Effect of 6-benzyladenine on soybean seed germination under salt stress and establishment of stress grade prediction model

被引:3
|
作者
Gu, Ying [1 ,2 ]
Li, Jiachao [1 ,3 ]
Zhang, He [1 ,4 ]
Pan, Dayu [1 ]
Wang, Cheng [1 ]
Song, Ping [2 ]
Luo, Bin [1 ]
机构
[1] Beijing Acad Agr & Forestry Sci, Res Ctr Intelligent Equipment, Beijing 100089, Peoples R China
[2] Shenyang Agr Univ, Coll Informat & Elect Engn, Shenyang 110866, Peoples R China
[3] Xinjiang Agr Univ, Coll Mech & Elect Engn, Urumqi 830052, Peoples R China
[4] Northeast Agr Univ, Coll Agr, Harbin 150030, Peoples R China
来源
PLANT STRESS | 2024年 / 11卷
关键词
Soybean; Salt stress; 6-Benzylaminopurine; Low -field nuclear magnetic resonance; technology; Neural network; GAS-EXCHANGE; GLYCINE-MAX; CYTOKININ; GROWTH; PARAMETERS; ACID; NMR; L;
D O I
10.1016/j.stress.2024.100388
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Soil salinization severely hinders crop growth and decreases crop yield, and is increasingly an obstacle for the sustainability of agriculture. In this paper, different concentrations of NaCl (0, 50, 100, 150 mmol/L) and 6-benzyladenine (6-BA) (0, 1, 3, 5, 7 mg/L) were mixed together for investigating the mitigative effects of 6-BA on soybean (variety of Zhonghuang 13) germination stage under salt stress. Moreover, in order to quickly monitor the degree of salt stress on soybean, the low-field nuclear magnetic resonance (LF-NMR) technology was applied to assay the bonding water content and the dormancy of soybean seedling, and to establish the stress level prediction models of back propagation neural network (BPNN), resilient back propagation with backtracking neural network (RPROP-WBNN), resilient back propagation without backtracking neural network (RPROPOBNN), and global learning resilient back propagation neural network (GRPROPNN), and thus obtaining the optimal model. The results showed that (1) soybean exhibited strong bound water relaxation peaks under salt stress, thus enhancing their water storage capacity and overall survival; (2) the 6-BA could break the physiological dormancy of soybean seeds and promote germ elongation; (3) the RPROP-WBNN index values, including Precision (87.36 %), Recall (87.34 %), Accuracy (93.80 %), and F1-score (0.88) were outperformed the values of all other models. Overall, it could be concluded that the 3 mg/L 6-BA had the best effect on alleviating salt stress in soybean, and the RPROP-WBNN was more conducive to predicting accurately the salt stress level of soybean seeds with LF-NMR technology and neural network. Therefore, this paper could provide the theoretical support and data reference for the study of the response effects of 6-BA to salt stress during soybean seed germination stage with rapid non-destructive monitoring.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Association mapping of soybean seed germination under salt stress
    Guizhen Kan
    Wei Zhang
    Wenming Yang
    Deyuan Ma
    Dan Zhang
    Derong Hao
    Zhenbin Hu
    Deyue Yu
    Molecular Genetics and Genomics, 2015, 290 : 2147 - 2162
  • [2] Association mapping of soybean seed germination under salt stress
    Kan, Guizhen
    Zhang, Wei
    Yang, Wenming
    Ma, Deyuan
    Zhang, Dan
    Hao, Derong
    Hu, Zhenbin
    Yu, Deyue
    MOLECULAR GENETICS AND GENOMICS, 2015, 290 (06) : 2147 - 2162
  • [3] Improvement of Seed Germination and Stand Establishment of Globe Artichoke under Salt Stress Conditions
    Saleh, S. A.
    V INTERNATIONAL SYMPOSIUM ON SEED, TRANSPLANT AND STAND ESTABLISHMENT OF HORTICULTURAL CROPS, 2011, 898 : 311 - 318
  • [4] Mitigative effect of 6-benzyladenine on photosynthetic capacity and leaf ultrastructure of maize seedlings under waterlogging stress
    Wang, J.
    Wang, Y. L.
    Wang, D. Y.
    Huang, J. X.
    Liu, Y. B.
    Zhu, M.
    Li, F. H.
    PHOTOSYNTHETICA, 2022, 60 (03) : 389 - 399
  • [5] Effect of Seed Soaking with Exogenous Proline on Seed Germination of Rice Under Salt Stress
    Liu Hua-long
    Sha Han-jing
    Wang Jing-guo
    Liu Yang
    Zou De-tang
    Zhao Hong-wei
    JournalofNortheastAgriculturalUniversity(EnglishEdition), 2014, 21 (03) : 1 - 6
  • [6] GERMINATION OF GUAR SEED UNDER SALT AND TEMPERATURE STRESS
    VINIZKY, I
    RAY, DT
    JOURNAL OF THE AMERICAN SOCIETY FOR HORTICULTURAL SCIENCE, 1988, 113 (03) : 437 - 440
  • [7] Seed germination of paineira under water and salt stress
    Fanti, SC
    Perez, SCJGD
    PESQUISA AGROPECUARIA BRASILEIRA, 2004, 39 (09) : 903 - 909
  • [8] Alleviation of exogenous 6-benzyladenine on two genotypes of eggplant (Solanum melongena Mill.) growth under salt stress
    Xuexia Wu
    Jie He
    Jianlin Chen
    Shaojun Yang
    Dingshi Zha
    Protoplasma, 2014, 251 : 169 - 176
  • [9] Alleviation of exogenous 6-benzyladenine on two genotypes of eggplant (Solanum melongena Mill.) growth under salt stress
    Wu, Xuexia
    He, Jie
    Chen, Jianlin
    Yang, Shaojun
    Zha, Dingshi
    PROTOPLASMA, 2014, 251 (01) : 169 - 176
  • [10] Identification of novel loci for salt stress at the seed germination stage in soybean
    Kan, Guizhen
    Ning, Lihua
    Li, Yakai
    Hu, Zhenbin
    Zhang, Wei
    He, Xiaohong
    Yu, Deyue
    BREEDING SCIENCE, 2016, 66 (04) : 530 - 541