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Rebeira S, Jayatilake D, Prasantha R, Kariyawasam T, Suriyagoda L. Assessment of antioxidant properties in selected pigmented and non-pigmented rice (Oryza sativa L.) germplasm and determination of its association with Rc gene haplotypes. BMC PLANT BIOLOGY 2024; 24:884. [PMID: 39342098 PMCID: PMC11438363 DOI: 10.1186/s12870-024-05623-2] [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: 07/12/2024] [Accepted: 09/23/2024] [Indexed: 10/01/2024]
Abstract
BACKGROUND Antioxidant properties of rice provide various health benefits due to its ability to inhibit cellular oxidation. Antioxidant content of rice is known to be linked with the pericarp pigmentation. The Rc gene of rice (Os07g0211500) codes for a basic helix-loop-helix (bHLH) protein, acting as a transcriptional factor in regulating proanthocyanidin biosynthesis. The current study was carried out to evaluate the variation of antioxidant properties in a selected panel of rice accessions and assess the possibility of using haplotypes defined based on the Rc gene to predict pericarp pigmentation and antioxidant content in rice. RESULTS Thirty-two rice accessions were evaluated for grain pericarp colour and antioxidant properties; total phenolic content (TPC), total flavonoids (TFC), proanthocyanidins (PAC) and radical scavenging activity (RSA). The parameters TPC, TFC and PAC showed significant positive correlation with RSA (r > 0.69; P < 0.01). The study panel showed a wide variation for antioxidant properties and rice accessions such as Sudu Heenati, Deweraddiri, Madathawalu, Masuran, Ld 368, At 311, Kalu Heenati, Bw 272-6B, Pokkali, At 362 and Wanni Dahanala exhibited profound potential with respect to antioxidant properties. Based on three-target sites previously reported as critical for the function of the coded bHLH protein (an A/C SNP at 1,353-bp, a 1-bp insertion/deletion at 1,388-bp, and a 14-bp insertion/deletion at 1,408-1,421-bp positioned in the mRNA corresponding to the exon 6 of rice Rc gene), three haplotypes were defined (H1-H3). Pigmentation of the rice pericarp could be successfully explained based on the defined haplotypes (H1 (C/G/+): red, and H2 (A/G/+) and H3 (C/G/-): white), and the H1 haplotype corresponded to a significantly (P < 0.05) higher TPC, TFC, PAC and RSA compared to the other haplotypes. CONCLUSIONS The studied rice accessions showed a significant variation with respect to antioxidant properties. Haplotype H1 defined based on the three-target sites in the exon 6 of Rc gene can detect rice accessions with red pigmented pericarp and high antioxidant properties effectively. Hence, its use can be recommended as an alternative to biochemical assays for screening during rice breeding programs.
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Affiliation(s)
- Srikanthi Rebeira
- Postgraduate Institute of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
- Food Research Unit, Department of Agriculture, Peradeniya, Sri Lanka
| | - Dimanthi Jayatilake
- Postgraduate Institute of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka.
- Department of Agricultural Biology, Faculty of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka.
| | - Rohitha Prasantha
- Postgraduate Institute of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
- Department of Food Science and Technology, Faculty of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
| | - Thamali Kariyawasam
- Department of Agricultural Biology, Faculty of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
| | - Lalith Suriyagoda
- Postgraduate Institute of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
- Department of Crop Science, Faculty of Agriculture, University of Peradeniya, Peradeniya, Sri Lanka
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Esposito S, Palombieri S, Vitale P, Angione G, D'Attilia C, Taranto F, Sestili F, De Vita P. Identification and development of functional markers for purple grain genes in durum wheat (Triticum durum Desf.). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2024; 137:210. [PMID: 39198268 DOI: 10.1007/s00122-024-04710-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 08/04/2024] [Indexed: 09/01/2024]
Abstract
KEY MESSAGE Two allelic variants of Pp-A3 and Pp-B1 were identified in purple durum wheat. Molecular markers at both loci were developed and validated on an independent panel, offering a breakthrough for wheat improvement. Purple wheats are a class of cereals with pigmented kernels of particular interest for their antioxidant and anti-inflammatory properties. Although two complementary loci (Pp-B1 and Pp-A3), responsible for purple pericarp have been pinpointed in bread wheat (Triticum aestivum L.), in durum wheat (Triticum durum Desf.) the causative genes along with functional and non-functional alleles are still unknown. Here, using a quantitative trait loci (QTL) mapping approach on a RIL population derived from purple and non-purple durum wheat genotypes, we identified three major regions on chromosomes 2A, 3A, and 7B explaining the highest phenotypic variation (> 50%). Taking advantage of the Svevo genome, a MYB was reannotated on chromosome 7B and reported as a candidate for Pp-B1. An insertion of ~ 1.6 kb within the first exon led to a non-functional allele (TdPpm1b), whereas the functional allele (TdPpm1a) was characterized and released for the first time in durum wheat. Pp-A3 was instead identified as a duplicated gene, of which only one was functional. The promoter sequencing of the functional allele (TdPpb1a) revealed six 261-bp tandem repeats in purple durum wheat, whereas one unit (TdPpb1b) was found in the yellow once. Functional molecular markers at both loci were developed to precisely discriminate purple and not purple genotypes, representing a valuable resource for selecting superior purple durum lines at early growth stages. Overall, our results expand the understanding of the function of MYB and bHLH activators in durum wheat, paving new ways to explore cis-regulatory elements at the promoter level.
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Affiliation(s)
- Salvatore Esposito
- Council for Agricultural Research and Economics, Research Centre for Cereal and Industrial Crops (CREA-CI), SS 673 Meters 25200, 71122, Foggia, Italy
- National Research Council of Italy, Institute of Biosciences and BioResources, Research Division Portici (CNR-IBBR), Via Università, 133, 80055, Portici, Italy
| | - Samuela Palombieri
- Department of Agriculture and Forest Sciences (DAFNE), University of Tuscia, Via Camillo de Lellis s.n.c., 01100, Viterbo, Italy
| | - Paolo Vitale
- International Maize and Wheat Improvement Center (CIMMYT), Edo. de Mexico, El Batan, Mexico
| | - Giuseppina Angione
- Council for Agricultural Research and Economics, Research Centre for Cereal and Industrial Crops (CREA-CI), SS 673 Meters 25200, 71122, Foggia, Italy
- Department of Agriculture, Food, Natural Science, Engineering (DAFNE), University of Foggia, Via Napoli 25, 71122, Foggia, Italy
| | - Chiara D'Attilia
- Department of Agriculture and Forest Sciences (DAFNE), University of Tuscia, Via Camillo de Lellis s.n.c., 01100, Viterbo, Italy
| | - Francesca Taranto
- National Research Council of Italy, Institute of Biosciences and BioResources, Research Division Bari (CNR-IBBR), Via Amendola 165/A, 70126, Bari, Italy
| | - Francesco Sestili
- Department of Agriculture and Forest Sciences (DAFNE), University of Tuscia, Via Camillo de Lellis s.n.c., 01100, Viterbo, Italy
| | - Pasquale De Vita
- Council for Agricultural Research and Economics, Research Centre for Cereal and Industrial Crops (CREA-CI), SS 673 Meters 25200, 71122, Foggia, Italy.
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Sudan J, Urwat U, Farooq A, Pakhtoon MM, Zaffar A, Naik ZA, Batool A, Bashir S, Mansoor M, Sofi PA, Sofi NUR, Shikari AB, Khan MK, Hossain MA, Henry RJ, Zargar SM. Explicating genetic architecture governing nutritional quality in pigmented rice. PeerJ 2023; 11:e15901. [PMID: 37719119 PMCID: PMC10501373 DOI: 10.7717/peerj.15901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 07/25/2023] [Indexed: 09/19/2023] Open
Abstract
Rice is one of the most important staple plant foods that provide a major source of calories and nutrients for tackling the global hunger index especially in developing countries. In terms of nutritional profile, pigmented rice grains are favoured for their nutritional and health benefits. The pigmented rice varieties are rich sources of flavonoids, anthocyanin and proanthocyanidin that can be readily incorporated into diets to help address various lifestyle diseases. However, the cultivation of pigmented rice is limited due to low productivity and unfavourable cooking qualities. With the advances in genome sequencing, molecular breeding, gene expression analysis and multi-omics approaches, various attempts have been made to explore the genetic architecture of rice grain pigmentation. In this review, we have compiled the current state of knowledge of the genetic architecture and nutritional value of pigmentation in rice based upon the available experimental evidence. Future research areas that can help to deepen our understanding and help in harnessing the economic and health benefits of pigmented rice are also explored.
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Affiliation(s)
- Jebi Sudan
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Uneeb Urwat
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Asmat Farooq
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Mohammad Maqbool Pakhtoon
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Aaqif Zaffar
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (J&K), Srinagar, Jammu and Kashmir, India
| | - Zafir Ahmad Naik
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (J&K), Srinagar, Jammu and Kashmir, India
| | - Aneesa Batool
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Saika Bashir
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Madeeha Mansoor
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
| | - Parvaze A. Sofi
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (J&K), Srinagar, Jammu and Kashmir, India
| | - Najeebul Ul Rehman Sofi
- Mountain Research Centre for Field Crops, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Khudwani, Jammu and Kashmir, India
| | - Asif B. Shikari
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (J&K), Srinagar, Jammu and Kashmir, India
| | - Mohd. Kamran Khan
- Department of Soil Sciences and Plant Nutrition, Faculty of Agriculture, Selcuk University, Konya, Turkey
| | - Mohammad Anwar Hossain
- Department of Genetics and Plant Breeding, Bangladesh Agricultural University, Mymensingh, Bangladesh
| | - Robert J. Henry
- Queensland Alliance for Agriculture and Food Innovation, Queensland University, Brisbane, Australia
| | - Sajad Majeed Zargar
- Proteomics Lab, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, Jammu and Kashmir, India
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Guo S, Chai S, Guo Y, Shi X, Han F, Qu T, Xing L, Yang Q, Gao J, Gao X, Feng B, Song H, Yang P. Mapping of major QTL and candidate gene analysis for hull colour in foxtail millet (Setaria italica (L.) P. Beauv.). BMC Genomics 2023; 24:458. [PMID: 37582696 PMCID: PMC10428602 DOI: 10.1186/s12864-023-09517-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 07/13/2023] [Indexed: 08/17/2023] Open
Abstract
BACKGROUND Hull colour is an important morphological marker for selection in seed production of foxtail millet. However, the molecular mechanisms underlying hull colour variation remain unknown. RESULTS An F7 recombinant inbred line (RIL) population containing 215 lines derived from Hongjiugu × Yugu18 was used to analyze inheritance and detect the quantitative trait loci (QTL) for four hull colour traits using major gene plus polygene mixed inheritance analysis and composite interval mapping (CIM) in four environments. Genetic analysis revealed that the hull colour L* value (HCL*) was controlled by two major genes plus additive polygenes, the hull colour a* value (HCa*) was controlled by three major genes, the hull colour b* value (HCb*) was controlled by two major genes plus polygenes, and the hull colour C* value (HCC*) was controlled by four major genes. A high-density genetic linkage map covering 1227.383 cM of the foxtail millet genome, with an average interval of 0.879 cM between adjacent bin markers, was constructed using 1420 bin markers. Based on the genetic linkage map and the phenotypic data, a total of 39 QTL were detected for these four hull colour traits across four environments, each explaining 1.50%-49.20% of the phenotypic variation. Of these, six environmentally stable major QTL were co-localized to regions on chromosomes 1 and 9, playing a major role in hull colour. There were 556 annotated genes within the two QTL regions. Based on the functions of homologous genes in Arabidopsis and the Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) gene annotations, five genes were predicted as candidate genes for further studies. CONCLUSIONS This is the first study to use an inheritance model and QTL mapping to determine the genetic mechanisms of hull colour trait in foxtail millet. We identified six major environmentally stable QTL and predicted five potential candidate genes to be associated with hull colour. These results advance the current understanding of the genetic mechanisms underlying hull colour traits in foxtail millet and provide additional resources for application in genomics-assisted breeding and potential isolation and functional characterization of the candidate genes.
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Affiliation(s)
- Shuqing Guo
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Shaohua Chai
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Yan Guo
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Xing Shi
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Fei Han
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Ting Qu
- Institute of Millet Crops, Anyang Academy of Agricultural Sciences, Anyang, 455000, Henan, China
| | - Lu Xing
- Institute of Millet Crops, Anyang Academy of Agricultural Sciences, Anyang, 455000, Henan, China
| | - Qinghua Yang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Jinfeng Gao
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Xiaoli Gao
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Baili Feng
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China
| | - Hui Song
- Institute of Millet Crops, Anyang Academy of Agricultural Sciences, Anyang, 455000, Henan, China.
| | - Pu Yang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Taicheng Road, Yangling, 712100, Shaanxi, China.
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Wang W, Qiu X, Wang Z, Xie T, Sun W, Xu J, Zhang F, Yu S. Deciphering the Genetic Architecture of Color Variation in Whole Grain Rice by Genome-Wide Association. PLANTS (BASEL, SWITZERLAND) 2023; 12:927. [PMID: 36840275 PMCID: PMC9960595 DOI: 10.3390/plants12040927] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 06/18/2023]
Abstract
Whole grain rice is recommended in a natural healthy diet because of its high nutritional and healthful benefits compared to polished or white rice. The whole grain contains the pericarp with many assorted colors (such as brown, red, and black) associated with taste and commercial quality. The color attributes of whole grain or brown rice are usually undesirable and need to be improved. To decipher the genetic basis of color variation in the whole grain rice, we conducted a genome-wide association analysis of three parameters of grain colors (brightness, redness, and yellowness) in a panel of 682 rice accessions. Twenty-six loci were identified for the color parameters, implying that grain color is under polygenic control. Among them, some major-effect loci were co-localized with the previously identified genes such as Rc and Rd. To eliminate the possible mask of Rc on other loci influencing grain color, we performed the association analysis in a subset of the panel that excluded the pigmented (red and black) rice. Eighteen loci or SNPs were detected to be associated with grain color in the subpopulation, many of which were not reported before. Two significant peak SNP regions on chromosomes 1 and 9 were validated using near-isogenic lines. Based on differential expression analysis of annotated genes within the SNP regions and metabolic analysis of pooled extreme samples, we found at least three annotated genes as potential candidates involved in the flavonoid metabolic pathway related to pericarp color. These results provide insights into the genetic basis of rice grain color and facilitate genomic breeding to improve appearance and commercial quality of whole grain rice.
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Affiliation(s)
- Wenjun Wang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Xianjin Qiu
- College of Agriculture, Yangtze University, Jingzhou 434025, China
| | - Ziqi Wang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Tianyi Xie
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Wenqiang Sun
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Jianlong Xu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Fan Zhang
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Sibin Yu
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
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Ramanathan V, Kambale R, Palaniswamy R, Rahman H, Muthurajan R. Comparative RNA-Seq analysis unravels molecular mechanisms regulating therapeutic properties in the grains of traditional rice Kavuni. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2022; 324:111411. [PMID: 35952828 DOI: 10.1016/j.plantsci.2022.111411] [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: 01/15/2022] [Revised: 08/05/2022] [Accepted: 08/06/2022] [Indexed: 06/15/2023]
Abstract
Developing rice varieties with enhanced levels of functional bioactives is an important intervention for achieving food and nutritional security in Asia where rice is the staple food and Type II diabetes incidences are higher. The present study was aimed at dissecting out the molecular events underlying the accumulation of bio active compounds in pigmented traditional rice Kavuni. Comparative transcriptome profiling in the developing grains of Kavuni and a white rice variety ASD 16 generated 37.7 and 29.8 million reads respectively. Statistical analysis identified a total of 9177 exhibiting significant differential expression (DEGs) between the grains of Kavuni and ASD 16. Pathway mapping of DEGs revealed the preferential up-regulation of genes involved in the biosynthesis of amylose and dietary fibres in Kavuni accounting for its low glycemic index (GI). Transcripts involved in the biosynthesis of carotenoids, flavonoids, anthocyanins, phenolic acids and phenylpropanoids were also found to be up-regulated in the grains of Kavuni. This study identified up-regulation of key transcripts involved in the accumulation of phenolic acids having potential for inhibiting major hydrolytic enzymes α-amylase and α-glucosidase and thus accounting for the slow digestibility leading to low GI. Overall, this study has identified molecular targets for the genetic manipulation of anti-diabetic and anti-oxidant traits in rice.
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Affiliation(s)
- Valarmathi Ramanathan
- Department of Plant Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India; ICAR, Sugarcane Breeding Institute, Coimbatore, India
| | - Rohit Kambale
- Department of Plant Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
| | - Rakshana Palaniswamy
- Department of Plant Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
| | - Hifzur Rahman
- Department of Plant Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
| | - Raveendran Muthurajan
- Department of Plant Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India.
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Fayaz H, Tyagi S, Wani AA, Pandey R, Akhtar S, Bhat MA, Chitikineni A, Varshney RK, Thudi M, Kumar U, Mir RR. Genome-wide association analysis to delineate high-quality SNPs for seed micronutrient density in chickpea (Cicer arietinum L.). Sci Rep 2022; 12:11357. [PMID: 36064952 PMCID: PMC9445022 DOI: 10.1038/s41598-022-14487-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Accepted: 06/07/2022] [Indexed: 11/16/2022] Open
Abstract
Chickpea is the most important nutrient-rich grain legume crop in the world. A diverse core set of 147 chickpea genotypes was genotyped with a Axiom(®)50K CicerSNP array and trait phenotyped in two different environments for four seed micronutrients (Zn, Cu, Fe and Mn). The trait data and high-throughput 50K SNP genotypic data were used for the genome-wide association study (GWAS). The study led to the discovery of genes/QTLs for seed Zn, Cu, Fe and Mn, concentrations in chickpea. The analysis of seed micronutrient data revealed significant differences for all four micronutrient concentrations (P ≤ 0.05). The mean concentrations of seed Zn, Cu, Fe and Mn pooled over the 2 years were 45.9 ppm, 63.8 ppm 146.1 ppm, and 27.0 ppm, respectively. The analysis of results led to the identification of 35 SNPs significantly associated with seed Zn, Cu, Fe and Mn concentrations. Among these 35 marker-trait associations (MTAs), 5 were stable (consistently identified in different environments), 6 were major (explaining more than 15% of the phenotypic variation for an individual trait) and 3 were both major and stable MTAs. A set of 6 MTAs, MTAs (3 for Mn, 2 for Fe, and 1 for Cu) reported by us during the present study have been also reported in the same/almost same genomic regions in earlier studies and therefore declared as validated MTAs. The stable, major and validated MTAs identified during the present study will prove useful in future chickpea molecular breeding programs aimed at enhancing the seed nutrient density of chickpea.
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Affiliation(s)
- Humara Fayaz
- Division of Genetics and Plant Breeding, Faculty of Agriculture (FoA), Sher-e-Kashmir University of Agricultural Sciences & Technology (SKUAST)-Kashmir, Wadura Campus, Sopore, India
- Cytogenetics and Reproductive Biology Laboratory, Department of Botany, University of Kashmir, Srinagar, India
| | - Sandhya Tyagi
- Division of Plant Physiology, Indian Agricultural Research Institute (IARI), New Delhi, India
| | - Aijaz A Wani
- Cytogenetics and Reproductive Biology Laboratory, Department of Botany, University of Kashmir, Srinagar, India
| | - Renu Pandey
- Division of Plant Physiology, Indian Agricultural Research Institute (IARI), New Delhi, India
| | - Sabina Akhtar
- College of Education, American University in the Emirates, Dubai, UAE
| | - Mohd Ashraf Bhat
- Division of Genetics and Plant Breeding, Faculty of Agriculture (FoA), Sher-e-Kashmir University of Agricultural Sciences & Technology (SKUAST)-Kashmir, Wadura Campus, Sopore, India
| | - Annapurna Chitikineni
- Center of Excellence in Genomics & Systems Biology (CEGSB), Iinternational Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
| | - Rajeev Kumar Varshney
- Center of Excellence in Genomics & Systems Biology (CEGSB), Iinternational Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India
- State Agricultural Biotechnology Centre, Crop & Food Innovation Centre, Food Futures Institute, Murdoch University, Murdoch, WA, Australia
| | - Mahendar Thudi
- Center of Excellence in Genomics & Systems Biology (CEGSB), Iinternational Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, India.
- Department of Agricultural Biotechnology and Biotechnology, Rajendra Prasad Central Agricultural University, Pusa, Samasthipur, India.
- University of Southern Queensland (USQ), Toowoomba, Australia.
| | - Upendra Kumar
- Department of Molecular Biology, Biotechnology and Bioinformatics, College of Biotechnology, CCS Haryana Agricultural University, Hisar, 125004, India
| | - Reyazul Rouf Mir
- Division of Genetics and Plant Breeding, Faculty of Agriculture (FoA), Sher-e-Kashmir University of Agricultural Sciences & Technology (SKUAST)-Kashmir, Wadura Campus, Sopore, India.
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Sanghamitra P, Barik SR, Bastia R, Mohanty SP, Pandit E, Behera A, Mishra J, Kumar G, Pradhan SK. Detection of Genomic Regions Controlling the Antioxidant Enzymes, Phenolic Content, and Antioxidant Activities in Rice Grain through Association Mapping. PLANTS (BASEL, SWITZERLAND) 2022; 11:1463. [PMID: 35684236 PMCID: PMC9183076 DOI: 10.3390/plants11111463] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 05/23/2022] [Accepted: 05/25/2022] [Indexed: 05/08/2023]
Abstract
Because it is rich in antioxidant compounds, the staple food of rice provides many health benefits. Four antioxidant traits in rice grain, viz., catalase, CUPRAC, DPPH, FRAP and peroxidase, were mapped in a representative panel population containing 117 germplasm lines using 131 SSR markers through association mapping. Donor lines rich in multiple antioxidant properties were identified from the mapping population. The population was classified into three genetic groups and each group showed reasonable correspondence with the antioxidant traits. The presence of linkage disequilibrium in the population was confirmed from the estimated Fst values. A strong positive correlation of DPPH was established with TPC, FRAP and CUPRAC. A moderate to high mean gene diversity was observed in the panel population. Eleven significant marker-trait associations for antioxidant traits were mapped, namely, qACD2.1, qACD11.1 and qACD12.2 for DPPH; qCAT8.1 and qCAT11.1 for catalase; qFRAP11.1, qFRAP12.1 and qFRAP12.2 for FRAP; and qCUPRAC3.1, qCUPRAC11.1 and qCUPRA12.1 regulating CUPRAC. Co-localization of the QTLs for qACD11.1, qFRAP11.1 and qCUPRAC11.1 were detected, which may act as antioxidant hotspots regulating DPPH, FRAP and CUPRAC activities, respectively, while qACD12.2 and qFRAP12.1 remained close on the chromosome 12. These detected QTLs will be useful in antioxidant improvement programs in rice.
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Affiliation(s)
- Priyadarsini Sanghamitra
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Saumya Ranjan Barik
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Ramakrushna Bastia
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Shakti Prakash Mohanty
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Elssa Pandit
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
- Department of Biosciences and Biotechnology, Fakir Mohan University, Balasore 756020, Odisha, India
| | - Abhisarika Behera
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Jyotirmayee Mishra
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Gaurav Kumar
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
| | - Sharat Kumar Pradhan
- ICAR-National Rice Research Institute, Cuttack 753006, Odisha, India; (P.S.); (S.R.B.); (R.B.); (S.P.M.); (E.P.); (A.B.); (J.M.); (G.K.)
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Association Analysis between Genetic Variants of elovl5a and elovl5b and Poly-Unsaturated Fatty Acids in Common Carp (Cyprinus carpio). BIOLOGY 2022; 11:biology11030466. [PMID: 35336839 PMCID: PMC8945013 DOI: 10.3390/biology11030466] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 03/10/2022] [Accepted: 03/14/2022] [Indexed: 01/14/2023]
Abstract
Simple Summary PUFAs have an essential impact on human health, but their availability constitutes a critical bottleneck in food production. Although fish is the traditional source of PUFAs, it is limited by the stagnation of fisheries. Many studies aim to increase the PUFA products of fish. Genetic markers are efficient in aquaculture breeding. Fatty acid desaturase 2 (fads2) and elongase 5 (elovl5) are the rate-limiting enzymes in the synthesis of PUFAs. The allo-tetraploid common carp is able to biosynthesize endogenous PUFAs. However, selective breeding common carp with high PUFA contents was hindered due to a lack of effective molecular markers. For future breeding common carp capable of producing endogenous PUFAs more effectively, we previously identified the polymorphisms in the coding regions of two duplicated fads2, fads2a and fads2b. However, the polymorphisms in the duplicated elovl5, elovl5a and elovl5b, were not detected. This study screened the genetic variants in the coding regions of elovl5a and elovl5b. Moreover, the joint effects of multiple coding SNPs in fads2b and elovl5b, two major genes regulating the PUFA biosynthesis, were evidenced with the increased explained percentages of the PUFA contents. These polymorphisms in these two genes were used to evaluate the breeding values of PUFAs. These SNPs would be potential markers for future selection to improve the PUFA contents in common carp. Abstract The allo-tetraploid common carp, one widely cultured food fish, is able to produce poly-unsaturated fatty acids (PUFAs). The genetic markers on the PUFA contents for breeding was limited. The polymorphisms in elovl5a and elovl5b, the rate-limiting enzymes in the PUFA biosynthesis, have not been investigated yet. Herein, we identified one coding SNP (cSNP) in elovl5a associated with the content of one PUFA and two cSNPs in elovl5b with the contents of eight PUFAs. The heterozygous genotypes in these three loci were associated with higher contents than the homozygotes. Together with previously identified two associated cSNPs in fads2b, we found the joint effect of these four cSNPs in fads2b and elovl5b on the PUFA contents with the increased explained percentages of PUFA contents. The genotype combinations of more heterozygotes were associated with higher PUFA contents than the other combinations. Using ten genomic selection programs with all cSNPs in fads2b and elovl5b, we obtained the high and positive correlations between the phenotypes and the estimated breeding values of eight PUFAs. These results suggested that elovl5b might be the major gene corresponding to common carp PUFA contents compared with elovl5a. The cSNP combinations in fads2b and elovl5b and the optimal genomic selection program will be used in the future selection breeding to improve the PUFA contents of common carp.
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10
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Nazir M, Mahajan R, Mansoor S, Rasool S, Mir RA, Singh R, Thakral V, Kumar V, Sofi PA, El-Serehy HA, Hefft DI, Zargar SM. Identification of QTLs/ Candidate Genes for Seed Mineral Contents in Common Bean (Phaseolus vulgaris L.) Through Genotyping-by-Sequencing. Front Genet 2022; 13:750814. [PMID: 35391791 PMCID: PMC8982075 DOI: 10.3389/fgene.2022.750814] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 01/17/2022] [Indexed: 11/13/2022] Open
Abstract
Throughout the ages, the common bean has been consumed by humanity as an important food staple crop and source of nutrition on a global scale. Since its domestication, a wide spectrum of phenotypic and genotypic investigations have been carried out to unravel the potential of this crop and to understand the process of nutrient accumulation along with other desirable characteristics. The common bean is one of the essential legume crops due to its high protein and micronutrient content. The balance in micronutrients is critical for the growth and development of plants as well as humans. Iron (Fe), Zinc (Zn), Copper (Cu), Manganese (Mn), Magnesium (Mg), Calcium (Ca), and Molybdenum (Mo) are some of the important micronutrients present in legumes. Thus, we aimed to investigate the quantitative trait loci’s (QTLs)/single nucleotide polymorphisms (SNPs) to identify the candidate genes associated with micronutrients through genotyping by sequencing (GBS). In our investigation, through GBS we identified SNPs linked with traits and assessed seven micronutrients in 96 selected common bean genotypes for screening nutritionally rich genotypes. Among 96399 SNPs total identified through GBS, 113 SNPs showed significant phenotypic variance, ranging from 13.50 to 21.74%. SNPs associated with most of the seed micronutrients (Mg, Mn, Fe, Ca, Cu) were found on chr3 & chr11 (Mg, Mn, Mo, Ca, Zn). The findings from this study could be used for haplotype-based selection of nutritionally rich genotypes and for marker-assisted genetic enhancement of the common bean. Further, the identified SNPs for candidate genes/transporters associated with micronutrient content may pave the way for the enrichment of seeds by employing genomics-assisted breeding programs.
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Affiliation(s)
- Muslima Nazir
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Reetika Mahajan
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Sheikh Mansoor
- Division of Biochemistry, FBSc, Sher-e Kashmir University of Agricultural Sciences and Technology of Jammu, Jammu, India
| | - Sheezan Rasool
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | | | - Ravinder Singh
- School of Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu, Jammu, India
| | - Vandana Thakral
- National Agr Food Biotechnology Institute (NABI), Mohali, India
| | - Virender Kumar
- National Agr Food Biotechnology Institute (NABI), Mohali, India
| | - Parvaze A. Sofi
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Hamed A. El-Serehy
- Department of Zoology, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Daniel Ingo Hefft
- University Centre Reaseheath, Reaseheath College, Nantwich, United Kingdom
| | - Sajad Majeed Zargar
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
- *Correspondence: Sajad Majeed Zargar,
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11
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Mattia MR, Du D, Yu Q, Kahn T, Roose M, Hiraoka Y, Wang Y, Munoz P, Gmitter FG. Genome-Wide Association Study of Healthful Flavonoids among Diverse Mandarin Accessions. PLANTS (BASEL, SWITZERLAND) 2022; 11:317. [PMID: 35161299 PMCID: PMC8839032 DOI: 10.3390/plants11030317] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 01/13/2022] [Accepted: 01/17/2022] [Indexed: 11/16/2022]
Abstract
Mandarins have many unique flavonoids with documented health benefits and that help to prevent chronic human diseases. Flavonoids are difficult to measure and cannot be phenotyped without the use of specialized equipment; consequently, citrus breeders have not used flavonoid contents as selection criteria to develop cultivars with increased benefits for human health or increased tolerance to diseases. In this study, peel, pulp, and seed samples collected from many mandarin accessions and their hybrids were analyzed for the presence of selected flavonoids with documented human health benefits. A genome-wide association study (GWAS) was used to identify SNPs associated with biosynthesis of flavonoids in these mandarin accessions, and there were 420 significant SNPs were found to be associated with 28 compounds in peel, pulp, or seed samples. Four candidate genes involved in flavonoid biosynthesis were identified by enrichment analysis. SNPs that were found to be associated with compounds in pulp samples have the potential to be used as markers to select mandarins with improved phytonutrient content to benefit human health. Mandarin cultivars bred with increased flavonoid content may provide value to growers and consumers.
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Affiliation(s)
- Matthew R. Mattia
- Citrus Research and Education Center, Department of Horticultural Sciences, University of Florida, Lake Alfred, FL 33850, USA; (M.R.M.); (D.D.); (Q.Y.); (Y.W.)
| | - Dongliang Du
- Citrus Research and Education Center, Department of Horticultural Sciences, University of Florida, Lake Alfred, FL 33850, USA; (M.R.M.); (D.D.); (Q.Y.); (Y.W.)
| | - Qibin Yu
- Citrus Research and Education Center, Department of Horticultural Sciences, University of Florida, Lake Alfred, FL 33850, USA; (M.R.M.); (D.D.); (Q.Y.); (Y.W.)
| | - Tracy Kahn
- Department of Botany and Plant Sciences, University of California, Riverside, CA 92521, USA; (T.K.); (M.R.); (Y.H.)
| | - Mikeal Roose
- Department of Botany and Plant Sciences, University of California, Riverside, CA 92521, USA; (T.K.); (M.R.); (Y.H.)
| | - Yoko Hiraoka
- Department of Botany and Plant Sciences, University of California, Riverside, CA 92521, USA; (T.K.); (M.R.); (Y.H.)
| | - Yu Wang
- Citrus Research and Education Center, Department of Horticultural Sciences, University of Florida, Lake Alfred, FL 33850, USA; (M.R.M.); (D.D.); (Q.Y.); (Y.W.)
| | - Patricio Munoz
- Department of Horticultural Sciences, University of Florida, Gainesville, FL 32611, USA;
| | - Fred G. Gmitter
- Citrus Research and Education Center, Department of Horticultural Sciences, University of Florida, Lake Alfred, FL 33850, USA; (M.R.M.); (D.D.); (Q.Y.); (Y.W.)
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12
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Yang W, Chen L, Zhao J, Wang J, Li W, Yang T, Dong J, Ma Y, Zhou L, Chen J, Wu W, Zhang S, Liu B. Genome-Wide Association Study of Pericarp Color in Rice Using Different Germplasm and Phenotyping Methods Reveals Different Genetic Architectures. FRONTIERS IN PLANT SCIENCE 2022; 13:841191. [PMID: 35356125 PMCID: PMC8959774 DOI: 10.3389/fpls.2022.841191] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 02/02/2022] [Indexed: 05/08/2023]
Abstract
Pericarp colors (PC) in rice are determined by the types and content of flavonoids in the pericarp. The flavonoid compounds have strong antioxidant activities and are beneficial to human health. However, the genetic basis of PC in rice is still not well-understood. In this study, a genome-wide association study (GWAS) of PC was performed in a diverse rice collection consisting of 442 accessions using different phenotyping methods in two locations over 2 years. In the whole population consisting of white and colored pericarp rice, a total of 11 quantitative trait loci (QTLs) were identified using two phenotyping methods. Among these QTLs, nine were identified using the phenotypes represented by the presence and absence of pigmentation in pericarp, while 10 were identified using phenotypes of the degree of PC (DPC), in which eight are common QTLs identified using the two phenotyping methods. Using colored rice accessions and phenotypes based on DPC, four QTLs were identified, and they were totally different from the QTLs identified using the whole population, suggesting the masking effects of major genes on minor genes. Compared with the previous studies, 10 out of the 15 QTLs are first reported in this study. Based on the differential expression analysis of the predicted genes within the QTL region by both RNA-seq and real-time PCR (RT-PCR) and the gene functions in previous studies, LOC_Os01g49830, encoding a RAV transcription factor was considered as the candidate gene underlying qPC-1, a novel QTL with a large effect in this study. Our results provide a new insight into the genetic basis of PC in rice and contribute to developing the value-added rice with optimized flavonoid content through molecular breeding.
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Affiliation(s)
- Wu Yang
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Luo Chen
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Junliang Zhao
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Jian Wang
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Wenhui Li
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Tifeng Yang
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Jingfang Dong
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Yamei Ma
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Lian Zhou
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Jiansong Chen
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Wei Wu
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
| | - Shaohong Zhang
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
- *Correspondence: Shaohong Zhang,
| | - Bin Liu
- Rice Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Guangdong Key Laboratory of New Technology in Rice Breeding, Guangzhou, China
- Guangdong Rice Engineering Laboratory, Guangzhou, China
- Bin Liu,
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13
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Nayak SN, Aravind B, Malavalli SS, Sukanth BS, Poornima R, Bharati P, Hefferon K, Kole C, Puppala N. Omics Technologies to Enhance Plant Based Functional Foods: An Overview. Front Genet 2021; 12:742095. [PMID: 34858472 PMCID: PMC8631721 DOI: 10.3389/fgene.2021.742095] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 10/13/2021] [Indexed: 11/25/2022] Open
Abstract
Functional foods are natural products of plants that have health benefits beyond necessary nutrition. Functional foods are abundant in fruits, vegetables, spices, beverages and some are found in cereals, millets, pulses and oilseeds. Efforts to identify functional foods in our diet and their beneficial aspects are limited to few crops. Advances in sequencing and availability of different omics technologies have given opportunity to utilize these tools to enhance the functional components of the foods, thus ensuring the nutritional security. Integrated omics approaches including genomics, transcriptomics, proteomics, metabolomics coupled with artificial intelligence and machine learning approaches can be used to improve the crops. This review provides insights into omics studies that are carried out to find the active components and crop improvement by enhancing the functional compounds in different plants including cereals, millets, pulses, oilseeds, fruits, vegetables, spices, beverages and medicinal plants. There is a need to characterize functional foods that are being used in traditional medicines, as well as utilization of this knowledge to improve the staple foods in order to tackle malnutrition and hunger more effectively.
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Affiliation(s)
- Spurthi N. Nayak
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - B. Aravind
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - Sachin S. Malavalli
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - B. S. Sukanth
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - R. Poornima
- Department of Biotechnology, University of Agricultural Sciences, Dharwad, India
| | - Pushpa Bharati
- Department of Food Science and Nutrition, University of Agricultural Sciences, Dharwad, India
| | - Kathleen Hefferon
- Department of Microbiology, Cornell University, Ithaca, NY, United States
| | - Chittaranjan Kole
- President, International Phytomedomics and Nutriomics Consortium (ipnc.info), Daejeon, South Korea
| | - Naveen Puppala
- New Mexico State University-Agricultural Science Center at Clovis, New Mexico, NM, United States
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14
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Sahoo S, Sanghamitra P, Nanda N, Pawar S, Pandit E, Bastia R, Muduli KC, Pradhan SK. Association of molecular markers with physio-biochemical traits related to seed vigour in rice. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2020; 26:1989-2003. [PMID: 33088044 PMCID: PMC7548267 DOI: 10.1007/s12298-020-00879-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Revised: 08/18/2020] [Accepted: 09/01/2020] [Indexed: 05/08/2023]
Abstract
Eighteen physio-biochemical traits influencing seed vigour were studied for their association with molecular markers using a mini core set constituted from 120 germplasm lines. High genetic variation was detected in the parameters namely chlrophyll a, Chlrophyll b, total chlorophyll, carotenoids, total anthocyanin content, gamma-oryzanols, total phenolics content, superoxide dismutase, catalase, guaicol peroxidase, total soluble sugar, total protein, seed vigour index -I and seed vigour index -II. Strong positive correlation of seed vigour index II was observed with amylose content, total anthocyanin content, catalase, total phenolic content and total flavonoid content while a negative association was observed for gamma-oryzanol content. High gene diversity (0.7169) and informative markers value (0.6789) were estimated from the investigation. Three genetic structure groups were observed in the panel population and genotypes were grouped in the subpopulations based on the seed vigour trait. Differences in the fixation indices of the three sub populations indicated existence of linkage disequilibrium in the studied panel population. Association of the traits namely total flavonoids, superoxide dismutase, catalase, chlorophyll a, Chlorophyll b, total chlorophyll, carotenoids, starch, amylose, total anthocyanin, gamma-oryzanol, total phenolics with the molecular markers were detected by Generalized Linear Model and Mixed Linear Model showing > 0.10 R2 value. Association of the trait, total flavonoids with marker RM7364 located on chromosome 8 reported in earlier study was validated in this investigation. The validated markers and the novel markers detected showing higher R2 value will be useful for improvement of seed vigour in rice.
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Affiliation(s)
- Swastideepa Sahoo
- Department of Seed Technology, College of Agriculture, OUAT, Bhubaneswar, 751003 Odisha India
| | | | - Nibedita Nanda
- Department of Seed Technology, College of Agriculture, OUAT, Bhubaneswar, 751003 Odisha India
| | - Swapnil Pawar
- Crop Improvement Division, ICAR-National Rice Research Institute, Cuttack, Odisha 753006 India
| | | | - Ramakrushna Bastia
- Crop Improvement Division, ICAR-National Rice Research Institute, Cuttack, Odisha 753006 India
| | - Kumuda Chandra Muduli
- Department of Seed Technology, College of Agriculture, OUAT, Bhubaneswar, 751003 Odisha India
| | - Sharat Kumar Pradhan
- Crop Improvement Division, ICAR-National Rice Research Institute, Cuttack, Odisha 753006 India
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15
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Mbanjo EGN, Kretzschmar T, Jones H, Ereful N, Blanchard C, Boyd LA, Sreenivasulu N. The Genetic Basis and Nutritional Benefits of Pigmented Rice Grain. Front Genet 2020; 11:229. [PMID: 32231689 PMCID: PMC7083195 DOI: 10.3389/fgene.2020.00229] [Citation(s) in RCA: 74] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Accepted: 02/26/2020] [Indexed: 12/31/2022] Open
Abstract
Improving the nutritional quality of rice grains through modulation of bioactive compounds and micronutrients represents an efficient means of addressing nutritional security in societies which depend heavily on rice as a staple food. White rice makes a major contribution to the calorific intake of Asian and African populations, but its nutritional quality is poor compared to that of pigmented (black, purple, red orange, or brown) variants. The compounds responsible for these color variations are the flavonoids anthocyanin and proanthocyanidin, which are known to have nutritional value. The rapid progress made in the technologies underlying genome sequencing, the analysis of gene expression and the acquisition of global 'omics data, genetics of grain pigmentation has created novel opportunities for applying molecular breeding to improve the nutritional value and productivity of pigmented rice. This review provides an update on the nutritional value and health benefits of pigmented rice grain, taking advantage of both indigenous and modern knowledge, while also describing the current approaches taken to deciphering the genetic basis of pigmentation.
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Affiliation(s)
- Edwige Gaby Nkouaya Mbanjo
- International Rice Research Institute, Los Baños, Philippines
- International Institute for Tropical Agriculture, Ibadan, Oyo, Nigeria
| | - Tobias Kretzschmar
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| | - Huw Jones
- National Institute of Agricultural Botany, Cambridge, United Kingdom
| | - Nelzo Ereful
- National Institute of Agricultural Botany, Cambridge, United Kingdom
| | - Christopher Blanchard
- School of Biomedical Sciences, Charles Sturt University, Wagga Wagga, NSW, Australia
| | - Lesley Ann Boyd
- National Institute of Agricultural Botany, Cambridge, United Kingdom
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16
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Ozkuru E, Ates D, Nemli S, Erdogmus S, Karaca N, Yilmaz H, Yagmur B, Kartal C, Tosun M, Ozdestan O, Otles S, Kahriman A, Tanyolac B. Association mapping of loci linked to copper, phosphorus, and potassium concentrations in the seeds of C. arietinum and C. reticulatum. Genomics 2019; 111:1873-1881. [DOI: 10.1016/j.ygeno.2018.12.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 11/26/2018] [Accepted: 12/17/2018] [Indexed: 12/22/2022]
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17
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Myers JR, Wallace LT, Mafi Moghaddam S, Kleintop AE, Echeverria D, Thompson HJ, Brick MA, Lee R, McClean PE. Improving the Health Benefits of Snap Bean: Genome-Wide Association Studies of Total Phenolic Content. Nutrients 2019; 11:E2509. [PMID: 31635241 PMCID: PMC6835575 DOI: 10.3390/nu11102509] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 10/04/2019] [Accepted: 10/05/2019] [Indexed: 01/09/2023] Open
Abstract
Snap beans are a significant source of micronutrients in the human diet. Among the micronutrients present in snap beans are phenolic compounds with known beneficial effects on human health, potentially via their metabolism by the gut-associated microbiome. The genetic pathways leading to the production of phenolics in snap bean pods remain uncertain. In this study, we quantified the level of total phenolic content (TPC) in the Bean Coordinated Agriculture Program (CAP) snap bean diversity panel of 149 accessions. The panel was characterized spectrophotometrically for phenolic content with a Folin-Ciocalteu colorimetric assay. Flower, seed and pod color were also quantified, as red, purple, yellow and brown colors are associated with anthocyanins and flavonols in common bean. Genotyping was performed through an Illumina Infinium Genechip BARCBEAN6K_3 single nucleotide polymorphism (SNP) array. Genome-Wide Association Studies (GWAS) analysis identified 11 quantitative trait nucleotides (QTN) associated with TPC. An SNP was identified for TPC on Pv07 located near the P gene, which is a major switch in the flavonoid biosynthetic pathway. Candidate genes were identified for seven of the 11 TPC QTN. Five regulatory genes were identified and represent novel sources of variation for exploitation in developing snap beans with higher phenolic levels for greater health benefits to the consumer.
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Affiliation(s)
- James R Myers
- Department of Horticulture, Oregon State University, Corvallis, OR 97331, USA.
| | - Lyle T Wallace
- Department of Horticulture, University of Wisconsin at Madison, Madison, WI 53706, USA.
| | - Samira Mafi Moghaddam
- Plant Resilience Institute, Department of Plant Biology, Michigan State University, East Lansing, MI 48824, USA.
| | - Adrienne E Kleintop
- Department of Plant Science, Delaware Valley University, Doylestown, PA 18901, USA.
| | - Dimas Echeverria
- RNA Therapeutics Institute, University of Massachusetts Medical School, Worcester, MA 01605, USA.
| | - Henry J Thompson
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO 80523, USA.
| | - Mark A Brick
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA.
| | - Rian Lee
- Department of Plant Science, North Dakota State University, Fargo, ND 58105, USA.
| | - Phillip E McClean
- Department of Plant Science, North Dakota State University, Fargo, ND 58105, USA.
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Kumar D, Sarmah BK, Das PK. Ethylene mediates repression of anthocyanin accumulation in black rice pericarps in the absence of light. JOURNAL OF PLANT PHYSIOLOGY 2019; 236:34-38. [PMID: 30856405 DOI: 10.1016/j.jplph.2019.02.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Revised: 02/20/2019] [Accepted: 02/20/2019] [Indexed: 05/24/2023]
Abstract
The antioxidant properties of black rice are attributed to the high anthocyanin content in the pericarp. Light-dependent regulation of anthocyanin biosynthesis and the associated regulatory genes have been extensively studied in many plant species, including rice. Light is considered indispensable for anthocyanin accumulation in plants. Here, we report that anthocyanin biosynthesis and accumulation in the dark is negatively regulated by ethylene, as the ethylene biosynthesis inhibitor aminoethoxyvinylglycine hydrochloride (AVG)-treated samples in the dark exhibited significantly higher transcript levels of biosynthesis genes, including CHI, DFR, ANS, ANR, F3H, F'3H, CHS and UGFT, compared to untreated controls. Upregulation of these biosynthesis genes was accompanied by simultaneous de-repression of the R2-R3 domain and bHLH-containing transcription factors Kala3 and Kala4 at the transcript level. Additionally, bHLH152, which shows high similarity to Arabidopsis PIF3, is involved in the regulation of anthocyanin. These findings highlight the role of ethylene in modulating tissue-specific regulation of anthocyanin biosynthesis genes in the dark.
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Affiliation(s)
- Dhananjay Kumar
- Department of Agricultural Biotechnology, Assam Agricultural University Jorhat-785013, India.
| | | | - Prasanta Kumar Das
- Department of Agricultural Biotechnology, Assam Agricultural University Jorhat-785013, India; DBT-AAU Centre, Assam Agricultural University Jorhat, 785013, India.
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Concurrent Drought and Temperature Stress in Rice-A Possible Result of the Predicted Climate Change: Effects on Yield Attributes, Eating Characteristics, and Health Promoting Compounds. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16061043. [PMID: 30909476 PMCID: PMC6465994 DOI: 10.3390/ijerph16061043] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 03/08/2019] [Accepted: 03/19/2019] [Indexed: 12/18/2022]
Abstract
Despite the likely increasing co-occurrence of drought and heat stress, not least in equatorial regions, due to climate change, little is known about the combinational effect of these stresses on rice productivity and quality. This study evaluated the impact of simultaneous drought and temperature stress on growth, grain yield, and quality characteristics of seven rice cultivars from Rwanda, grown in climate chambers. Two temperature ranges—23/26 °C night/day and 27/30 °C night/day—together with single or repeated drought treatments, were applied during various plant developmental stages. Plant development and yield were highly influenced by drought, while genotype impacted the quality characteristics. The combination of a high temperature with drought at the seedling and tillering stages resulted in zero panicles for all evaluated cultivars. The cultivar ‘Intsindagirabigega’ was most tolerant to drought, while ‘Zong geng’ was the most sensitive. A “stress memory” was recorded for ‘Mpembuke’ and ‘Ndamirabahinzi’, and these cultivars also had a high content of bioactive compounds, while ’Jyambere’ showed a high total protein content. Thus, climate change may severely impact rice production. The exploitation of genetic diversity to breed novel rice cultivars that combine drought and heat stress tolerance with high nutritional values is a must to maintain food security.
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Descalsota-Empleo GI, Noraziyah AAS, Navea IP, Chung C, Dwiyanti MS, Labios RJD, Ikmal AM, Juanillas VM, Inabangan-Asilo MA, Amparado A, Reinke R, Cruz CMV, Chin JH, Swamy BPM. Genetic Dissection of Grain Nutritional Traits and Leaf Blight Resistance in Rice. Genes (Basel) 2019; 10:E30. [PMID: 30626141 PMCID: PMC6356647 DOI: 10.3390/genes10010030] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2018] [Revised: 12/27/2018] [Accepted: 12/28/2018] [Indexed: 11/16/2022] Open
Abstract
Colored rice is rich in nutrition and also a good source of valuable genes/quantitative trait loci (QTL) for nutrition, grain quality, and pest and disease resistance traits for use in rice breeding. Genome-wide association analysis using high-density single nucleotide polymorphism (SNP) is useful in precisely detecting QTLs and genes. We carried out genome-wide association analysis in 152 colored rice accessions, using 22,112 SNPs to map QTLs for nutritional, agronomic, and bacterial leaf blight (BLB) resistance traits. Wide variations and normal frequency distributions were observed for most of the traits except anthocyanin content and BLB resistance. The structural and principal component analysis revealed two subgroups. The linkage disequilibrium (LD) analysis showed 74.3% of the marker pairs in complete LD, with an average LD distance of 1000 kb and, interestingly, 36% of the LD pairs were less than 5 Kb, indicating high recombination in the panel. In total, 57 QTLs were identified for ten traits at p < 0.0001, and the phenotypic variance explained (PVE) by these QTLs varied from 9% to 18%. Interestingly, 30 (53%) QTLs were co-located with known or functionally-related genes. Some of the important candidate genes for grain Zinc (Zn) and BLB resistance were OsHMA9, OsMAPK6, OsNRAMP7, OsMADS13, and OsZFP252, and Xa1, Xa3, xa5, xa13 and xa26, respectively. Red rice genotype, Sayllebon, which is high in both Zn and anthocyanin content, could be a valuable material for a breeding program for nutritious rice. Overall, the QTLs identified in our study can be used for QTL pyramiding as well as genomic selection. Some of the novel QTLs can be further validated by fine mapping and functional characterization. The results show that pigmented rice is a valuable resource for mineral elements and antioxidant compounds; it can also provide novel alleles for disease resistance as well as for yield component traits. Therefore, large opportunities exist to further explore and exploit more colored rice accessions for use in breeding.
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Affiliation(s)
- Gwen Iris Descalsota-Empleo
- International Rice Research Institute (IRRI), Laguna 4031, Philippines.
- University of the Southern Mindanao, Kabacan, Cotabato 9407, Philippines.
| | | | - Ian Paul Navea
- International Rice Research Institute (IRRI), Laguna 4031, Philippines.
- Nousbo Corp. #4-107, 89 Seohoro, Gwonsun, Suwon 16614, Gyeonggi, Korea.
| | - Chongtae Chung
- Chungcheongnam-do Agricultural Research and Extension Services, 167, Chusa-ro, Shinam-myeon, Yesan-gun 32418, Chungcheongnam-do, Korea.
| | - Maria Stefanie Dwiyanti
- International Rice Research Institute (IRRI), Laguna 4031, Philippines.
- Applied Plant Genome Laboratory, Hokkaido University, Kita 9, Nishi 9, Kita-ku, Sapporo 060-8589, Japan.
| | | | - Asmuni Mohd Ikmal
- Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor, Malaysia.
| | | | | | - Amery Amparado
- International Rice Research Institute (IRRI), Laguna 4031, Philippines.
| | - Russell Reinke
- International Rice Research Institute (IRRI), Laguna 4031, Philippines.
| | | | - Joong Hyoun Chin
- Department of Integrative Bio-Industrial Engineering, Sejong University, 209, Neungdong-ro, Gwangjin-gu, Seoul 05006, Korea.
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Chu MJ, Liu XM, Yan N, Wang FZ, Du YM, Zhang ZF. Partial Purification, Identification, and Quantitation of Antioxidants from Wild Rice ( Zizania latifolia). Molecules 2018; 23:molecules23112782. [PMID: 30373196 PMCID: PMC6278310 DOI: 10.3390/molecules23112782] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2018] [Revised: 10/23/2018] [Accepted: 10/23/2018] [Indexed: 12/22/2022] Open
Abstract
To provide further insights into the potential health-promoting antioxidants from wild rice (Zizania latifolia), which is an abundant but underutilized whole grain resource in East Asia, a partial purification based on D101 macroporous resin was carried out for the purification and enrichment of the antioxidants from the bioactive ethanol extracts of wild rice. On that basis, 34 phenolic compounds in the antioxidant fractions were identified by a high-performance liquid chromatography-linear ion trap quadrupole-Orbitrap-mass spectrometry (HPLC-LTQ-Orbitrap-MSn). The results suggested that phenolic acids could be enriched in the 10% ethanol-eluted fraction whereas flavonoids (including procyanidins and flavonoid glycosides) could be enriched in 20⁻30% ethanol-eluted fractions. A quantitative analysis determined by the multiple reaction monitoring mode of the ultra-performance liquid chromatography-triple quadrupole-tandem mass spectrometry (UPLC-QqQ-MS/MS) revealed a high content of procyanidins in wild rice. Compared with phenolic acids, flavonoids may contribute more to the potent antioxidant activity of wild rice. This is the first study on the antioxidants from wild rice Z. latifolia. These findings provide novel information on the functional components of wild rice, and will be of value to further research and development on Z. latifolia.
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Affiliation(s)
- Mei-Jun Chu
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao 266101, China.
| | - Xin-Min Liu
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao 266101, China.
| | - Ning Yan
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao 266101, China.
| | - Feng-Zhong Wang
- Institute of Food Science and Technology, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Yong-Mei Du
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao 266101, China.
| | - Zhong-Feng Zhang
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao 266101, China.
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Oh JH, Lee YJ, Byeon EJ, Kang BC, Kyeoung DS, Kim CK. Whole-genome resequencing and transcriptomic analysis of genes regulating anthocyanin biosynthesis in black rice plants. 3 Biotech 2018; 8:115. [PMID: 29430376 PMCID: PMC5801106 DOI: 10.1007/s13205-018-1140-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 01/29/2018] [Indexed: 12/11/2022] Open
Abstract
Anthocyanins are involved in many diverse functions in rice, but their benefits have yet to be clearly demonstrated. Our objective in this study was to identify anthocyanin-related genes in black rice plants. We identified anthocyanin-related genes in black rice plants using a combination of whole-genome resequencing, RNA-sequencing (RNA-seq), microarray experiments, and reverse-transcriptase polymerase chain reaction (RT-PCR). Using multi-layer screening from 30 rice accessions, we identified 172,922 single-nucleotide polymorphisms (SNPs) and 1276 differentially expressed genes that appear to be related to anthocyanin biosynthesis. We identified 18 putative genes from 172,922 SNPs using intensive selective sweeps. The 18 candidate genes identified from SNPs were not significantly correlated with the RNA-seq expression pattern or other well-known anthocyanin biosynthesis/metabolism genes. We also identified nine putative genes from 1276 differentially expressed genes using RNA-seq transcriptome analysis. In addition, we identified four phylogenetic groups from these nine candidate genes and 51 pathway-network genes. Finally, we verified nine anthocyanin-related genes using a newly designed microarray and semi-quantitative RT-PCR. We suggest that these nine identified genes appear to be related to the regulation of anthocyanin biosynthesis and/or metabolism.
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Affiliation(s)
- Jae-Hyeon Oh
- Genomics Division, National Institute of Agricultural Sciences, Jeonju, 54874 Korea
| | - Ye-Ji Lee
- Department of Environmental Resources, Sangmyung University, Cheonan, 31066 Korea
| | - Eun-Ju Byeon
- Department of Crop Science and Biotechnology, Chonbuk National University, Jeonju, 54896 Korea
| | - Byeong-Chul Kang
- Codes Division, Insilicogen Inc., Suwon, 16954 Gyeonggi-do Korea
| | - Dong-Soo Kyeoung
- Codes Division, Insilicogen Inc., Suwon, 16954 Gyeonggi-do Korea
| | - Chang-Kug Kim
- Genomics Division, National Institute of Agricultural Sciences, Jeonju, 54874 Korea
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Han Z, Zhang J, Cai S, Chen X, Quan X, Zhang G. Association mapping for total polyphenol content, total flavonoid content and antioxidant activity in barley. BMC Genomics 2018; 19:81. [PMID: 29370751 PMCID: PMC5784657 DOI: 10.1186/s12864-018-4483-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Accepted: 01/16/2018] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND The interest has been increasing on the phenolic compounds in plants because of their nutritive function as food and the roles regulating plant growth. However, their underlying genetic mechanism in barley is still not clear. RESULTS A genome-wide association study (GWAS) was conducted for total phenolic content (TPC), total flavonoid content (FLC) and antioxidant activity (AOA) in 67 cultivated and 156 Tibetan wild barley genotypes. Most markers associated with phenolic content were different in cultivated and wild barleys. The markers bPb-0572 and bPb-4531 were identified as the major QTLs controlling phenolic compounds in Tibetan wild barley. Moreover, the marker bPb-4531 was co-located with the UDP- glycosyltransferase gene (HvUGT), which is a homolog to Arabidopsis UGTs and involved in biosynthesis of flavonoid glycosides . CONCLUSIONS GWAS is an efficient tool for exploring the genetic architecture of phenolic compounds in the cultivated and Tibetan wild barleys. The DArT markers applied in this study can be used in barley breeding for developing new barley cultivars with higher phenolics content. The candidate gene (HvUGT) provides a potential route for deep understanding of the molecular mechanism of flavonoid synthesis.
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Affiliation(s)
- Zhigang Han
- Department of Agronomy, Zhejiang Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058 China
| | - Jingjie Zhang
- Department of Agronomy, Zhejiang Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058 China
| | - Shengguan Cai
- Department of Agronomy, Zhejiang Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058 China
| | - Xiaohui Chen
- Department of Agronomy, Zhejiang Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058 China
| | - Xiaoyan Quan
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Guoping Zhang
- Department of Agronomy, Zhejiang Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058 China
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24
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Association Analysis of Arsenic-Induced Straighthead in Rice ( Oryza sativa L.) Based on the Selected Population with a Modified Model. BIOMED RESEARCH INTERNATIONAL 2017; 2017:7641362. [PMID: 28812021 PMCID: PMC5547723 DOI: 10.1155/2017/7641362] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/19/2017] [Accepted: 06/04/2017] [Indexed: 11/17/2022]
Abstract
A rice physiological disorder makes mature panicle keep erect with empty grains termed as "straighthead." Straighthead causes yield losses and is a serious threat to rice production worldwide. Here, a new study of association mapping was conducted to identify QTL involved in straighthead. A subset of 380 accessions was selected from the USDA rice core collection and genotyped with 72 genome-wide SSR markers. An optimal model implemented with principle components (PCs) was used in this association mapping. As a result, five markers were identified to be significantly associated with straighthead. Three of them, RM263, RM169, and RM224, were consistent with a previous study. Three markers, RM475, RM263, and RM19, had a resistant allele associated with a decrease in straighthead rating (straighthead rating ≤ 4.8). In contrast, the two other marker loci RM169 and RM224 had a few susceptible alleles associated with an increase in straighthead rating (straighthead rating ≥ 8.7). Interestingly, RM475 is close to QTL "qSH-2" and "AsS" with straighthead resistance, which was reported in two studies on linkage mapping of straighthead. This finding adds to previous work and is useful for further genetic study of straighthead.
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25
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Mahender A, Anandan A, Pradhan SK, Pandit E. Rice grain nutritional traits and their enhancement using relevant genes and QTLs through advanced approaches. SPRINGERPLUS 2016; 5:2086. [PMID: 28018794 PMCID: PMC5148756 DOI: 10.1186/s40064-016-3744-6] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 11/25/2016] [Indexed: 11/18/2022]
Abstract
BACKGROUND Rice breeding program needs to focus on development of nutrient dense rice for value addition and helping in reducing malnutrition. Mineral and vitamin deficiency related problems are common in the majority of the population and more specific to developing countries as their staple food is rice. RESULTS Genes and QTLs are recently known for the nutritional quality of rice. By comprehensive literature survey and public domain database, we provided a critical review on nutritional aspects like grain protein and amino acid content, vitamins and minerals, glycemic index value, phenolic and flavonoid compounds, phytic acid, zinc and iron content along with QTLs linked to these traits. In addition, achievements through transgenic and advanced genomic approaches have been discussed. The information available on genes and/or QTLs involved in enhancement of micronutrient element and amino acids are summarized with graphical representation. CONCLUSION Compatible QTLs/genes may be combined together to design a desirable genotype with superior in multiple grain quality traits. The comprehensive review will be helpful to develop nutrient dense rice cultivars by integrating molecular markers and transgenic assisted breeding approaches with classical breeding.
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Affiliation(s)
- Anumalla Mahender
- Crop Improvement Division, ICAR-National Rice Research Institute (Formerly, Central Rice Research Institute), Cuttack, Odisha 753006 India
| | - Annamalai Anandan
- Crop Improvement Division, ICAR-National Rice Research Institute (Formerly, Central Rice Research Institute), Cuttack, Odisha 753006 India
| | - Sharat Kumar Pradhan
- Crop Improvement Division, ICAR-National Rice Research Institute (Formerly, Central Rice Research Institute), Cuttack, Odisha 753006 India
| | - Elssa Pandit
- Crop Improvement Division, ICAR-National Rice Research Institute (Formerly, Central Rice Research Institute), Cuttack, Odisha 753006 India
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26
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Seol YJ, Won SY, Shin Y, Lee JY, Chun JS, Kim YK, Kim CK. A Multilayered Screening Method for the Identification of Regulatory Genes in Rice by Agronomic Traits. Evol Bioinform Online 2016; 12:253-262. [PMID: 27840573 PMCID: PMC5094579 DOI: 10.4137/ebo.s40622] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 09/22/2016] [Accepted: 09/30/2016] [Indexed: 12/22/2022] Open
Abstract
We developed a multilayered screening method that integrates both genome and transcriptome data to effectively identify regulatory genes in rice (Oryza sativa). We tested our method using eight rice accessions that differed in three important nutritional and agricultural traits, anthocyanin biosynthesis, amylose content, and heading date. In the genome resequencing of eight rice accessions with 24 RNA sequencing experiments, 98% of the preprocessed reads could be uniquely mapped to the reference genome, resulting in the identification of 42,699 unique transcripts. Comparison between black and white rice cultivars showed evidence of intensive selective sweeps in chromosomes 3, 10, and 12. A total of 131 genes were differentially expressed among the black rice cultivars and found to be associated with three Gene Ontology terms (secondary metabolic process, biosynthetic process, and response to stimulus). We identified nonsynonymous Single Nucleotide Polymorphism (SNP) that likely play an important role in determining the agronomic traits differences, two upregulated and three downregulated genes in the black cultivars, and two downregulated genes in the white cultivars. The three agronomic traits were clearly grouped together by the developmental stages, regardless of any other traits, suggesting that the developmental stage is the most important factor that triggers global changes in gene expression. Interestingly, glutinous and nonglutinous black rice cultivars were distinguished from one another by different heading dates.
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Affiliation(s)
- Young-Joo Seol
- Genomics Division, National Institute of Agricultural Sciences, Jeonju, Republic of Korea
| | - So Youn Won
- Genomics Division, National Institute of Agricultural Sciences, Jeonju, Republic of Korea
| | - Younhee Shin
- Codes Division, Insilicogen Inc., Suwon, Gyeonggi-do, Korea
| | - Jong-Yeol Lee
- Functional Biomaterial Division, National Academy of Agricultural Science, Jeonju, Korea
| | - Jong-Sik Chun
- School of Biological Sciences and Bioinformatics Institute, Seoul National University, Seoul, Korea
| | - Yong-Kab Kim
- School of Electrical Information Communication Engineering, Wonkwang University, Iksan, Korea
| | - Chang-Kug Kim
- Genomics Division, National Institute of Agricultural Sciences, Jeonju, Republic of Korea
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27
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Kam J, Puranik S, Yadav R, Manwaring HR, Pierre S, Srivastava RK, Yadav RS. Dietary Interventions for Type 2 Diabetes: How Millet Comes to Help. FRONTIERS IN PLANT SCIENCE 2016; 7:1454. [PMID: 27729921 PMCID: PMC5037128 DOI: 10.3389/fpls.2016.01454] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Accepted: 09/12/2016] [Indexed: 05/04/2023]
Abstract
Diabetes has become a highly problematic and increasingly prevalent disease world-wide. It has contributed toward 1.5 million deaths in 2012. Management techniques for diabetes prevention in high-risk as well as in affected individuals, beside medication, are mainly through changes in lifestyle and dietary regulation. Particularly, diet can have a great influence on life quality for those that suffer from, as well as those at risk of, diabetes. As such, considerations on nutritional aspects are required to be made to include in dietary intervention. This review aims to give an overview on the general consensus of current dietary and nutritional recommendation for diabetics. In light of such recommendation, the use of plant breeding, conventional as well as more recently developed molecular marker-based breeding and biofortification, are discussed in designing crops with desired characteristics. While there are various recommendations available, dietary choices are restricted by availability due to geo-, political-, or economical- considerations. This particularly holds true for countries such as India, where 65 million people (up from 50 million in 2010) are currently diabetic and their numbers are rising at an alarming rate. Millets are one of the most abundant crops grown in India as well as in Africa, providing a staple food source for many poorest of the poor communities in these countries. The potentials of millets as a dietary component to combat the increasing prevalence of global diabetes are highlighted in this review.
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Affiliation(s)
- Jason Kam
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
| | - Swati Puranik
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
| | - Rama Yadav
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
| | - Hanna R. Manwaring
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
| | - Sandra Pierre
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
| | - Rakesh K. Srivastava
- International Crops Research Institute for the Semi-Arid Tropics, PatancheruIndia
| | - Rattan S. Yadav
- Institute of Biological, Environmental and Rural Sciences, Aberystwyth University, Gogerddan, AberystwythUK
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Rahman MM, Lee KE, Kang SG. Allelic Gene Interaction and Anthocyanin Biosynthesis of Purple Pericarp Trait for Yield Improvement in Black Rice. ACTA ACUST UNITED AC 2016. [DOI: 10.5352/jls.2016.26.6.727] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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29
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Xu F, Bao J, Kim TS, Park YJ. Genome-wide Association Mapping of Polyphenol Contents and Antioxidant Capacity in Whole-Grain Rice. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2016; 64:4695-703. [PMID: 27163766 DOI: 10.1021/acs.jafc.6b01289] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Whole grains contain various bioactive phytochemicals including phenolic acids, and consumption of whole grains may provide desirable health benefits and reduce the risks of chronic diseases due to their antioxidant activities. In this study, we qualified and quantified 9 bound phenolic compounds in 32 red and 88 white pericarp accessions of rice. A genome-wide association study (GWAS) was conducted for free (FP) and bound (BP) phenolic compounds and their antioxidant capacities with high-quality single-nucleotide polymorphisms (SNPs) in two colored grain panels and the whole panel. Rc was detected for all FP and antioxidant capacities in the whole panel. Three loci (chr.1:30970095, chr.6:24392269, and chr.9:6670223) for more than five phenolic-related traits, two loci (chr.4:34120529 and chr.11:28947480) for more than two FP-related traits, and one locus (chr.11:23220681) for ferulic acid detected in two panels were potentially new genes that are valuable for further gene cloning. Overall, this study increases our understanding on the genetics of phenolic acid biosynthesis in the phenylpropanoid pathway.
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Affiliation(s)
- Feifei Xu
- Department of Plant Resources, College of Industrial Science, Kongju National University , Yesan, Republic of Korea
- Institute of Nuclear Agricultural Sciences, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
| | - Jinsong Bao
- Department of Plant Resources, College of Industrial Science, Kongju National University , Yesan, Republic of Korea
- Institute of Nuclear Agricultural Sciences, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
| | - Tae-Sung Kim
- Department of Plant Resources, College of Industrial Science, Kongju National University , Yesan, Republic of Korea
| | - Yong-Jin Park
- Department of Plant Resources, College of Industrial Science, Kongju National University , Yesan, Republic of Korea
- Legume Bio-Resource Center of Green Manure (LBRCGM), Kongju National University , Yesan, Republic of Korea
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30
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Genotypic variation in phenolic acids, vitamin E and fatty acids in whole grain rice. Food Chem 2016; 197:776-82. [DOI: 10.1016/j.foodchem.2015.11.027] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2015] [Revised: 11/05/2015] [Accepted: 11/05/2015] [Indexed: 12/24/2022]
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31
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Lv Y, Guo Z, Li X, Ye H, Li X, Xiong L. New insights into the genetic basis of natural chilling and cold shock tolerance in rice by genome-wide association analysis. PLANT, CELL & ENVIRONMENT 2016; 39:556-70. [PMID: 26381647 DOI: 10.1111/pce.12635] [Citation(s) in RCA: 68] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2015] [Revised: 09/11/2015] [Accepted: 09/12/2015] [Indexed: 05/19/2023]
Abstract
In order to understand cold adaptability and explore additional genetic resources for the cold tolerance improvement of rice, we investigated the genetic variation of 529 rice accessions under natural chilling and cold shock stress conditions at the seedling stage using genome-wide association studies; a total of 132 loci were identified. Among them, 12 loci were common for both chilling and cold shock tolerance, suggesting that rice has a distinct and overlapping genetic response and adaptation to the two stresses. Haplotype analysis of a known gene OsMYB2, which is involved in cold tolerance, revealed indica-japonica differentiation and latitude tendency for the haplotypes of this gene. By checking the subpopulation and geographical distribution of accessions with tolerance or sensitivity under these two stress conditions, we found that the chilling tolerance group, which mainly consisted of japonica accessions, has a wider latitudinal distribution than the chilling sensitivity group. We conclude that the genetic basis of natural chilling stress tolerance in rice is distinct from that of cold shock stress frequently used for low-temperature treatment in the laboratory and the cold adaptability of rice is associated with the subpopulation and latitudinal distribution.
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Affiliation(s)
- Yan Lv
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
| | - Zilong Guo
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
| | - Xiaokai Li
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
| | - Haiyan Ye
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
| | - Xianghua Li
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
| | - Lizhong Xiong
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- National Center of Plant Gene Research (Wuhan), Huazhong Agricultural University, Wuhan, 430070, China
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Cai S, Han Z, Huang Y, Hu H, Dai F, Zhang G. Identification of Quantitative Trait Loci for the Phenolic Acid Contents and Their Association with Agronomic Traits in Tibetan Wild Barley. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2016; 64:980-987. [PMID: 26757245 DOI: 10.1021/acs.jafc.5b05441] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Phenolic acids have been of considerable interest in human nutrition because of their strong antioxidative properties. However, even in a widely grown crop, such as barley, their genetic architecture is still unclear. In this study, genetic control of two main phenolic acids, ferulic acid (FA) and p-coumaric acid (p-CA), and their associations with agronomic traits were investigated among 134 Tibetan wild barley accessions. A genome-wide association study (GWAS) identified three DArT markers (bpb-2723, bpb-7199, and bpb-7273) associated with p-CA content and one marker (bpb-3653) associated with FA content in 2 consecutive years. The contents of the two phenolic acids were positively correlated with some agronomic traits, such as the first internode length, plant height, and some grain color parameters, and negatively correlated with the thousand-grain weight (TGW). This study provides DNA markers for barley breeding programs to improve the contents of phenolic acids.
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Affiliation(s)
- Shengguan Cai
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
| | - Zhigang Han
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
| | - Yuqing Huang
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
| | - Hongliang Hu
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
| | - Fei Dai
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
| | - Guoping Zhang
- Zhejiang Key Laboratory of Crop Germplasm, Department of Agronomy, Zhejiang University , Hangzhou, Zhejiang 310058, People's Republic of China
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Li P, Zhang F, Chen S, Jiang J, Wang H, Su J, Fang W, Guan Z, Chen F. Genetic diversity, population structure and association analysis in cut chrysanthemum (Chrysanthemum morifolium Ramat.). Mol Genet Genomics 2016; 291:1117-25. [PMID: 26780102 DOI: 10.1007/s00438-016-1166-3] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Accepted: 01/06/2016] [Indexed: 02/04/2023]
Abstract
Characterizing the genetic diversity present in a working set of plant germplasm can contribute to its effective management and genetic improvement. The cut flower chrysanthemum (Chrysanthemum morifolium Ramat.) is an economically important ornamental species. With the repeated germplasm exchange and intensive breeding activities, it remains a major task in genetic research. The purpose of the present study was to characterize the genetic diversity and the population structure of a worldwide collection of 159 varieties, and to apply an association mapping approach to identify DNA-based markers linked to five plant architecture traits and six inflorescence traits. The genotyping demonstrated that there was no lack of genetic diversity in the collection and that pair-wise kinship values were relatively low. The clustering based on a Bayesian model of population structure did not reflect known variation in either provenance or inflorescence type. A principal coordinate analysis was, however, able to discriminate most of the varieties according to both of these criteria. About 1 in 100 marker pairs exhibited a degree of linkage disequilibrium. The association analysis identified a number of markers putatively linked to one or more of the traits. Some of these associations were robust over two seasons. The findings provide an in-depth understanding of genetic diversity and population structure present in cut flower chrysanthemum varieties, and an insight into the genetic control of plant architecture and inflorescence-related traits.
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Affiliation(s)
- Pirui Li
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Fei Zhang
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Sumei Chen
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Jiafu Jiang
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Haibin Wang
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Jiangshuo Su
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Weimin Fang
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Zhiyong Guan
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China
| | - Fadi Chen
- College of Horticulture, Nanjing Agricultural University, No. 1, Weigang, Nanjing, 210095, Jiangsu, People's Republic of China.
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Zhang P, Zhong K, Shahid MQ, Tong H. Association Analysis in Rice: From Application to Utilization. FRONTIERS IN PLANT SCIENCE 2016; 7:1202. [PMID: 27582745 PMCID: PMC4987372 DOI: 10.3389/fpls.2016.01202] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 07/28/2016] [Indexed: 05/03/2023]
Abstract
Association analysis based on linkage disequilibrium (LD) is an efficient way to dissect complex traits and to identify gene functions in rice. Although association analysis is an effective way to construct fine maps for quantitative traits, there are a few issues which need to be addressed. In this review, we will first summarize type, structure, and LD level of populations used for association analysis of rice, and then discuss the genotyping methods and statistical approaches used for association analysis in rice. Moreover, we will review current shortcomings and benefits of association analysis as well as specific types of future research to overcome these shortcomings. Furthermore, we will analyze the reasons for the underutilization of the results within association analysis in rice breeding.
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Affiliation(s)
- Peng Zhang
- State Key Laboratory of Rice Biology, China National Rice Research InstituteHangzhou, China
- *Correspondence: Peng Zhang
| | - Kaizhen Zhong
- State Key Laboratory of Rice Biology, China National Rice Research InstituteHangzhou, China
| | - Muhammad Qasim Shahid
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural UniversityGuangzhou, China
| | - Hanhua Tong
- State Key Laboratory of Rice Biology, China National Rice Research InstituteHangzhou, China
- Hanhua Tong
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Huang Y, Sun C, Min J, Chen Y, Tong C, Bao J. Association Mapping of Quantitative Trait Loci for Mineral Element Contents in Whole Grain Rice (Oryza sativa L.). JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:10885-92. [PMID: 26641542 DOI: 10.1021/acs.jafc.5b04932] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Mineral elements in brown rice grain play an important role in human health. In this study, variations in the content of iron (Fe), zinc (Zn), selenium (Se), cadmium (Cd), and lead (Pb) in 378 accessions of brown rice were investigated, and association mapping was used to detect the quantitative trait loci (QTLs) responsible for the variation. Among seven subpopulations, the mean values of Zn and Cd in the japonica group were significantly higher than in the indica groups. The population structure accounted for from 5.7% (Se) to 22.1% (Pb) of the total variation. Correlation analyses showed that Pb was positively correlated with the other minerals (P < 0.001) except for Se. For the five mineral elements investigated, 20 QTLs, including some previously reported and new candidate loci, were identified. Particularly, three cases of QTL colocalization, i.e. Cd and Pb on chromosome 5, Zn and Pb on chromosome 7, and Se and Pb on chromosome 11, were observed. This study suggested that the identified markers could feasibly be used to enhance desired micronutrients while reducing the heavy metal content in whole rice grain by marker-assisted selection (MAS).
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Affiliation(s)
- Yan Huang
- Institute of Nuclear Agricultural Science, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
| | - Chengxiao Sun
- Rice Product Quality Inspection and Supervision Center, China National Rice Research Institute , Hangzhou 310006, China
| | - Jie Min
- Rice Product Quality Inspection and Supervision Center, China National Rice Research Institute , Hangzhou 310006, China
| | - Yaling Chen
- Institute of Nuclear Agricultural Science, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
| | - Chuan Tong
- Institute of Nuclear Agricultural Science, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
| | - Jinsong Bao
- Institute of Nuclear Agricultural Science, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou 310029, China
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Cai S, Han Z, Huang Y, Chen ZH, Zhang G, Dai F. Genetic Diversity of Individual Phenolic Acids in Barley and Their Correlation with Barley Malt Quality. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:7051-7. [PMID: 26173650 DOI: 10.1021/acs.jafc.5b02960] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Phenolic acids have been quite extensively studied in food science research because of their antioxidative effect. In this study, the genotypic difference and genetic control of phenolic acids, and their correlation with malt quality, were investigated in barley. Ferulic acid (FA) and p-coumaric acid (p-CA) were identified as two main phenolic acids, showing wide variations among 68 barley genotypes. The mean content of FA and p-CA were 2.15 μg g(-1) and 1.10 μg g(-1) in grains and 4.07 μg g(-1) and 1.44 μg g(-1) in malt, respectively. After malting, FA and p-CA were increased significantly in 55 and 37 genotypes and were reduced in 2 and 14 genotypes, respectively. Both malt FA and p-CA were positively correlated with soluble N content and Kolbach index and negatively correlated with malt extract and viscosity. The results indicated that the effect of malting on the change of an individual phenolic acid is genotype independent. Association mapping identified that 8 markers on Chromosomes 1H, 2H, 4H, and 7H are associated with grain p-CA and 4 markers on Chromosomes 3H and 7H are linked with grain FA. However, only a single marker on Chromosome 3H was found to be associated with malt FA. Moreover, a lack of overlapping markers between grain and malt indicated the genetic diversity of phenolic acids in barley grain and malt. Our results strengthen the understanding of phenolic acids in barley and their responses to the malting process.
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Affiliation(s)
- Shengguan Cai
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
| | - Zhigang Han
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
| | - Yuqing Huang
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
| | - Zhong-Hua Chen
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
| | - Guoping Zhang
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
| | - Fei Dai
- Department of Agronomy, Zhejiang Key Lab of Crop Germplasm, Zhejiang University, Hangzhou 310058, China
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Shao Y, Bao J. Polyphenols in whole rice grain: Genetic diversity and health benefits. Food Chem 2015; 180:86-97. [DOI: 10.1016/j.foodchem.2015.02.027] [Citation(s) in RCA: 83] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2014] [Revised: 02/02/2015] [Accepted: 02/05/2015] [Indexed: 01/08/2023]
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Wang XQ, Yoon MY, He Q, Kim TS, Tong W, Choi BW, Lee YS, Park YJ. Natural variations in OsγTMT contribute to diversity of the α-tocopherol content in rice. Mol Genet Genomics 2015; 290:2121-35. [DOI: 10.1007/s00438-015-1059-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2014] [Accepted: 04/29/2015] [Indexed: 11/27/2022]
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Shao Y, Xu F, Chen Y, Huang Y, Beta T, Bao J. Analysis of Genotype, Environment, and Their Interaction Effects on the Phytochemicals and Antioxidant Capacities of Red Rice (Oryza sativa L.). Cereal Chem 2015. [DOI: 10.1094/cchem-06-14-0126-r] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Affiliation(s)
- Yafang Shao
- Institute of Nuclear Agricultural Sciences, Zhejiang University, Huajiachi Campus, Hangzhou, 310029, China
- Department of Food Science, University of Manitoba, Winnipeg, R3T 2N2, Canada
| | - Feifei Xu
- Institute of Nuclear Agricultural Sciences, Zhejiang University, Huajiachi Campus, Hangzhou, 310029, China
| | - Yaling Chen
- Institute of Nuclear Agricultural Sciences, Zhejiang University, Huajiachi Campus, Hangzhou, 310029, China
| | - Yan Huang
- Institute of Nuclear Agricultural Sciences, Zhejiang University, Huajiachi Campus, Hangzhou, 310029, China
| | - Trust Beta
- Department of Food Science, University of Manitoba, Winnipeg, R3T 2N2, Canada
- Richardson Centre for Functional Foods & Nutraceuticals, University of Manitoba, Winnipeg, R3T 2N2, Canada
| | - Jinsong Bao
- Institute of Nuclear Agricultural Sciences, Zhejiang University, Huajiachi Campus, Hangzhou, 310029, China
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Lin J, Cheng Z, Xu M, Huang Z, Yang Z, Huang X, Zheng J, Lin T. Genome re-sequencing and bioinformatics analysis of a nutraceutical rice. Mol Genet Genomics 2014; 290:955-67. [PMID: 25492220 DOI: 10.1007/s00438-014-0964-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Accepted: 11/21/2014] [Indexed: 11/24/2022]
Abstract
The genomes of two rice cultivars, Nipponbare and 93-11, have been well studied. However, there is little available genetic information about nutraceutical rice cultivars. To remedy this situation, the present study aimed to provide a basic genetic landscape of nutraceutical rice. The genome of Black-1, a black pericarp rice containing higher levels of anthocyanins, flavonoids, and a more potent antioxidant capacity, was sequenced at ≥30 × coverage using Solexa sequencing technology. The complete sequences of Black-1 genome shared more consensus sequences with indica cultivar 93-11 than with Nipponbare. With reference to the 93-11 genome, Black-1 contained 675,207 single-nucleotide polymorphisms, 43,130 insertions and deletions (1-5 bp), 1,770 copy number variations, and 10,911 presence/absence variations. These variations were observed to reside preferentially in Myb domains, NB-ARC domains and kinase domains, providing clues to the diversity of biological functions or secondary metabolisms in this cultivar. Intriguingly, 496 unique genes were identified by comparing it with the genomes of these two rice varieties; among the genes, 119 genes participate in the biosynthesis of secondary metabolites. Furthermore, several unique genes were predicted to be involved in the anthocyanins synthesis pathway. The genome-wide landscape of Black-1 uncovered by this study represents a valuable resource for further studies and for breeding nutraceutical rice varieties.
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Affiliation(s)
- Juncheng Lin
- Crop Quality Institute, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002, China,
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Garino C, Rinaldi M, de Paolis A, Travaglia F, Coïsson JD, Arlorio M. Improving the application of SSR polymorphism analysis coupled with Lab-on-a-chip® capillary electrophoresis to assess food authenticity: Italian pigmented rice as case study. Food Res Int 2014; 64:790-798. [DOI: 10.1016/j.foodres.2014.08.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2014] [Revised: 08/01/2014] [Accepted: 08/14/2014] [Indexed: 10/24/2022]
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Jahani M, Nematzadeh G, Dolatabadi B, Hashemi SH, Mohammadi-Nejad G. Identification and validation of functional markers in a global rice collection by association mapping. Genome 2014; 57:355-62. [PMID: 25243661 DOI: 10.1139/gen-2014-0044] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Recent results indicate that marker-assisted selection is an effective approach to reduce the cost and to improve the efficacy and accuracy of selection in plant breeding. This study was conducted to identify and validate molecular markers linked to important breeding traits by association mapping. The association was evaluated between 81 molecular markers (STS, SSR, Indel, CAPS, and PCR-based SNP) and 15 morphological traits in a global panel of 100 rice (Oryza sativa) accessions. The population structure analysis identified three main subpopulations. Obvious kinship relationships were also detected between the rice accessions. Association analysis was performed based on the mixed linear model by considering population structure and family relatedness. In addition, the false discovery rate method was used to correct the multiple testing. A total of 47 marker-trait associations were identified, including 22 markers for 14 traits. Among all, the polymorphism at the loci DDR-GL was highly associated with grain characters (grain length, grain width, and length/width ratio). In addition, marker RM3148 was responsible for five important traits simultaneously. Results demonstrated that such informative markers can be very useful for rice breeding programs using marker-assisted selection. Moreover, the diverse populations of rice accessions are a valuable resource for association mapping of morphological traits.
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Affiliation(s)
- Mojtaba Jahani
- a Department of Agronomy and Plant Breeding, Faculty of Agriculture, Shahid Bahonar University of Kerman, P.O. Box 76169-133, Kerman, Iran
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Wei Z, Zhang G, Du Q, Zhang J, Li B, Zhang D. Association mapping for morphological and physiological traits in Populus simonii. BMC Genet 2014; 15 Suppl 1:S3. [PMID: 25079290 PMCID: PMC4118617 DOI: 10.1186/1471-2156-15-s1-s3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND To optimize marker-assisted selection programs, knowledge of the genetic architecture of phenotypic traits is very important for breeders. Generally, most phenotypes, e.g. morphological and physiological traits, are quantitatively inherited, and thus detection of the genes underlying variation for these traits is difficult. Association mapping based on linkage disequilibrium has recently become a powerful approach to map genes or quantitative trait loci (QTL) in plants. RESULTS In this study, association analysis using 20 simple sequence repeat (SSR) markers was performed to detect the marker loci linked to 13 morphological traits and 10 physiological traits in a wild P. simonii population that consisted of 528 individuals sampled from 16 sites along the Yellow River in China. Based on a model controlling for both population structure (Q) and relative kinship (K), three SSR markers (GCPM_616-1 in 31.2 Mb on LG I, GCPM_4055-2 in 5.7 Mb on LG XV, and GCPM_3142 of unknown location) were identified for seven traits. GCPM_616-1 was associated with five morphological traits (R2 = 5.14-10.09%), whereas GCPM_3142 (15.03%) and GCPM_4055-2 (13.26%) were associated with one morphological trait and one physiological trait, respectively. CONCLUSIONS The results suggest that this wild population is suitable for association mapping and the identified markers will be suitable for marker-assisted selection breeding or detection of target genes or QTL in the near future.
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Affiliation(s)
- Zunzheng Wei
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
| | - Guanyu Zhang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
| | - Qingzhang Du
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
| | - Jinfeng Zhang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
| | - Bailian Li
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
| | - Deqiang Zhang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, P. R. China
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Shao Y, Tang F, Huang Y, Xu F, Chen Y, Tong C, Chen H, Bao J. Analysis of genotype × environment interactions for polyphenols and antioxidant capacity of rice by association mapping. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2014; 62:5361-8. [PMID: 24833475 DOI: 10.1021/jf500951e] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Uncovering the genetic basis of polyphenol content and antioxidant activity traits in rice accessions is important to improve the nutritional quality of whole grain rice and to ameliorate the increasing nutrition problem of the rice-eating population. In this study, 20 diverse rice accessions were planted in Hainan province, China, for 2 years to investigate the effects of genotype, environment, and their interactions on total phenolic (TPC), flavonoid (TFC), proanthocyanidins content (TPAC), ABTS, and DPPH radical scavenging activity by association mapping. Analyses of variance (ANOVA) showed that TPC, TFC, TPAC, ABTS, and DPPH were mainly affected by genetic variance, accounting for >94% of the total variance. The interaction between genotype × environment (G × E) was also highly significant (P < 0.001). Red-pericarp rice accumulates proanthocyanidins, which had significantly higher TPC, TFC, ABTS, and DPPH than white-pericarp rice. The correlation coefficient among these parameters were highly significant (r > 0.96; P < 0.001). Twenty-three putative unique loci were identified by association mapping. Five loci were close to previously identified genes or quantitative trait loci (QTLs). Among them, qPAC7-3 identified for TPAC in 2011 was near to the brown pericarp and seed coat (Rc) gene, and the locus at the qPC4/qFC4/qPAC4/qACA4/qACD4 cluster on chromosome 4 detected in two environments was near to a transcriptional activator A (Ra) gene. Some loci were identified in only one environment, indicating that these QTLs were sensitive to environment. This study provides a primary SNP-resource for further identification of genes responsible for polyhenol contents and antioxidant activity in rice whole grains.
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Affiliation(s)
- Yafang Shao
- Institute of Nuclear Agricultural Sciences, College of Agriculture and Biotechnology, Zhejiang University , Huajiachi Campus, Hangzhou, 310029, China
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Verdu CF, Childebrand N, Marnet N, Lebail G, Dupuis F, Laurens F, Guilet D, Guyot S. Polyphenol variability in the fruits and juices of a cider apple progeny. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2014; 94:1305-1314. [PMID: 24115016 DOI: 10.1002/jsfa.6411] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2013] [Revised: 05/30/2013] [Accepted: 10/01/2013] [Indexed: 06/02/2023]
Abstract
BACKGROUND Polyphenols have a favourable antioxidant potential on human health, suggesting that their high content in apple is responsible for the beneficial effects of apple consumption. They are also linked to the quality of apple juices and ciders since they are predominantly responsible for astringency, bitterness and colour. Major phenolic compounds were quantified by liquid chromatography in fruits and juices from a cider apple progeny harvested for 3 years. The total content of procyanidins and their average degree of polymerisation (DPn) were also determined in fruits by phloroglucinolysis. Variability and extraction yield of these compounds were determined. RESULTS The variability observed in the progeny was representative of the variability observed in many cider apple varieties. Hydroxycinnamic acids were the most extractable group, with an average extraction yield of 67%, whereas flavonols and anthocyanins were the least. CONCLUSION This study is the first to introduce variability and extraction yields of the main phenolic compounds in both fruits and juices of a cider apple progeny. This dataset will be used for an upcoming QTL mapping study, an original approach that has never been undertaken for cider apple.
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Affiliation(s)
- Cindy F Verdu
- Université d'Angers, EA 921, Laboratoire de Substances d'Origine Naturelle et Analogues Structuraux, SFR 4207 QUASAV, PRES L'UNAM, 49045, Angers, France; Université d'Angers, UMR1345, Institut de Recherche en Horticulture et Semences, SFR 4207 QUASAV, PRES L'UNAM, 49045, Angers, France; AgroCampus-Ouest, UMR1345, Institut de Recherche en Horticulture et Semences, 49045, Angers, France; INRA, UMR1345, Institut de Recherche en Horticulture et Semences, 49071, Beaucouzé, France
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Shao Y, Xu F, Sun X, Bao J, Beta T. Identification and quantification of phenolic acids and anthocyanins as antioxidants in bran, embryo and endosperm of white, red and black rice kernels (Oryza sativa L.). J Cereal Sci 2014. [DOI: 10.1016/j.jcs.2014.01.004] [Citation(s) in RCA: 159] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Wei W, Zhang Y, Lü H, Li D, Wang L, Zhang X. Association analysis for quality traits in a diverse panel of Chinese sesame (Sesamum indicum L.) germplasm. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2013; 55:745-58. [PMID: 23570323 DOI: 10.1111/jipb.12049] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2012] [Accepted: 01/31/2013] [Indexed: 05/12/2023]
Abstract
The main objective of this study was to evaluate the potential of a sesame (Sesamum indicum L.) panel for association analysis, and investigate the genetic basis of oil content (OC), protein content, oleic acid concentration, and linoleic acid concentration using association mapping. A panel of 216 sesame accessions was phenotyped in a multi-environment trial and fingerprinted with 608 polymorphic loci produced by 79 primers, including simple sequence repeats (SSRs), sequence-related amplified polymorphisms (SRAPs), and amplified fragment length polymorphisms (AFLPs). Population structure analysis revealed two subgroups in the population. The Q model performed better for its ability to re-identify associations for the four traits at highly significant P-values compared to the other three mixed models. And a total of 35 and 25 associations for the four traits in 2010 and 2011 were identified, respectively, with the Q model after Bonferroni correction. Among those associations, only one for OC was re-identified in two environments, and several markers associated simultaneously with multiple traits were discovered. These results suggest the power and stability of the Q model for association analysis of nutritional traits in this sesame panel for its slight population stratification and familial relationship, which could aid in dissecting complex traits, and could help to develop strategies for improving nutritional quality.
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Affiliation(s)
- Wenliang Wei
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture, Wuhan 430062, China
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Kim CK, Lim HM, Park SH, Kim AR, Lee GS, Yoon UH, Park SK, Park DS, Kim YK, Kim TH. Multi-Layered Screening Method Identification of Flavonoid-Specific Genes, using Transgenic Rice. BIOTECHNOL BIOTEC EQ 2013. [DOI: 10.5504/bbeq.2013.0037] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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Tian J, Du Q, Chang M, Zhang D. Allelic variation in PtGA20Ox associates with growth and wood properties in Populus spp. PLoS One 2012; 7:e53116. [PMID: 23300875 PMCID: PMC3534044 DOI: 10.1371/journal.pone.0053116] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2012] [Accepted: 11/27/2012] [Indexed: 12/03/2022] Open
Abstract
Populus tomentosa is an economically important tree crop that produces wood for lumber, pulp, paper, and biofuels. Wood quality traits are likely to be strongly affected by the plant hormone gibberellic acid (GA), which regulates growth. GA20Ox encodes one of the major regulatory enzymes of GA biosynthesis and may therefore play a large role in growth and wood quality. Here, linkage disequilibrium (LD) studies were used to identify significant associations between single nucleotide polymorphisms (SNPs) within PtGA20Ox and growth and wood-quality traits of P. tomentosa. We isolated a full-length GA20Ox cDNA from Populus tomentosa by reverse transcription (RT)-PCR; this 1401 bp cDNA clone had an open reading frame of 1158 bp and encoded a protein of 385 amino acids. PtGA20Ox transcripts were maximally expressed in the mature xylem of vascular tissues, suggesting that PtGA20Ox is highly expressed and specifically associated with secondary xylem formation. Resequencing the PtGA20Ox locus of 36 individuals identified 55 SNPs, and the frequency of SNPs was 1/31 bp. The 29 most common SNPs (frequency>0.1) were genotyped in an association population (426 individuals) that was also phenotyped for key growth and wood quality traits. LD did not extend over the entire gene (r(2)<0.1, within 500 bp), demonstrating that a candidate-gene-based LD approach may the best way to understand the molecular basis underlying quantitative variation in this species. SNP- and haplotype-based association analyses indicated that four SNPs (false discovery rate Q<0.05) and 14 haplotypes (P<0.05) were significantly associated with growth and wood properties. The phenotypic variance explained by each SNP ranged from 3.44% to 14.47%. The SNP markers identified in this study can be applied to breeding programs for the improvement of growth and wood-property traits by marker-assisted selection.
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Affiliation(s)
- Jiaxing Tian
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
| | - Qingzhang Du
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
| | - Mengqi Chang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
| | - Deqiang Zhang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Technology, Beijing Forestry University, Beijing, China
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Shu X, Backes G, Rasmussen SK. Genome-wide association study of resistant starch (RS) phenotypes in a barley variety collection. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2012; 60:10302-11. [PMID: 22998083 DOI: 10.1021/jf3031875] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Barley is primarily grown for feed and malt, but in some regions of the world it is also considered to be a staple food. Some barley types such as high-amylose barley have also gained importance as health-promoting foods. Starch that is not readily digested in the upper mammalian gastrointestinal system, or resistant starch (RS), is considered to be valuable because it prevents some diet-related diseases such as colon cancer. RS was quantified in a diverse collection of 209 spring barley varieties released in Europe during the past 100 years. The RS content varied from <1% to >15% in the collection, with 13 varieties having high RS content (>11%) and 15 varieties below 1%. Combined with genome-wide association scanning (GWAS), SNP markers and candidate genes controlling the RS content in grains were identified. This identified 40 SNP markers with a LOD score above 2, located on chromosomes 2H, 3H, 5H, and 6H, respectively. Among these SNPs, 10 genes with a known role in starch biosynthesis were associated on the basis of synteny conservation to the rice genome. The β-glucan content was quantified in 61 varieties selected to represent extreme as well as medium RS values. The β-glucan amount in the 15 varieties with RS <1% ranged from 1.7 to 3.2%, ranged from 1.76 to 2.54% in the 13 varieties with RS >11%, and ranged from 1.95 to 2.82% for those with 1%< RS < 11%. No statistically significant correlation between RS content and β-glucan content was found. This association analysis of commercial varieties revealed a large variation in RS content and identified a number of SNP markers that can be explored for selection and further dissection of the pathway and control of RS phenotype.
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Affiliation(s)
- Xiaoli Shu
- Department of Plant and Environmental Sciences, Faculty of Science, Copenhagen University, 1876 Frederiksberg, Copenhagen, Denmark
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