Genome-wide association identifies key loci controlling blackberry postharvest quality

被引:7
作者
Chizk, T. Mason [1 ]
Clark, John R. R. [1 ]
Johns, Carmen [1 ]
Nelson, Lacy [1 ]
Ashrafi, Hamid [2 ]
Aryal, Rishi [2 ]
Worthington, Margaret L. L. [1 ]
机构
[1] Univ Arkansas, Dept Hort, Fayetteville, AR 72701 USA
[2] North Carolina State Univ, Dept Hort Sci, Raleigh, NC USA
基金
美国食品与农业研究所;
关键词
firmness; red drupelet reversion; GWAS; polygalacaturonase; pectin methylesterase (PME); Rubus; polyploidy; TOMATO FRUIT; SENSORY ATTRIBUTES; FLESH TEXTURE; MELTING-FLESH; FRESH-MARKET; ENDOPOLYGALACTURONASE; EXPRESSION; GENE; POPULATION; GENOTYPES;
D O I
10.3389/fpls.2023.1182790
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
IntroductionBlackberry (Rubus subgenus Rubus) is a soft-fruited specialty crop that often suffers economic losses due to degradation in the shipping process. During transportation, fresh-market blackberries commonly leak, decay, deform, or become discolored through a disorder known as red drupelet reversion (RDR). Over the past 50 years, breeding programs have achieved better fruit firmness and postharvest quality through traditional selection methods, but the underlying genetic variation is poorly understood. MethodsWe conducted a genome-wide association of fruit firmness and RDR measured in 300 tetraploid fresh-market blackberry genotypes from 2019-2021 with 65,995 SNPs concentrated in genic regions of the R. argutus reference genome. ResultsFruit firmness and RDR had entry-mean broad sense heritabilities of 68% and 34%, respectively. Three variants on homologs of polygalacturonase (PG), pectin methylesterase (PME), and glucan endo-1,3-beta-glucosidase explained 27% of variance in fruit firmness and were located on chromosomes Ra06, Ra01, and Ra02, respectively. Another PG homolog variant on chromosome Ra02 explained 8% of variance in RDR, but it was in strong linkage disequilibrium with 212 other RDR-associated SNPs across a 23 Mb region. A large cluster of six PME and PME inhibitor homologs was located near the fruit firmness quantitative trait locus (QTL) identified on Ra01. RDR and fruit firmness shared a significant negative correlation (r = -0.28) and overlapping QTL regions on Ra02 in this study. DiscussionOur work demonstrates the complex nature of postharvest quality traits in blackberry, which are likely controlled by many small-effect QTLs. This study is the first large-scale effort to map the genetic control of quantitative traits in blackberry and provides a strong framework for future GWAS. Phenotypic and genotypic datasets may be used to train genomic selection models that target the improvement of postharvest quality.
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页数:15
相关论文
共 64 条
[1]   Effect of Harvest Time and Fruit Firmness on Red Drupelet Reversion in Blackberry [J].
Armour, Mitchell E. ;
Worthington, Margaret ;
Clark, John R. ;
Threlfall, Renee T. ;
Howard, Luke .
HORTSCIENCE, 2021, 56 (08) :889-896
[2]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[3]   Bandwagons I, too, have known [J].
Bernardo, Rex .
THEORETICAL AND APPLIED GENETICS, 2016, 129 (12) :2323-2332
[4]   Tools for Genetic Studies in Experimental Populations of Polyploids [J].
Bourke, Peter M. ;
Voorrips, Roeland E. ;
Visser, Richard G. F. ;
Maliepaard, Chris .
FRONTIERS IN PLANT SCIENCE, 2018, 9
[5]   A chromosome-length genome assembly and annotation of blackberry (Rubus argutus, cv. "Hillquist") [J].
Bruna, Tomas ;
Aryal, Rishi ;
Dudchenko, Olga ;
Sargent, Daniel James ;
Mead, Daniel ;
Buti, Matteo ;
Cavallini, Andrea ;
Hytonen, Timo ;
Andres, Javier ;
Pham, Melanie ;
Weisz, David ;
Mascagni, Flavia ;
Usai, Gabriele ;
Natali, Lucia ;
Bassil, Nahla ;
Fernandez, Gina E. ;
Lomsadze, Alexandre ;
Armour, Mitchell ;
Olukolu, Bode ;
Poorten, Thomas ;
Britton, Caitlin ;
Davik, Jahn ;
Ashrafi, Hamid ;
Aiden, Erez Lieberman ;
Borodovsky, Mark ;
Worthington, Margaret .
G3-GENES GENOMES GENETICS, 2023, 13 (02)
[6]   A fruit firmness QTL identified on linkage group 4 in sweet cherry (Prunus avium L.) is associated with domesticated and bred germplasm [J].
Cai, Lichun ;
Quero-Garcia, Jose ;
Barreneche, Teresa ;
Dirlewanger, Elisabeth ;
Saski, Christopher ;
Iezzoni, Amy .
SCIENTIFIC REPORTS, 2019, 9 (1)
[7]   Deletions in an endopolygalacturonase gene cluster correlate with non-melting flesh texture in peach [J].
Callahan, AM ;
Scorza, R ;
Bassett, C ;
Nickerson, M ;
Abeles, FB .
FUNCTIONAL PLANT BIOLOGY, 2004, 31 (02) :159-168
[8]   Estimation of genetic parameters and prediction of breeding values in an autotetraploid blueberry breeding population with extensive pedigree data [J].
Cellon, Catherine ;
Amadeu, Rodrigo R. ;
Olmstead, James W. ;
Mattia, Matthew R. ;
Ferrao, Luis Felipe V. ;
Munoz, Patricio R. .
EUPHYTICA, 2018, 214 (05)
[9]  
Clark J.R., 2011, FRUIT, V5, P27
[10]   Intractable traits in Eastern US blackberries [J].
Clark, JR .
HORTSCIENCE, 2005, 40 (07) :1954-1955