Untargeted Metabolomics Based on GC-MS and Chemometrics: A New Tool for the Early Diagnosis of Strawberry Anthracnose Caused by Colletotrichum theobromicola

被引:17
作者
Dai, Tan [1 ,2 ]
Chang, Xunian [1 ,2 ]
Hu, Zhihong [1 ,2 ]
Liang, Li [1 ,2 ]
Sun, Mingyou [1 ,2 ]
Liu, Pengfei [1 ,2 ]
Liu, Xili [1 ,2 ]
机构
[1] China Agr Univ, Coll Plant Protect, Dept Plant Pathol, Beijing 100193, Peoples R China
[2] China Agr Univ, Coll Plant Protect, MOA Key Lab Pest Monitoring & Green Management, Beijing 100193, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Colletotrichum theobromicola; strawberry anthracnose; disease diagnosis; metabolomics; chemometrics; PLANT; METABOLITES; RESISTANCE; LEAVES; DIFFERENTIATION; POLYPHENOLS; GENERATION; PECTINS; BARLEY;
D O I
10.1094/PDIS-01-19-0219-RE
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
To prevent the spread of anthracnose in strawberry plants and characterize the metabolic changes occurring during plant-pathogen interactions, we developed a method for the early diagnosis of disease based on an analysis of the metabolome by gas chromatography-mass spectrometry. An examination of the metabolic profile revealed 189 and 202 total ion chromatogram peaks for the control and inoculated plants, respectively. A partial least squares discriminant analysis (PLS-DA) model was conducted for the reliable and accurate discrimination between healthy and diseased strawbeny plants, even in the absence of disease symptoms (e.g., early stages of infection). ANOVA (analysis of variance) and orthogonal partial least squares analysis (OPLS) identified 20 metabolites as tentative biomarkers of Colletotrichum theobromicola infection (e.g., citric acid, D-xylose, erythrose, galactose, gallic acid, malic acid, methyl alpha-galactopyranoside, phosphate, and shikimic acid). At least some of these potential biomarkers may be applicable for the early diagnosis of anthracnose in strawberry plants. Moreover, these metabolites may be useful for characterizing pathogen infections and plant defense responses. This study confirms the utility of metabolomics research for developing diagnostic tools and clarifying the mechanism underlying plant-pathogen interactions. Furthermore, the data presented herein may be relevant for developing new methods for preventing anthracnose in strawberry seedlings cultivated under field conditions.
引用
收藏
页码:2541 / 2547
页数:7
相关论文
共 51 条
  • [1] Fungal infection-induced metabolites in Brassica rapa
    Abdel-Farid, I. B.
    Jahangir, M.
    van den Hondel, C. A. M. J. J.
    Kim, H. K.
    Choi, Y. H.
    Verpoorte, R.
    [J]. PLANT SCIENCE, 2009, 176 (05) : 608 - 615
  • [2] Mass spectrometry-based metabolomics application to identify quantitative resistance-related metabolites in barley against Fusarium head blight
    Bollina, Venkatesh
    Kumaraswamy, G. Kenchappa
    Kushalappa, Ajjamada C.
    Choo, Thin Miew
    Dion, Yves
    Rioux, Sylvie
    Faubert, Denis
    Hamzehzarghani, Habiballah
    [J]. MOLECULAR PLANT PATHOLOGY, 2010, 11 (06) : 769 - 782
  • [3] Brooks AN, 1931, PHYTOPATHOLOGY, V21, P739
  • [4] Molecular characterization of Colletotrichum strains derived from strawberry
    Buddie, AG
    Martínez-Culebras, P
    Bridge, PD
    García, MD
    Querol, A
    Cannon, PF
    Monte, E
    [J]. MYCOLOGICAL RESEARCH, 1999, 103 : 385 - 394
  • [5] Malate metabolism by NADP-malic enzyme in plant defense
    Casati, P
    Drincovich, MF
    Edwards, GE
    Andreo, CS
    [J]. PHOTOSYNTHESIS RESEARCH, 1999, 61 (02) : 99 - 105
  • [6] GC-MS Analysis of Headspace and Liquid Extracts for Metabolomic Differentiation of Citrus Huanglongbing and Zinc Deficiency in Leaves of 'Valencia' Sweet Orange from Commercial Groves
    Cevallos-Cevallos, Juan Manuel
    Garcia-Torres, Rosalia
    Etxeberria, Edgardo
    Reyes-De-Corcuera, Jose Ignacio
    [J]. PHYTOCHEMICAL ANALYSIS, 2011, 22 (03) : 236 - 246
  • [7] Classification of Tempranillo wines according to geographic origin: Combination of mass spectrometry based electronic nose and chemometrics
    Cynkar, Wies
    Dambergs, Robert
    Smith, Paul
    Cozzolino, Daniel
    [J]. ANALYTICA CHIMICA ACTA, 2010, 660 (1-2) : 227 - 231
  • [8] Genetic differentiation and recombination among geographic populations of the fungal pathogen Colletotrichum truncatum from chili peppers in China
    Diao, Yongzhao
    Zhang, Can
    Xu, Jianping
    Lin, Dong
    Liu, Li
    Mtung'e, Olivo G.
    Liu, Xili
    [J]. EVOLUTIONARY APPLICATIONS, 2015, 8 (01): : 108 - 118
  • [9] Generation of reactive oxygen species by fungal NADPH oxidases is required for rice blast disease
    Egan, Martin J.
    Wang, Zheng-Yi
    Jones, Mark A.
    Smirnoff, Nicholas
    Talbot, Nicholas J.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (28) : 11772 - 11777
  • [10] Standardizing the experimental conditions for using urine in NMR-based metabolomic studies with a particular focus on diagnostic studies: a review
    Emwas, Abdul-Hamid
    Luchinat, Claudio
    Turano, Paola
    Tenori, Leonardo
    Roy, Raja
    Salek, Reza M.
    Ryan, Danielle
    Merzaban, Jasmeen S.
    Kaddurah-Daouk, Rima
    Zeri, Ana Carolina
    Gowda, G. A. Nagana
    Raftery, Daniel
    Wang, Yulan
    Brennan, Lorraine
    Wishart, David S.
    [J]. METABOLOMICS, 2015, 11 (04) : 872 - 894