Crops ›› 2018, Vol. 34 ›› Issue (1): 160-165.doi: 10.16035/j.issn.1001-7283.2018.01.026

Previous Articles     Next Articles

Effects of Starane on the Community Diversity of Maize Root Endophytes Analyzed Using High-Throughput Sequencing Technology

Wang Chunlei1,Fang Zhijun2,Xu Yanrui1,Lu Xiaoping1,Mu Chunhua2,Shan Kai1,Hao Lujiang1   

  1. 1 Shandong Provincial Key Laboratory of Microbial Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan 250353, Shangdong, China
    2 Maize Research Institute, Shandong Academic of Agricultural Sciences, Jinan 250100, Shangdong, China
  • Received:2017-09-07 Revised:2017-12-13 Online:2018-02-20 Published:2018-08-24

Abstract:

The Illumina Miseq high-throughput sequencing technology was used to determine the V4-V5 variable region sequence of 16S rRNA and the effect of growing weed or weeding control with starane on the composition of the community structure of maize root endophytes in different periods. The research received a total of 166 647 effective sequences, 145 298 high-quality sequences, 4 464 OTUs from 5 maize root samples. The results of the analysis of Alpha diversity showed that the community diversity of maize root endophytes increased with the growth of maize plants. By weeding control with starane, the richness and evenness of the root community were decreased slightly at florescence stage, and obviously at maturation stage. Community composition analysis showed that by weeding control with starane, the distribution of bacteria in phylum and genus level changed greatly at florescence and maturation stages compared with the grass groups. The analysis of the gene function of endophytes showed that by weeding control with starane, the abundance of xenobiotics biodegradation metabolism was higher than the group of growing weed at florescence stage, and the abundance of carbohydrate metabolism increased at maturation stage. In brief, the result indicated that the spraying starane reduced the diversity of bacteria in maize roots, and the proportion of endophytic bacteria changed. The increase in the proportion of Pseudomonas was relevant with the xenobiotics biodegradation metabolism at florescence stage, and the increase in proportion of Enterobacter and Bacillus was relevant with the increase of carbohydrate metabolism.

Key words: High-throughput sequencing, Starane, Maize, Roots endophytes, Bacterial diversity

Table 1

Maize roots samples information"

编号
Number
使它隆处理
Starane treatment
采集时期
Collection stage
采集日期
Collection date
LR81CK - 苗期Seedling 2016-06-24
LR82 + 花期Florescence 2016-08-24
LR82CK - 花期Florescence 2016-08-24
LR83 + 成熟期Maturation 2016-09-17
LR83CK - 成熟期Maturation 2016-09-17

Table 2

Sequence data statistics of samples"

样品
Sample
有效序列数
Effective
sequence number
高质量序列
High quality sequence
比例(%)
Ratio
OTU数
OTUs
LR81CK 28 916 27 226 94.16 485
LR82 36 203 31 590 87.26 924
LR82CK 34 414 27 056 78.62 958
LR83 32 665 29 873 91.45 805
LR83CK 34 449 29 553 85.79 1 292
合计Total 166 647 145 298 87.19 4 464

Fig.1

High quality sequences length distribution"

Table 3

Biological diversity indexes of roots endophytes"

样品Sample Chao1 ACE Simpson Shannon
LR81CK 279.00 379.60 0.60 2.34
LR82 711.00 852.91 0.96 6.07
LR82CK 736.00 839.58 0.96 6.59
LR83 620.00 714.06 0.93 5.50
LR83CK 1 120.00 1 194.33 0.96 6.77

Table 4

Sample flora distribution in phylum level %"

门Phylum LR81CK LR82 LR82CK LR83 LR83CK
变形菌门Proteobacteria 30.022 48.047 40.834 51.995 50.362
厚壁菌门Firmicutes 3.133 25.657 29.960 29.889 17.223
蓝藻菌门Cyanobacteria 60.596 10.908 12.934 5.843 9.915
放线菌门Actinobacteria 5.030 7.649 6.444 5.046 7.445
拟杆菌门Bacteroidetes 0.570 5.365 7.321 4.392 2.861
酸杆菌门Acidobacteria 0.328 1.694 1.275 1.894 5.546
绿弯菌门Chloroflexi 0.119 0.065 0.126 0.133 1.809
芽单胞菌门Gemmatimonadetes 0.041 0.026 0.008 0.102 1.559
浮霉菌门Planctomycetes 0.019 0.132 0.126 0.164 0.966
硝化螺旋菌门Nitrospirae 0.034 0.006 0.008 0.034 0.825
柔膜菌门Tenericutes 0.067 0.239 0.333 0.102 0.116
疣微菌门Verrucomicrobia 0.019 0.052 0.463 0.048 0.119
泉古菌门Crenarchaeota 0.007 0.013 0.015 0.055 0.470
装甲菌门Armatimonadetes 0.000 0.000 0.000 0.102 0.260
梭杆菌门Fusobacteria 0.000 0.023 0.031 0.024 0.029
广古菌门Euryarchaeota 0.000 0.013 0.008 0.014 0.022
迷踪菌门Elusimicrobia 0.000 0.000 0.000 0.000 0.033
螺旋体门Spirochaetes 0.000 0.000 0.011 0.000 0.000
互养菌门Synergistetes 0.000 0.000 0.011 0.000 0.000
绿菌门Chlorobi 0.000 0.000 0.000 0.000 0.011

Table 5

Sample flora distribution in genus level %"

属Genus LR81CK LR82 LR82CK LR83 LR83CK
链球菌属Streptococcus 6.835 17.833 14.959 23.453 16.950
肠杆菌属Enterobacter 40.055 6.388 15.440 21.940 4.577
莫拉氏菌属Moraxella 4.062 10.714 1.402 5.535 17.210
丛毛单胞菌属Comamonas 3.620 6.897 5.556 5.044 5.525
根瘤菌属Rhizobium 0.059 5.943 5.248 4.353 14.549
拟诺卡菌属Nocardiopsis 23.537 5.726 4.835 0.258 0.141
假单胞菌属Pseudomonas 1.505 4.390 3.334 4.751 4.144
黄单胞菌属Xanthomonas 3.194 6.593 4.105 2.145 2.662
芽孢杆菌属Bacillus 1.586 2.879 2.236 4.353 2.765
曼嗜甲壳菌属Chitinophaga 1.867 4.161 2.619 3.550 2.702
诺卡氏菌属Nocardia 1.327 2.113 1.933 3.132 2.411
慢生根瘤菌属Bradyrhizobium 0.825 1.664 0.810 1.888 2.089
动性球菌属Planococcus 3.436 1.637 2.231 0.402 0.338
草酸杆菌属Oxalobacter 1.084 4.563 4.601 1.517 1.385
鞘脂单胞菌属Sphingomonas 0.200 1.490 1.739 0.820 1.198
伯克氏菌属Burkholderia 0.944 1.136 2.033 1.899 1.000
毛螺菌属Lachnospira 0.987 1.704 4.706 0.452 0.630
布鲁氏菌属Brucella 0.583 0.927 0.810 1.006 1.271
生丝微菌属Hyphomicrobium 0.081 0.659 0.850 1.311 1.426
其他Others (128) 4.213(15) 12.584(48) 20.553(47) 12.192(53) 17.027(102)

Fig.2

The second level distribution of KEGG predicted by PICRUSt"

[1] 李绍强 . 玉米田化学除草试验. 长江蔬菜, 2013(4):68-69.
[2] 董莉环 . 使它隆、烟嘧磺隆防除玉米田杂草的药效试验. 吉林农业, 2015(17):75.
doi: 10.14025/j.cnki.jlny.2015.17.028
[3] 喻江 . 玉米和大豆根内生细菌多样性及促生细菌鉴定评价. 哈尔滨:东北农业大学, 2016.
[4] 楼骏, 柳勇, 李延 . 高通量测序技术在土壤微生物多样性研究中的研究进展. 中国农学通报, 2014,30(15):256-260.
[5] 喻江, 于镇华 , Ikenaga M, 等. 施用有机肥对侵蚀黑土玉米苗期根内生细菌多样性的影响. 应用生态学报, 2016,27(8):2663-2669.
doi: 10.13287/j.1001-9332.201608.012
[6] Magoc T, Salzberg S L . FLASH:fast length adjustment of short reads to improve genome assemblies. Bioinformatics, 2011,27(21):2957-2963.
doi: 10.1093/bioinformatics/btr507 pmid: 21903629
[7] Caporaso J G, Kuczynski J, Stombaugh J , et al. QIIME allows analysis of high-throughput community sequencing data. Nature Methods, 2010,7(5):335-336.
doi: 10.1038/nmeth.f.303
[8] Blaxter M, Mann J, Chapman T , et al. Defining operational taxonomic units using DNA barcode data. Philosophical Transactions of the Royal Society B -Biological Sciences, 2005,360(1462):1935-1943.
doi: 10.1098/rstb.2005.1725 pmid: 1609233
[9] Pitta D W, Parmar N, Patel A K , et al. Bacterial diversity dynamics associated with different diets and different primer pairs in the rumen of Kankrej cattle. PLoS ONE, 2014,9(11):e111710.
doi: 10.1371/journal.pone.0111710
[10] 夏金兰, 刘鹏, 万民熙 . Chlorella Sorokiniana rbcL基因的克隆与序列分析及其与18S rRNA基因在分类学上的比较. 现代生物医学进展, 2010,24(10):4601-4605.
[11] 孙淑清, 刘限, 姚远 , 等. 莠去津和烟嘧磺隆对玉米田土壤微生物的影响. 农药, 2014,53(4):276-279.
[12] 黄顶成, 尤民生, 侯有明 , 等. 化学除草剂对农田生物群落的影响. 生态学报, 2005,25(6):1452-1458.
doi: 10.3321/j.issn:1000-0933.2005.06.033
[13] Hallmann J, Quadt-Hallmann A, Mahaffee W F , et al. Bacterial endophytes in agricultural crops. Canadian Journal of Microbiology, 1997,43(10):895-914.
doi: 10.1139/m97-131
[14] Ramesh R, Joshi A A, Ghanekar M P . Pseudomonads:major antagonistic endophytic bacteria to suppress bacterial wilt pathogen,Ralstonia solanacearum in the eggplant (Solanum melongena L.). World Journal of Microbiology and Biotechnology, 2009,25(1):47-55.
doi: 10.1007/s11274-008-9859-3
[15] 杨海君, 谭周进, 肖启明 , 等. 假单胞菌的生物防治作用研究. 中国生态农业学报, 2004,12(3):158-161.
[16] Tian B Y, Zhang C J, Ye Y , et al. Beneficial traits of bacterial endophytes belonging to the core communities of the tomato root microbiome. Agriculture, Ecosystems and Environment, 2017,247:149-156.
doi: 10.1016/j.agee.2017.06.041
[1] Chen Guangzhou, Wang Guangfu, Qu Jianzhou, Si Leiyong, . Study on Grain Dehydration Rate and#br# Correlation Analysis of Major Related#br# Characters in Different Maize Inbred Lines [J]. Crops, 2018, 34(5): 33-39.
[2] Su Guihua, Li Chunlei, Su Yichen. Evaluation of 22 Main Popularized Varieties#br# by Variety Regional Trails in Jilin Province [J]. Crops, 2018, 34(5): 63-70.
[3] Wu Ronghua, Zhuang Kezhang, Liu Peng, Zhang Chunyan. Response of Summer Maize Yield to#br# Meteorological Factors in Lunan Region [J]. Crops, 2018, 34(5): 104-109.
[4] Li Shaokun, Zhang Wanxu, Wang Keru, Han Dongsheng, . Study on Maize Mechanical Grain#br# Harvest in Northern Xinjiang [J]. Crops, 2018, 34(5): 127-131.
[5] Gao Wenjun, Yang Guoyi, Gao Xinzhong, Yu Zhu, . The Effects of Nitrogen, Phosphorus, or Potassium#br# Fertilizer on the Yield and Silage Quality of Maize [J]. Crops, 2018, 34(5): 144-149.
[6] Hongyan Li,Yonghong Wang,Rulang Zhao,Wenjie Zhang,Bo Ming,Ruizhi Xie,Keru Wang,Lulu Li,Shang Gao,Shaokun Li. The Construction and Application of Maize Grain Dehydration Model in Yellow River Irrigation and Pumping Irrigation District in Ningxia [J]. Crops, 2018, 34(4): 149-153.
[7] Shaokun Li,Wanxu Zhang,Keru Wang,Wanbing Yu,Yongsheng Chen,Dongsheng Han,Xiaoxia Yang,Chaowei Liu,Guoqiang Zhang,Yizhou Wang,Fenghe Liu,Jianglu Chen,Jingjing Yang,Ruizhi Xie,Peng Hou,Bo Ming. The Selection of High Yield Maize Cultivars Suitable for Dense Planting and Grain Mechanical Harvesting in North of Xinjiang [J]. Crops, 2018, 34(4): 62-68.
[8] Yanli Fan,Hui Dong,Baishan Lu,Yaxing Shi,Ning Gao,Yamin Shi,Li Xu,Shengli Xi,Cuifen Zhang,Yanhui Liu. Effects of Sowing Date on Starch Gelatinization Characteristics of Different Waxy Maize Varieties [J]. Crops, 2018, 34(4): 79-83.
[9] Jingjing Yang,Jianglu Chen,Ruizhi Xie,Xiaowei Zhang,Bianhong Ding,Xinming Wu,Shaokun Li,Dongfang Li. Effects of Seed Weight Difference on the Evenness of Related Germination Indexes in Maize [J]. Crops, 2018, 34(3): 180-184.
[10] Shaokun Li,Keru Wang,Yanbo Wang,Haiyan Zhao,Yuzhong Shen,Dandan Cai,Wanxin Xiao,Wenye Jiang,Zhaofu Huang,Lichao Zhai,Ruizhi Xie,Peng Hou,Bo Ming. The Quality of Mechanical Harvesting Maize Grain and Its Influencing Factors in Central Liaoning Province [J]. Crops, 2018, 34(3): 162-167.
[11] Lei Shi,Guohong Wang,Yanbo Wang,Dawei Wang,Haiyan Zhao. Preliminary Study on Grain Dehydration Rate of Maize Hybrids and Their Parents [J]. Crops, 2018, 34(3): 84-89.
[12] Keru Wang,Shaokun Li,Yanbo Wang,Haiyan Zhao,Yuzhong Shen,Dandan Cai,Wanxin Xiao,Wenye Jiang,Zhaofu Huang,Lichao Zhai,Lulu Li,Ruizhi Xie,Peng Hou,Bo Ming. Screening Maize Varieties Suitable for Mechanical Harvesting Grain in the Central Liaoning Province [J]. Crops, 2018, 34(3): 97-102.
[13] Lulu Li,Ruizhi Xie,Keru Wang,Bo Ming,Peng Hou,Shaokun Li. Effects of Peeling Husk on Grain Dehydration of Maize [J]. Crops, 2018, 34(2): 114-117.
[14] Rui Li,Jianrong Bai,Xiuhong Wang,Congzhuo Zhang,Xiaomei Zhang,Lei Yan,Ruijuan Yang. Population Genetic Diversity of 144 Sweet Maizes [J]. Crops, 2018, 34(2): 17-24.
[15] Zhongnan Li,Yueren Wang,Shenghui Wu,Haitao Qu,Zhengxue Xu,Guangfa Li. Factor Analysis on GCA Effect Value of Main Traits of Maize [J]. Crops, 2018, 34(2): 25-29.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] Guangcai Zhao,Xuhong Chang,Demei Wang,Zhiqiang Tao,Yanjie Wang,Yushuang Yang,Yingjie Zhu. General Situation and Development of Wheat Production[J]. Crops, 2018, 34(4): 1 -7 .
[2] Baoquan Quan,Dongmei Bai,Yuexia Tian,Yunyun Xue. Effects of Different Leaf-Peg Ratio on Photosynthesis and Yield of Peanut[J]. Crops, 2018, 34(4): 102 -105 .
[3] Xuefang Huang,Mingjing Huang,Huatao Liu,Cong Zhao,Juanling Wang. Effects of Annual Precipitation and Population Density on Tiller-Earing and Yield of Zhangzagu 5 under Film Mulching and Hole Sowing[J]. Crops, 2018, 34(4): 106 -113 .
[4] Wenhui Huang, Hui Wang, Desheng Mei. Research Progress on Lodging Resistance of Crops[J]. Crops, 2018, 34(4): 13 -19 .
[5] Yun Zhao,Cailong Xu,Xu Yang,Suzhen Li,Jing Zhou,Jicun Li,Tianfu Han,Cunxiang Wu. Effects of Sowing Methods on Seedling Stand and Production Profit of Summer Soybean under Wheat-Soybean System[J]. Crops, 2018, 34(4): 114 -120 .
[6] Mei Lu,Min Sun,Aixia Ren,Miaomiao Lei,Lingzhu Xue,Zhiqiang Gao. Effects of Spraying Foliar Fertilizers on Dryland Wheat Growth and the Correlation with Yield Formation[J]. Crops, 2018, 34(4): 121 -125 .
[7] Xiaofei Wang,Haijun Xu,Mengqiao Guo,Yu Xiao,Xinyu Cheng,Shuxia Liu,Xiangjun Guan,Yaokun Wu,Weihua Zhao,Guojiang Wei. Effects of Sowing Date, Density and Fertilizer Utilization Rate on the Yield of Oilseed Perilla frutescens in Cold Area[J]. Crops, 2018, 34(4): 126 -130 .
[8] Pengjin Zhu,Xinhua Pang,Chun Liang,Qinliang Tan,Lin Yan,Quanguang Zhou,Kewei Ou. Effects of Cold Stress on Reactive Oxygen Metabolism and Antioxidant Enzyme Activities of Sugarcane Seedlings[J]. Crops, 2018, 34(4): 131 -137 .
[9] Jie Gao,Qingfeng Li,Qiu Peng,Xiaoyan Jiao,Jinsong Wang. Effects of Different Nutrient Combinations on Plant Production and Nitrogen, Phosphorus and Potassium Utilization Characteristics in Waxy Sorghum[J]. Crops, 2018, 34(4): 138 -142 .
[10] Na Shang,Zhongxu Yang,Qiuzhi Li,Huihui Yin,Shihong Wang,Haitao Li,Tong Li,Han Zhang. Response of Cotton with Vegetative Branches to Plant Density in the Western of Shandong Province[J]. Crops, 2018, 34(4): 143 -148 .