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Wang D, Cheng B, Yu L, Yuan G, Ma Y, Zhang J, Lin F. Differential Analysis of Anthocyanins in Red and Yellow Hawthorn ( Crataegus pinnatifida) Peel Based on Ultra-High Performance Liquid Chromatography-Electrospray Ionization Tandem Mass Spectrometry. Molecules 2025; 30:1149. [PMID: 40076372 PMCID: PMC11901954 DOI: 10.3390/molecules30051149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2025] [Revised: 02/26/2025] [Accepted: 02/27/2025] [Indexed: 03/14/2025] Open
Abstract
Anthocyanins constitute the primary pigment components in hawthorn (Crataegus pinnatifida) peel, yet their specific composition and concentration profiles remain poorly characterized. This study employed ultra-performance liquid chromatography-electrospray ionization-tandem mass spectrometry (UPLC-ESI-MS/MS)-based metabolomics to systematically compare anthocyanin profiles between red-peel (CPR) and yellow-peel (CPY) hawthorn cultivars. Our analysis identified 26 anthocyanin metabolites in CPR and 24 in CPY, with cyanidin-3-O-galactoside and cyanidin-3-O-arabinoside being the predominant compounds in both. Multivariate analysis revealed seven significantly differential metabolites, including cyanidin-3-O-galactoside, cyanidin-3-O-arabinoside, pelargonidin-3-O-galactoside, pelargonidin-3-O-glucoside, pelargonidin-3-O-arabinoside, and peonidin-3-O-galactoside. Notably, all the differential metabolites exhibited reductions in CPY compared to CPR. Chromatic analysis demonstrated that CPR possessed highly significantly lower hue angle values (hab) than CPY (47.7093 ± 4.1706, 83.6427 ± 1.4604, p < 0.01), showing strong negative correlations with key anthocyanins. These findings enhance the scientific understanding of anthocyanin biosynthesis in hawthorn peel and provide a certain reference for the development and utilization of anthocyanins in hawthorn peel.
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Affiliation(s)
- Dongsheng Wang
- Hebei Province Yanshan Agriculture Characteristic Industry Technology Research Institute, Hebei Normal University of Science and Technology, Qinhuangdao 066004, China
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Beibei Cheng
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Liyang Yu
- Hebei Province Yanshan Agriculture Characteristic Industry Technology Research Institute, Hebei Normal University of Science and Technology, Qinhuangdao 066004, China
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Guomei Yuan
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Yate Ma
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Jijun Zhang
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Hebei Normal University of Science and Technology, Qinhuangdao 066600, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao 066004, China
| | - Furong Lin
- State Key Laboratory of Tree Genetics and Breeding, Key Laboratory of Tree Breeding and Cultivation of State Forestry and Grassland Administration, Research Institute of Forestry, Chinese Academy of Forestry, Beijing 100091, China
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Yi S, Cai Q, Yang Y, Shen H, Sun Z, Li L. Identification and Functional Characterization of the SaMYB113 Gene in Solanum aculeatissimum. PLANTS (BASEL, SWITZERLAND) 2024; 13:1570. [PMID: 38891379 PMCID: PMC11174649 DOI: 10.3390/plants13111570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 05/06/2024] [Accepted: 05/15/2024] [Indexed: 06/21/2024]
Abstract
The MYB transcription factors (TFs) have substantial functions in anthocyanin synthesis as well as being widely associated with plant responses to various adversities. In the present investigation, we found an unreported MYB TF from Solanum aculeatissimum (a wild relative of eggplant) and named it SaMYB113 in reference to its homologous gene. Bioinformatics analysis demonstrated that the open reading frame of SaMYB113 was 825 bp in length, encoding 275 amino acids, with a typical R2R3-MYB gene structure, and predicted subcellular localization in the nucleus. Analysis of the tissue-specific expression pattern through qRT-PCR showed that the SaMYB113 was expressed at a high level in young stems as well as leaves of S. aculeatissimum. Transgenic Arabidopsis and tobacco plants overexpressing SaMYB113 pertinent to the control of the 35S promoter exhibited a distinct purple color trait, suggesting a significant change in their anthocyanin content. Furthermore, we obtained three tobacco transgenic lines with significant differences in anthocyanin accumulation and analyzed the differences in anthocyanin content by LC-MS/MS. The findings demonstrated that overexpression of SaMYB113 caused tobacco to have considerably raised levels of several anthocyanin components, with the most significant increases in delphinidin-like anthocyanins and cyanidin-like anthocyanins. The qRT-PCR findings revealed significant differences in the expression levels of structural genes for anthocyanin synthesis among various transgenic lines. In summary, this study demonstrated that the SaMYB113 gene has a substantial impact on anthocyanin synthesis, and overexpression of the SaMYB113 gene leads to significant modifications to the expression levels of a variety of anthocyanin-synthesizing genes, which leads to complex changes in anthocyanin content and affects plant phenotypes. This present research offers the molecular foundation for the research of the mechanism of anthocyanin formation within plants, as well as providing some reference for the improvement of traits in solanum crops.
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Affiliation(s)
- Songheng Yi
- College of Landscape and Horticulture, Southwest Forestry University, Kunming 650224, China; (S.Y.); (Q.C.); (H.S.)
| | - Qihang Cai
- College of Landscape and Horticulture, Southwest Forestry University, Kunming 650224, China; (S.Y.); (Q.C.); (H.S.)
| | - Yanbo Yang
- College of Geography and Ecotourism, Southwest Forestry University, Kunming 650224, China;
| | - Hongquan Shen
- College of Landscape and Horticulture, Southwest Forestry University, Kunming 650224, China; (S.Y.); (Q.C.); (H.S.)
| | - Zhenghai Sun
- College of Landscape and Horticulture, Southwest Forestry University, Kunming 650224, China; (S.Y.); (Q.C.); (H.S.)
| | - Liping Li
- College of Wetland, Southwest Forestry University, Kunming 650224, China
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Wang D, Cheng B, Zhang J. High-density genetic map and quantitative trait loci map of skin color in hawthorn ( Crataegus pinnatifida bge. Var. major N.E.Br.). Front Genet 2024; 15:1405604. [PMID: 38873113 PMCID: PMC11169616 DOI: 10.3389/fgene.2024.1405604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2024] [Accepted: 05/09/2024] [Indexed: 06/15/2024] Open
Abstract
Fruit skin color is an important trait of the hawthorn tree, which has an important influence on fruit quality. Crataegus pinnatifida Bge. var. Major N.E.Br. Is one of the most widely cultivated varieties in China and has a long history of medicinal use. In recent years, it has attracted the attention of the world due to its nutritional and medicinal values. Skin color is the focus of breeders and food processors. At present, skin color-related genes have still not been mapped. In this study, "Shandong Da Mianqiu" (♀, red skin color), "Da Huang Mianzha" (♂, yellow skin color) and 131 F1 hybrids were used to construct genetic map of hawthorn by RAD-seq, and QTL mapping was performed by combining these features with the hue angle and the observed color. In this study, 13,260 SNP was assigned to 17 linkage groups, with an integrated map covering 2,297.75 cM was constructed. A total of 5 QTLs related to hawthorn skin color were detected on LG1, LG3 and LG15. Whether hue angle or pericarp color acts as phenotype for QTL mapping, the candidate genes include bHLH086, WD repeat regions and Myb-like. bHLH, WD and Myb play an important role in the color regulation of Hawthorn skin color. These results lay a solid foundation for QTL mapping and molecular marker-assisted breeding of hawthorn.
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Affiliation(s)
- Dongsheng Wang
- Engineering Research Center of Chestnut Industry Technology, Ministry of Education, Hebei Normal University of Science and Technology, Qinhuangdao, China
| | - Beibei Cheng
- College of Horticulture Science and Technology, Hebei Normal University of Science and Technology, Qinhuangdao, China
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Qinhuangdao, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao, China
| | - Jijun Zhang
- College of Horticulture Science and Technology, Hebei Normal University of Science and Technology, Qinhuangdao, China
- Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization, Qinhuangdao, China
- Hebei Higher Institute Application Technology Research and Development Center of Horticultural Plant Biological Breeding, Qinhuangdao, China
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Zeng HT, Zheng T, Tang Q, Xu H, Chen M. Integrative metabolome and transcriptome analyses reveal the coloration mechanism in Camellia oleifera petals with different color. BMC PLANT BIOLOGY 2024; 24:19. [PMID: 38166635 PMCID: PMC10759395 DOI: 10.1186/s12870-023-04699-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 12/19/2023] [Indexed: 01/05/2024]
Abstract
BACKGROUND Camellia olelfera petals are colorful, and have high ornamental value. However, the color formation mechanism of C. olelfera petals with different color is still unclear. In our study, WGCNA method was applied to integrate metabolites and transcriptomes to investigate the coloration mechanism of four C. olelfera cultivars with different petal colors. RESULTS Here, a total of 372 flavonoids were identified (including 27 anthocyanins), and 13 anthocyanins were significantly differentially accumulated in C. olelfera petals. Among them, cyanidin-3-O-(6''-O-p-Coumaroyl) glucoside was the main color constituent in pink petals, cyanidin-3-O-glucoside, cyanidin-3-O-galactoside, cyanidin-3-O-rutinoside, and cyanidin-3-O-(6''-O-malonyl) glucoside were the main contributors to candy pink petals, and peonidin-3-O-glucoside was the important color substance responsible for the red petals of C. oleifera. Furthermore, six structural genes (Co4CL1, CoF3H1, CoF3'H, CoANS, CoUGT75C1-4, and CoUGT75C1-5), three MYBs (CoMYB1, CoMYB4, and CoMYB44-3), three bHLHs (CobHLH30, CobHLH 77, and CobHLH 79-1), and two WRKYs (CoWRKY7 and CoWRKY22) could be identified candidate genes related to anthocyanins biosynthesis and accumulation, and lead to the pink and red phenotypes. The regulatory network of differentially accumulated anthocyanins and the anthocyanins related genes in C. olelfera petals were established. CONCLUSIONS These findings elucidate the molecular basis of the coloration mechanisms of pink and red color in C. olelfera petals, and provided valuable target genes for future improvement of petals color in C. olelfera.
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Affiliation(s)
- Hai-Tao Zeng
- College of Biology Science and Engineering, Qinba Mountain Area Collaborative Innovation Center of Bioresources Comprehensive Development, Qinba State Key Laboratory of Biological Resources and Ecological Environment (Incubation), Shaanxi University of Technology, Shaanxi Province Key Laboratory of Bio-Resources, Hanzhong, 723001, Shaanxi, China
| | - Tao Zheng
- College of Biology Science and Engineering, Qinba Mountain Area Collaborative Innovation Center of Bioresources Comprehensive Development, Qinba State Key Laboratory of Biological Resources and Ecological Environment (Incubation), Shaanxi University of Technology, Shaanxi Province Key Laboratory of Bio-Resources, Hanzhong, 723001, Shaanxi, China.
| | - Qi Tang
- College of Biology Science and Engineering, Qinba Mountain Area Collaborative Innovation Center of Bioresources Comprehensive Development, Qinba State Key Laboratory of Biological Resources and Ecological Environment (Incubation), Shaanxi University of Technology, Shaanxi Province Key Laboratory of Bio-Resources, Hanzhong, 723001, Shaanxi, China
| | - Hao Xu
- College of Biology Science and Engineering, Qinba Mountain Area Collaborative Innovation Center of Bioresources Comprehensive Development, Qinba State Key Laboratory of Biological Resources and Ecological Environment (Incubation), Shaanxi University of Technology, Shaanxi Province Key Laboratory of Bio-Resources, Hanzhong, 723001, Shaanxi, China
| | - Mengjiao Chen
- College of Biology Science and Engineering, Qinba Mountain Area Collaborative Innovation Center of Bioresources Comprehensive Development, Qinba State Key Laboratory of Biological Resources and Ecological Environment (Incubation), Shaanxi University of Technology, Shaanxi Province Key Laboratory of Bio-Resources, Hanzhong, 723001, Shaanxi, China
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Zixuan Z, Rongping D, Yingying Z, Yueyue L, Jiajing Z, Yue J, Tan M, Zengxu X. The phenotypic variation mechanisms of Atractylodes lancea post-cultivation revealed by conjoint analysis of rhizomic transcriptome and metabolome. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 203:108025. [PMID: 37722282 DOI: 10.1016/j.plaphy.2023.108025] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 08/07/2023] [Accepted: 09/06/2023] [Indexed: 09/20/2023]
Abstract
The wild Atractylodes lancea rhizomes have been traditionally used as herbal medicine. As the increasingly exhaustion of wild A. lancea, the artificial cultivation mainly contributed to the medicinal material production. However, besides the phenotypic variation of rhizome phenotypic trait alteration, the qualities of cultivated A. lancea decrease compared with the wild counterpart. To unveil the physiological and molecular mechanism beneath the phenotypic variation, GC-MS-based volatile organic compounds (VOCs) profiling and RNAseq-based transcriptome analysis were conducted. The volatile metabolomics profiling revealed 65 differentially accumulated metabolites (DAMs) while the transcriptomic profiling identified 12 009 differentially expressed unigenes (DEGs) post-cultivation. The volatile active compounds including atractylone, and eudesmol accumulated more in wild rhizome than in the cultivated counterpart, and several unigenes in terpene synthesis were downregulated under cultivated condition. Compared with the wild A. lancea rhizome, the contents of bioactive Jasmonic Acid (JAs) in cultivated A. lancea rhizome were higher, and evidences that JAs negatively regulate the terpenes biosynthesis in the cultivated A. lancea rhizome were also provided. The combinational omics analysis further indicated the high correlation between the ten cultivation-suppressed VOCs and the cultivation-altered genes for sesquiterpenoids biosynthesis in A. lancea. The network of the cultivation-altered transcription factors (TFs) and the ten VOCs suggested TFs (e.g. Arabidopsis ERF13 homologs and WRKY50) are involved in the regulation of terpenes biosynthesis. These results laid a theoretical basis for developing geo-herbalism medicinal plants with "high quality and optimal shape".
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Affiliation(s)
- Zhang Zixuan
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Ding Rongping
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Zhang Yingying
- College of Life Sciences, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Liao Yueyue
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Zhao Jiajing
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Jia Yue
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Mingpu Tan
- College of Life Sciences, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
| | - Xiang Zengxu
- College of Horticulture, Nanjing Agricultural University, 210095, Nanjing, Jiangsu, China.
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Wu X, Luo D, Zhang Y, Jin L, Crabbe MJC, Qiao Q, Li G, Zhang T. Integrative analysis of the metabolome and transcriptome reveals the potential mechanism of fruit flavor formation in wild hawthorn ( Crataegus chungtienensis). PLANT DIVERSITY 2023; 45:590-600. [PMID: 37936817 PMCID: PMC10625895 DOI: 10.1016/j.pld.2023.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 01/16/2023] [Accepted: 02/05/2023] [Indexed: 11/09/2023]
Abstract
Hawthorns are important medicinal and edible plants with a long history of health protection in China. Besides cultivated hawthorn, other wild hawthorns may also have excellent medicinal and edible value, such as Crataeguschungtienensis, an endemic species distributed in the Southwest of China. In this study, by integrating the flavor-related metabolome and transcriptome data of the ripening fruit of C. chungtienensis, we have developed an understanding of the formation of hawthorn fruit quality. The results show that a total of 849 metabolites were detected in the young and mature fruit of C. chungtienensis, of which flavonoids were the most detected metabolites. Among the differentially accumulated metabolites, stachyose, maltotetraose and cis-aconitic acid were significantly increased during fruit ripening, and these may be important metabolites affecting fruit flavor change. Moreover, several flavonoids and terpenoids were reduced after fruit ripening compared with young fruit. Therefore, using the unripe fruit of C. chungtienensis may allow us to obtain more medicinal active ingredients such as flavonoids and terpenoids. Furthermore, we screened out some differentially expressed genes (DEGs) related to fruit quality formation, which had important relationships with differentially accumulated sugars, acids, flavonoids and terpenoids. Our study provides new insights into flavor formation in wild hawthorn during fruit development and ripening, and at the same time this study lays the foundation for the improvement of hawthorn fruit flavor.
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Affiliation(s)
- Xien Wu
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
| | - Dengli Luo
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
| | - Yingmin Zhang
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
| | - Ling Jin
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
| | - M. James C. Crabbe
- Wolfson College, Oxford University, Oxford, UK
- Institute of Biomedical and Environmental Science & Technology, School of Life Sciences, University of Bedfordshire, Park Square, Luton, UK
- School of Life Sciences, Shanxi University, Taiyuan, China
| | - Qin Qiao
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, China
| | - Guodong Li
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
| | - Ticao Zhang
- College of Chinese Material Medica, Yunnan University of Chinese Medicine, Kunming, China
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Wang F, Chen J, Tang R, Wang R, Ahmad S, Liu Z, Peng D. Research Progress on Anthocyanin-Mediated Regulation of 'Black' Phenotypes of Plant Organs. Curr Issues Mol Biol 2023; 45:7242-7256. [PMID: 37754242 PMCID: PMC10527681 DOI: 10.3390/cimb45090458] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 08/21/2023] [Accepted: 08/30/2023] [Indexed: 09/28/2023] Open
Abstract
The color pattern is one of the most important characteristics of plants. Black stands out among the vibrant colors due to its rare and distinctive nature. While some plant organs appear black, they are, in fact, dark purple. Anthocyanins are the key compounds responsible for the diverse hues in plant organs. Cyanidin plays an important role in the deposition of black pigments in various plant organs, such as flower, leaf, and fruit. A number of structural genes and transcription factors are involved in the metabolism of anthocyanins in black organs. It has been shown that the high expression of R2R3-MYB transcription factors, such as PeMYB7, PeMYB11, and CsMYB90, regulates black pigmentation in plants. This review provides a comprehensive overview of the anthocyanin pathways that are involved in the regulation of black pigments in plant organs, including flower, leaf, and fruit. It is a great starting point for further investigation into the molecular regulation mechanism of plant color and the development of novel cultivars with black plant organs.
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Affiliation(s)
| | | | | | | | | | - Zhongjian Liu
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (F.W.); (J.C.); (R.T.); (R.W.); (S.A.)
| | - Donghui Peng
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (F.W.); (J.C.); (R.T.); (R.W.); (S.A.)
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Guan M, Shi X, Chen S, Wan Y, Tang Y, Zhao T, Gao L, Sun F, Yin N, Zhao H, Lu K, Li J, Qu C. Comparative transcriptome analysis identifies candidate genes related to seed coat color in rapeseed. FRONTIERS IN PLANT SCIENCE 2023; 14:1154208. [PMID: 36993847 PMCID: PMC10042178 DOI: 10.3389/fpls.2023.1154208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 02/17/2023] [Indexed: 06/19/2023]
Abstract
Yellow seed coat in rapeseed (Brassica napus) is a desirable trait that can be targeted to improve the quality of this oilseed crop. To better understand the inheritance mechanism of the yellow-seeded trait, we performed transcriptome profiling of developing seeds in yellow- and black-seeded rapeseed with different backgrounds. The differentially expressed genes (DEGs) during seed development showed significant characteristics, these genes were mainly enriched for the Gene Ontology (GO) terms carbohydrate metabolic process, lipid metabolic process, photosynthesis, and embryo development. Moreover, 1206 and 276 DEGs, which represent candidates to be involved in seed coat color, were identified between yellow- and black-seeded rapeseed during the middle and late stages of seed development, respectively. Based on gene annotation, GO enrichment analysis, and protein-protein interaction network analysis, the downregulated DEGs were primarily enriched for the phenylpropanoid and flavonoid biosynthesis pathways. Notably, 25 transcription factors (TFs) involved in regulating flavonoid biosynthesis pathway, including known (e.g., KNAT7, NAC2, TTG2 and STK) and predicted TFs (e.g., C2H2-like, bZIP44, SHP1, and GBF6), were identified using integrated gene regulatory network (iGRN) and weight gene co-expression networks analysis (WGCNA). These candidate TF genes had differential expression profiles between yellow- and black-seeded rapeseed, suggesting they might function in seed color formation by regulating genes in the flavonoid biosynthesis pathway. Thus, our results provide in-depth insights that facilitate the exploration of candidate gene function in seed development. In addition, our data lay the foundation for revealing the roles of genes involved in the yellow-seeded trait in rapeseed.
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Affiliation(s)
- Mingwei Guan
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Xiangtian Shi
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Si Chen
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Yuanyuan Wan
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Yunshan Tang
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Tian Zhao
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Lei Gao
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Fujun Sun
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Nengwen Yin
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Huiyan Zhao
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Kun Lu
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Jiana Li
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
| | - Cunmin Qu
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City and Southwest University, College of Agronomy and Biotechnology and Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Academy of Agricultural Sciences, Southwest University, Chongqing, China
- Affiliation Engineering Research Center of South Upland Agriculture, Ministry of Education, Chongqing, China
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