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Patil AS, Oak MD, Gijare S, Gobade A, Jaybhay S, Surve VD, G SP, Salunkhe D, Waghmare BN, Idhol B, Patil RM, Pawar D. Genome-wide exploration of soybean domestication traits: integrating association mapping and SNP × SNP interaction analyses. PLANT MOLECULAR BIOLOGY 2025; 115:55. [PMID: 40178675 DOI: 10.1007/s11103-025-01583-9] [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: 01/30/2025] [Accepted: 03/17/2025] [Indexed: 04/05/2025]
Abstract
Soybean domestication has been essential for crop evolution, adaptation, and modern breeding. Despite advancements in understanding soybean genetics, the genetic basis of DRTs has yet to be fully explored, particularly in the context of genome-wide association studies (GWASs) and gene interaction analyses (epistasis). This study evaluated 198 diverse soybean accessions using 23,574 high-quality SNPs obtained via ddRAD-seq. Nine key DRTs-including those related to seed size (length, width, and thickness), seed coat color, cotyledon color, hypocotyl color, stem growth habit, flower color, pod color, pubescence, and pod-shattering-were phenotyped in two environments. A GWASs conducted via the FarmCPU and BLINK models identified 78 significant SNPs, 14 consistently detected across both environments and models, demonstrating stability. Notably, the SNP rs.Gm16.29778273 linked to pod-shattering resistance. The functional annotation linked three known quantitative trait loci /genes and revealed 11 novel candidate genes associated with DRTs, providing insights into their roles via Gene Ontology (GO) terms. The main effect SNP × SNP interaction analysis revealed that the significant SNP rs.Gm13.16695800 exhibits a pleiotropic effect, controlling both hypocotyl and flower color. Furthermore, 324 epistatic interactions were identified, influencing the expression of DRTs, thereby highlighting the complex genetic architecture underlying these traits. These findings offer valuable insights into domestication and the traits linked to higher yield. They provide a solid foundation for developing marker-assisted selection (MAS) strategies and functional studies to improve soybean breeding for resilient, high-yielding varieties.
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Affiliation(s)
- Abhinandan S Patil
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India.
| | - Manoj D Oak
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Shreyash Gijare
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Aditya Gobade
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Santosh Jaybhay
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Vilas D Surve
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Suresha P G
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Dattatraya Salunkhe
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Balasaheb N Waghmare
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Bhanudas Idhol
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Ravindra M Patil
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
| | - Deepak Pawar
- Genetics and Plant Breeding Group, Agharkar Research Institute, Pune, Maharashtra, 411004, India
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Dong K, Ye Z, Hu F, Shan C, Wen D, Cao J. Improvement of plant quality by amino acid transporters: A comprehensive review. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 215:109084. [PMID: 39217823 DOI: 10.1016/j.plaphy.2024.109084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 08/06/2024] [Accepted: 08/28/2024] [Indexed: 09/04/2024]
Abstract
Amino acids serve as the primary means of transport and organic nitrogen carrier in plants, playing an essential role in plant growth and development. Amino acid transporters (AATs) facilitate the movement of amino acids within plants and have been identified and characterised in a number of species. It has been demonstrated that these amino acid transporters exert an influence on the quality attributes of plants, in addition to their primary function of transporting amino acid transport. This paper presents a summary of the role of AATs in plant quality improvement. This encompasses the enhancement of nitrogen utilization efficiency, root development, tiller number and fruit yield. Concurrently, AATs can bolster the resilience of plants to pests, diseases and abiotic stresses, thereby further enhancing the yield and quality of fruit. AATs exhibit a wide range of substrate specificity, which greatly optimizes the use of pesticides and significantly reduces pesticide residues, and reduces the risk of environmental pollution while increasing the safety of fruit. The discovery of AATs function provides new ideas and ways to cultivate high-quality crop and promote changes in agricultural development, and has great potential in the application of plant quality improvement.
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Affiliation(s)
- Kui Dong
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China
| | - Ziyi Ye
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China
| | - Fei Hu
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China
| | - Chaofan Shan
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China
| | - Dongyu Wen
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China
| | - Jun Cao
- School of Life Sciences, Jiangsu University, Zhenjiang, 212013, Jiangsu, China.
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Yang L, Yang Q, Zhang L, Ren F, Zhang Z, Jia Q. Integrated Metabolomics and Transcriptomics Analysis of Flavonoid Biosynthesis Pathway in Polygonatum cyrtonema Hua. Molecules 2024; 29:2248. [PMID: 38792110 PMCID: PMC11124200 DOI: 10.3390/molecules29102248] [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: 04/06/2024] [Revised: 04/30/2024] [Accepted: 05/07/2024] [Indexed: 05/26/2024] Open
Abstract
Flavonoids, a class of phenolic compounds, are one of the main functional components and have a wide range of molecular structures and biological activities in Polygonatum. A few of them, including homoisoflavonoids, chalcones, isoflavones, and flavones, were identified in Polygonatum and displayed a wide range of powerful biological activities, such as anti-cancer, anti-viral, and blood sugar regulation. However, few studies have systematically been published on the flavonoid biosynthesis pathway in Polygonatum cyrtonema Hua. Therefore, in the present study, a combined transcriptome and metabolome analysis was performed on the leaf, stem, rhizome, and root tissues of P. cyrtonema to uncover the synthesis pathway of flavonoids and to identify key regulatory genes. Flavonoid-targeted metabolomics detected a total of 65 active substances from four different tissues, among which 49 substances were first study to identify in Polygonatum, and 38 substances were flavonoids. A total of 19 differentially accumulated metabolites (DAMs) (five flavonols, three flavones, two dihydrochalcones, two flavanones, one flavanol, five phenylpropanoids, and one coumarin) were finally screened by KEGG enrichment analysis. Transcriptome analysis indicated that a total of 222 unigenes encoding 28 enzymes were annotated into three flavonoid biosynthesis pathways, which were "phenylpropanoid biosynthesis", "flavonoid biosynthesis", and "flavone and flavonol biosynthesis". The combined analysis of the metabolome and transcriptome revealed that 37 differentially expressed genes (DEGs) encoding 11 enzymes (C4H, PAL, 4CL, CHS, CHI, F3H, DFR, LAR, ANR, FNS, FLS) and 19 DAMs were more likely to be regulated in the flavonoid biosynthesis pathway. The expression of 11 DEGs was validated by qRT-PCR, resulting in good agreement with the RNA-Seq. Our studies provide a theoretical basis for further elucidating the flavonoid biosynthesis pathway in Polygonatum.
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Affiliation(s)
- Luyun Yang
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
| | - Qingwen Yang
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
| | - Luping Zhang
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
| | - Fengxiao Ren
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
| | - Zhouyao Zhang
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
| | - Qiaojun Jia
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou 310018, China; (L.Y.); (Q.Y.); (L.Z.); (F.R.); (Z.Z.)
- Key Laboratory of Plant Secondary Metabolism and Regulation of Zhejiang Province, Zhejiang Sci-Tech University, Hangzhou 310018, China
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Li B, Jia Y, Xu L, Zhang S, Long Z, Wang R, Guo Y, Zhang W, Jiao C, Li C, Xu Y. Transcriptional convergence after repeated duplication of an amino acid transporter gene leads to the independent emergence of the black husk/pericarp trait in barley and rice. PLANT BIOTECHNOLOGY JOURNAL 2024; 22:1282-1298. [PMID: 38124464 PMCID: PMC11022822 DOI: 10.1111/pbi.14264] [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: 05/04/2023] [Revised: 11/09/2023] [Accepted: 11/25/2023] [Indexed: 12/23/2023]
Abstract
The repeated emergence of the same trait (convergent evolution) in distinct species is an interesting phenomenon and manifests visibly the power of natural selection. The underlying genetic mechanisms have important implications to understand how the genome evolves under environmental challenges. In cereal crops, both rice and barley can develop black-coloured husk/pericarp due to melanin accumulation. However, it is unclear if this trait shares a common origin. Here, we fine-mapped the barley HvBlp gene controlling the black husk/pericarp trait and confirmed its function by gene silencing. The result was further supported by a yellow husk/pericarp mutant with deletion of the HvBlp gene, derived from gamma ray radiation of the wild-type W1. HvBlp encodes a putative tyrosine transporter homologous to the black husk gene OsBh4 in rice. Surprisingly, synteny and phylogenetic analyses showed that HvBlp and OsBh4 belonged to different lineages resulted from dispersed and tandem duplications, respectively, suggesting that the black husk/pericarp trait has emerged independently. The dispersed duplication (dated at 21.23 MYA) yielding HvBlp occurred exclusively in the common ancestor of Triticeae. HvBlp and OsBh4 displayed converged transcription in husk/pericarp tissues, contributing to the black husk/pericarp trait. Further transcriptome and metabolome data identified critical candidate genes and metabolites related to melanin production in barley. Taken together, our study described a compelling case of convergent evolution resulted from transcriptional convergence after repeated gene duplication, providing valuable genetic insights into phenotypic evolution. The identification of the black husk/pericarp genes in barley also has great potential in breeding for stress-resilient varieties with higher nutritional values.
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Affiliation(s)
- Bo Li
- Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement & Key Laboratory of Ministry of Agriculture and Rural Affairs for Crop Molecular Breeding, Food Crops InstituteHubei Academy of Agricultural SciencesWuhanChina
| | - Yong Jia
- Western Crop Genetics Alliance, Future Food Institute, Western Australian State Agricultural Biotechnology Centre, College of Science, Health, Engineering and EducationMurdoch UniversityMurdochWestern AustraliaAustralia
| | - Le Xu
- Hubei Collaborative Innovation Centre for the industrialization of Major Grain Crops, College of AgricultureYangtze UniversityJingzhouChina
| | - Shuo Zhang
- Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement & Key Laboratory of Ministry of Agriculture and Rural Affairs for Crop Molecular Breeding, Food Crops InstituteHubei Academy of Agricultural SciencesWuhanChina
| | - Zhoukai Long
- Hubei Collaborative Innovation Centre for the industrialization of Major Grain Crops, College of AgricultureYangtze UniversityJingzhouChina
| | - Rong Wang
- Hubei Collaborative Innovation Centre for the industrialization of Major Grain Crops, College of AgricultureYangtze UniversityJingzhouChina
| | - Ying Guo
- Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement & Key Laboratory of Ministry of Agriculture and Rural Affairs for Crop Molecular Breeding, Food Crops InstituteHubei Academy of Agricultural SciencesWuhanChina
| | - Wenying Zhang
- Hubei Collaborative Innovation Centre for the industrialization of Major Grain Crops, College of AgricultureYangtze UniversityJingzhouChina
| | - Chunhai Jiao
- Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement & Key Laboratory of Ministry of Agriculture and Rural Affairs for Crop Molecular Breeding, Food Crops InstituteHubei Academy of Agricultural SciencesWuhanChina
| | - Chengdao Li
- Western Crop Genetics Alliance, Future Food Institute, Western Australian State Agricultural Biotechnology Centre, College of Science, Health, Engineering and EducationMurdoch UniversityMurdochWestern AustraliaAustralia
- Department of Primary Industries and Regional DevelopmentSouth PerthWestern AustraliaAustralia
| | - Yanhao Xu
- Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement & Key Laboratory of Ministry of Agriculture and Rural Affairs for Crop Molecular Breeding, Food Crops InstituteHubei Academy of Agricultural SciencesWuhanChina
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Guo Y, Liu C, Zhang Y, Zheng S, Cao P, Wang X, Tian Z. Characterization key genes of Arabidopsis seedlings in response to β-caryophyllene, eugenol using combined transcriptome and WGCN analysis. FRONTIERS IN PLANT SCIENCE 2024; 14:1295779. [PMID: 38239209 PMCID: PMC10794411 DOI: 10.3389/fpls.2023.1295779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 12/07/2023] [Indexed: 01/22/2024]
Abstract
Weeds present a significant challenge to high crop yield and quality. In our study, we investigated the phytotoxic activity of β-caryophyllene (BCP) and eugenol, which are natural allelopathic chemical compounds, on Arabidopsis seedlings. We found that these compounds inhibited the growth of Arabidopsis thaliana plants. When either BCP or eugenol was applied, it led to decrease in the content of cell wall components such as lignin, cellulose, hemicellulose, and pectin; and increase in the levels of endogenous hormones like ETH, ABA, SA, and JA in the seedlings. Through transcriptome profiling, we identified 7181 differentially expressed genes (DEGs) in the roots and shoots that were induced by BCP or eugenol. The genes involved in the synthesis of lignin, cellulose, hemicellulose, and pectin were down-regulated, whereas genes related to synthesis and signal transduction of ABA, ETH, SA, and JA were up-regulated. However, genes related to IAA synthesis and signal transduction were found to be down-regulated. Furthermore, we characterized 24 hub genes using Weighted Correlation Network Analysis (WGCNA). Among them, the identified 16 genes in response to BCP was primarily associated with hypoxia stress, while 8 genes induced by eugenol were linked to inhibition of cell division. Our results suggested that BCP and eugenol had ability to target multiple genes to inhibit growth and development of Arabidopsis plants. Therefore, they can serve as excellent candidates for natural biological herbicides.
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Affiliation(s)
- Yuqi Guo
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Chang Liu
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Yaran Zhang
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Shuting Zheng
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Ping Cao
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Xiaomin Wang
- School of Life Sciences, Zhengzhou University, Zhengzhou, Henan, China
| | - Zengyuan Tian
- School of Agricultural Sciences, Zhengzhou University, Zhengzhou, Henan, China
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Ranilla LG, Zolla G, Afaray-Carazas A, Vera-Vega M, Huanuqueño H, Begazo-Gutiérrez H, Chirinos R, Pedreschi R, Shetty K. Integrated metabolite analysis and health-relevant in vitro functionality of white, red, and orange maize ( Zea mays L.) from the Peruvian Andean race Cabanita at different maturity stages. Front Nutr 2023; 10:1132228. [PMID: 36925963 PMCID: PMC10011086 DOI: 10.3389/fnut.2023.1132228] [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: 12/27/2022] [Accepted: 02/09/2023] [Indexed: 03/04/2023] Open
Abstract
The high maize (Zea mays L.) diversity in Peru has been recognized worldwide, but the investigation focused on its integral health-relevant and bioactive characterization is limited. Therefore, this research aimed at studying the variability of the primary and the secondary (free and dietary fiber-bound phenolic, and carotenoid compounds) metabolites of three maize types (white, red, and orange) from the Peruvian Andean race Cabanita at different maturity stages (milk-S1, dough-S2, and mature-S3) using targeted and untargeted methods. In addition, their antioxidant potential, and α-amylase and α-glucosidase inhibitory activities relevant for hyperglycemia management were investigated using in vitro models. Results revealed a high effect of the maize type and the maturity stage. All maize types had hydroxybenzoic and hydroxycinnamic acids in their free phenolic fractions, whereas major bound phenolic compounds were ferulic acid, ferulic acid derivatives, and p-coumaric acid. Flavonoids such as luteolin derivatives and anthocyanins were specific in the orange and red maize, respectively. The orange and red groups showed higher phenolic ranges (free + bound) (223.9-274.4 mg/100 g DW, 193.4- 229.8 mg/100 g DW for the orange and red maize, respectively) than the white maize (162.2-225.0 mg/100 g DW). Xanthophylls (lutein, zeaxanthin, neoxanthin, and a lutein isomer) were detected in all maize types. However, the orange maize showed the highest total carotenoid contents (3.19-5.87 μg/g DW). Most phenolic and carotenoid compounds decreased with kernel maturity in all cases. In relation to the primary metabolites, all maize types had similar fatty acid contents (linoleic acid > oleic acid > palmitic acid > α-linolenic acid > stearic acid) which increased with kernel development. Simple sugars, alcohols, amino acids, free fatty acids, organic acids, amines, and phytosterols declined along with grain maturity and were overall more abundant in white maize at S1. The in vitro functionality was similar among Cabanita maize types, but it decreased with the grain development, and showed a high correlation with the hydrophilic free phenolic fraction. Current results suggest that the nutraceutical characteristics of orange and white Cabanita maize are better at S1 and S2 stages while the red maize would be more beneficial at S3.
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Affiliation(s)
- Lena Gálvez Ranilla
- Laboratory of Research in Food Science, Universidad Catolica de Santa Maria, Arequipa, Perú.,Escuela Profesional de Ingeniería de Industria Alimentaria, Departamento de Ciencias e Ingenierías Biológicas y Químicas, Facultad de Ciencias e Ingenierías Biológicas y Químicas, Universidad Catolica de Santa Maria, Arequipa, Perú
| | - Gastón Zolla
- Laboratorio de Fisiología Molecular de Plantas, PIPS de Cereales y Granos Nativos, Facultad de Agronomía, Universidad Nacional Agraria La Molina, Lima, Perú
| | - Ana Afaray-Carazas
- Laboratory of Research in Food Science, Universidad Catolica de Santa Maria, Arequipa, Perú
| | - Miguel Vera-Vega
- Laboratorio de Fisiología Molecular de Plantas, PIPS de Cereales y Granos Nativos, Facultad de Agronomía, Universidad Nacional Agraria La Molina, Lima, Perú
| | - Hugo Huanuqueño
- Programa de Investigación y Proyección Social en Maíz, Facultad de Agronomía, Universidad Nacional Agraria La Molina, Lima, Perú
| | - Huber Begazo-Gutiérrez
- Estación Experimental Agraria Arequipa, Instituto Nacional de Innovación Agraria (INIA), Arequipa, Perú
| | - Rosana Chirinos
- Instituto de Biotecnología, Universidad Nacional Agraria La Molina, Lima, Perú
| | - Romina Pedreschi
- Escuela de Agronomía, Facultad de Ciencias Agronómicas y de los Alimentos, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile.,Millennium Institute Center for Genome Regulation (CRG), Santiago, Chile
| | - Kalidas Shetty
- Department of Plant Sciences, North Dakota State University, Fargo, ND, United States
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