Integrative analysis of genome-wide association studies of polyphenols in apple fruits identifies the MdDof2.4-MdPAT10 module that promotes procyanidin accumulation

Zhongxing Li , Cai Gao , Tianle Fan , Yilin Cui , Zeyuan Liu , Lei Li , Qian Qian , Mengjie Cheng , Xiangqiang Zhan , Chundong Niu , Fengwang Ma , Peizhi Yang , Qingmei Guan

Horticulture Research ›› 2025, Vol. 12 ›› Issue (3) : 349

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Horticulture Research ›› 2025, Vol. 12 ›› Issue (3) :349 DOI: 10.1093/hr/uhae349
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Integrative analysis of genome-wide association studies of polyphenols in apple fruits identifies the MdDof2.4-MdPAT10 module that promotes procyanidin accumulation
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Abstract

Polyphenols represent a significant class of nutrients in apples, contributing to human health and well-being. Among these, procyanidins stand out as the most prevalent polyphenolic compounds in apple fruits. These compounds are abundant in wild apples and generally low in modern apple cultivars. Therefore, it is crucial to identify and recover genetically lost genes that regulate polyphenol accumulation in order to improve the apple quality. To achieve this, we conducted a genome-wide association study (GWAS) on 15 traits related to polyphenol content, utilizing 134 Malus accessions. We identified 1204 marker-trait associations (MTAs) and 840 candidate genes, including known polyphenol biosynthetic and regulatory genes, such as MYB7, TT4, and HCT/HQT. Notably, we pinpointed a protein S-acyl transferase 10 (PAT10), which is significantly associated with procyanidin content. Through experiments with transgenic calli, we determined that apple (Malus domestica) MdPAT10 positively regulated procyanidin accumulation. Furthermore, we identified a 51-bp insertion variant (In-868) on the promoter of the PAT10, which influences its expression. Both a yeast one-hybrid (Y1H) assay and an electrophoretic mobility shift assay (EMSA) revealed that MdDof2.4 was able to bind to the promoter of MdPAT10 containing In-868 (MdPAT10proIn-868), but not to the promoter of MdPAT10 without In-868 (MdPAT10pro). Moreover, MdDof2.4 promoted MdPAT10 (with MdPAT10proIn-868) expression and increased procyanidin accumulation in fruits. Overall, our results enhance the understanding of the biosynthetic regulation of apple polyphenols and provide a theoretical foundation and genetic resources for breeding apple varieties with optimal polyphenol content.

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Zhongxing Li, Cai Gao, Tianle Fan, Yilin Cui, Zeyuan Liu, Lei Li, Qian Qian, Mengjie Cheng, Xiangqiang Zhan, Chundong Niu, Fengwang Ma, Peizhi Yang, Qingmei Guan. Integrative analysis of genome-wide association studies of polyphenols in apple fruits identifies the MdDof2.4-MdPAT10 module that promotes procyanidin accumulation. Horticulture Research, 2025, 12(3): 349 DOI:10.1093/hr/uhae349

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Acknowledgements

We would like to thank Dr. Chunxiang You from Shandong Agricultural University for providing wild-type ‘Orin’ calli, Dr. Jing Zhang from Horticulture Science Research Center, Northwest A&F University (NWAFU), for providing professional technical assistance, and Arij Khalil from Department of Horticulture, Ghazi University, for the language modifications. We also thank the High-Performance Computing (HPC) platform of NWAFU for providing computing resources. This work was supported by the National Natural Science Foundation of China (32402541), the National Science Fund for Distinguished Young Scholars (32325045), China Postdoctoral Science Foundation (2024M752635), Shaanxi Postdoctoral Research Project (2023BSHEDZZ123), the Key S&T Special Projects of Shaanxi Province, China (2020zdzx03-01-02), and Chinese Universities Scientific Fund (2452023067).

Author contributions

Q.G. and P.Y. conceived and supervised the project; F.M. provided the Malus samples. ZX.L., C.G., Y.C., and X.Z. performed bioinformatics and statistical analyses; ZX.L., C.G., T.F., Y.C., ZY.L., L.L., Q.Q., M.C., and C.N. conducted the experiments. ZX.L., C.G., and Q.G. wrote the manuscript. All authors read and approved of the content.

Data availability statement

The raw whole-genome resequencing data of 134 Malus accessions were retrieved from the NCBI Sequence Read Archive (SRA) with the accession number PRJNA728537, and details in Table S1. Sequence data used in this article can be found in GenBank under the following accession numbers: XM_008339732.3 (MdPAT10); PQ100214 (MdDof2.4); XM_008354691.3 (MdMYB7).

Conflict of Interests

The authors declare no competing interests.

Supplementary information

Supplementary data is available at Horticulture Research online.

References

[1]

FAO FAOSTAT. 2023 https://www.fao.org/faostat/en/#data/QCL

[2]

Hisanaga A, Mukai R, Sakao K. et al. Anti-inflammatory effects and molecular mechanisms of 8-prenyl quercetin. Mol Nutr Food Res. 2016;60: 1020-32

[3]

Tijjani H, Zangoma MH, Mohammed ZS. et al. Polyphenols:clas-sifications, biosynthesis and bioactivities. In:Egbuna C, Dable Tupas G, eds. Functional Foods and Nutraceuticals. Springer Inter-national Publishing: Cham, 2020,389-414

[4]

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

[5]

Zhao J, Liu G, Chang R. et al. Diversity of flesh polyphenols and their progressive dilution during fruit expansion in Malus germplasm. Sci Hortic. 2015;197: 461-9

[6]

Liu Y, Qian J, Li J. et al. Hydroxylation decoration patterns of flavonoids in horticultural crops: chemistry, bioactivity, and biosynthesis. Hortic Res. 2022;9:uhab068

[7]

Marchiosi R, dos Santos WD, Constantin RP. et al. Biosynthesis and metabolic actions of simple phenolic acids in plants. Phy-tochem Rev. 2020;19: 865-906

[8]

Han Y, Vimolmangkang S, Soria-Guerra RE. et al. Introduction of apple ANR genes into tobacco inhibits expression of both CHI and DFR genes in flowers, leading to loss of anthocyanin. JExp Bot. 2012;63: 2437-47

[9]

Liao L, Vimolmangkang S, Wei G. et al. Molecular charac-terization of genes encoding leucoanthocyanidin reductase involved in proanthocyanidin biosynthesis in apple. Front Plant Sci. 2015;6:243

[10]

Xu W, Dubos C, Lepiniec L. Transcriptional control of flavonoid biosynthesis by MYB-bHLH-WDR complexes. Trends Plant Sci. 2015;20: 176-85

[11]

Wang N, Liu W, Zhang T. et al. Transcriptomic analysis of red-fleshed apples reveals the novel role of MdWRKY11 in flavonoid and anthocyanin biosynthesis. J Agric Food Chem. 2018;66: 7076-86

[12]

Sun Q, Jiang S, Zhang T. et al. Apple NAC transcription factor MdNAC52 regulates biosynthesis of anthocyanin and proanthocyanidin through MdMYB9 and MdMYB11. Plant Sci. 2019;289:110286

[13]

Bai S, Tuan PA, Saito T. et al. Epigenetic regulation of MdMYB1 is associated with paper bagging-induced red pigmentation of apples. Planta. 2016;244: 573-86

[14]

An J-P, Wang X-F, Zhang X-W. et al. An apple MYB transcription factor regulates cold tolerance and anthocyanin accumulation and undergoes MIEL1-mediated degradation. Plant Biotechnol J. 2020;18: 337-53

[15]

Zhou L-J, Li Y-Y, Zhang R-F. et al. The small ubiquitin-like modifier E3 ligase MdSIZ1 promotes anthocyanin accumulation by sumoylating MdMYB1 under low-temperature conditions in apple. Plant Cell Environ. 2017;40: 2068-80

[16]

Fukata Y, Fukata M. Protein palmitoylation in neuronal devel-opment and synaptic plasticity. Nat Rev Neurosci. 2010;11: 161-75

[17]

Hemsley PA, Kemp AC, Grierson CS. The TIP GROWTH DEFEC-TIVE1 S-acyl transferase regulates plant cell growth in Arabidop-sis. Plant Cell. 2005;17: 2554-63

[18]

Chai S, Ge F-R, Zhang Y. et al. S-acylation of CBL10/SCaBP8 by PAT10 is crucial for its tonoplast association and function in salt tolerance. J Integr Plant Biol. 2020;62: 718-22

[19]

Zhou L-Z, Li S, Feng Q-N. et al. PROTEIN S-ACYL TRANSFERASE10 is critical for development and salt tolerance in Arabidopsis. Plant Cell. 2013;25: 1093-107

[20]

Batisticˇ O. Genomics and localization of the Arabidopsis DHHC-cysteine-rich domain S-acyltransferase protein family. Plant Physiol. 2012;160: 1597-612

[21]

Li Y, Scott R, Doughty J. et al. Protein S-acyltransferase 14: a specific role for palmitoylation in leaf senescence in Arabidopsis. Plant Physiol. 2016;170: 415-28

[22]

LiuF, QuP-Y, LiJ-P. et al. Arabidopsis protein S-acyl transferases positively mediate BR signaling through S-acylation of BSK1. Proc Natl Acad Sci. 2024;121:e2322375121

[23]

Jiang H, Ma Q, Zhong M. et al. The apple palmitoyltrans-ferase MdPAT16 influences sugar content and salt tolerance via an MdCBL1-MdCIPK13-MdSUT2.2 pathway. Plant J. 2021a;106: 689-705

[24]

Chen P, Li Z, Zhang D. et al. Insights into the effect of human civ-ilization on Malus evolution and domestication. Plant Biotechnol J. 2021;19: 2206-20

[25]

Duan N, Bai Y, Sun H. et al. Genome re-sequencing reveals the history of apple and supports a two-stage model for fruit enlargement. Nat Commun. 2017;8:249

[26]

Zhang Z, Ersoz E, Lai C-Q. et al. Mixed linear model approach adapted for genome-wide association studies. Nat Genet. 2010b;42: 355-60

[27]

Zhou X, Stephens M. Genome-wide efficient mixed-model anal-ysis for association studies. Nat Genet. 2012;44: 821-4

[28]

Mo Y, Nagel C, Taylor LP. Biochemical complementation of chal-cone synthase mutants defines a role for flavonols in functional pollen. Proc Natl Acad Sci. 1992;89: 7213-7

[29]

Su Z, Sun M, Cai Z. et al. Identification and expression analysis of chlorogenic acid biosynthesis key gene PpHCT in peach. Hortic Plant J. 2023;9: 670-80

[30]

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

[31]

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

[32]

Fornalé S, Lopez E, Salazar-Henao JE. et al. AtMYB7, a new player in the regulation of UV-sunscreens in Arabidopsis thaliana. Plant Cell Physiol. 2014;55: 507-16

[33]

Kalinowska M, Bielawska A, Lewandowska-Siwkiewicz H. et al. Apples: content of phenolic compounds vs. variety, part of apple and cultivation model, extraction of phenolic compounds, bio-logical properties. Plant Physiol Biochem. 2014;84: 169-88

[34]

Zheng H-Z, Kim Y-I, Chung S-K. A profile of physicochemical and antioxidant changes during fruit growth for the utilisation of unripe apples. Food Chem. 2012;131: 106-10

[35]

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

[36]

McGhie TK, Hunt M, Barnett LE. Cultivar and growing region determine the antioxidant polyphenolic concentration and composition of apples grown in New Zealand. J Agric Food Chem. 2005;53: 3065-70

[37]

Liao L, Zhang W, Zhang B. et al. Unraveling a genetic roadmap for improved taste in the domesticated apple. Mol Plant. 2021;14: 1454-71

[38]

Jiao T, Huang Y, Wu Y-L. et al. Functional diversity of subgroup 5 R2R3-MYBs promoting proanthocyanidin biosynthesis and their key residues and motifs in tea plant. Hortic Res. 2023;10:uhad135

[39]

Jiang S, Sun Q, Zhang T. et al. MdMYB114 regulates antho-cyanin biosynthesis and functions downstream of MdbZIP4-like in apple fruit. J Plant Physiol. 2021b;257:153353

[40]

Comino C, Hehn A, Moglia A. et al. The isolation and mapping of a novel hydroxycinnamoyltransferase in the globe artichoke chlorogenic acid pathway. BMC Plant Biol. 2009;9:30

[41]

Navarre DA, Payyavula RS, Shakya R. et al. Changes in potato phenylpropanoid metabolism during tuber development. Plant Physiol Biochem. 2013;65: 89-101

[42]

Sonnante G, D’Amore R, Blanco E. et al. Novel hydroxycinnamoyl-coenzyme a quinate transferase genes from artichoke are involved in the synthesis of chlorogenic acid. Plant Physiol. 2010;153: 1224-38

[43]

Zhang Y, Li P, Cheng L. Developmental changes of carbohy-drates, organic acids, amino acids, and phenolic compounds in ‘Honeycrisp’ apple flesh. Food Chem. 2010a;123: 1013-8

[44]

Chen S. Ultrafast one-pass FASTQ data preprocessing, quality control, and deduplication using fastp. iMeta. 2023;2:e107

[45]

McKenna A, Hanna M, Banks E. et al. The genome analysis toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res. 2010;20: 1297-303

[46]

Li Z, Wang L, He J. et al. Chromosome-scale reference genome provides insights into the genetic origin and grafting-mediated stress tolerance of Malus prunifolia. Plant Biotechnol J. 2022;20: 1015-7

[47]

Price AL, Patterson NJ, Plenge RM. et al. Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet. 2006;38: 904-9

[48]

Alexander DH, Lange K. Enhancements to the ADMIXTURE algorithm for individual ancestry estimation. BMC Bioinformatics. 2011;12:246

[49]

Zhang C, Dong S-S, Xu J-Y. et al. PopLDdecay: a fast and effective tool for linkage disequilibrium decay analysis based on variant call format files. Bioinformatics. 2019;35: 1786-8

[50]

Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc. 1995;57: 289-300

[51]

Dong S-S, He W-M, Ji J-J. et al. LDBlockShow: a fast and con-venient tool for visualizing linkage disequilibrium and haplo-type blocks based on variant call format files. Brief Bioinform. 2021;22:bbaa227

[52]

Niu C, Jiang L, Cao F. et al. Methylation of a MITE insertion in the MdRFNR1-1 promoter is positively associated with its allelic expression in apple in response to drought stress. Plant Cell. 2022;34: 3983-4006

[53]

An X-H, Tian Y, Chen K-Q. et al. MdMYB9 and MdMYB11 are involved in the regulation of the JA-induced biosynthesis of anthocyanin and proanthocyanidin in apples. Plant Cell Physiol. 2015;56: 650-62

[54]

Nei M, Li WH. Mathematical model for studying genetic vari-ation in terms of restriction endonucleases. Proc Natl Acad Sci. 1979;76: 5269-73

[55]

Tajima F. Statistical method for testing the neutral mutation hypothesis by DNA polymorphism. Genetics. 1989;123: 585-95

[56]

Danecek P, Auton A, Abecasis G. et al. The variant call format and VCFtools. Bioinformatics. 2011;27: 2156-8

[57]

Tian F, Yang D-C, Meng Y-Q. et al. PlantRegMap: chart-ing functional regulatory maps in plants. Nucleic Acids Res. 2019;48: D1104-13

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