Multivariate analyses of root phenotype and dynamic transcriptome underscore valuable root traits and water-deficit responsive gene networks in maize

被引:14
|
作者
Zhang, Xia [1 ]
Pang, Junling [1 ]
Ma, Xuhui [1 ]
Zhang, Zhaoyang [1 ,2 ]
He, Yuting [3 ]
Hirsch, Candice N. [4 ]
Zhao, Jun [1 ]
机构
[1] Chinese Acad Agr Sci, Biotechnol Res Inst, Beijing, Peoples R China
[2] Jilin Agr Univ, Coll Chinese Med Mat, Changchun, Peoples R China
[3] Beijing Univ Agr, Beijing, Peoples R China
[4] Univ Minnesota, Dept Agron & Plant Genet, St Paul, MN USA
关键词
gene Expression; maize; root system architecture; transcriptome; water-deficit tolerance; weighted gene co-expression network analysis; DROUGHT TOLERANCE; STRESS TOLERANCE; BRANCHING DENSITY; ARABIDOPSIS; EXPRESSION; GROWTH; GLYCOSYLTRANSFERASE; OVEREXPRESSION; PERFORMANCE; COMPLEXITY;
D O I
10.1002/pld3.130
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Root system architecture (RSA) plays a vital role in plant adaptation and productivity under water-deficit environments. In this study, we use two maize inbreeds to investigate root phenotypic and early transcriptional responses to water-deficit stress. As evidenced by improved survival rate and photosynthetic efficiency at early seedling and late vegetative stage, CIMBL55 was characterized as a tolerant genotype versus sensitive SHEN5003. Image-based root phenotyping revealed that drought tolerant cultivar had notably different RSA features from drought sensitive cultivar including larger root size, longer root length, and more number of lateral roots and seminal roots. Dynamic transcriptome investigations on primary and seminal root integrating differential gene expression, temporal gene co-expression, and weighted gene co-expression network analysis (WGCNA) revealed a high degree of genotype- and root type-specificity in response to PEG-induced water deficit. The higher drought tolerability of CIMBL55 versus SHEN5003 can be attributed to the enhanced expression of genes associated with antioxidant defense and a higher proportion of water-deficit responsive genes. Upon water deficit, seminal roots exhibited more dramatic transcriptional changes than the primary root, and a more exclusive functional association with stress response. Genome-wide WGCNA identified system-level functionality of genes associated with specific root traits. Multiple root-specific and root-predominant hub genes were identified with functions involved in transcriptional regulation, root development, and drought response. Conclusively, integrated root phenotypic and transcriptomic analyses identified important root system architectures and water-deficit responsive gene networks in maize. Findings will serve a valuable resource that merits in-depth functional analyses toward a better understanding of RSA-associated drought tolerance in maize.
引用
收藏
页数:18
相关论文
共 11 条
  • [1] Water-deficit responsive microRNAs in the primary root growth zone of maize
    Seeve, Candace M.
    Sunkar, Ramanjulu
    Zheng, Yun
    Liu, Li
    Liu, Zhijie
    McMullen, Michael
    Nelson, Sven
    Sharp, Robert E.
    Oliver, Melvin J.
    BMC PLANT BIOLOGY, 2019, 19 (01)
  • [2] Greenhouse screening of maize genotypes for deep root mass and related root traits and their association with grain yield under water-deficit conditions in the field
    M. Liakat Ali
    Jon Luetchens
    Amritpal Singh
    Timothy M. Shaver
    Greg R. Kruger
    Aaron J. Lorenz
    Euphytica, 2016, 207 : 79 - 94
  • [3] Greenhouse screening of maize genotypes for deep root mass and related root traits and their association with grain yield under water-deficit conditions in the field
    Ali, M. Liakat
    Luetchens, Jon
    Singh, Amritpal
    Shaver, Timothy M.
    Kruger, Greg R.
    Lorenz, Aaron J.
    EUPHYTICA, 2016, 207 (01) : 79 - 94
  • [4] Root architecture traits and genotypic responses of wheat at seedling stage to water-deficit stress
    Rahnama, Afrasyab
    Hosseinalipour, Bahare
    Firouzi, Ahmad Farrokhian
    Harrison, Matthew Tom
    Ghorbanpour, Mansour
    CEREAL RESEARCH COMMUNICATIONS, 2024, 52 (4) : 1499 - 1510
  • [5] A comparison of the effects of soil water deficit on root and shoot traits of maize genotypes
    ul Ain, Qurat
    Malik, Saad Imran
    Ul Haq, Muhammad Irshad
    SOIL & ENVIRONMENT, 2016, 35 (02) : 216 - 223
  • [6] Genome-wide transcriptome analysis of soybean primary root under varying water-deficit conditions
    Song, Li
    Prince, Silvas
    Valliyodan, Babu
    Joshi, Trupti
    dos Santos, Joao V. Maldonado
    Wang, Jiaojiao
    Lin, Li
    Wan, Jinrong
    Wang, Yongqin
    Xu, Dong
    Nguyen, Henry T.
    BMC GENOMICS, 2016, 17
  • [7] Root Physiological Traits and Transcriptome Analyses Reveal that Root Zone Water Retention Confers Drought Tolerance to Opisthopappus taihangensis
    Yang, Yongjuan
    Guo, Yanhong
    Zhong, Jian
    Zhang, Tengxun
    Li, Dawei
    Ba, Tingting
    Xu, Ting
    Chang, Lina
    Zhang, Qixiang
    Sun, Ming
    SCIENTIFIC REPORTS, 2020, 10 (01) : 2627
  • [8] Transcriptome and GWAS analyses reveal candidate gene for seminal root length of maize seedlings under drought stress
    Guo, Jian
    Li, Chunhui
    Zhang, Xiaoqiong
    Li, Yongxiang
    Zhang, Dengfeng
    Shi, Yunsu
    Song, Yanchun
    Li, Yu
    Yang, Deguang
    Wang, Tianyu
    PLANT SCIENCE, 2020, 292
  • [9] Variation in Root-Related Traits Is Associated With Water Uptake in Lagenaria siceraria Genotypes Under Water-Deficit Conditions
    Contreras-Soto, Rodrigo Ivan
    Zacarias Rafael, Dinoclaudio
    Domingos Moiana, Leonel
    Maldonado, Carlos
    Mora-Poblete, Freddy
    FRONTIERS IN PLANT SCIENCE, 2022, 13
  • [10] RNA-Seq Transcriptome Profiling of Upland Cotton (Gossypium hirsutum L.) Root Tissue under Water-Deficit Stress
    Bowman, Megan J.
    Park, Wonkeun
    Bauer, Philip J.
    Udall, Joshua A.
    Page, Justin T.
    Raney, Joshua
    Scheffler, Brian E.
    Jones, Don. C.
    Campbell, B. Todd
    PLOS ONE, 2013, 8 (12):