Application of HPLC-PDA-MS metabolite profiling to investigate the effect of growth temperature and day length on blackcurrant fruit

被引:30
作者
Allwood, J. William [1 ]
Woznicki, Tomasz L. [2 ,3 ]
Xu, Yun [4 ,5 ]
Foito, Alexandre [1 ]
Aaby, Kjersti [6 ]
Sungurtas, Julie [1 ]
Freitag, Sabine [1 ]
Goodacre, Royston [4 ,5 ]
Stewart, Derek [1 ,7 ]
Remberg, Siv F. [3 ]
Heide, Ola M. [8 ]
Sonsteby, Anita [2 ]
机构
[1] James Hutton Inst, Environm & Biochem Sci, Dundee DD2 5DA, Scotland
[2] Norwegian Inst Bioecon Res, NIBIO, Pb 115, N-1431 As, Norway
[3] Norwegian Univ Life Sci, Fac Biosci, Dept Plant Sci, N-1432 As, Norway
[4] Univ Manchester, Sch Chem, Manchester Inst Biotechnol, Princess St, Manchester M1 7DN, Lancs, England
[5] Univ Liverpool, Inst Integrat Biol, Dept Biochem, Biosci Bldg,Crown St, Liverpool L69 7ZB, Merseyside, England
[6] Nofima, Norwegian Inst Food Fisheries & Aquaculture Res, N-1430 As, Norway
[7] Heriot Watt Univ, Inst Mech Proc & Energy Engn, Sch Engn & Phys Sci, Edinburgh EH14 4AS, Midlothian, Scotland
[8] Norwegian Univ Life Sci, Fac Environm Sci & Nat Resource Management, N-1432 As, Norway
基金
欧盟地平线“2020”;
关键词
Metabolomics; HPLC-PDA-MS; Flavonoids; Anthocyanins; Flavanols; Blackcurrant; Climate; Temperature; Day length; PHENOLIC-COMPOUNDS; GRAPE BERRIES; GENOTYPE; ANTHOCYANINS; METABOLOMICS; CULTIVARS; LATITUDE;
D O I
10.1007/s11306-018-1462-5
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
IntroductionBlackcurrant (Ribes nigrum L.) is an excellent example of a super fruit with potential health benefits. Both genotype and cultivation environment are known to affect the chemical composition of blackcurrant, especially ascorbic acid and various phenolic compounds. Environmental conditions, like temperature, solar radiation and precipitation can also have significant impact on fruit chemical composition. The relevance of the study is further accentuated by the predicted and ongoing changes in global climate.ObjectivesThe aim of the present study was to provide new knowledge and a deeper understanding of the effects of post flowering environmental conditions, namely temperature and day length, on fruit quality and chemical composition of blackcurrant using an untargeted high performance liquid chromatography-photo diode array-mass spectrometry (HPLC-PDA-MS) metabolomics approach.MethodsA phytotron experiment with cultivation of single-stemmed potted plants of blackcurrant cv. Narve Viking was conducted using constant temperatures of 12, 18 or 24 degrees C and three different photoperiods (short day, short day with night interruption, and natural summer daylight conditions). Plants were also grown under ambient outdoor conditions. Ripe berries were analysed using an untargeted HPLC-PDA-MS metabolomics approach to detect the presence and concentration of molecules as affected by controlled climatic factors.ResultsThe untargeted metabolomics dataset contained a total of 7274 deconvolved retention time-m/z pairs across both electrospray ionisation (ESI) positive and negative polarities, from which 549 metabolites were identified or minimally annotated based upon accurate mass MS. Conventional principal component analysis (PCA) in combination with the Friedman significance test were applied to first identify which metabolites responded to temperature in a linear fashion. Multi-block hierarchical PCA in combination with the Friedman significance test was secondly applied to identify metabolites that were responsive to different day length conditions. Temperature had significant effect on a total of 365 metabolites representing a diverse range of chemical classes. It was observed that ripening of the blackcurrant berries under ambient conditions, compared to controlled conditions, resulted in an increased accumulation of 34 annotated metabolites, mainly anthocyanins and flavonoids. 18 metabolites were found to be regulated differentially under the different daylength conditions. Moreover, based upon the most abundant anthocyanins, a comparison between targeted and untargeted analyses, revealed a close convergence of the two analytical methods. Therefore, the study not just illustrates the value of non-targeted metabolomics approaches with respect to the huge diversity and numbers of significantly changed metabolites detected (and which would be missed by conventional targeted analyses), but also shows the validity of the non-targeted approach with respect to its precision compared to targeted analyses.ConclusionsBlackcurrant maturation under controlled ambient conditions revealed a number of insightful relationships between environment and chemical composition of the fruit. A prominent reduction of the most abundant anthocyanins under the highest temperature treatments indicated that blackcurrant berries in general may accumulate lower total anthocyanins in years with extreme hot summer conditions. HPLC-PDA-MS metabolomics is an excellent method for broad analysis of chemical composition of berries rich in phenolic compounds. Moreover, the experiment in controlled phytotron conditions provided additional knowledge concerning plant interactions with the environment.
引用
收藏
页数:17
相关论文
共 39 条
[1]  
Agasse A., 2009, GRAPEVINE MOL PHYSL, V2nd, P105, DOI [DOI 10.1007/978-90-481-2305-65, DOI 10.1007/978-90-481-2305-6-5]
[2]   CASMI-The Small Molecule Identification Process from a Birmingham Perspective [J].
Allwood, J. William ;
Weber, Ralf J. M. ;
Zhou, Jiarui ;
He, Shan ;
Viant, Mark R. ;
Dunn, Warwick B. .
METABOLITES, 2013, 3 (02) :397-411
[3]   PLANT METABOLOMICS AND ITS POTENTIAL FOR SYSTEMS BIOLOGY RESEARCH: BACKGROUND CONCEPTS, TECHNOLOGY, AND METHODOLOGY [J].
Allwood, J. William ;
De Vos, Ric C. H. ;
Moing, Annick ;
Deborde, Catherine ;
Erban, Alexander ;
Kopka, Joachim ;
Goodacre, Royston ;
Hall, Robert D. .
METHODS IN ENZYMOLOGY, VOL 500: METHODS IN SYSTEMS BIOLOGY, 2011, 500 :299-336
[4]   An Introduction to Liquid Chromatography-Mass Spectrometry Instrumentation Applied in Plant Metabolomic Analyses [J].
Allwood, J. William ;
Goodacre, Royston .
PHYTOCHEMICAL ANALYSIS, 2010, 21 (01) :33-47
[5]   1H NMR, GC-EI-TOFMS, and Data Set Correlation for Fruit Metabolomics: Application to Spatial Metabolite Analysis in Melon [J].
Biais, Benoit ;
Allwood, J. William ;
Deborde, Catherine ;
Xu, Yun ;
Maucourt, Mickael ;
Beauvoit, Bertrand ;
Dunn, Warwick B. ;
Jacob, Daniel ;
Goodacre, Royston ;
Rolin, Dominique ;
Moing, Annick .
ANALYTICAL CHEMISTRY, 2009, 81 (08) :2884-2894
[6]  
BRENNAN RM, 2009, FUNCTIONAL PLANT SCI, V3, P22
[7]   Mass spectrometry tools and metabolite-specific databases for molecular identification in metabolomics [J].
Brown, M. ;
Dunn, W. B. ;
Dobson, P. ;
Patel, Y. ;
Winder, C. L. ;
Francis-McIntyre, S. ;
Begley, P. ;
Carroll, K. ;
Broadhurst, D. ;
Tseng, A. ;
Swainston, N. ;
Spasic, I. ;
Goodacre, R. ;
Kell, D. B. .
ANALYST, 2009, 134 (07) :1322-1332
[8]   Assessing the impact of temperature on grape phenolic metabolism [J].
Cohen, Seth D. ;
Tarara, Julie M. ;
Kennedy, James A. .
ANALYTICA CHIMICA ACTA, 2008, 621 (01) :57-67
[9]   Long-term in vitro culture of grape berries and its application to assess the effects of sugar supply on anthocyanin accumulation [J].
Dai, Zhan Wu ;
Meddar, Messaoud ;
Renaud, Christel ;
Merlin, Isabelle ;
Hilbert, Ghislaine ;
Delrot, Serge ;
Gomes, Eric .
JOURNAL OF EXPERIMENTAL BOTANY, 2014, 65 (16) :4665-4677
[10]   Loss of anthocyanins and modification of the anthocyanin profiles in grape berries of Malbec and Bonarda grown under high temperature conditions [J].
de Rosas, Ines ;
Teresa Ponce, Maria ;
Malovini, Emiliano ;
Deis, Leonor ;
Cavagnaro, Bruno ;
Cavagnaro, Pablo .
PLANT SCIENCE, 2017, 258 :137-145