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Ashfaq M, Rasheed A, Zhu R, Ali M, Javed MA, Anwar A, Tabassum J, Shaheen S, Wu X. Genome-Wide Association Mapping for Yield and Yield-Related Traits in Rice ( Oryza Sativa L.) Using SNPs Markers. Genes (Basel) 2023; 14:genes14051089. [PMID: 37239449 DOI: 10.3390/genes14051089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 05/10/2023] [Accepted: 05/12/2023] [Indexed: 05/28/2023] Open
Abstract
Rice (Oryza sativa L.) is a staple food for more than 50% of the world's population. Rice cultivar improvement is critical in order to feed the world's growing population. Improving yield is one of the main aims of rice breeders. However, yield is a complex quantitative trait controlled by many genes. The presence of genetic diversity is the key factor to improve the yield hence, the presence of diversity in any germplasm is important for yield improvement. In the current study, the rice germplasm was collected from Pakistan and the United States of America and a panel of 100 diverse genotypes was utilized to identify important yield and yield-related traits. For this, a genome-wide association study (GWAS) was performed to identify the genetic loci related to yield. The GWAS on the diverse germplasm will lead to the identification of new genes which can be utilized in the breeding program for improvement of yield. For this reason, firstly, the germplasm was phenotypically evaluated in two growing seasons for yield and yield-related traits. The analysis of variance results showed significant differences among traits which showed the presence of diversity in the current germplasm. Secondly, the germplasm was also genotypically evaluated using 10K SNP. Genetic structure analysis showed the presence of four groups which showed that enough genetic diversity was present in the rice germplasm to be used for association mapping analysis. The results of GWAS identified 201 significant marker trait associations (MTAs. 16 MTAs were identified for plant height, 49 for days to flowering, three for days to maturity, four for tillers per plant, four for panicle length, eight for grains per panicle, 20 unfilled grains per panicle, 81 for seed setting %, four for thousand-grain weight, five for yield per plot and seven for yield per hectare. Apart from this, some pleiotropic loci were also identified. The results showed that panicle length (PL) and thousand-grain weight (TGW) were controlled by a pleiotropic locus OsGRb23906 on chromosome 1 at 10,116,371 cM. The loci OsGRb25803 and OsGRb15974 on chromosomes 4 and 8 at the position of 14,321,111 cM and 6,205,816 cM respectively, showed pleiotropic effects for seed setting % (SS) and unfilled grain per panicle (UG/P). A locus OsGRb09180 on chromosome 4 at 19,850,601 cM was significantly linked with SS and yield/ha. Furthermore, gene annotation was performed, and results indicated that the 190 candidate genes or QTLs that closely linked with studied traits. These candidate genes and novel significant markers could be useful in marker-assisted gene selection and QTL pyramiding to improve rice yield and the selection of potential parents, recombinants and MTAs which could be used in rice breeding programs to develop high-yielding rice varieties for sustainable food security.
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Affiliation(s)
- Muhammad Ashfaq
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Abdul Rasheed
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Renshan Zhu
- Department of Genetics, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Muhammad Ali
- Department of Entomology, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Muhammad Arshad Javed
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Alia Anwar
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Javaria Tabassum
- Department of Plant Breeding and Genetics, Faculty of Agricultural Sciences, University of the Punjab, Lahore 54590, Pakistan
| | - Shabnum Shaheen
- Department of Botany, Lahore College for Women University, Lahore 54590, Pakistan
| | - Xianting Wu
- Department of Genetics, College of Life Sciences, Wuhan University, Wuhan 430072, China
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Mai NTP, Nguyen LTT, Tran SG, To HTM. Genome-wide association study reveals useful QTL and genes controlling the fatty acid composition in rice bran oil using Vietnamese rice landraces. Funct Integr Genomics 2023; 23:150. [PMID: 37156920 DOI: 10.1007/s10142-023-01080-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/25/2023] [Accepted: 04/28/2023] [Indexed: 05/10/2023]
Abstract
In rice (Oryza sativa L.), rice bran contains valuable nutritional constituents, such as high unsaturated fat content, tocotrienols, inositol, γ-oryzanol, and phytosterols, all of which are of nutritional and pharmaceuticals interest. There is now a rising market demand for rice bran oil, which makes research into their content and fatty acid profile an area of interest. As it is evident that lipid content has a substantial impact on the eating, cooking, and storage quality of rice, an understanding of the genetic mechanisms that determine oil content in rice is of great importance, equal to that of rice quality. Therefore, in this study, we performed a genome-wide association study on the composition and oil concentration of 161 Vietnamese rice varieties. Five categories of fatty acids in rice bran were discovered and the bran oil concentration profile in different rice accessions was identified. We also identified 229 important markers related to the fatty acid composition of bran oil, distributed mainly on chromosomes 1 and 7. Seven quantitative trait loci and five potential genes related to unsaturated fatty acid content were detected, including OsKASI, OsFAD, OsARF, OsGAPDH, and OsMADS29. These results provide insights into the genetic basis of rice bran oil composition, which is pivotal to the metabolic engineering of rice plants with desirable bran oil content through candidate genes selection.
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Affiliation(s)
- Nga T P Mai
- University of Sciences and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, 10000, Ha Noi City, Vietnam
| | - Linh Thi Thuy Nguyen
- University of Sciences and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, 10000, Ha Noi City, Vietnam
| | - Son Giang Tran
- University of Sciences and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, 10000, Ha Noi City, Vietnam
| | - Huong Thi Mai To
- University of Sciences and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, 10000, Ha Noi City, Vietnam.
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To HTM, Pham DT, Le Thi VA, Nguyen TT, Tran TA, Ta AS, Chu HH, Do PT. The Germin-like protein OsGER4 is involved in promoting crown root development under exogenous jasmonic acid treatment in rice. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2022; 112:860-874. [PMID: 36134434 DOI: 10.1111/tpj.15987] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 09/13/2022] [Accepted: 09/15/2022] [Indexed: 06/16/2023]
Abstract
In rice (Oryza sativa L.), crown roots (CRs) have many important roles in processes such as root system expansion, water and mineral uptake, and adaptation to environmental stresses. Phytohormones such as auxin, cytokinin, and ethylene are known to control CR initiation and development in rice. However, the role of jasmonic acid (JA) in CR development remained elusive. Here, we report that JA promotes CR development by regulating OsGER4, a rice Germin-like protein. Root phenotyping analysis revealed that exogenous JA treatment induced an increase in CR number in a concentration-dependent manner. A subsequent genome-wide association study and gene expression analyses pinpointed a strong association between the Germin-like protein OsGER4 and the increase in CR number under exogenous JA treatment. The ProGER4::GUS reporter line showed that OsGER4 is a hormone-responsive gene involved in various stress responses, mainly confined to epidermal and vascular tissues during CR primordia development and to vascular bundles of mature crown and lateral roots. Notable changes in OsGER4 expression patterns caused by the polar auxin transport inhibitor NPA support its connection to auxin signaling. Phenotyping experiments with OsGER4 knockout mutants confirmed that this gene is required for CR development under exogenous JA treatment. Overall, our results provide important insights into JA-mediated regulation of CR development in rice.
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Affiliation(s)
- Huong Thi Mai To
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Dan The Pham
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Van Anh Le Thi
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Trang Thi Nguyen
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Tuan Anh Tran
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Anh Son Ta
- School of Applied Mathematics and Informatics, University of Science and Technology of Hanoi, 1 Dai Co Viet, Hai Ba Trung, Hanoi, Vietnam
| | - Ha Hoang Chu
- Institute of Biotechnology, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
- Graduate University of Science and Technology, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
| | - Phat Tien Do
- Institute of Biotechnology, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
- Graduate University of Science and Technology, Vietnam Academy of Science and Technology, 18 Hoang Quoc Viet, Cau Giay, Hanoi, 100000, Vietnam
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Wu J, Zhang M, Liu J, Huang Y, Xu L, Deng Z, Zhao X. Efficient Anchoring of Erianthus arundinaceus Chromatin Introgressed into Sugarcane by Specific Molecular Markers. Int J Mol Sci 2022; 23:ijms23169435. [PMID: 36012702 PMCID: PMC9408830 DOI: 10.3390/ijms23169435] [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: 08/08/2022] [Revised: 08/18/2022] [Accepted: 08/18/2022] [Indexed: 11/24/2022] Open
Abstract
Erianthus arundinaceus is a valuable gene reservoir for sugarcane improvement. However, insufficient molecular markers for high-accuracy identification and tracking of the introgression status of E. arundinaceus chromatin impede sugarcane breeding. Fortunately, suppression subtractive hybridization (SSH) technology provides an excellent opportunity for the development of high-throughput E. arundinaceus-specific molecular markers at a reasonable cost. In this study, we constructed a SSH library of E. arundinaceus. In total, 288 clones of E. arundinaceus-specific repetitive sequences were screened out and their distribution patterns on chromosomes were characterized by fluorescence in situ hybridization (FISH). A subtelomeric repetitive sequence Ea086 and a diffusive repetitive sequence Ea009, plus 45S rDNA-bearing E. arundinaceus chromosome repetitive sequence EaITS were developed as E. arundinaceus-specific molecular markers, namely, Ea086-128, Ea009-257, and EaITS-278, covering all the E. arundinaceus chromosomes for high-accuracy identification of putative progeny. Both Ea086-128 and Ea009-257 were successfully applied to identify the authenticity of F1, BC1, BC2, BC3, and BC4 progeny between sugarcane and E. arundinaceus. In addition, EaITS-278 was a 45S rDNA-bearing E. arundinaceus chromosome-specific molecular marker for rapid tracking of the inherited status of this chromosome in a sugarcane background. Three BC3 progeny had apparently lost the 45S rDNA-bearing E. arundinaceus chromosome. We reported herein a highly effective and reliable SSH-based technology for discovery of high-throughput E. arundinaceus-specific sequences bearing high potential as molecular markers. Given its reliability and savings in time and efforts, the method is also suitable for development of species-specific molecular markers for other important wild relatives to accelerate introgression of wild relatives into sugarcane.
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Affiliation(s)
- Jiayun Wu
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Guangdong Sugarcane Genetic Improvement Engineering Center, Institute of Nanfan and Seed Industry, Guangdong Academy of Sciences, Guangzhou 510316, China
| | - Mingxiao Zhang
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Jiarui Liu
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Yongji Huang
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Liangnian Xu
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zuhu Deng
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- State Key Laboratory for Protection and Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning 530004, China
- Key Lab of Sugarcane Biology and Genetic Breeding, Ministry of Agriculture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Correspondence: (Z.D.); (X.Z.)
| | - Xinwang Zhao
- National Engineering Research Center for Sugarcane, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- State Key Laboratory for Protection and Utilization of Subtropical Agro-Bioresources, Guangxi University, Nanning 530004, China
- Key Lab of Sugarcane Biology and Genetic Breeding, Ministry of Agriculture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Correspondence: (Z.D.); (X.Z.)
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Thant AA, Zaw H, Kalousova M, Singh RK, Lojka B. Genetic Diversity and Population Structure of Myanmar Rice (Oryza sativa L.) Varieties Using DArTseq-Based SNP and SilicoDArT Markers. PLANTS 2021; 10:plants10122564. [PMID: 34961035 PMCID: PMC8707408 DOI: 10.3390/plants10122564] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Revised: 11/18/2021] [Accepted: 11/20/2021] [Indexed: 11/25/2022]
Abstract
Myanmar is well known as a primary center of plant genetic resources for rice. A considerable number of genetic diversity studies have been conducted in Myanmar using various DNA markers. However, this is the first report using DArTseq technology for exploring the genetic diversity of Myanmar rice. In our study, two ultra-high-throughput diversity array technology markers were employed to investigate the genetic diversity and population structure of local rice varieties in the Ayeyarwady delta, the major region of rice cultivation. The study was performed using 117 rice genotypes with 7643 SNP and 4064 silicoDArT markers derived from the DArT platform. Genetic variance among the genotypes ranged from 0 to 0.753 in SNPs, and from 0.001 to 0.954 in silicoDArT. Two distinct population groups were identified from SNP data analysis. Cluster analysis with both markers clearly separated traditional Pawsan varieties and modern high-yielding varieties. A significant divergence was found between populations according to the Fst values (0.737) obtained from the analysis of molecular variance, which revealed 74% genetic variation at the population level. These findings support rice researchers in identifying useful DNA polymorphisms in genes and pinpointing specific genes conferring desirable phenotypic traits for further genome-wide association studies and parental selection for recombination breeding to enhance rice varietal development and release.
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Affiliation(s)
- Aye Aye Thant
- Department of Crop Sciences and Agroforestry, Faculty of Tropical AgriSciences, Czech University of Life Sciences Prague, Kamýcká 129, Praha 6 Suchdol, 165 00 Prague, Czech Republic;
- Correspondence: (A.A.T.); (B.L.); Tel.: +420-773495976 (A.A.T.); +420-224382171 or +420-734170763 (B.L.)
| | - Hein Zaw
- Plant Biotechnology Center, Pale Myothit, Shwe Nanthar, Mingaladon, Yangon 110 23, Myanmar;
| | - Marie Kalousova
- Department of Crop Sciences and Agroforestry, Faculty of Tropical AgriSciences, Czech University of Life Sciences Prague, Kamýcká 129, Praha 6 Suchdol, 165 00 Prague, Czech Republic;
| | - Rakesh Kumar Singh
- International Center for Biosaline Agriculture, Crop Diversification and Genetics, Al Rwayyah 2, Academic City, Dubai P.O. Box 14660, United Arab Emirates;
| | - Bohdan Lojka
- Department of Crop Sciences and Agroforestry, Faculty of Tropical AgriSciences, Czech University of Life Sciences Prague, Kamýcká 129, Praha 6 Suchdol, 165 00 Prague, Czech Republic;
- Correspondence: (A.A.T.); (B.L.); Tel.: +420-773495976 (A.A.T.); +420-224382171 or +420-734170763 (B.L.)
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Genetic Structure and Geographical Differentiation of Traditional Rice ( Oryza sativa L.) from Northern Vietnam. PLANTS 2021; 10:plants10102094. [PMID: 34685903 PMCID: PMC8540186 DOI: 10.3390/plants10102094] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/01/2021] [Accepted: 10/01/2021] [Indexed: 11/24/2022]
Abstract
Northern Vietnam is one of the most important centers of genetic diversity for cultivated rice. Over thousands of years of cultivation, natural and artificial selection has preserved many traditional rice landraces in northern Vietnam due to its geographic situation, climatic conditions, and many ethnic groups. These local landraces serve as a rich source of genetic variation—an important resource for future crop improvement. In this study, we determined the genetic diversity and population structure of 79 rice landraces collected from northern Vietnam and 19 rice accessions collected from different countries. In total, 98 rice accessions could be differentiated into japonica and indica with moderate genetic diversity and a polymorphism information content of 0.382. Moreover, we found that genetic differentiation was related to geographical regions with an overall PhiPT (analog of fixation index FST) value of 0.130. We also detected subspecies-specific markers to classify rice (Oryza sativa L.) into indica and japonica. Additionally, we detected five marker-trait associations and rare alleles that can be applied in future breeding programs. Our results suggest that rice landraces in northern Vietnam have a dynamic genetic system that can create different levels of genetic differentiation among regions, but also maintain a balanced genetic diversity between regions.
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Higgins J, Santos B, Khanh TD, Trung KH, Duong TD, Doai NTP, Khoa NT, Ha DTT, Diep NT, Dung KT, Phi CN, Thuy TT, Tuan NT, Tran HD, Trung NT, Giang HT, Nhung TK, Tran CD, Lang SV, Nghia LT, Van Giang N, Xuan TD, Hall A, Dyer S, Ham LH, Caccamo M, De Vega JJ. Resequencing of 672 Native Rice Accessions to Explore Genetic Diversity and Trait Associations in Vietnam. RICE (NEW YORK, N.Y.) 2021; 14:52. [PMID: 34110541 PMCID: PMC8192651 DOI: 10.1186/s12284-021-00481-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 04/07/2021] [Indexed: 05/28/2023]
Abstract
BACKGROUND Vietnam possesses a vast diversity of rice landraces due to its geographical situation, latitudinal range, and a variety of ecosystems. This genetic diversity constitutes a highly valuable resource at a time when the highest rice production areas in the low-lying Mekong and Red River Deltas are enduring increasing threats from climate changes, particularly in rainfall and temperature patterns. RESULTS We analysed 672 Vietnamese rice genomes, 616 newly sequenced, that encompass the range of rice varieties grown in the diverse ecosystems found throughout Vietnam. We described four Japonica and five Indica subpopulations within Vietnam likely adapted to the region of origin. We compared the population structure and genetic diversity of these Vietnamese rice genomes to the 3000 genomes of Asian cultivated rice. The named Indica-5 (I5) subpopulation was expanded in Vietnam and contained lowland Indica accessions, which had very low shared ancestry with accessions from any other subpopulation and were previously overlooked as admixtures. We scored phenotypic measurements for nineteen traits and identified 453 unique genotype-phenotype significant associations comprising twenty-one QTLs (quantitative trait loci). The strongest associations were observed for grain size traits, while weaker associations were observed for a range of characteristics, including panicle length, heading date and leaf width. CONCLUSIONS We showed how the rice diversity within Vietnam relates to the wider Asian rice diversity by using a number of approaches to provide a clear picture of the novel diversity present within Vietnam, mainly around the Indica-5 subpopulation. Our results highlight differences in genome composition and trait associations among traditional Vietnamese rice accessions, which are likely the product of adaption to multiple environmental conditions and regional preferences in a very diverse country. Our results highlighted traits and their associated genomic regions that are a potential source of novel loci and alleles to breed a new generation of low input sustainable and climate resilient rice.
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Affiliation(s)
- Janet Higgins
- Earlham Institute, Norwich Research Park, Norwich, NR4 7UZ, UK
| | - Bruno Santos
- NIAB, 93 Lawrence Weaver Road, Cambridge, CB3 0LE, UK
| | - Tran Dang Khanh
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
- Vietnam National University of Agriculture, Hanoi, 131000, Vietnam
| | | | | | | | | | | | | | - Kieu Thi Dung
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
| | | | - Tran Thi Thuy
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
| | | | - Hoang Dung Tran
- Faculty of Biotechnology, Nguyen Tat Thanh University, Ho Chi Minh, 72820, Vietnam
| | - Nguyen Thanh Trung
- Faculty of Pharmacy, Duy Tan University, Da Nang, 550000, Vietnam
- Institute of Research and Development, Duy Tan University, Da Nang, 550000, Vietnam
| | | | - Ta Kim Nhung
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
| | | | - Son Vi Lang
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
| | - La Tuan Nghia
- Plant Resource Center, An Khanh, Hoai Duc, Hanoi, 152900, Vietnam
| | - Nguyen Van Giang
- Vietnam National University of Agriculture, Hanoi, 131000, Vietnam
| | - Tran Dang Xuan
- Graduate School of Advanced Science and Engineering, Hiroshima University, Hiroshima, 739-8529, Japan
| | - Anthony Hall
- Earlham Institute, Norwich Research Park, Norwich, NR4 7UZ, UK
| | - Sarah Dyer
- NIAB, 93 Lawrence Weaver Road, Cambridge, CB3 0LE, UK
| | - Le Huy Ham
- Agriculture Genetics Institute (AGI), Hanoi, Vietnam
| | - Mario Caccamo
- NIAB, 93 Lawrence Weaver Road, Cambridge, CB3 0LE, UK
| | - Jose J De Vega
- Earlham Institute, Norwich Research Park, Norwich, NR4 7UZ, UK.
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Khong GN, Le NT, Pham MT, Adam H, Gauron C, Le HQ, Pham DT, Colonges K, Pham XH, Do VN, Lebrun M, Jouannic S. A cluster of Ankyrin and Ankyrin-TPR repeat genes is associated with panicle branching diversity in rice. PLoS Genet 2021; 17:e1009594. [PMID: 34097698 PMCID: PMC8211194 DOI: 10.1371/journal.pgen.1009594] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 06/17/2021] [Accepted: 05/10/2021] [Indexed: 12/13/2022] Open
Abstract
The number of grains per panicle is an important yield-related trait in cereals which depends in part on panicle branching complexity. One component of this complexity is the number of secondary branches per panicle. Previously, a GWAS site associated with secondary branch and spikelet numbers per panicle in rice was identified. Here we combined gene capture, bi-parental genetic population analysis, expression profiling and transgenic approaches in order to investigate the functional significance of a cluster of 6 ANK and ANK-TPR genes within the QTL. Four of the ANK and ANK-TPR genes present a differential expression associated with panicle secondary branch number in contrasted accessions. These differential expression patterns correlate in the different alleles of these genes with specific deletions of potential cis-regulatory sequences in their promoters. Two of these genes were confirmed through functional analysis as playing a role in the control of panicle architecture. Our findings indicate that secondary branching diversity in the rice panicle is governed in part by differentially expressed genes within this cluster encoding ANK and ANK-TPR domain proteins that may act as positive or negative regulators of panicle meristem’s identity transition from indeterminate to determinate state. Grain yield is one of the most important indexes in rice breeding, which is controlled in part by panicle branching complexity. A new QTL with co-location of spikelet number (SpN) and secondary branch number (SBN) traits was identified by genome-wide association study in a Vietnamese rice landrace panel. A set of four Ankyrin and Tetratricopeptide repeat domain-encoding genes was identified from this QTL based on their difference of expression levels between two contrasted haplotypes for the SpN and SBN traits. The differential expression is correlated with deletions in the promoter regions of these genes. Two of the genes act as negative regulators of the panicle meristem’s identity transition from indeterminate to determinate state while the other two act as positive regulators of this meristem fate transition. Based on the different phenotypes between overexpressed and mutant plants, two of these genes were confirmed as playing a role in the control of panicle architecture. These findings can be directly used to assist selection for grain yield improvement.
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Affiliation(s)
- Giang Ngan Khong
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- * E-mail: (GNK); (SJ)
| | - Nhu Thi Le
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Mai Thi Pham
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Helene Adam
- UMR DIADE, University of Montpellier, IRD, Montpellier, France
| | - Carole Gauron
- UMR DIADE, University of Montpellier, IRD, Montpellier, France
| | - Hoa Quang Le
- School of Biotechnology and Food Technology, Hanoi University of Science and Technology, Hanoi, Vietnam
| | - Dung Tien Pham
- School of Biotechnology and Food Technology, Hanoi University of Science and Technology, Hanoi, Vietnam
| | - Kelly Colonges
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Xuan Hoi Pham
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Vinh Nang Do
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Michel Lebrun
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- UMR LSTM, University of Montpellier, IRD, CIRAD, INRAE, SupAgro, Montpellier, France
| | - Stefan Jouannic
- LMI RICE, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- UMR DIADE, University of Montpellier, IRD, Montpellier, France
- * E-mail: (GNK); (SJ)
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Le TD, Gathignol F, Vu HT, Nguyen KL, Tran LH, Vu HTT, Dinh TX, Lazennec F, Pham XH, Véry AA, Gantet P, Hoang GT. Genome-Wide Association Mapping of Salinity Tolerance at the Seedling Stage in a Panel of Vietnamese Landraces Reveals New Valuable QTLs for Salinity Stress Tolerance Breeding in Rice. PLANTS 2021; 10:plants10061088. [PMID: 34071570 PMCID: PMC8228224 DOI: 10.3390/plants10061088] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Revised: 05/18/2021] [Accepted: 05/25/2021] [Indexed: 01/18/2023]
Abstract
Rice tolerance to salinity stress involves diverse and complementary mechanisms, such as the regulation of genome expression, activation of specific ion-transport systems to manage excess sodium at the cell or plant level, and anatomical changes that avoid sodium penetration into the inner tissues of the plant. These complementary mechanisms can act synergistically to improve salinity tolerance in the plant, which is then interesting in breeding programs to pyramidize complementary QTLs (quantitative trait loci), to improve salinity stress tolerance of the plant at different developmental stages and in different environments. This approach presupposes the identification of salinity tolerance QTLs associated with different mechanisms involved in salinity tolerance, which requires the greatest possible genetic diversity to be explored. To contribute to this goal, we screened an original panel of 179 Vietnamese rice landraces genotyped with 21,623 SNP markers for salinity stress tolerance under 100 mM NaCl treatment, at the seedling stage, with the aim of identifying new QTLs involved in the salinity stress tolerance via a genome-wide association study (GWAS). Nine salinity tolerance-related traits, including the salt injury score, chlorophyll and water content, and K+ and Na+ contents were measured in leaves. GWAS analysis allowed the identification of 26 QTLs. Interestingly, ten of them were associated with several different traits, which indicates that these QTLs act pleiotropically to control the different levels of plant responses to salinity stress. Twenty-one identified QTLs colocalized with known QTLs. Several genes within these QTLs have functions related to salinity stress tolerance and are mainly involved in gene regulation, signal transduction or hormone signaling. Our study provides promising QTLs for breeding programs to enhance salinity tolerance and identifies candidate genes that should be further functionally studied to better understand salinity tolerance mechanisms in rice.
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Affiliation(s)
- Thao Duc Le
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi 00000, Vietnam; (T.D.L.); (H.T.V.); (L.H.T.); (X.H.P.)
| | - Floran Gathignol
- UMR DIADE, Université de Montpellier, IRD, 34095 Montpellier, France; (F.G.); (F.L.)
| | - Huong Thi Vu
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi 00000, Vietnam; (T.D.L.); (H.T.V.); (L.H.T.); (X.H.P.)
| | - Khanh Le Nguyen
- Faculty of Agricultural Technology, University of Engineering and Technology, Hanoi 00000, Vietnam;
| | - Linh Hien Tran
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi 00000, Vietnam; (T.D.L.); (H.T.V.); (L.H.T.); (X.H.P.)
| | - Hien Thi Thu Vu
- Department of Genetics and Plant Breeding, Faculty of Agronomy, Vietnam National University of Agriculture, Hanoi 00000, Vietnam;
| | - Tu Xuan Dinh
- Incubation and Support Center for Technology and Science Enterprises, Hanoi 00000, Vietnam;
| | - Françoise Lazennec
- UMR DIADE, Université de Montpellier, IRD, 34095 Montpellier, France; (F.G.); (F.L.)
| | - Xuan Hoi Pham
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi 00000, Vietnam; (T.D.L.); (H.T.V.); (L.H.T.); (X.H.P.)
| | - Anne-Aliénor Véry
- UMR BPMP, Univ Montpellier, CNRS, INRAE, Institut Agro, 34060 Montpellier, France;
| | - Pascal Gantet
- UMR DIADE, Université de Montpellier, IRD, 34095 Montpellier, France; (F.G.); (F.L.)
- Department of Molecular Biology, Centre of the Region Haná for Biotechnological and Agricultural Research, Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic
- Correspondence: (P.G.); (G.T.H.); Tel.: +33-467-416-414 (P.G.); +84-397-600-496 (G.T.H.)
| | - Giang Thi Hoang
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi 00000, Vietnam; (T.D.L.); (H.T.V.); (L.H.T.); (X.H.P.)
- Correspondence: (P.G.); (G.T.H.); Tel.: +33-467-416-414 (P.G.); +84-397-600-496 (G.T.H.)
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Mai NTP, Mai CD, Nguyen HV, Le KQ, Duong LV, Tran TA, To HTM. Discovery of new genetic determinants of morphological plasticity in rice roots and shoots under phosphate starvation using GWAS. JOURNAL OF PLANT PHYSIOLOGY 2021; 257:153340. [PMID: 33388665 DOI: 10.1016/j.jplph.2020.153340] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 12/05/2020] [Accepted: 12/05/2020] [Indexed: 05/21/2023]
Abstract
Phosphorus is an essential nutrient for plants that is often in short supply. In rice (Oryza sativa L.), inorganic phosphate (Pi) deficiency leads to various physiological disorders that consequently affect plant productivity. In this study, a large-scale phenotyping experiment using 160 Vietnamese rice landraces was performed under greenhouse conditions, by employing an alpha lattice design with three replicates, to identify quantitative trait loci (QTLs) associated with plant growth inhibition caused by Pi deficiency. Rice plantlets were grown for six weeks in the PVC sand column (16 cm diameter × 80 cm height) supplied with Pi-deficient medium (10 μM P) or full-Pi Yoshida medium (320 μM P). The effects of Pi deficiency on the number of crown roots, root length, shoot length, root weight, shoot weight and total weight were studied. From 36 significant markers identified using a genome-wide association study, 21 QTLs associated with plant growth inhibition under Pi starvation were defined. In total, 158 candidate genes co-located with the defined QTLs were identified. Interestingly, one QTL (qRST9.14) was associated with all three weight-traits. The co-located gene GLYCEROPHOSPHODIESTER PHOSPHODIESTERASE 13 was found to be potentially involved in Pi transport. Understanding the molecular mechanisms of Pi-starvation responses, and identifying the potential QTLs responsible for low-Pi stress tolerance, will provide valuable information for developing new varieties tolerant of low-Pi conditions.
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Affiliation(s)
- Nga T P Mai
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam
| | - Chung Duc Mai
- Agricultural Genetics Institute (AGI). Km2, Pham Van Dong, Bac Tu Liem, Hanoi, Viet Nam
| | - Hiep Van Nguyen
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam
| | - Khang Quoc Le
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam
| | - Linh Viet Duong
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam
| | - Tuan Anh Tran
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam
| | - Huong Thi Mai To
- Department of Life Sciences, University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST). 18 Hoang Quoc Viet, Cau Giay, Hanoi, Viet Nam.
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To HTM, Le KQ, Van Nguyen H, Duong LV, Kieu HT, Chu QAT, Tran TP, Mai NTP. A genome-wide association study reveals the quantitative trait locus and candidate genes that regulate phosphate efficiency in a Vietnamese rice collection. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2020; 26:2267-2281. [PMID: 33268928 PMCID: PMC7688854 DOI: 10.1007/s12298-020-00902-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 10/12/2020] [Accepted: 10/17/2020] [Indexed: 05/21/2023]
Abstract
The crucial role of phosphate (Pi) for plant alongside the expected depletion of non-renewable phosphate rock have created an urgent need for phosphate-efficient rice varieties. In this study, 157 greenhouse-grown Vietnamese rice landraces were treated under Pi-deficient conditions to discover the genotypic variation among biochemical traits, including relative efficiency of phosphorus use (REP), relative root to shoot weight ratio (RRSR), relative physiological phosphate use efficiency (RPPUE), and relative phosphate uptake efficiency (RPUpE). Plants were grown in Yoshida nutrient media with either a full (320 μM) or a low Pi supply (10 μM) over six weeks. This genome-wide association study led to the discovery of 31 significant single nucleotide polymorphisms, 18 quantitative trait loci (QTLs), and 85 candidate genes. A common QTL named qRPUUE9.16 was found among the three investigated traits. Some interesting candidate genes, such as PLASMA MEMBRANE PROTEIN1 (OsPM1), CALMODULIN-RELATED CALCIUM SENSOR PROTEIN 15 (OsCML15), phosphatases 2C (PP2C), STRESS-ACTIVATED PROTEIN KINASE (OsSAPK2), and GLYCEROPHOSPHORYL DIESTER PHOSPHODIESTERASES (GDPD13), were found strongly correlated to the Pi starvation. RNA sequencing transcriptomes revealed that 45 out of 85 candidate genes were significantly regulated under Pi starvation. Furthermore, nearly two-thirds of genotypes did not possess the OsPsTOL1 gene; however, no significant difference was observed in response to Pi deficiency between genotypes with or without this gene, suggesting that other QTLs in rice may resist Pi starvation. These results provide new information on the genetics of nutrient use efficiency in rice and may potentially assist with developing more phosphate-efficient rice plants.
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Affiliation(s)
- Huong Thi Mai To
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Khang Quoc Le
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Hiep Van Nguyen
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Linh Viet Duong
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Hanh Thi Kieu
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Quynh Anh Thi Chu
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Trang Phuong Tran
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Nga T. P. Mai
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
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12
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Perera I, Fukushima A, Akabane T, Horiguchi G, Seneweera S, Hirotsu N. Expression regulation of myo-inositol 3-phosphate synthase 1 (INO1) in determination of phytic acid accumulation in rice grain. Sci Rep 2019; 9:14866. [PMID: 31619750 PMCID: PMC6795888 DOI: 10.1038/s41598-019-51485-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/02/2019] [Indexed: 01/07/2023] Open
Abstract
Phytic acid (PA) is the primary phosphorus (P) storage compound in the seeds of cereals and legumes. Low PA crops, which are considered an effective way to improve grain nutrient availability and combat environmental issues relating to seed P have been developed using mutational and reverse genetics approaches. Here, we identify molecular mechanism regulating PA content among natural rice variants. First, we performed genome-wide association (GWA) mapping of world rice core collection (WRC) accessions to understand the genetic determinants underlying PA trait in rice. Further, a comparative study was undertaken to identify the differences in PA accumulation, protein profiles, and gene expression in low (WRC 5) and high PA (WRC 6) accessions. GWA results identified myo-inositol 3-phosphate synthase 1 (INO1) as being closely localized to a significant single nucleotide polymorphism. We found high rates of PA accumulation 10 days after flowering, and our results indicate that INO1 expression was significantly higher in WRC 6 than in WRC 5. Seed proteome assays found that the expression of INO1 was significantly higher in WRC 6. These results suggest that not only the gene itself but regulation of INO1 gene expression at early developmental stages is important in determining PA content in rice.
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Affiliation(s)
- Ishara Perera
- Graduate School of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan
- Grain Legumes and Oil Crops Research and Development Centre, Department of Agriculture, Angunakolapelessa, Sri Lanka
| | - Ayaka Fukushima
- Graduate School of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan
| | - Tatsuki Akabane
- Faculty of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan
| | - Genki Horiguchi
- Graduate School of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan
| | - Saman Seneweera
- National Institute of Fundamental Studies, Hantana Road, Kandy, Sri Lanka
- Centre for Crop Health, University of Southern Queensland, Toowoomba, QLD, 4350, Australia
| | - Naoki Hirotsu
- Graduate School of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan.
- Faculty of Life Sciences, Toyo University, 1-1-1 Izumino, Itakura-machi, Oura-gun, Gunma, 374-0193, Japan.
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To HTM, Nguyen HT, Dang NTM, Nguyen NH, Bui TX, Lavarenne J, Phung NTP, Gantet P, Lebrun M, Bellafiore S, Champion A. Unraveling the Genetic Elements Involved in Shoot and Root Growth Regulation by Jasmonate in Rice Using a Genome-Wide Association Study. RICE (NEW YORK, N.Y.) 2019; 12:69. [PMID: 31485824 PMCID: PMC6726733 DOI: 10.1186/s12284-019-0327-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Accepted: 08/22/2019] [Indexed: 05/30/2023]
Abstract
BACKGROUND Due to their sessile life style, plant survival is dependent on the ability to build up fast and highly adapted responses to environmental stresses by modulating defense response and organ growth. The phytohormone jasmonate plays an essential role in regulating these plant responses to stress. RESULTS To assess variation of plant growth responses and identify genetic determinants associated to JA treatment, we conducted a genome-wide association study (GWAS) using an original panel of Vietnamese rice accessions. The phenotyping results showed a high natural genetic variability of the 155 tested rice accessions in response to JA for shoot and root growth. The level of growth inhibition by JA is different according to the rice varieties tested. We conducted genome-wide association study and identified 28 significant associations for root length (RTL), shoot length (SHL), root weight (RTW), shoot weight (SHW) and total weight (TTW) in response to JA treatment. Three common QTLs were found for RTL, RTW and SHL. Among a list of 560 candidate genes found to co-locate with the QTLs, a transcriptome analysis from public database for the JA response allows us to identify 232 regulated genes including several JA-responsive transcription factors known to play a role in stress response. CONCLUSION Our genome-wide association study shows that common and specific genetic elements are associated with inhibition of shoot and root growth under JA treatment suggesting the involvement of a complex JA-dependent genetic control of rice growth inhibition at the whole plant level. Besides, numerous candidate genes associated to stress and JA response are co-located with the association loci, providing useful information for future studies on genetics and breeding to optimize the growth-defense trade-off in rice.
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Affiliation(s)
- Huong Thi Mai To
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam.
| | - Hieu Trang Nguyen
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France
| | - Nguyet Thi Minh Dang
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam
| | - Ngan Huyen Nguyen
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam
| | - Thai Xuan Bui
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam
| | - Jérémy Lavarenne
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France
| | | | - Pascal Gantet
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France
| | - Michel Lebrun
- University of Science and Technology of Hanoi (USTH), Vietnam Academy of Science and Technology (VAST), LMI-RICE2, 18 Hoang Quoc Viet, Cau Giay district, Hanoi, Vietnam
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France
| | - Stephane Bellafiore
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France
| | - Antony Champion
- Institut de Recherche pour le Développement (IRD), Université de Montpellier, UMR DIADE, UMR IPME, UMR LSTM, Montpellier, France.
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Genome-wide association mapping of leaf mass traits in a Vietnamese rice landrace panel. PLoS One 2019; 14:e0219274. [PMID: 31283792 PMCID: PMC6613685 DOI: 10.1371/journal.pone.0219274] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Accepted: 06/19/2019] [Indexed: 11/19/2022] Open
Abstract
Leaf traits are often strongly correlated with yield, which poses a major challenge in rice breeding. In the present study, using a panel of Vietnamese rice landraces genotyped with 21,623 single-nucleotide polymorphism markers, a genome-wide association study (GWAS) was conducted for several leaf traits during the vegetative stage. Vietnamese landraces are often poorly represented in panels used for GWAS, even though they are adapted to contrasting agrosystems and can contain original, valuable genetic determinants. A panel of 180 rice varieties was grown in pots for four weeks with three replicates under nethouse conditions. Different leaf traits were measured on the second fully expanded leaf of the main tiller, which often plays a major role in determining the photosynthetic capacity of the plant. The leaf fresh weight, turgid weight and dry weight were measured; then, from these measurements, the relative tissue weight and leaf dry matter percentage were computed. The leaf dry matter percentage can be considered a proxy for the photosynthetic efficiency per unit leaf area, which contributes to yield. By a GWAS, thirteen QTLs associated with these leaf traits were identified. Eleven QTLs were identified for fresh weight, eleven for turgid weight, one for dry weight, one for relative tissue weight and one for leaf dry matter percentage. Eleven QTLs presented associations with several traits, suggesting that these traits share common genetic determinants, while one QTL was specific to leaf dry matter percentage and one QTL was specific to relative tissue weight. Interestingly, some of these QTLs colocalize with leaf- or yield-related QTLs previously identified using other material. Several genes within these QTLs with a known function in leaf development or physiology are reviewed.
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Hoang GT, Van Dinh L, Nguyen TT, Ta NK, Gathignol F, Mai CD, Jouannic S, Tran KD, Khuat TH, Do VN, Lebrun M, Courtois B, Gantet P. Genome-wide Association Study of a Panel of Vietnamese Rice Landraces Reveals New QTLs for Tolerance to Water Deficit During the Vegetative Phase. RICE (NEW YORK, N.Y.) 2019; 12:4. [PMID: 30701393 PMCID: PMC6357217 DOI: 10.1186/s12284-018-0258-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 12/11/2018] [Indexed: 05/06/2023]
Abstract
BACKGROUND Drought tolerance is a major challenge in breeding rice for unfavorable environments. In this study, we used a panel of 180 Vietnamese rice landraces genotyped with 21,623 single-nucleotide polymorphism markers to perform a genome-wide association study (GWAS) for different drought response and recovery traits during the vegetative stage. These landraces originate from different geographical locations and are adapted to different agrosystems characterized by contrasted water regimes. Vietnamese landraces are often underrepresented in international panels used for GWAS, but they can contain original genetic determinants related to drought resistance. RESULTS The panel of 180 rice varieties was phenotyped under greenhouse conditions for several drought-related traits in an experimental design with 3 replicates. Plants were grown in pots for 4 weeks and drought-stressed by stopping irrigation for an additional 4 weeks. Drought sensitivity scores and leaf relative water content were measured throughout the drought stress. The recovery capacity was measured 2 weeks after plant rewatering. Several QTLs associated with these drought tolerance traits were identified by GWAS using a mixed model with control of structure and kinship. The number of detected QTLs consisted of 14 for leaf relative water content, 9 for slope of relative water content, 12 for drought sensitivity score, 3 for recovery ability and 1 for relative crop growth rate. This set of 39 QTLs actually corresponded to a total of 17 different QTLs because 9 were simultaneously associated with two or more traits, which indicates that these common loci may have pleiotropic effects on drought-related traits. No QTL was found in association with the same traits in both the indica and japonica subpanels. The possible candidate genes underlying the quantitative trait loci are reviewed. CONCLUSIONS Some of the identified QTLs contain promising candidate genes with a function related to drought tolerance by osmotic stress adjustment.
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Affiliation(s)
- Giang Thi Hoang
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi, 00000, Vietnam.
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam.
| | - Lam Van Dinh
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Thom Thi Nguyen
- IRD, Université de Montpellier, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Nhung Kim Ta
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi, 00000, Vietnam
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Floran Gathignol
- IRD, Université de Montpellier, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Chung Duc Mai
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi, 00000, Vietnam
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Stefan Jouannic
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam
- IRD, Université de Montpellier, UMR DIADE, 34095, Montpellier, France
| | - Khanh Dang Tran
- Genetic Engineering Division, Agricultural Genetics Institute, Hanoi, 00000, Vietnam
| | - Trung Huu Khuat
- Genetic Engineering Division, Agricultural Genetics Institute, Hanoi, 00000, Vietnam
| | - Vinh Nang Do
- National Key Laboratory for Plant Cell Biotechnology, Agricultural Genetics Institute, LMI RICE-2, Hanoi, 00000, Vietnam
| | - Michel Lebrun
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam
- IRD, Université de Montpellier, LMI RICE-2, Hanoi, 00000, Vietnam
- IRD, Université de Montpellier, UMR LSTM, 34095, Montpellier, France
| | - Brigitte Courtois
- Cirad, UMR-AGAP, F-34398, Montpellier, France
- CIRAD, INRA, Univ Montpellier, Montpellier SupAgro, Montpellier, France
| | - Pascal Gantet
- University of Science and Technology of Hanoi, LMI RICE-2, Hanoi, 00000, Vietnam.
- IRD, Université de Montpellier, LMI RICE-2, Hanoi, 00000, Vietnam.
- IRD, Université de Montpellier, UMR DIADE, 34095, Montpellier, France.
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TA KN, KHONG NG, HA TL, NGUYEN DT, MAI DC, HOANG TG, PHUNG TPN, BOURRIE I, COURTOIS B, TRAN TTH, DINH BY, LA TN, DO NV, LEBRUN M, GANTET P, JOUANNIC S. A genome-wide association study using a Vietnamese landrace panel of rice (Oryza sativa) reveals new QTLs controlling panicle morphological traits. BMC PLANT BIOLOGY 2018; 18:282. [PMID: 30428844 PMCID: PMC6234598 DOI: 10.1186/s12870-018-1504-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 10/26/2018] [Indexed: 05/20/2023]
Abstract
CONTEXT Yield improvement is an important issue for rice breeding. Panicle architecture is one of the key components of rice yield and exhibits a large diversity. To identify the morphological and genetic determinants of panicle architecture, we performed a detailed phenotypic analysis and a genome-wide association study (GWAS) using an original panel of Vietnamese landraces. RESULTS Using a newly developed image analysis tool, morphological traits of the panicles were scored over two years: rachis length; primary, secondary and tertiary branch number; average length of primary and secondary branches; average length of internode on rachis and primary branch. We observed a high contribution of spikelet number and secondary branch number per panicle to the overall phenotypic diversity in the dataset. Twenty-nine stable QTLs associated with seven traits were detected through GWAS over the two years. Some of these QTLs were associated with genes already implicated in panicle development. Importantly, the present study revealed the existence of new QTLs associated with the spikelet number, secondary branch number and primary branch number traits. CONCLUSIONS Our phenotypic analysis of panicle architecture variation suggests that with the panel of samples used, morphological diversity depends largely on the balance between indeterminate vs. determinate axillary meristem fate on primary branches, supporting the notion of differences in axillary meristem fate between rachis and primary branches. Our genome-wide association study led to the identification of numerous genomic sites covering all the traits studied and will be of interest for breeding programs aimed at improving yield. The new QTLs detected in this study provide a basis for the identification of new genes controlling panicle development and yield in rice.
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Affiliation(s)
- Kim Nhung TA
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- Present address: Plant Genetics Laboratory, National Institute of Genetics, Mishima, Japan
| | - Ngan Giang KHONG
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- Present address: Department of Molecular Biology, Palacký University, Olomouc, Czech Republic
| | - Thi Loan HA
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Dieu Thu NGUYEN
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Duc Chung MAI
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Thi Giang HOANG
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Thi Phuong Nhung PHUNG
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | | | - Brigitte COURTOIS
- CIRAD, UMR AGAP, University of Montpellier, INRA, Montpellier, France
| | | | | | | | - Nang Vinh DO
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
| | - Michel LEBRUN
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- UMR LSTM, University of Montpellier, CIRAD, IRD, Montpellier, France
| | - Pascal GANTET
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- UMR DIADE, University of Montpellier, IRD, Montpellier, France
| | - Stefan JOUANNIC
- LMI RICE, University of Montpellier, IRD, CIRAD, USTH, National Key Laboratory for Plant Cell Biotechnology, Agronomical Genetics Institute, Hanoi, Vietnam
- UMR DIADE, University of Montpellier, IRD, Montpellier, France
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17
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Kretzschmar T, Mbanjo EGN, Magalit GA, Dwiyanti MS, Habib MA, Diaz MG, Hernandez J, Huelgas Z, Malabayabas ML, Das SK, Yamano T. DNA fingerprinting at farm level maps rice biodiversity across Bangladesh and reveals regional varietal preferences. Sci Rep 2018; 8:14920. [PMID: 30297917 PMCID: PMC6175857 DOI: 10.1038/s41598-018-33080-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 09/19/2018] [Indexed: 11/26/2022] Open
Abstract
The development, dissemination, and adoption of improved rice varieties are imperative for global food and nutritional security. Knowledge of the crop's distribution across agro-ecologies is important for impact assessment studies, varietal replacement strategies, and the development and implementation of agricultural policies. Bangladesh is the world's 4th largest rice producer. Though traditional varieties (TVs) are abundant and valued throughout Bangladesh, population growth and vulnerability to climate change, necessitate efficient deployment of high-yielding stress-tolerant modern varieties (MVs). To aid agricultural policy and strategy this study aimed to accurately assess the distribution of MVs and TVs across Bangladesh during the rainfed rice-growing season. Information derived from a survey of rice production areas were compared and combined with DNA fingerprinting information from the same locations. Biodiversity of Bangladesh rice remained high. While TVs and first generation MVs of Bangladeshi and Indian origin were still commonly grown, recently released stress-tolerant MVs were adopted in large proportions in several districts. Although farmers successfully distinguished TVs from MVs grown in their fields, a considerable lack of authenticity among MVs was observed, pinpointing shortcomings in the seed supply chain. This study identifies focal points for extension work and validates DNA fingerprinting as reliable method for impact assessment studies.
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Affiliation(s)
- Tobias Kretzschmar
- International Rice Research Institute (IRRI), Pili Drive, Los Baños, 4031, Laguna, Philippines.
- Southern Cross University, Military Road, East Limore, 2480, NSW, Australia.
| | | | - Grace Angelique Magalit
- International Rice Research Institute (IRRI), Pili Drive, Los Baños, 4031, Laguna, Philippines
| | - Maria Stefanie Dwiyanti
- International Rice Research Institute (IRRI), Pili Drive, Los Baños, 4031, Laguna, Philippines
- Graduate School of Agriculture, Hokkaido University, Sapporo, Hokkaido, 060-8589, Japan
| | | | - Maria Genaleen Diaz
- Institute of Crop Science, College of Agriculture and Food Science, UPLB, College, Laguna, Philippines
| | - Jose Hernandez
- Institute of Crop Science, College of Agriculture and Food Science, UPLB, College, Laguna, Philippines
| | - Zenaida Huelgas
- IRRI Bangladesh Office, 103, Block-F, Rd No 1, Dhaka, 1213, Bangladesh
| | - Maria Luz Malabayabas
- International Rice Research Institute (IRRI), Pili Drive, Los Baños, 4031, Laguna, Philippines
| | - Subrata Kumar Das
- IRRI Bangladesh Office, 103, Block-F, Rd No 1, Dhaka, 1213, Bangladesh
| | - Takashi Yamano
- International Rice Research Institute (IRRI), Pili Drive, Los Baños, 4031, Laguna, Philippines
- Asian Development Bank (ADB), 6 ADB Ave, Ortigas Center, Mandaluyong, 1550, Metro, Manila, Philippines
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18
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Abstract
One of the central goals in biology is to understand how and how much of the phenotype of an organism is encoded in its genome. Although many genes that are crucial for organismal processes have been identified, much less is known about the genetic bases underlying quantitative phenotypic differences in natural populations. We discuss the fundamental gap between the large body of knowledge generated over the past decades by experimental genetics in the laboratory and what is needed to understand the genotype-to-phenotype problem on a broader scale. We argue that systems genetics, a combination of systems biology and the study of natural variation using quantitative genetics, will help to address this problem. We present major advances in these two mostly disconnected areas that have increased our understanding of the developmental processes of flowering time control and root growth. We conclude by illustrating and discussing the efforts that have been made toward systems genetics specifically in plants.
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Affiliation(s)
- Takehiko Ogura
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), 1030 Vienna, Austria;
| | - Wolfgang Busch
- Gregor Mendel Institute (GMI), Austrian Academy of Sciences, Vienna Biocenter (VBC), 1030 Vienna, Austria;
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19
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Phung NTP, Mai CD, Hoang GT, Truong HTM, Lavarenne J, Gonin M, Nguyen KL, Ha TT, Do VN, Gantet P, Courtois B. Genome-wide association mapping for root traits in a panel of rice accessions from Vietnam. BMC PLANT BIOLOGY 2016; 16:64. [PMID: 26964867 PMCID: PMC4785749 DOI: 10.1186/s12870-016-0747-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2015] [Accepted: 02/26/2016] [Indexed: 05/05/2023]
Abstract
BACKGROUND Despite recent sequencing efforts, local genetic resources remain underexploited, even though they carry alleles that can bring agronomic benefits. Taking advantage of the recent genotyping with 22,000 single-nucleotide polymorphism markers of a core collection of 180 Vietnamese rice varieties originating from provinces from North to South Vietnam and from different agrosystems characterized by contrasted water regimes, we have performed a genome-wide association study for different root parameters. Roots contribute to water stress avoidance and are a still underexploited target for breeding purpose due to the difficulty to observe them. RESULTS The panel of 180 rice varieties was phenotyped under greenhouse conditions for several root traits in an experimental design with 3 replicates. The phenotyping system consisted of long plastic bags that were filled with sand and supplemented with fertilizer. Root length, root mass in different layers, root thickness, and the number of crown roots, as well as several derived root parameters and shoot traits, were recorded. The results were submitted to association mapping using a mixed model involving structure and kinship to enable the identification of significant associations. The analyses were conducted successively on the whole panel and on its indica (115 accessions) and japonica (64 accessions) subcomponents. The two associations with the highest significance were for root thickness on chromosome 2 and for crown root number on chromosome 11. No common associations were detected between the indica and japonica subpanels, probably because of the polymorphism repartition between the subspecies. Based on orthology with Arabidopsis, the possible candidate genes underlying the quantitative trait loci are reviewed. CONCLUSIONS Some of the major quantitative trait loci we detected through this genome-wide association study contain promising candidate genes encoding regulatory elements of known key regulators of root formation and development.
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Affiliation(s)
- Nhung Thi Phuong Phung
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
| | - Chung Duc Mai
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
| | - Giang Thi Hoang
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
| | - Hue Thi Minh Truong
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
| | - Jeremy Lavarenne
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
- />IRD, LMI RICE, 00000 Hanoi, Vietnam
| | | | - Khanh Le Nguyen
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
- />IRD, LMI RICE, 00000 Hanoi, Vietnam
| | - Thuy Thi Ha
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
| | - Vinh Nang Do
- />Agricultural Genetics Institute, National Key Laboratory for Plant Cell Biotechnology, LMI RICE, 00000 Hanoi, Vietnam
| | - Pascal Gantet
- />University of Science and Technology of Hanoi, LMI RICE, 00000 Hanoi, Vietnam
- />IRD, LMI RICE, 00000 Hanoi, Vietnam
- />Université de Montpellier, UMR DIADE, 34095 Montpellier, France
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20
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Kallida R, Zhouri L, Volaire F, Guerin A, Julier B, Shaimi N, Fakiri M, Barre P. Combining Drought Survival via Summer Dormancy and Annual Biomass Productivity in Dactylis glomerata L. FRONTIERS IN PLANT SCIENCE 2016; 7:82. [PMID: 26904054 PMCID: PMC4746912 DOI: 10.3389/fpls.2016.00082] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 01/17/2016] [Indexed: 06/05/2023]
Abstract
Under Mediterranean climates, the best strategy to produce rain-fed fodder crops is to develop perennial drought resistant varieties. Summer dormancy present in native germplasm has been shown to confer a high level of survival under severe drought. Nevertheless it has also been shown to be negatively correlated with annual biomass productivity. The aim of this study was to analyze the correlations between summer dormancy and annual biomass productivity related traits and to identify quantitative trait loci (QTL) for these traits in a progeny of a summer dormant cocksfoot parent (Kasbah) and a summer active parent (Medly). A total of 283 offspring and the parents were phenotyped for summer dormancy, plant growth rate (PGR) and heading date in Morocco and for maximum leaf elongation rate (LERm) in France. The individuals were genotyped with a total of 325 markers including 59 AFLP, 64 SSR, and 202 DArT markers. The offspring exhibited a large quantitative variation for all measured traits. Summer dormancy showed a negative correlation with both PGR (-0.34 p < 0.005) and LERm (-0.27 p < 0.005). However, genotypes with both a high level of summer dormancy and a high level of PGR were detected in the progeny. One genetic map per parent was built with a total length of 377 and 423 cM for Kasbah and Medly, respectively. Both different and co-localized QTL for summer dormancy and PGR were identified. These results demonstrate that it should be possible to create summer dormant cocksfoot varieties with a high annual biomass productivity.
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Affiliation(s)
- Rajae Kallida
- Unité de Recherche de Production Animales et Fourrage, INRA Maroc, Centre Régional de la Recherche Agronomique de RabatRabat, Morocco
| | - Latifa Zhouri
- Unité de Recherche de Production Animales et Fourrage, INRA Maroc, Centre Régional de la Recherche Agronomique de RabatRabat, Morocco
- Laboratoire d’agroalimentaire et santé, Faculté des Sciences Techniques de Settat, Université Hassan 1erSettat, Morocco
| | - Florence Volaire
- USC 1338, Centre d’Ecologie Fonctionnelle et Evolutive, UMR 5175, Institut National de la Recherche AgronomiqueMontpellier, France
| | - Adrien Guerin
- UR4 Unité de Recherche Pluridisciplinaire Prairies et Plantes Fourragères, Institut National de la Recherche AgronomiqueLusignan, France
| | - Bernadette Julier
- UR4 Unité de Recherche Pluridisciplinaire Prairies et Plantes Fourragères, Institut National de la Recherche AgronomiqueLusignan, France
| | - Naima Shaimi
- Unité de Recherche d’Amélioration des Plantes Valorisation et Conservation des Ressources Phytogénétiques, INRA Maroc, Centre Régional de la Recherche Agronomique de RabatRabat, Morocco
| | - Malika Fakiri
- Laboratoire d’agroalimentaire et santé, Faculté des Sciences Techniques de Settat, Université Hassan 1erSettat, Morocco
| | - Philippe Barre
- UR4 Unité de Recherche Pluridisciplinaire Prairies et Plantes Fourragères, Institut National de la Recherche AgronomiqueLusignan, France
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21
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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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22
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Qiu X, Pang Y, Yuan Z, Xing D, Xu J, Dingkuhn M, Li Z, Ye G. Genome-Wide Association Study of Grain Appearance and Milling Quality in a Worldwide Collection of Indica Rice Germplasm. PLoS One 2015; 10:e0145577. [PMID: 26714258 PMCID: PMC4694703 DOI: 10.1371/journal.pone.0145577] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Accepted: 12/04/2015] [Indexed: 11/18/2022] Open
Abstract
Grain appearance quality and milling quality are the main determinants of market value of rice. Breeding for improved grain quality is a major objective of rice breeding worldwide. Identification of genes/QTL controlling quality traits is the prerequisite for increasing breeding efficiency through marker-assisted selection. Here, we reported a genome-wide association study in indica rice to identify QTL associated with 10 appearance and milling quality related traits, including grain length, grain width, grain length to width ratio, grain thickness, thousand grain weight, degree of endosperm chalkiness, percentage of grains with chalkiness, brown rice rate, milled rice rate and head milled rice rate. A diversity panel consisting of 272 indica accessions collected worldwide was evaluated in four locations including Hangzhou, Jingzhou, Sanya and Shenzhen representing indica rice production environments in China and genotyped using genotyping-by-sequencing and Diversity Arrays Technology based on next-generation sequencing technique called DArTseq™. A wide range of variation was observed for all traits in all environments. A total of 16 different association analysis models were compared to determine the best model for each trait-environment combination. Association mapping based on 18,824 high quality markers yielded 38 QTL for the 10 traits. Five of the detected QTL corresponded to known genes or fine mapped QTL. Among the 33 novel QTL identified, qDEC1.1 (qGLWR1.1), qBRR2.2 (qGL2.1), qTGW2.1 (qGL2.2), qGW11.1 (qMRR11.1) and qGL7.1 affected multiple traits with relatively large effects and/or were detected in multiple environments. The research provided an insight of the genetic architecture of rice grain quality and important information for mining genes/QTL with large effects within indica accessions for rice breeding.
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Affiliation(s)
- Xianjin Qiu
- Engineering Research Center of Ecology and Agricultural Use of Wetland, Ministry of Education/College of Agriculture, Yangtze University, Jingzhou 434025, China
| | - Yunlong Pang
- Institute of Crop Science/National Key Facility for Crop Gene Resources and Genetic Improvement, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Zhihua Yuan
- Engineering Research Center of Ecology and Agricultural Use of Wetland, Ministry of Education/College of Agriculture, Yangtze University, Jingzhou 434025, China
| | - Danying Xing
- Engineering Research Center of Ecology and Agricultural Use of Wetland, Ministry of Education/College of Agriculture, Yangtze University, Jingzhou 434025, China
| | - Jianlong Xu
- Institute of Crop Science/National Key Facility for Crop Gene Resources and Genetic Improvement, Chinese Academy of Agricultural Sciences, Beijing 100081, China
- Shenzhen Institute of Breeding & Innovation, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
| | - Michael Dingkuhn
- International Rice Research Institute, DAPO Box 7777, Metro Manila, Philippines
- CIRAD, UMR AGAP, F-34398 Montpellier, France
| | - Zhikang Li
- Institute of Crop Science/National Key Facility for Crop Gene Resources and Genetic Improvement, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Guoyou Ye
- International Rice Research Institute, DAPO Box 7777, Metro Manila, Philippines
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