居中,淀粉含量、出粉率、容重的变异较小,多数籽粒品质性状间呈极显著相关性。设定阈值P0.01,经关联分析,7个性状共检测到6,605个显著性SNP标记,可解释6.021%~31.467%的变异。4个环境下检测到2个以上性状共有的多性状位点12个,可以解释6.233%~17.708%的表型变异分别是蛋白质含量/沉降值、蛋白质含量/容重共有位点各1个,分别位于6A2B上;蛋白质含量/湿面筋含量共有位点5个,分别位于3A1B6B7B7D上;沉降值/容重/籽粒硬度3个性状共有位点1个,位于5B上;蛋白质含量/沉降值/湿面筋含量3个性状共有位点3个,位于7A3B2D上,蛋白质含量/沉降值/湿面筋含量/容重4个性状共有位点1个,染色体位置未知。筛选出11个多性状、多环境品质相关基因,其中TraesCS6B01G347500编码一种储运蛋白,TraesCS1B01G395400编码碳水化合物转运蛋白/糖转运蛋白,TraesCS2D01G246500基因编码具有耐冷、耐盐、节水相关的蛋白ESKIMO1,可作为候选基因进行等位变异分析和标记开发,为小麦标记辅助选择育种提供分子工具。

关键词: 新疆, 冬小麦, 籽粒品质, 遗传差异, 关联分析

Abstract:

Seven grain quality traits were tested in the panel of 188 winter wheat accessions from Xinjiang. 12 co-associated genetic loci were detected in four different environments via GWAS, explaining 6.021%?31.467% phenotypic variation. Two pleiotropism loci, located on chromosomes 6A and 2B, associated with protein content and settlement value, protein content and bulk density of wheat. Five pleiotropism loci, located on 3A, 1B, 6B, 7B, and 7D, shared by protein content and wet gluten content. One pleiotropism locus, located on 5B chromosome, associated with settlement value, bulk density of wheat and grain hardness. Three pleiotropism loci located on 7A, 3B, and 2D, respectively, which shared by protein content, settlement value, and wet gluten content, while one pleiotropism locus with unknown site was also associated with protein content, settlement value, and wet gluten content. These associated loci or genes might be employed to select favorite wheat genotypes, and cultivate elite wheat genotypes via marker-assisted selection in wheat quality breeding. Candidate genes at stable loci associated with multiple traits were searched, and 11 candidate genes that might be related to wheat grain quality with multiple traits and environments were screened. Among them, TraesCS6B01G347500 encoded a storage and transportation protein, TraesCS1B01G395400 encoded a carbohydrate transport protein/sugar transport protein, and TraesCS2D01G246500 gene encoded a protein ESKIMO1 related to cold tolerance, salt tolerance, and water conservation. These genes can be used as candidate genes for allelic variation analysis and marker development, provide molecular tools for wheat marker assisted selection breeding.

Key words: Xinjiang, winter wheat, kernel quality, genetic diversity, genome-wide association analysis

[1] 何中虎, 庄巧生, 程顺和, 于振文, 赵振东, 刘旭. 中国小麦产业发展与科技进步. 农学学报, 2018, 8(1): 99106.

He Z H, Zhuang Q S, Chen S H, Yu Z W, Zhao Z D, Liu X. Wheat production and technology improvement in China. J Agric, 2018, 8(1): 99106 (in Chinese with English abstract).

[2] 班进福, 刘彦军, 郭进考,魏益民, 张国丛, 彭义峰, 郭家宝. 2009年冀中小麦品质状况分析. 中国粮油学报, 2011, 26(3): 510.

Ban J F, Liu Y J, Guo J K, Wei Y M, Zhang G C, Peng Y F, Guo J B. Progress of wheat breeding in China and the future perspective. China J Cereals Oils, 2011, 26(3): 510 (in Chinese with English abstract).

[3] 何中虎, 晏月明, 庄巧生, 张艳, 夏先春, 张勇, 王德森, 夏兰芹, 胡英考, 蔡民华, 陈新民, 阎俊, 周阳.中国小麦品种品质评价体系建立与分子改良技术研究. 中国农业科学, 2006, 39: 10911101.

He Z H, Yan Y M, Zhuang Q S, Zhang Y, Xia X C, Zhang Y, Wang D S, Xia L Q, Hu Y K, Cai M H, Chen X M, Yan J, Zhou Y. Establishment of quality evaluation system and utilization of molecular methods for the improvement of Chinese wheat quality. Chin Agric Sci, 2006, 39: 10911101 (in Chinese with English abstract).

[4] 何中虎, 夏先春, 陈新民, 庄巧生. 中国小麦育种进展与展望. 作物学报, 2011, 37: 202215.

He Z H, Xia X C, Chen X M, Zhuang Q S. Progress of wheat breeding in China and the future perspective. Acta Agron Sin, 2011, 37: 202215 (in Chinese with English abstract).

[5] 杨丽娟, 付亮, 蒋志凯, 王士坤, 魏芳. 20162018年度国家区试小麦品种品质性状灰色关联度分析与评价. 中国农学通报, 2020, 36(19): 135140.

Yang L J, Fu L, Jiang Z K, Wang S K, Wei F. The quality traits of new wheat varieties in south Huang-Huai winter-wheat region test during 20162018 based on grey relational analysis. China Agron Bull, 2020, 36(19): 135140 (in Chinese with English abstract).

[6] 刘爱峰, 段友臣, 程敦公, 李豪圣, 曹新有, 宋健民, 楚秀生, 刘建军. 山东小麦种质资源品质特性多样性研究及利用. 植物遗传资源学报, 2012, 13: 515520, 528.

Liu A F, Duan Y C, Cheng D G, Li H S, Cao X Y, Song J M, Chu X S, Liu J J. Quality characteristics diversity of wheat germplasm in Shandong and its utilization in wheat breeding. J Plant Genet Resourc, 2012, 13: 515520, 528 (in Chinese with English abstract).

[7] Ma D Y, Zhang Y, Xia X C, Craig F. Milling and Chinese raw white noodle qualities of common wheat near-isogenic lines differing in Puroindoline balleles. J Cereal Sci, 2009, 50: 126130.

[8] 赵德辉, 张勇, 王德森, 黄玲, 陈新民, 肖永贵, 阎俊, 张艳, 何中虎. 北方冬麦区新育成优质品种的面包和馒头品质性状. 作物学报, 2018, 44: 697705.
Zhao D H, Zhang Y, Wang D S, Huang L, Chen X M, Xiao Y G, Yan J, Zhang Y, He Z H. Pan  bread and steamed bread qualities of novel-released cultivars in northern winter wheat region of China. Acta Agron Sin, 2018, 44: 697705 (in Chinese with English abstract).

[9] 张璐, 崔柳青, 王晓曦, 谭晓荣. 面筋蛋白与小麦加工品质关系研究进展. 河南工业大学学报:自然科学版, 2012, 33(4): 95100.
Zhang L, Cui L Q, Wang X X, Tan X R. Research progress on relationship between gluten and wheat processing quality. J Henan Univ Technol (Nat Sci Edn), 2012, 33(4): 95100 (in Chinese with English abstract).

[10] 邓梅, 张雄, 钟小娟, 江千涛. 不同生态环境对四川小麦品种()籽粒淀粉含量及理化特性的影响. 麦类作物学报, 2019, 39(1): 6472.
Deng M, Zhang X, Zhong X J, Jiang Q T. Effect of different ecological environments on content and physicochemical properties of starch in wheat varieties (Lines) in Sichuan Province. J Triticeae Crops, 2019, 39(1): 6472 (in Chinese with English abstract).

[11] 宋健民, 刘爱峰, 李豪圣, 戴双, 刘建军, 赵振东, 刘广田. 小麦籽粒淀粉理化特性与面条品质关系研究. 中国农业科学, 2008, 41: 272279.
Song J MLiu A F, Li H S, Dai S, Liu J J, Zhao Z D, Liu G T. Relationship between starch physiochemical properties of wheat grain and noodle quality. Chin Agric Sci, 2008, 41: 272279 (in Chinese with English abstract).

[12] Hernández Z J E, Figueroa J D C, Rayas-Duarte P, Martínez-Flores H E, Arámbula G V, Luna G B, Peña R J. Influence of high and low molecular weight glutenins on stress relaxation of wheat kernels and the relation to sedimentation and rheological properties. J Cereal Sci, 2012, 55: 344350.

[13] Sun L J, Liu M L, Xu L L, Li X F, Mao X D. Wheat sedimentation value determination based on near infrared spectroscopy. Adv Mater Res, 2012, 605: 9961000.

[14] 赵雅霞, 马宏, 石蕾. 2019年度新疆小麦质量调查. 农产品加工, 2021, (8): 7779.
Zhao Y X, Ma H, Shi L. Investigation and quality measurement of Xinjiang wheat harvest in 2019. Farm Prod Proc, 2021, (8): 7779 (in Chinese with English abstract).

[15] 刘锐, 魏益民, 张波. 小麦蛋白质与面条品质关系的研究进展. 麦类作物学报, 2011, 31:11831187.
Liu R, Wei Y M, Zhang B. Review on relationship between wheat protein and noodle quality. J T riticeae Crops, 2011, 31(6): 11831187 (in Chinese with English abstract).

[16] 芦静, 张新忠, 吴新元, 黄天荣. 小麦品质性状与面制食品加工特性相关性研究. 新疆农业科学, 2002, 39: 290292.
Lu J, Zhang X Z, Wu X Y, Huang T R. Investigation on correlation between quality characters of wheat and processing quality of flour food. Xinjiang Agric Sci, 2002, 39: 290292 (in Chinese with English abstract).

[17] 桑伟, 穆培源, 徐红军, 庄丽, 王亮, 于芳祥, 韩新年, 聂迎彬, 邹波. 新疆春小麦品种主要品质性状及其与新疆拉面加工品质的关系. 麦类作物学报, 2008, 28: 772779.
Sang W, Mu P Y, Xu H J, Zhuang L, Wang L, Yu F X, Han X N, Nie Y B, Zou B. Main quality traits of the spring wheat cultivars from Xinjiang and their correlations with processing quality of Xinjiang hand-stretched noodle. J Triticeae Crops, 2008, 28: 772779 (in Chinese with English abstract). 

[18] 刘锐, 魏益民, 邢亚楠, 张波, 张影全. 小麦淀粉与面条质量关系的研究进展. 麦类作物学报, 2013, 33: 10581063.
Liu R, Wei Y M, Xing Y N, Zhang B, Zhang Y Q. Review on the relationship between starch and noodle quality in wheat. J Triticeae Crops, 2013, 33: 1058‒1063 (in Chinese with English abstract).

[19] Meng L Z, Xiang C, Liu H W, Yang L, Mai C Y, Yu L Q, Wei Y L, Li H J, Zhang H J, Zhou Y. The impact of modern plant breeding on dominant Chinese wheat cultivars (Triticum aestivum L.) revealed by SSR and functional markers. Genet Resourc Crop Evol, 2018, 65: 5565

[20] 马艳明, 娄鸿耀, 陈朝燕, 肖菁, 徐麟, 倪中福, 刘杰. 新疆冬小麦地方品种与育成品种基于SNP芯片的遗传多样性分析. 作物学报, 2020, 46: 15391556. 
Ma Y M, Lou H Y, Chen Z Y, Xiao J, Xu L, Ni Z F, Liu J. Genetic diversity assessment of winter wheat landraces and cultivars in Xinjiang via SNP array analysis. Acta Agron Sin, 2020, 46: 15391556 (in Chinese with English abstract).

[21] 简大为, 周阳, 刘宏伟, 杨丽, 买春艳, 于立强, 韩新年, 张宏军, 李洪杰. 利用功能标记揭示新疆小麦改良品种与地方品种的遗传变异. 作物学报, 2018, 44: 657671.
Jian D W, Zhou Y, Liu H W, Yang L, Mai C Y, Yu L Q, Han X N, Zhang H J, Li H J. Functional markers reveal genetic variations in wheat improved cultivars and landraces from Xinjiang. Acta Agron Sin, 2018, 44: 657671 (in Chinese with English abstract).

[22] 殷贵华, 于林平, 朱京立, 李勇, 李波. 近红外谷物分析仪在小麦品质分析中的应用性研究. 粮油仓储科技通讯, 2007, (2): 4748. 
Yin G H, Yu L P, Zhu J L, Li Y, Li B. Study on the application of near infrared grain analyzer in wheat quality analysis. Grain Oil Storag Technol Commun, 2007, (2): 4748 (in Chinese with English abstract).

[23] Yu J, Buckler ES. Genetic association mapping and genome organization of maize. Curr Opin Biotechnol, 2006,17: 155160.

[24] 李鸿恩, 张玉良, 吴秀琴, 李宗智. 我国小麦种质资源主要品质特性鉴定结果及评价. 中国农业科学, 1995, 28(5): 2937.
Li H G, Zhang Y L, Wu X Q, Li Z Z. Identification results and evaluation of main quality characteristics of Wheat Germplasm Resources in China. Chin Agric Sci, 1995, 28(5): 2937 (in Chinese with English abstract). 

[25] 赵乃新, 王乐凯, 程爱华, 兰静, 戴常军. 面包烘焙品质与小麦品质性状的相关性. 麦类作物学报, 2003, 23(3): 33‒36.
Zhao N X, Wang L K, Cheng A H, Lan J, Dai C J. Correlation between bread baking quality and wheat quality parameters. J Triticeae Crops, 2003, 23(3): 33‒36 (in Chinese with English abstract).

[26] 信志红, 郭建平, 谭凯炎, 刘凯文, 杨荣光, 张利华, 孙义. 冬小麦籽粒品质评价及其对气象因子的响应研究. 中国生态农业学报, 2019, 27:12051217.
Xin Z H, Guo J P, Tan K Y, Liu K W, Yang R G, Zhang L H, Sun Y. Evaluation of grain quality of winter wheat and its response to meteorological factors. Chin J Ecolog Agric, 2019, 27: 12051217 (in Chinese with English abstract).

[27] 吴新元, 芦静, 张新忠, 黄天荣, 李建疆, 周安定, 梁晓东, 曹俊梅, 高永红, 曾潮武. 新疆小麦品质生态区划研究. 新疆农业科学, 2017, 54:13731383.
Wu X Y, Lu J, Zhang X Z, Huang T R, Li J J, Zhou A D, Liang X D, Cao J M, Gao Y H, Zeng C W. Study of ecological division for wheat quality in Xinjiang. Xinjiang Agric Sci, 2017, 54: 13731383 (in Chinese with English abstract).

[28] 李宗智, 卢少源, 张彩英, 常文锁. 小麦遗传资源籽粒硬度和面粉沉降值的研究. 中国农业科学, 1993, 26(4): 1520.
Li Z Z, Lu S Y, Zhang C Y, Chang W S. Study on grain hardness and flour settlement value of wheat genetic resources. Agric Sci China, 1993, 26(4): 1520 (in Chinese with English abstract).

[29] 李春喜, 翁正鹏, 邵云, 李昊烊, 马守臣, 马冠群. 华北平原两熟区不同夏播作物对土壤养分和小麦籽粒产量及品质的影响. 麦类作物学报, 2020, 40: 12151222.
Li C X, Weng Z P, Shao Y, Li H T, Ma S C, Ma G Q. Effect of different summer-sowing crops on soil nutrients and wheat grain yield and quality in the double cropping area of north China plain. J Triticeae Crops, 2020, 40: 12151222 (in Chinese with English abstract).

[30] 向永玲, 方正武, 赵记伍, 高德荣, 张晓, 王晓玲. 灌浆期涝渍害对弱筋小麦籽粒产量及品质的影响. 麦类作物学报, 2020, 40: 730736.
Xiang Y L, Fang Z W, Zhao J W, Gao D R, Zhang X, Wang X L. Effect of waterlogging at grain filling stage on grain yield and quality of weak gluten wheat. J Triticeae Crops, 2020, 40: 730736 (in Chinese with English abstract).

[31] 晁漫宁, 史新月, 张健龙, 张一岚, 王志成, 李春艳, 孙风丽, 张超, 奚亚军. 灌浆期持续干旱对小麦光合、抗氧化酶活性、籽粒产量和品质的影响. 麦类作物学报, 2020, 40: 494502.
Chao M N, Shi X Y, Zhang J L, Zhang Y L, Wang Z C, Li C Y, Sun F L, Zhang C, Xi Y J. Effects of persistent drought at grain filling stage on flag leaf photosynthesis, antioxidant enzyme activity, grain yield and quality of wheat. J Triticeae Crops, 2020, 40: 494502 (in Chinese with English abstract).

[32] Breseghello F, Sorrells M E. Association mapping of kernel size and milling quality in wheat (Triticum Aestivum L.) cultivars. Genetics, 2006, 172: 11651177.

[33] Admas A, Adil E B, Samira E H, Zakaria K, Kenza E, Wuletaw T. Genetic analysis of grain protein content and dough quality traits in elite spring bread wheat (Triticum aestivum) lines through association study. J Cereal Sci, 2021, 100: 103214

[34] 胡文静, 张晓, 刘巧, 方正武, 高德荣. 普通小麦籽粒硬度的全基因组关联分析. 麦类作物学报, 2021, 41: 157163.
Hu W J, Zhang X, Liu Q, Fang Z W, Gao D R. Genome-wide association study of grain hardness in common wheat. J Triticeae Crops, 2021, 41: 157163 (in Chinese with English abstract).

[35] 郭宝晋, 张国华, 蒋方山, 郭营, 李斯深. 小麦品种()粉质仪参数和沉淀值的全基因组关联分析. 山东农业科学, 2018, 50(9): 712.
Guo B J, Zhang G H, Jiang F S, Guo Y, Li S S. Genome-wide association analysis of farinograph parameters and sedimentation value in wheat. Shandong Agric Sci, 2018, 50(9): 712 (in Chinese with English abstract).

[36] 姜朋, 张平平, 张旭, 陈小霖, 姚金保, 马鸿翔. 弱筋小麦宁麦9号及其衍生系的蛋白质含量遗传多样性及关联分析. 作物学报, 2015, 41: 18281835.
Jiang P, Zhang P P, Zhang X, Chen X L, Yao J B, Ma H X. Genetic diversity and association analysis of protein content in weak gluten wheat Ningmai 9 and its derived lines. Acta Agron Sin, 2015, 41: 18281835 (in Chinese with English abstract).

[37] Breseghello F, Sorrells M E. Association mapping of kernel size and milling quality in wheat (Triticum Aestivum L.) cultivars. Genetics, 2006, 172: 11651177.

[38] Ravel C, Praud S, Murigneux A, Linossier L, Dardevet M, Balfourier F, Dufour P, Brunel D, Charmet G. Identification of Glu-B1-1 as a candidate gene for the quantity of high-molecular-weight glutenin in bread wheat (Triticum aestivum L.) by means of an association study.Theor Appl Genet, 2006, 112: 738743.

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