Tracing the color: quantitative trait loci analysis reveals new insights into red-flesh pigmentation in apple (Malus domestica)

Pierre Bouillon , Anne-Laure Fanciullino , Etienne Belin , Sylvain Hanteville , Hélène Muranty , Frédéric Bernard , Jean-Marc Celton

Horticulture Research ›› 2024, Vol. 11 ›› Issue (8) : 171

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Horticulture Research ›› 2024, Vol. 11 ›› Issue (8) :171 DOI: 10.1093/hr/uhae171
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Tracing the color: quantitative trait loci analysis reveals new insights into red-flesh pigmentation in apple (Malus domestica)
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Abstract

Red-flesh color development in apple fruit is known to depend upon a particular allele of the MdMYB10 gene. While the anthocyanin metabolic pathway is well characterized, current genetic models do not explain the observed variations in red-flesh pigmentation intensity. Previous studies focused on total anthocyanin content as a phenotypic trait to characterize overall flesh color. While this approach led to a global understanding of the genetic mechanisms involved in color expression, it is essential to adopt a more quantitative approach, by analyzing the variations of other phenolic compound classes, in order to better understand the molecular mechanisms involved in the subtle flesh color variation and distribution. In this study, we performed pedigree-based quantitative trait loci (QTL) mapping, using the FlexQTL™software, to decipher the genetic determinism of red-flesh color in five F1 inter-connected families segregating for the red-flesh trait. A total of 452 genotypes were evaluated for flesh color and phenolic profiles during 3 years (2021-2023). We identified a total of 24 QTLs for flesh color intensity and phenolic compound profiles. Six QTLs were detected for red-flesh color on LG1, LG2, LG8, LG9, LG11, and LG16. Several genes identified in QTL confidence intervals were related to anthocyanin metabolism. Further analyses allowed us to propose a model in which the competition between anthocyanins and flavan-3-ols (monomer and oligomer) end-products is decisive for red-flesh color development. In this model, alleles favorable to high red-flesh color intensity can be inherited from both white-flesh and red-flesh parents.

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Pierre Bouillon, Anne-Laure Fanciullino, Etienne Belin, Sylvain Hanteville, Hélène Muranty, Frédéric Bernard, Jean-Marc Celton. Tracing the color: quantitative trait loci analysis reveals new insights into red-flesh pigmentation in apple (Malus domestica). Horticulture Research, 2024, 11 (8) : 171 DOI:10.1093/hr/uhae171

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Acknowledgements

The authors thank the PTM PHYTO platform (SFR QUASAV) for the instruments used for determination of phenolic content. The authors would like to thank Maryline Cournol for her help in DNA extraction and Caroline Denancé for her help with DNA extraction, SNP curation, and pedigree reconstruction. Finally, the authors thank the IFO team for their support and contribution to this study. This material is based upon work supported by the ANRT (Association nationale de la recherche et de la technologie) with a CIFRE fellowship granted to Pierre Bouillon (convention N° 2021/0182), supported by IFO and IRHS.

Author contributions

P. Bouillon performed analysis, analyzed the results, and wrote the manuscript. S. Hanteville and P. Bouillon carried out fruit harvest, sampling, and image analysis. H. Muranty helped in pedigree reconstruction. H. Muranty, A-L. Fanciullino, E. Belin, F. Bernard, and J-M. Celton provided feedbacks on the analysis and contributed to reviewing and refining the manuscript. J-M Celton and F. Bernard supervised the project.

Data availability

The data underlying this article cannot be shared publicly due to privacy of pedigree and genotyping data. The data will be shared on reasonable request to the corresponding author.

Conflict of interest

No competing interest is declared.

Supplementary information

Supplementary data is available at Horticulture Research online.

References

[1]

Migicovsky Z, Gardner KM, Richards C. et al. Genomic consequences of apple improvement. Hortic Res. 2021; 8:9

[2]

Wang N, Jiang S, Zhang Z. et al. Malus sieversii: the origin, flavonoid synthesis mechanism, and breeding of red-skinned and red-fleshed apples. Hortic Res. 2018a; 5:70

[3]

Allan AC, Hellens RP, Laing WA. Myb transcription factors that colour our fruit. Trends Plant Sci. 2008; 13:99-102

[4]

Zhang Y, Butelli E, Martin C. Engineering anthocyanin biosynthesis in plants. Curr Opin Plant Biol. 2014; 19:81-90

[5]

Verdu CF, Guyot S, Childebrand N. et al. Qtl analysis and candidate gene mapping for the polyphenol content in cider apple. PLoS One. 2014; 9:e107103

[6]

Lin Q, Chen J, Liu X. et al. A metabolic perspective of selection for fruit quality related to apple domestication and improvement. Genome Biol. 2023; 24:95

[7]

Farneti B, Masuero D, Costa F. et al. Is there room for improving the nutraceutical composition of apple? J Agric Food Chem. 2015; 63:2750-9

[8]

Bars-Cortina D, Macià A, Iglesias I. et al. Phytochemical profiles of new red-fleshed apple varieties compared with traditional and new white-fleshed varieties. J Agric Food Chem. 2017; 65:1684-96

[9]

Ceci AT, Bassi M, Guerra W. et al. Metabolomic characterization of commercial, old, and red-fleshed apple varieties. Metabolites. 2021; 11:378

[10]

Buhrman K, Aravena-Calvo J, Ross Zaulich C. et al. Anthocyanic vacuolar inclusions: from biosynthesis to storage and possible applications. Front Chem. 2022; 10:913324

[11]

Chen Z, Yu L, Liu W. et al. Research progress of fruit color development in apple (malus domestica borkh.). Plant Physiol Biochem. 2021; 162:267-79

[12]

Lloyd A, Brockman A, Aguirre L. et al. Advances in the myb-bhlh-wd repeat (mbw) pigment regulatory model: addition of a wrky factor and co-option of an anthocyanin myb for betalain regulation. Plant Cell Physiol. 2017; 58:1431-41

[13]

Chagné D, Lin-Wang K, Espley RV. et al. An ancient duplication of apple myb transcription factors is responsible for novel red fruit-flesh phenotypes. Plant Physiol. 2012b; 161:225-39

[14]

Chagné D, Carlisle CM, Blond C. et al. Mapping a candidate gene (mdmyb10) for red flesh and foliage colour in apple. BMC Genomics. 2007; 8:212

[15]

Espley RV, Brendolise C, Chagne D. et al. Multiple repeats of a promoter segment causes transcription factor autoregulation in red apples. Plant Cell. 2009; 21:168-83

[16]

Yang C, Sha G, Wei T. et al. Linkage map and qtl mapping of red flesh locus in apple using a r1r 1 × r6r6 population. Hortic Plant J. 2021; 7:393-400

[17]

Kumar S, Garrick DJ, Bink MC. et al. Novel genomic approaches unravel genetic architecture of complex traits in apple. BMC Genomics. 2013; 14:393

[18]

Wang N, Zheng Y, Duan N. et al. Comparative transcriptomes analysis of red- and white-fleshed apples in an f 1 population of malus sieversii f. niedzwetzkyana crossed with m. domestica ‘Fuji’. PLoS One. 2015; 10:e0133468

[19]

Li H, Duan S, Sun W. et al. Identification, through transcriptome analysis, of transcription factors that regulate anthocyanin biosynthesis in different parts of red-fleshed apple ‘may’ fruit. Hortic Plant J. 2022; 8:11-21

[20]

Wang N, Liu W, Zhang T. et al. Transcriptomic analysis of red-fleshed apples reveals the novel role of mdwrky 11 in flavonoid and anthocyanin biosynthesis. J Agric Food Chem. 2018b; 66:7076-86

[21]

Kumar S, Deng CH, Molloy C. et al. Extreme-phenotype gwas unravels a complex nexus between apple (malus domestica) red-flesh colour and internal flesh browning. Fruit Res. 2022; 2:1-14

[22]

Castillejo C, Waurich V, Wagner H. et al. Allelic variation of myb10 is the major force controlling natural variation in skin and flesh color in strawberry (fragaria spp.) fruit. Plant Cell. 2020; 32:3723-49

[23]

Tian Y, Thrimawithana A, Ding T. et al. Transposon insertions regulate genome-wide allele-specific expression and underpin flower colour variations in apple (malus spp.). Plant Biotechnol J. 2022; 20:1285-97

[24]

Wang W, Moss SMA, Zeng L. et al. The red flesh of kiwifruit is differentially controlled by specific activation-repression systems. New Phytol. 2022; 235:630-45

[25]

Bouillon P, Fanciullino A-L, Belin E. et al. Image analysis and polyphenol profiling unveil red-flesh apple phenotype complexity. Plant Methods. 2024; 20:71

[26]

van Nocker S, Berry G, Najdowski J. et al. Genetic diversity of red-fleshed apples (malus). Euphytica. 2011; 185:281-93

[27]

Underhill AN, Hirsch CD, Clark MD. Evaluating and mapping grape color using image-based phenotyping. Plant Phenomics. 2020

[28]

Kostick SA, Teh SL, Norelli JL. et al. Fire blight qtl analysis in a multi-family apple population identifies a reduced-susceptibility allele in ‘honeycrisp’. Horticulture Research. 2021; 8:28

[29]

Verma S, Evans K, Guan Y. et al. Two large-effect qtls, ma and ma3, determine genetic potential for acidity in apple fruit: breeding insights from a multi-family study. Tree Genet Genomes. 2019; 10:1-17

[30]

Chagné D, Krieger C, Rassam M. et al. Qtl and candidate gene mapping for polyphenolic composition in apple fruit. BMC Plant Biol. 2012a; 12:12

[31]

McClure KA, Gong Y, Song J. et al. Genome-wide association studies in apple reveal loci of large effect controlling apple polyphenols. Horticulture Research. 2019; 6:107

[32]

Wang N, Qu C, Jiang S. et al. The proanthocyanidin-specific transcription factor mdmybpa1 initiates anthocyanin synthesis under low-temperature conditions in red-fleshed apples. Plant J. 2018c; 96:39-55

[33]

Espley RV, Jaakola L. The role of environmental stress in fruit pigmentation. Plant Cell Environ. 2023; 46:3663-79

[34]

Daccord N, Celton J-M, Linsmith G. et al. High-quality de novo assembly of the apple genome and methylome dynamics of early fruit development. Nat Genet. 2017; 49:1099-106

[35]

Wang N, Xu H, Jiang S. et al. MYB12 and MYB22 play essential roles in proanthocyanidin and flavonol synthesis in red-fleshed apple (Malus sieversii f. niedzwetzkyana). Plant J. 2017; 90:276-92

[36]

Ma H, Yang T, Li Y. et al. The long noncoding rna mdlnc499 bridges mdwrky1 and mderf109 function to regulate early-stage light-induced anthocyanin accumulation in apple fruit. Plant Cell. 2021; 33:3309-30

[37]

Zhang L, Hu J, Han X. et al. A high-quality apple genome assembly reveals the association of a retrotransposon and red fruit colour. Nat Commun. 2019; 10:1494

[38]

Khan SA, Chibon P-Y, de Vos RC. et al. Genetic analysis of metabolites in apple fruits indicates an mqtl hotspot for phenolic compounds on linkage group 16. J Exp Bot. 2012; 63:2895-908

[39]

Piepho HP, Möhring J, Melchinger AE. et al. Blup for phenotypic selection in plant breeding and variety testing. Euphytica. 2007; 161:209-28

[40]

Xu S. Quantitative Genetics. Springer International Publishing; 2022

[41]

Bianco L, Cestaro A, Sargent DJ. et al. Development and validation of a 20k single nucleotide polymorphism (snp) whole genome genotyping array for apple (malus × domestica borkh). PLoS One. 2014; 9:e110377

[42]

Vanderzande S, Howard NP, Cai L. et al. High-quality, genome-wide snp genotypic data for pedigreed germplasm of the diploid outbreeding species apple, peach, and sweet cherry through a common workflow. PLoS One. 2019; 14:e0210928

[43]

Di Guardo M, Micheletti D, Bianco L. et al. Assist: an automatic snp scoring tool for in- and outbreeding species. Bioinformatics. 2015; 31:3873-4

[44]

Howard NP, Troggio M, Durel C-E. et al. Integration of infinium and axiom snp array data in the outcrossing species malus × domestica and causes for seemingly incompatible calls. BMC Genomics. 2021; 22:246

[45]

Jung S, Lee T, Cheng C-H. et al. 15 years of gdr: new data and functionality in the genome database for rosaceae. Nucleic Acids Res. 2018; 47:D1137-45

[46]

Voorrips RE, Bink MCAM, Kruisselbrink JW. et al. Pedihaplotyper: software for consistent assignment of marker haplotypes in pedigrees. Mol Breed. 2016; 36:119

[47]

Powell AA, Kostick SA, Howard NP. et al. Elucidation and characterization of qtls for russet formation on apple fruit in ‘honeycrisp’-derived breeding germplasm. Tree Genet Genomes. 2022; 19:5

[48]

Bink MCAM, Jansen J, Madduri M. et al. Bayesian qtl analyses using pedigreed families of an outcrossing species, with application to fruit firmness in apple. Theor Appl Genet. 2014; 127:1073-90

[49]

Kostick SA, Luby JJ. Apple fruit size qtls on chromosomes 8 and 16 characterized in ‘honeycrisp’-derived germplasm. Agronomy. 2022; 12:1279

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