Systems approach for exploring the intricate associations between sweetness, color and aroma in melon fruits

被引:40
作者
Freilich, Shiri [1 ]
Lev, Shery [1 ]
Gonda, Itay [1 ]
Reuveni, Eli [1 ]
Portnoy, Vitaly [1 ]
Oren, Elad [1 ]
Lohse, Marc [2 ]
Galpaz, Navot [1 ,3 ]
Bar, Einat [1 ]
Tzuri, Galil [1 ]
Wissotsky, Guy [1 ]
Meir, Ayala [1 ]
Burger, Joseph [1 ]
Tadmor, Yaakov [1 ]
Schaffer, Arthur [1 ]
Fei, Zhangjun [4 ,5 ]
Giovannoni, James [4 ,5 ]
Lewinsohn, Efraim [1 ]
Katzir, Nurit [1 ]
机构
[1] Agr Res Org, Newe Yaar Res Ctr, IL-30095 Ramat Yishay, Israel
[2] Targenomix GmbH, Potsdam, Germany
[3] Migal Res Inst, IL-11016 Kiryat Shmona, Israel
[4] Cornell Univ, USDA ARS, Ithaca, NY 14853 USA
[5] Cornell Univ, Boyce Thompson Inst Plant Res, Ithaca, NY 14853 USA
关键词
Fruit quality; Specialized metabolites; Metabolomic; Transcriptomic; Correlation analysis; Recombinant inbred lines; CUCUMIS-MELO; TOMATO FRUIT; GENE-EXPRESSION; FUNCTIONAL-CHARACTERIZATION; MOLECULAR MARKERS; CHARENTAIS MELON; ENZYME-ACTIVITY; L; FRUIT; RNA-SEQ; ACCUMULATION;
D O I
10.1186/s12870-015-0449-x
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background: Melon (Cucumis melo) fruits exhibit phenotypic diversity in several key quality determinants such as taste, color and aroma. Sucrose, carotenoids and volatiles are recognized as the key compounds shaping the above corresponding traits yet the full network of biochemical events underlying their synthesis have not been comprehensively described. To delineate the cellular processes shaping fruit quality phenotypes, a population of recombinant inbred lines (RIL) was used as a source of phenotypic and genotypic variations. In parallel, ripe fruits were analyzed for both the quantified level of 77 metabolic traits directly associated with fruit quality and for RNA-seq based expression profiles generated for 27,000 unigenes. First, we explored inter-metabolite association patterns; then, we described metabolites versus gene association patterns; finally, we used the correlation-based associations for predicting uncharacterized synthesis pathways. Results: Based on metabolite versus metabolite and metabolite versus gene association patterns, we divided metabolites into two key groups: a group including ethylene and aroma determining volatiles whose accumulation patterns are correlated with the expression of genes involved in the glycolysis and TCA cycle pathways; and a group including sucrose and color determining carotenoids whose accumulation levels are correlated with the expression of genes associated with plastid formation. Conclusions: The study integrates multiple processes into a genome scale perspective of cellular activity. This lays a foundation for deciphering the role of gene markers associated with the determination of fruit quality traits.
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页数:16
相关论文
共 72 条
[1]   Metabolomics in melon: A new opportunity for aroma analysis [J].
Allwood, J. William ;
Cheung, William ;
Xu, Yun ;
Mumm, Roland ;
De Vos, Ric C. H. ;
Deborde, Catherine ;
Biais, Benoit ;
Maucourt, Mickael ;
Berger, Yosef ;
Schaffer, Arthur A. ;
Rolin, Dominique ;
Moing, Annick ;
Hall, Robert D. ;
Goodacre, Royston .
PHYTOCHEMISTRY, 2014, 99 :61-72
[2]  
[Anonymous], 1962, GENET POL, V2-3, P161
[3]   Expression of ACC oxidase antisense gene inhibits ripening of cantaloupe melon fruits [J].
Ayub, R ;
Guis, M ;
BenAmor, M ;
Gillot, L ;
Roustan, JP ;
Latche, A ;
Bouzayen, M ;
Pech, JC .
NATURE BIOTECHNOLOGY, 1996, 14 (07) :862-866
[4]   Metabolomic and elemental profiling of melon fruit quality as affected by genotype and environment [J].
Bernillon, Stephane ;
Biais, Benoit ;
Deborde, Catherine ;
Maucourt, Mickael ;
Cabasson, Cecile ;
Gibon, Yves ;
Hansen, Thomas H. ;
Husted, Soren ;
de Vos, Ric C. H. ;
Mumm, Roland ;
Jonker, Harry ;
Ward, Jane L. ;
Miller, Sonia J. ;
Baker, John M. ;
Burger, Joseph ;
Tadmor, Ya'akov ;
Beale, Michael H. ;
Schjoerring, Jan K. ;
Schaffer, Arthur A. ;
Rolin, Dominique ;
Hall, Robert D. ;
Moing, Annick .
METABOLOMICS, 2013, 9 (01) :57-77
[5]   Development of sweet melon (Cucumis melo) genotypes combining high sucrose and organic acid content [J].
Burger, Y ;
Sa'ar, U ;
Distelfeld, A ;
Katzir, N ;
Yeselson, Y ;
Shen, S ;
Schaffer, AA .
JOURNAL OF THE AMERICAN SOCIETY FOR HORTICULTURAL SCIENCE, 2003, 128 (04) :537-540
[6]   The contribution of sucrose metabolism enzymes to sucrose accumulation in Cucumis melo [J].
Burger, Yosef ;
Schaffer, Arthur A. .
JOURNAL OF THE AMERICAN SOCIETY FOR HORTICULTURAL SCIENCE, 2007, 132 (05) :704-712
[7]   ESTIMATING HERITABILITY AND GENETIC CORRELATION BETWEEN TRAITS FROM GENERATIONS F2 AND F3 OF SELF-FERTILIZING SPECIES - A COMPARISON OF 3 METHODS [J].
CAHANER, A ;
HILLEL, J .
THEORETICAL AND APPLIED GENETICS, 1980, 58 (01) :33-38
[8]   Hydrolytic activity and ultrastructural changes in fruit skins from two prickly pear (Opuntia sp.) varieties during storage [J].
Carrillo-López, A ;
Cruz-Hernández, A ;
Cárabez-Trejo, A ;
Guevara-Lara, F ;
Paredes-López, O .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2002, 50 (06) :1681-1685
[9]   Accumulation of γ- Rather than α-Tocopherol Alters Ethylene Signaling Gene Expression in the vte4 Mutant of Arabidopsis thaliana [J].
Cela, Jana ;
Chang, Caren ;
Munne-Bosch, Sergi .
PLANT AND CELL PHYSIOLOGY, 2011, 52 (08) :1389-1400
[10]   Analysis of expressed sequence tags generated from full-length enriched cDNA libraries of melon [J].
Clepet, Christian ;
Joobeur, Tarek ;
Zheng, Yi ;
Jublot, Delphine ;
Huang, Mingyun ;
Truniger, Veronica ;
Boualem, Adnane ;
Hernandez-Gonzalez, Maria Elena ;
Dolcet-Sanjuan, Ramon ;
Portnoy, Vitaly ;
Mascarell-Creus, Albert ;
Cano-Delgado, Ana I. ;
Katzir, Nurit ;
Bendahmane, Abdelhafid ;
Giovannoni, James J. ;
Aranda, Miguel A. ;
Garcia-Mas, Jordi ;
Fei, Zhangjun .
BMC GENOMICS, 2011, 12