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Khadivi A, Mirheidari F, Moradi Y. Selection of superior accessions of turnip ( Brassica rapa var. rapa L.) based on tuber quality-related characters. Food Sci Nutr 2022; 10:2667-2680. [PMID: 35959251 PMCID: PMC9361458 DOI: 10.1002/fsn3.2871] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Revised: 03/22/2022] [Accepted: 03/24/2022] [Indexed: 11/07/2022] Open
Abstract
Turnip (Brassica rapa var. rapa L.) (syn. B. campestris L. ssp. rapifera Sinsk) is an important crop species belonging to the Brassicaceae family. The 185 accessions belonging to this crop were collected from several areas of Toodshak region in Isfahan province, Iran, and their tubers were cultivated under homogeneous conditions in loamy clay soil. The morphological traits of different organs of those accessions were evaluated. Significant variations were detected among the accessions studied based on the traits recorded. Tuber shape showed high variation and included globose, oblong, ovate, obovate, and fusiform. Also, tuber skin color was highly variable, including white, bicolor white-violet, light violet, and dark violet. Tuber weight ranged from 1.56 to 35.70 g, while total soluble solids (TSS) of tuber flesh ranged from 7.00 to 11.80%. Principal component analysis (PCA) showed that 18 components were extracted by explaining 74.88% of total variance. The dendrogram obtained based on all the characters measured clustered the accessions into two major clusters. Sixteen accessions were placed into the first cluster, while the remaining accessions were placed into the second cluster which was divided into six subclusters. High level of morphological variabilities was observed among the accessions, which is applicable and useful for B. rapa var. rapa breeding programs. Based on the commercial and quality traits, 17 accessions could be selected for direct cultivation. Also, the promising accessions identified here can be utilized directly in breeding programs for genetic enhancement of this crop.
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Affiliation(s)
- Ali Khadivi
- Department of Horticultural SciencesFaculty of Agriculture and Natural ResourcesArak UniversityArakIran
| | - Farhad Mirheidari
- Department of Horticultural SciencesFaculty of Agriculture and Natural ResourcesArak UniversityArakIran
| | - Younes Moradi
- Department of Horticultural SciencesFaculty of Agriculture and Natural ResourcesArak UniversityArakIran
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Qu G, Gao Y, Wang X, Fu W, Sun Y, Gao X, Wang W, Hao C, Feng H, Wang Y. Fine mapping and analysis of candidate genes for qFT7.1, a major quantitative trait locus controlling flowering time in Brassica rapa L. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:2233-2246. [PMID: 35532733 DOI: 10.1007/s00122-022-04108-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 04/13/2022] [Indexed: 06/14/2023]
Abstract
qFT7.1, a major QTL for flowering time in Brassica rapa was fine-mapped to chromosome A07 in a 56.4-kb interval, in which the most likely candidate gene is BraA07g018240.3C. In Brassica rapa, flowering time (FT) is an important agronomic trait that affects the yield, quality, and adaption. FT is a complicated trait that is regulated by many genes and is affected greatly by the environment. In this study, a chromosome segment substitution line (CSSL), CSSL16, was selected that showed later flowering than the recurrent parent, a rapid-cycling inbred line of B. rapa (RcBr). Using Bulked Segregant RNA sequencing, we identified a late flowering quantitative trait locus (QTL), designated as qFT7.1, on chromosome A07, based on a secondary-F2 population derived from the cross between CSSL16 and RcBr. qFT7.1 was further validated by conventional QTL mapping. This QTL explained 39.9% (logarithm of odds = 32.2) of the phenotypic variations and was fine mapped to a 56.4-kb interval using recombinant analysis. Expression analysis suggested that BraA07g018240.3C, which is homologous to ATC (encoding Arabidopsis thaliana CENTRORADIALIS homologue), a gene for delayed flowering in Arabidopsis, as the most promising candidate gene. Sequence analysis demonstrated that two synonymous mutations existed in the coding region and numerous bases replacements existed in promoter region between BraA07g018240.3C from CSSL16 and RcBr. The results will increase our knowledge related to the molecular mechanism of late flowering in B. rapa and lays a solid foundation for the breeding of late bolting B. rapa.
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Affiliation(s)
- Gaoyang Qu
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Yue Gao
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Xian Wang
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Wei Fu
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Yunxia Sun
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Xu Gao
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Wei Wang
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Chunming Hao
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Hui Feng
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China
| | - Yugang Wang
- College of Horticulture, Shenyang Agricultural University, 120 Dongling Road, Shenhe District, Shenyang, 110866, People's Republic of China.
- Key Laboratory of Protected Horticulture, Ministry of Education, Shenyang Agricultural University, Shenyang, 110866, People's Republic of China.
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Kim S, Kim JA, Kang H, Kim DH. A premature stop codon in BrFLC2 transcript results in early flowering in oilseed-type Brassica rapa plants. PLANT MOLECULAR BIOLOGY 2022; 108:241-255. [PMID: 35064421 DOI: 10.1007/s11103-021-01231-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 12/05/2021] [Indexed: 06/14/2023]
Abstract
Nonsense-mediated mRNA decay (NMD)-mediated degradation of BrFLC2 transcripts is the main cause of rapid flowering of oilseed-type B. rapa 'LP08' plants. Many Brassica species require vernalization (long-term winter-like cooling) for transition to the reproductive stage. In the past several decades, scientific efforts have been made to discern the molecular mechanisms underlying vernalization in many species. Thus, to identify the key regulators required for vernalization in Brassica rapa L., we constructed a linkage map composed of 7833 single nucleotide polymorphism markers using the late-flowering Chinese cabbage (B. rapa L. ssp. pekinensis) inbred line 'Chiifu' and the early-flowering yellow sarson (B. rapa L. ssp. trilocularis) line 'LP08' and identified a single major QTL on the upper-arm of the chromosome A02. In addition, we compared the transcriptomes of the lines 'Chiifu' and 'LP08' at five vernalization time points, including both non-vernalized and post-vernalization conditions. We observed that BrFLC2 was significantly downregulated in the early flowering 'LP08' and had two deletion sites (one at 4th exon and the other at 3' downstream region) around the BrFLC2 genomic region compared with the BrFLC2 genomic region in 'Chiifu'. Large deletion at 3' downstream region did not significantly affect transcription of both sense BrFLC2 transcript and antisense transcript, BrFLC2as along vernalization time course. However, the other deletion at 4th exon of BrFLC2 resulted in the generation of premature stop codon in BrFLC2 transcript in LP08 line. Cycloheximide treatment of LP08 line showed the de-repressed level of BrFLC2 in LP08, suggesting that low transcript level of BrFLC2 in LP08 might be caused by nonsense-mediated mRNA decay removing the nonsense transcript of BrFLC2. Collectively, this study provides a better understanding of the molecular mechanisms underlying floral transition in B. rapa.
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Affiliation(s)
- Sujeong Kim
- Department of Plant Science and Technology, Chung-Ang University, Anseong, South Korea
| | - Jin A Kim
- Department of Agricultural Biotechnology, National Academy of Agricultural Science, Rural Development Administration, Jeonju, South Korea
| | - Hajeong Kang
- Department of Plant Science and Technology, Chung-Ang University, Anseong, South Korea
| | - Dong-Hwan Kim
- Department of Plant Science and Technology, Chung-Ang University, Anseong, South Korea.
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Liu S, Wang R, Zhang Z, Li Q, Wang L, Wang Y, Zhao Z. High-resolution mapping of quantitative trait loci controlling main floral stalk length in Chinese cabbage (Brassica rapa L. ssp. pekinensis). BMC Genomics 2019; 20:437. [PMID: 31146687 PMCID: PMC6543646 DOI: 10.1186/s12864-019-5810-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2018] [Accepted: 05/20/2019] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND For spring-type Chinese cabbage production, premature bolting refers to the excessive elongation of dwarf stems before harvesting. Although quantitative trait loci (QTL) mapping for bolting-related traits have been studied extensively, the main flower stalk length (MFSL) have been rarely investigated. Two inbred lines, 06-247 and He102, have significant differences in the MFSL. In this study, these two materials were selected as parental lines for the construction of a recombinant inbred line (RIL) mapping population. High-density mapping of QTL for the MFSL was performed based on the deep resequencing of parental lines and specific locus-amplified fragment sequencing (SLAF-Seq) of individual recombination inbred lines. RESULTS An F7 population consisting of 150 lines was developed. Deep resequencing of parental lines produced 21.08 gigabases, whereas SLAF-Seq produced an average of 428.35 million bases for each progeny. The total aligned data from the parental lines identified 1,082,885 high-quality single nucleotide polymorphisms (SNPs) between parental lines. Out of these, 5392 SNP markers with a segregation type of aa×bb and average integrity of > 99% were suitable for the genetic linkage map construction. The final map contained 10 linkage groups (LGs) was 1687.82 cM in length with an average distance of 0.32 cM between adjacent markers. Based on the high-density map, nine QTLs for MFSL were found to be distributed on seven chromosomes, and two major-effect QTLs were identified for the first time. The physical distance between adjacent markers of two major-effect QTLs was 44.37 kbp and 121.91 kbp, respectively. Approximately 2056 and 6769 SNP markers within confidence intervals were identified according to the results of parental line resequencing, which involved 24 and 199 mutant genes. CONCLUSIONS The linkage map constructed in this study has the highest density in Chinese cabbage to date. Two major-effect QTLs for MFSL in Chinese cabbage were also identified. Among these, a novel QTL associated with bolting mapped on LG A04 was identified based on MFSL. The results of this study provide an important platform for gene/QTL mapping and marker-assisted selection (MAS) breeding for bolting-resistant Chinese cabbage.
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Affiliation(s)
- Shuantao Liu
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Ronghua Wang
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Zhigang Zhang
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Qiaoyun Li
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Lihua Wang
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Yongqiang Wang
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
| | - Zhizhong Zhao
- Institute of Vegetables and Flowers, Shandong Academy of Agricultural Sciences,Shandong Branch of National Vegetable Improvement Center, Shandong Key Laboratory of Greenhouse Vegetable Biology, Vegetable Science Observation and Experiment Station in Huang-Huai Area of Ministry of Agriculture, Ji’nan, 250100 Shandong province People’s Republic of China
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Huang L, Yang Y, Zhang F, Cao J. A genome-wide SNP-based genetic map and QTL mapping for agronomic traits in Chinese cabbage. Sci Rep 2017; 7:46305. [PMID: 28418033 PMCID: PMC5394690 DOI: 10.1038/srep46305] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2016] [Accepted: 03/14/2017] [Indexed: 01/21/2023] Open
Abstract
The aim of this work was to construct a high-resolution genetic map for the dissection of complex morphological and agronomic traits in Chinese cabbage (Brassica rapa L. syn. B. campestris). Chinese cabbage, an economically important vegetable, is a good model plant for studies on the evolution of morphologic variation. Herein, two high-generation inbred Chinese cabbage lines, 'Huangxiaoza' and 'Bqq094-11', were crossed. Then restriction-site-associated DNA sequencing (RAD-seq) was performed on the parents and 120 F2 individuals. A genetic map containing 711 bins representing 3985 single nucleotide polymorphism (SNP) markers was constructed. By using WinQTL with composite interval mapping (CIM) and mixed-model based composite interval mapping (MCIM) analysis via QTLNetwork, quantitative trait loci (QTL) linked to 16 genetic traits related to plant size, color and leaf characteristics were mapped to 10 linkage groups. The high density genetic map and QTL identified for morphological and agronomic traits lay the groundwork for functional gene mapping, map-based cloning and marker-assisted selection (MAS) in Chinese cabbage.
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Affiliation(s)
- Li Huang
- Laboratory of Cell &Molecular Biology, Institute of Vegetable Science, Zhejiang University, Hangzhou 310058, China.,Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Hangzhou 310058, China.,Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology, Hangzhou 310058, China
| | - Yafei Yang
- Laboratory of Cell &Molecular Biology, Institute of Vegetable Science, Zhejiang University, Hangzhou 310058, China.,Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Hangzhou 310058, China.,Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology, Hangzhou 310058, China
| | - Fang Zhang
- Laboratory of Cell &Molecular Biology, Institute of Vegetable Science, Zhejiang University, Hangzhou 310058, China.,Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Hangzhou 310058, China.,Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology, Hangzhou 310058, China
| | - Jiashu Cao
- Laboratory of Cell &Molecular Biology, Institute of Vegetable Science, Zhejiang University, Hangzhou 310058, China.,Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Hangzhou 310058, China.,Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology, Hangzhou 310058, China
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Mayer BF, Ali-Benali MA, Demone J, Bertrand A, Charron JB. Cold acclimation induces distinctive changes in the chromatin state and transcript levels of COR genes in Cannabis sativa varieties with contrasting cold acclimation capacities. PHYSIOLOGIA PLANTARUM 2015; 155:281-95. [PMID: 25534661 DOI: 10.1111/ppl.12318] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Revised: 12/13/2014] [Accepted: 12/16/2014] [Indexed: 05/22/2023]
Abstract
Little is known about the capacity of Cannabis sativa to cold-acclimate and develop freezing tolerance. This study investigates the cold acclimation (CA) capacity of nine C. sativa varieties and the underlying genetic and epigenetic responses. The varieties were divided into three groups based on their contrasting CA capacities by comparing the survival of non-acclimated and cold-acclimated plants in whole-plant freeze tests. In response to the CA treatment, all varieties accumulated soluble sugars but only the varieties with superior capacity for CA could maintain higher levels throughout the treatment. In addition, the varieties that acclimated most efficiently accumulated higher transcript levels of cold-regulated (COR) genes and genes involved in de novo DNA methylation while displaying locus- and variety-specific changes in the levels of H3K9ac, H3K27me3 and methylcytosine (MeC) during CA. Furthermore, these hardy C. sativa varieties displayed significant increases in MeC levels at COR gene loci when deacclimated, suggesting a role for locus-specific DNA methylation in deacclimation. This study uncovers the molecular mechanisms underlying CA in C. sativa and reveals higher levels of complexity regarding how genetic, epigenetic and environmental factors intertwine.
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Affiliation(s)
- Boris F Mayer
- Department of Plant Science, McGill University, Québec City, Quebec, H9X 3V9, Canada
| | | | - Jordan Demone
- Department of Plant Science, McGill University, Québec City, Quebec, H9X 3V9, Canada
| | - Annick Bertrand
- Agriculture and Agri-Food Canada, Soils and Crops Research and Development Centre, Québec City, Québec, G1V 2J3, Canada
| | - Jean-Benoit Charron
- Department of Plant Science, McGill University, Québec City, Quebec, H9X 3V9, Canada
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Li X, Wang W, Wang Z, Li K, Lim YP, Piao Z. Construction of chromosome segment substitution lines enables QTL mapping for flowering and morphological traits in Brassica rapa. FRONTIERS IN PLANT SCIENCE 2015; 6:432. [PMID: 26106405 PMCID: PMC4460309 DOI: 10.3389/fpls.2015.00432] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2015] [Accepted: 05/27/2015] [Indexed: 05/04/2023]
Abstract
Chromosome segment substitution lines (CSSLs) represent a powerful method for precise quantitative trait loci (QTL) detection of complex agronomical traits in plants. In this study, we used a marker-assisted backcrossing strategy to develop a population consisting of 63 CSSLs, derived from backcrossing of the F1 generated from a cross between two Brassica rapa subspecies: "Chiifu" (ssp. pekinensis), the Brassica "A" genome-represented line used as the donor, and "49caixin" (ssp. parachinensis), a non-heading cultivar used as the recipient. The 63 CSSLs covered 87.95% of the B. rapa genome. Among them, 39 lines carried a single segment; 15 lines, two segments; and nine lines, three or more segments of the donor parent chromosomes. To verify the potential advantage of these CSSL lines, we used them to locate QTL for six morphology-related traits. A total of 58 QTL were located on eight chromosomes for all six traits: 17 for flowering time, 14 each for bolting time and plant height, six for plant diameter, two for leaf width, and five for flowering stalk diameter. Co-localized QTL were mainly distributed on eight genomic regions in A01, A02, A05, A06, A08, A09, and A10, present in the corresponding CSSLs. Moreover, new chromosomal fragments that harbored QTL were identified using the findings of previous studies. The CSSL population constructed in our study paves the way for fine mapping and cloning of candidate genes involved in late bolting, flowering, and plant architecture-related traits in B. rapa. Furthermore, it has great potential for future marker-aided gene/QTL pyramiding of other interesting traits in B. rapa breeding.
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Affiliation(s)
- Xiaonan Li
- Department of Horticulture, Shenyang Agricultural UniversityShenyang, China
- Molecular Genetics and Genomics Lab, Department of Horticulture, Chungnam National UniversityDaejeon, South Korea
| | - Wenke Wang
- Department of Horticulture, Shenyang Agricultural UniversityShenyang, China
| | - Zhe Wang
- Department of Horticulture, Shenyang Agricultural UniversityShenyang, China
| | - Kangning Li
- Department of Horticulture, Shenyang Agricultural UniversityShenyang, China
| | - Yong Pyo Lim
- Molecular Genetics and Genomics Lab, Department of Horticulture, Chungnam National UniversityDaejeon, South Korea
- *Correspondence: Yong Pyo Lim, Department of Horticulture, Chungnam National University, Gung-Dong, Yuseong-Gu, Daejeon 305-764, South Korea
| | - Zhongyun Piao
- Department of Horticulture, Shenyang Agricultural UniversityShenyang, China
- Zhongyun Piao, Department of Horticulture, Shenyang Agricultural University, #120 Dongling Road, Shenyang, Liaoning 110866, China
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Zhang N, Zhao J, Lens F, de Visser J, Menamo T, Fang W, Xiao D, Bucher J, Basnet RK, Lin K, Cheng F, Wang X, Bonnema G. Morphology, carbohydrate composition and vernalization response in a genetically diverse collection of Asian and European turnips (Brassica rapa subsp. rapa). PLoS One 2014; 9:e114241. [PMID: 25474111 PMCID: PMC4256417 DOI: 10.1371/journal.pone.0114241] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2014] [Accepted: 11/04/2014] [Indexed: 11/29/2022] Open
Abstract
Brassica rapa displays enormous morphological diversity, with leafy vegetables, turnips and oil crops. Turnips (Brassica rapa subsp. rapa) represent one of the morphotypes, which form tubers and can be used to study the genetics underlying storage organ formation. In the present study we investigated several characteristics of an extensive turnip collection comprising 56 accessions from both Asia (mainly Japanese origin) and Europe. Population structure was calculated using data from 280 evenly distributed SNP markers over 56 turnip accessions. We studied the anatomy of turnip tubers and measured carbohydrate composition of the mature turnip tubers of a subset of the collection. The variation in 16 leaf traits, 12 tuber traits and flowering time was evaluated in five independent experiments for the entire collection. The effect of vernalization on flowering and tuber formation was also investigated. SNP marker profiling basically divided the turnip accessions into two subpopulations, with admixture, generally corresponding with geographical origin (Europe or Asia). The enlarged turnip tuber consists of both hypocotyl and root tissue, but the proportion of the two tissues differs between accessions. The ratio of sucrose to fructose and glucose differed among accessions, while generally starch content was low. The evaluated traits segregated in both subpopulations, with leaf shape, tuber colour and number of shoots per tuber explaining most variation between the two subpopulations. Vernalization resulted in reduced flowering time and smaller tubers for the Asian turnips whereas the European turnips were less affected by vernalization.
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Affiliation(s)
- Ningwen Zhang
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
| | - Jianjun Zhao
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
- Horticultural College, Hebei Agricultural University, Baoding, China
| | - Frederic Lens
- Naturalis Biodiversity Center, Leiden, The Netherlands
| | - Joan de Visser
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
| | | | - Wen Fang
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
| | - Dong Xiao
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Horticultural College, Nanjing Agricultural University, Nanjing, Jiangsu, China
| | - Johan Bucher
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
| | | | - Ke Lin
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
| | - Feng Cheng
- Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xiaowu Wang
- Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Guusje Bonnema
- Wageningen UR Plant Breeding, Wageningen, The Netherlands
- * E-mail:
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9
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Dechaine JM, Brock MT, Iniguez-Luy FL, Weinig C. Quantitative trait loci × environment interactions for plant morphology vary over ontogeny in Brassica rapa. THE NEW PHYTOLOGIST 2014; 201:657-669. [PMID: 26012723 DOI: 10.1111/nph.12520] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2013] [Accepted: 08/15/2013] [Indexed: 05/16/2023]
Abstract
Growth in plants occurs via the addition of repeating modules, suggesting that the genetic architecture of similar subunits may vary between earlier- and later-developing modules. These complex environment × ontogeny interactions are not well elucidated, as studies examining quantitative trait loci (QTLs) expression over ontogeny have not included multiple environments. Here, we characterized the genetic architecture of vegetative traits and onset of reproduction over ontogeny in recombinant inbred lines of Brassica rapa in the field and glasshouse. The magnitude of genetic variation in plasticity of seedling internodes was greater than in those produced later in ontogeny. We correspondingly detected that QTLs for seedling internode length were environment-specific, whereas later in ontogeny the majority of QTLs affected internode lengths in all treatments. The relationship between internode traits and onset of reproduction varied with environment and ontogenetic stage. This relationship was observed only in the glasshouse environment and was largely attributable to one environment-specific QTL. Our results provide the first evidence of a QTL × environment × ontogeny interaction, and provide QTL resolution for differences between early- and later-stage plasticity for stem elongation. These results also suggest potential constraints on morphological evolution in early vs later modules as a result of associations with reproductive timing.
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Affiliation(s)
- Jennifer M Dechaine
- Department of Biological Sciences, Central Washington University, Ellensburg, WA, 98926, USA
| | - Marcus T Brock
- Department of Botany, University of Wyoming, Laramie, WY, 82071, USA
| | - Federico L Iniguez-Luy
- Agri-Aquaculture Nutritional Genomic Center, Genetic and Bioinformatics Unit, Instituto de Investigaciones Agropecuarias-Carillanca, Codigo Postal, 4780000, Temuco, Chile
| | - Cynthia Weinig
- Department of Botany, University of Wyoming, Laramie, WY, 82071, USA
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10
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Preston JC, Sandve SR. Adaptation to seasonality and the winter freeze. FRONTIERS IN PLANT SCIENCE 2013; 4:167. [PMID: 23761798 PMCID: PMC3669742 DOI: 10.3389/fpls.2013.00167] [Citation(s) in RCA: 80] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2013] [Accepted: 05/13/2013] [Indexed: 05/20/2023]
Abstract
Flowering plants initially diversified during the Mesozoic era at least 140 million years ago in regions of the world where temperate seasonal environments were not encountered. Since then several cooling events resulted in the contraction of warm and wet environments and the establishment of novel temperate zones in both hemispheres. In response, less than half of modern angiosperm families have members that evolved specific adaptations to cold seasonal climates, including cold acclimation, freezing tolerance, endodormancy, and vernalization responsiveness. Despite compelling evidence for multiple independent origins, the level of genetic constraint on the evolution of adaptations to seasonal cold is not well understood. However, the recent increase in molecular genetic studies examining the response of model and crop species to seasonal cold offers new insight into the evolutionary lability of these traits. This insight has major implications for our understanding of complex trait evolution, and the potential role of local adaptation in response to past and future climate change. In this review, we discuss the biochemical, morphological, and developmental basis of adaptations to seasonal cold, and synthesize recent literature on the genetic basis of these traits in a phylogenomic context. We find evidence for multiple genetic links between distinct physiological responses to cold, possibly reinforcing the coordinated expression of these traits. Furthermore, repeated recruitment of the same or similar ancestral pathways suggests that land plants might be somewhat pre-adapted to dealing with temperature stress, perhaps making inducible cold traits relatively easy to evolve.
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Affiliation(s)
- Jill C. Preston
- Department of Plant Biology, University of VermontBurlington, VT, USA
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Cai CC, Tu JX, Fu TD, Chen BY. The genetic basis of flowering time and photoperiod sensitivity in rapeseed Brassica napus L. RUSS J GENET+ 2011. [DOI: 10.1134/s1022795408030137] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Zhao J, Kulkarni V, Liu N, Pino Del Carpio D, Bucher J, Bonnema G. BrFLC2 (FLOWERING LOCUS C) as a candidate gene for a vernalization response QTL in Brassica rapa. JOURNAL OF EXPERIMENTAL BOTANY 2010; 61:1817-25. [PMID: 20231331 PMCID: PMC2852669 DOI: 10.1093/jxb/erq048] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2009] [Revised: 02/14/2010] [Accepted: 02/16/2010] [Indexed: 05/18/2023]
Abstract
Flowering time is an important agronomic trait, and wide variation exists among Brassica rapa. In Arabidopsis, FLOWERING LOCUS C (FLC) plays an important role in modulating flowering time and the response to vernalization. Brassica rapa contains several paralogues of FLC at syntenic regions. BrFLC2 maps under a major flowering time and vernalization response quantitative trait locus (QTL) at the top of A02. Here the effects of vernalization on flowering time in a double haploid (DH) population and on BrFLC2 expression in selected lines of a DH population in B. rapa are descibed. The effect of the major flowering time QTL on the top of A02 where BrFLC2 maps clearly decreases upon vernalization, which points to a role for BrFLC2 underlying the QTL. In all developmental stages and tissues (seedlings, cotyledons, and leaves), BrFLC2 transcript levels are higher in late flowering pools of DH lines than in pools of early flowering DH lines. BrFLC2 expression diminished after different durations of seedling vernalization in both early and late DH lines. The reduction of BrFLC2 expression upon seedling vernalization of both early and late flowering DH lines was strongest at the seedling stage and diminished in subsequent growth stages, which suggests that the commitment to flowering is already set at very early developmental stages. Taken together, these data support the hypothesis that BrFLC2 is a candidate gene for the flowering time and vernalization response QTL in B. rapa.
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Affiliation(s)
- Jianjun Zhao
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
- Horticultural College, Hebei Agricultural University, 071001, Baoding, China
| | - Vani Kulkarni
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
| | - Nini Liu
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
| | - Dunia Pino Del Carpio
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
| | - Johan Bucher
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
| | - Guusje Bonnema
- Laboratory of Plant Breeding, Wageningen University, 6700AJ, Wageningen, The Netherlands
- To whom correspondence should be addressed. E-mail:
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Li F, Kitashiba H, Inaba K, Nishio T. A Brassica rapa linkage map of EST-based SNP markers for identification of candidate genes controlling flowering time and leaf morphological traits. DNA Res 2009; 16:311-23. [PMID: 19884167 PMCID: PMC2780953 DOI: 10.1093/dnares/dsp020] [Citation(s) in RCA: 113] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
For identification of genes responsible for varietal differences in flowering time and leaf morphological traits, we constructed a linkage map of Brassica rapa DNA markers including 170 EST-based markers, 12 SSR markers, and 59 BAC sequence-based markers, of which 151 are single nucleotide polymorphism (SNP) markers. By BLASTN, 223 markers were shown to have homologous regions in Arabidopsis thaliana, and these homologous loci covered nearly the whole genome of A. thaliana. Synteny analysis between B. rapa and A. thaliana revealed 33 large syntenic regions. Three quantitative trait loci (QTLs) for flowering time were detected. BrFLC1 and BrFLC2 were linked to the QTLs for bolting time, budding time, and flowering time. Three SNPs in the promoter, which may be the cause of low expression of BrFLC2 in the early-flowering parental line, were identified. For leaf lobe depth and leaf hairiness, one major QTL corresponding to a syntenic region containing GIBBERELLIN 20 OXIDASE 3 and one major QTL containing BrGL1, respectively, were detected. Analysis of nucleotide sequences and expression of these genes suggested possible involvement of these genes in leaf morphological traits.
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Affiliation(s)
- Feng Li
- Laboratory of Plant Breeding and Genetics, Graduate School of Agricultural Science, Tohoku University, 1-1 Tsutsumidori-Amamiyamachi, Aoba, Sendai, Miyagi 981-8555, Japan
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Lejeune-Hénaut I, Hanocq E, Béthencourt L, Fontaine V, Delbreil B, Morin J, Petit A, Devaux R, Boilleau M, Stempniak JJ, Thomas M, Lainé AL, Foucher F, Baranger A, Burstin J, Rameau C, Giauffret C. The flowering locus Hr colocalizes with a major QTL affecting winter frost tolerance in Pisum sativum L. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2008; 116:1105-16. [PMID: 18347775 DOI: 10.1007/s00122-008-0739-x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2007] [Accepted: 02/25/2008] [Indexed: 05/03/2023]
Abstract
An understanding of the genetic determinism of frost tolerance is a prerequisite for the development of frost tolerant cultivars for cold northern areas. In legumes, it is not known to which extent vernalization requirement or photoperiod responsiveness are necessary for the development of frost tolerance. In pea (Pisum sativum L.) however, the flowering locus Hr is suspected to influence winter frost tolerance by delaying floral initiation until after the main winter freezing periods have passed. The objective of this study was to dissect the genetic determinism of frost tolerance in pea by QTL analysis and to assess the genetic linkage between winter frost tolerance and the Hr locus. A population of 164 recombinant inbred lines (RILs), derived from the cross Champagne x Terese was evaluated both in the greenhouse and in field conditions to characterize the photoperiod response from which the allele at the Hr locus was inferred. In addition, the population was also assessed for winter frost tolerance in 11 field conditions. Six QTL were detected, among which three were consistent among the different experimental conditions, confirming an oligogenic determinism of frost tolerance in pea. The Hr locus was found to be the peak marker for the highest explanatory QTL of this study. This result supports the hypothesis of the prominent part played by the photoperiod responsiveness in the determinism of frost tolerance for this species. The consistency of three QTL makes these positions interesting targets for marker-assisted selection.
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Affiliation(s)
- I Lejeune-Hénaut
- UMR INRA/USTL SADV, Estrées-Mons BP50136, 80203 Péronne Cedex, France.
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Okazaki K, Sakamoto K, Kikuchi R, Saito A, Togashi E, Kuginuki Y, Matsumoto S, Hirai M. Mapping and characterization of FLC homologs and QTL analysis of flowering time in Brassica oleracea. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2007; 114:595-608. [PMID: 17136371 DOI: 10.1007/s00122-006-0460-6] [Citation(s) in RCA: 92] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2006] [Accepted: 11/06/2006] [Indexed: 05/12/2023]
Abstract
The FLC gene product is an inhibitor of flowering in Arabidopsis. FLC homologs in Brassica species are thought to control vernalization. We cloned four FLC homologs (BoFLCs) from Brassica oleracea. Three of these, BoFLC1, BoFLC3 and BoFLC5, have been previously characterized. The fourth novel sequence displayed 98% sequence homology to the previously identified gene BoFLC4, but also showed 91% homology to BrFLC2 from Brassica rapa. Phylogenetic analysis showed that this clone belongs to the FLC2 clade. Therefore, we designated this gene BoFLC2. Based on the segregation of RFLP, SRAP, CAPS, SSR and AFLP loci, a detailed linkage map of B. oleracea was constructed in the F(2) progeny obtained from a cross of B. oleracea cv. Green Comet (broccoli; non-vernalization type) and B. oleracea cv. Reiho (cabbage; vernalization type), which covered 540 cM, 9 major linkage groups. Six quantitative trait loci (QTL) controlling flowering time were detected. BoFLC1, BoFLC3 and BoFLC5 were not linked to the QTLs controlling flowering time. However, the largest QTL effect was located in the region where BoFLC2 was mapped. Genotyping of F(2 )plants at the BoFLC2 locus showed that most of the early flowering plants were homozygotes of BoFLC-GC, whereas most of the late- and non-flowering plants were homozygotes of BoFLC-Rei. The BoFLC2 homologs present in plants of the non-vernalization type were non-functional, due to a frameshift in exon 4. Moreover, duplications and deletions of BoFLC2 were detected in broccoli and a rapid cycling line, respectively. These results suggest that BoFLC2 contributes to the control of flowering time in B. oleracea.
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Affiliation(s)
- K Okazaki
- Faculty of Agriculture, Niigata University, Niigata 950-2181, Japan.
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Identification of QTLs Related to Bolting in Brassica rapa ssp. pekinensis (syn. Brassica campestris ssp. pekinensis). ACTA ACUST UNITED AC 2006. [DOI: 10.1016/s1671-2927(06)60048-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Abstract
Vernalization is the process whereby the floral transition is promoted through exposure of plants to long periods of cold temperature or winter. A requirement for vernalization aligns flowering with the seasons to ensure that their reproductive phase occurs in favorable conditions. The mitotic stability of vernalization, suggestive of an epigenetic mechanism, has intrigued researchers for many years. Genetic analysis of the vernalization requirement in Arabidopsis has identified key floral repressor genes, FRI and FLC. The action of these floral repressors is antagonized by vernalization and the activity of a set of genes grouped into the autonomous floral pathway. Analysis of the vernalization pathway has defined a series of epigenetic regulators crucial for "cellular-memory" of the cold signal, whereas the autonomous pathway appears to function in part through posttranscriptional mechanisms. The mechanism of the vernalization requirement, which is now being explored in a range of plant species, should uncover the evolutionary origins of this key agronomic trait.
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Affiliation(s)
- Ian R Henderson
- Department of Cell and Developmental Biology, John Innes Centre, Colney Lane, Norwich NR4 7UH, United Kingdom.
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Schranz ME, Quijada P, Sung SB, Lukens L, Amasino R, Osborn TC. Characterization and effects of the replicated flowering time gene FLC in Brassica rapa. Genetics 2002; 162:1457-68. [PMID: 12454088 PMCID: PMC1462321 DOI: 10.1093/genetics/162.3.1457] [Citation(s) in RCA: 147] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Functional genetic redundancy is widespread in plants and could have an important impact on phenotypic diversity if the multiple gene copies act in an additive or dosage-dependent manner. We have cloned four Brassica rapa homologs (BrFLC) of the MADS-box flowering-time regulator FLC, located at the top of chromosome 5 of Arabidopsis thaliana. Relative rate tests revealed no evidence for differential rates of evolution and the ratios of nonsynonymous-to-synonymous substitutions suggest BrFLC loci are not under strong purifying selection. BrFLC1, BrFLC2, and BrFLC3 map to genomic regions that are collinear with the top of At5, consistent with a polyploid origin. BrFLC5 maps near a junction of two collinear regions to Arabidopsis, one of which includes an FLC-like gene (AGL31). However, all BrFLC sequences are more closely related to FLC than to AGL31. BrFLC1, BrFLC2, and BrFLC5 cosegregate with flowering-time loci evaluated in populations derived by backcrossing late-flowering alleles from a biennial parent into an annual parent. Two loci segregating in a single backcross population affected flowering in a completely additive manner. Thus, replicated BrFLC genes appear to have a similar function and interact in an additive manner to modulate flowering time.
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Affiliation(s)
- M Eric Schranz
- Department of Agronomy, University of Wisconsin, Madison, 53706, USA
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Axelsson T, Shavorskaya O, Lagercrantz U. Multiple flowering time QTLs within several Brassica species could be the result of duplicated copies of one ancestral gene. Genome 2001. [DOI: 10.1139/g01-082] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Quantitative trait locus (QTL) analysis was used to study the evolution of genes controlling the timing of flowering in four Brassica genomes that are all extensively replicated. Comparative mapping showed that a chromosomal region from the top of Arabidopsis thaliana chromosome 5 corresponded to three homoeologous copies in each of the diploid species Brassica nigra, B. oleracea, and B. rapa and six copies in the amphidiploid B. juncea. QTLs were detected in two of the three replicated segments in each diploid genome and in three of the six replicated segments in B. juncea. These results indicate that, for the studied trait, multiple QTLs resulting from genome duplication is the rule rather than the exception. Brassica homologues to two candidate genes (CO and FLC) identified from the corresponding A. thaliana region were mapped. CO homologues mapped close to the QTL peaks in eight of nine QTLs, while FLC homologues mapped farther away in those cases where the mapping resolution allowed a comparison. Thus, our data are consistent with the hypothesis that all the major QTLs we detected in the different species of Brassica could be the result of duplicated copies of the same ancestral gene, possibly the ancestor of CO.Key words: Brassica, Arabidopsis, comparative mapping, genome duplication, flowering time.
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Bohuon EJ, Ramsay LD, Craft JA, Arthur AE, Marshall DF, Lydiate DJ, Kearsey MJ. The association of flowering time quantitative trait loci with duplicated regions and candidate loci in Brassica oleracea. Genetics 1998; 150:393-401. [PMID: 9725855 PMCID: PMC1460304 DOI: 10.1093/genetics/150.1.393] [Citation(s) in RCA: 66] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
A population of 150 doubled haploid lines of rapid cycling Brassica oleracea, derived from an F1 from a var. alboglabra x var. italica cross, was scored for flowering time in two trials. Using information on 82 mapped molecular markers, spread evenly across the nine linkage groups, QTL were identified at six locations; one each on linkage groups O2 and O3 and two each on linkage groups O5 and O9. In total, these QTL explained 58 and 93% of the genetical variation in the two trials. Three of these QTL, on linkage groups O2, O3, and O9, were situated in regions showing considerable homology both with each other and with chromosome regions of B. nigra that have been shown to affect flowering time. These same regions are all homologous to a single tract of Arabidopsis chromosome 5, which contains a number of the flowering-related genes, one or more of which may be candidates for the QTL found in Brassica.
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Affiliation(s)
- E J Bohuon
- Plant Genetics Group, School of Biological Sciences, The University of Birmingham, Birmingham B15 2TT, United Kingdom
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Ronald PS, Penner GA, Brown PD, Brûlé-Babel A. Identification of RAPD markers for percent hull in oat. Genome 1997; 40:873-8. [DOI: 10.1139/g97-813] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Percent hull is an important physical parameter of oat grain quality, but it is affected by environment. Multiple time-consuming evaluations are required to obtain a correct determination of phenotype. The application of marker-assisted selection for the genes involved would greatly simplify the identification of desirable oat genotypes. Bulked segregant analysis, with selected progeny lines derived from a cross between Cascade and AC Marie (30 and 23% hull, respectively), was used to identify randomly amplified polymorphic DNA markers linked to genetic factors controlling primary kernel hull percentage in oat. Twelve polymorphisms, identified between bulks, were tested for linkage to genetic factors controlling hull percentage by genotyping 80 randomly selected F2-derived F8 lines from the progeny population. Three markers showed significant test statistics for quantitative trait locus effects, when tested with primary kernel percent hull data from two environments. Together, the unlinked marker loci OPC13800, OPD20600, and OPK71300 explained approximately 41% of the genetic variance in primary kernel percent hull, after accounting for the main effect of environment.Key words: Avena sativa, hull percentage, bulked segregant analysis, quantitative trait locus.
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