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Lu Z, Sun Y, Li Y, Yang Y, Wang G, Liu J. Species delimitation and hybridization history of a hazel species complex. Ann Bot 2021; 127:875-886. [PMID: 33564860 PMCID: PMC8225278 DOI: 10.1093/aob/mcab015] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 02/03/2021] [Indexed: 06/01/2023]
Abstract
BACKGROUND AND AIMS Hybridization increases species adaptation and biodiversity but also obscures species boundaries. In this study, species delimitation and hybridization history were examined within one Chinese hazel species complex (Corylus chinensis-Corylus fargesii). Two species including four varieties have already been described for this complex, with overlapping distributions. METHODS A total of 322 trees from 44 populations of these four varieties across their ranges were sampled for morphological and molecular analyses. Climatic datasets based on 108 geographical locations were used to evaluate their niche differentiations. Flowering phenology was also observed for two co-occurring species or varieties. KEY RESULTS Four statistically different phenotypic clusters were revealed, but these clusters were highly inconsistent with the traditional taxonomic groups. All the clusters showed statistically distinct niches, with complete or partial geographical isolation. Only two clusters displayed a distributional overlap, but they had distinct flowering phenologies at the site where they co-occurred. Population-level evidence based on the genotypes of ten simple sequence repeat loci supported four phenotypic clusters. In addition, one cluster was shown to have an admixed genetic composition derived from the other three clusters through repeated historical hybridizations. CONCLUSIONS Based on our new evidence, it is better to treat the four clusters identified here as four independent species. One of them was shown to have an admixed genetic composition derived from the other three through repeated historical hybridizations. This study highlights the importance of applying integrative and statistical methods to infer species delimitations and hybridization history. Such a protocol should be adopted widely for future taxonomic studies.
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Affiliation(s)
- Zhiqiang Lu
- State Key Laboratory of Grassland Agro-Ecosystem, Institute of Innovation Ecology & School of Life Sciences, Lanzhou University, Lanzhou, Gansu, China
- CAS Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Mengla, Yunnan, China
| | - Yongshuai Sun
- CAS Key Laboratory of Tropical Forest Ecology, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Mengla, Yunnan, China
| | - Ying Li
- State Key Laboratory of Grassland Agro-Ecosystem, Institute of Innovation Ecology & School of Life Sciences, Lanzhou University, Lanzhou, Gansu, China
| | - Yongzhi Yang
- State Key Laboratory of Grassland Agro-Ecosystem, Institute of Innovation Ecology & School of Life Sciences, Lanzhou University, Lanzhou, Gansu, China
| | - Gaini Wang
- State Key Laboratory of Grassland Agro-Ecosystem, Institute of Innovation Ecology & School of Life Sciences, Lanzhou University, Lanzhou, Gansu, China
| | - Jianquan Liu
- State Key Laboratory of Grassland Agro-Ecosystem, Institute of Innovation Ecology & School of Life Sciences, Lanzhou University, Lanzhou, Gansu, China
- Key Laboratory for Bio-resources and Eco-environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
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Pavese V, Cavalet Giorsa E, Barchi L, Acquadro A, Torello Marinoni D, Portis E, James Lucas S, Botta R. Whole-genome assembly of Corylus avellana cv'Tonda Gentile delle Langhe' using linked-reads (10X Genomics). G3 (Bethesda) 2021; 11:6272584. [PMID: 33964151 PMCID: PMC8495946 DOI: 10.1093/g3journal/jkab152] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Accepted: 04/20/2021] [Indexed: 01/01/2023]
Abstract
The European hazelnut (Corylus avellana L.; 2n = 2x = 22) is a worldwide economically important tree nut that is cross-pollinated due to sporophytic incompatibility. Therefore, any individual plant is highly heterozygous. Cultivars are clonally propagated using mound layering, rooted suckers, and micropropagation. In recent years, the interest in this crop has increased, due to a growing demand related to the recognized health benefits of nut consumption. C. avellana cv “Tonda Gentile delle Langhe” (“TGdL”) is well-known for its high kernel quality, and the premium price paid for this cultivar is an economic benefit for producers in northern Italy. Assembly of a high-quality genome is a difficult task in many plant species because of the high level of heterozygosity. We assembled a chromosome-level genome sequence of “TGdL” with a two-step approach. First, 10X Genomics Chromium Technology was used to create a high-quality sequence, which was then assembled into scaffolds with cv “Tombul” genome as the reference. Eleven pseudomolecules were obtained, corresponding to 11 chromosomes. A total of 11,046 scaffolds remained unplaced, representing 11% of the genome (46,504,161 bp). Gene prediction, performed with Maker-P software, identified 27,791 genes (AED ≤0.4 and 92% of BUSCO completeness), whose function was analyzed with BlastP and InterProScan software. To characterize “TGdL” specific genetic mechanisms, Orthofinder was used to detect orthologs between hazelnut and closely related species. The “TGdL” genome sequence is expected to be a powerful tool to understand hazelnut genetics and allow detection of markers/genes for important traits to be used in targeted breeding programs.
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Affiliation(s)
- Vera Pavese
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Emile Cavalet Giorsa
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Lorenzo Barchi
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Alberto Acquadro
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Daniela Torello Marinoni
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Ezio Portis
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
| | - Stuart James Lucas
- Sabanci University SUNUM Nanotechnology Research and Application Centre, Istanbul, Turkey
| | - Roberto Botta
- Dipartimento di Scienze Agrarie, Forestali e Alimentari-DISAFA, Università degli Studi di Torino, Largo Paolo Braccini 2, Grugliasco, 10095 Torino, Italy
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Lucas SJ, Kahraman K, Avşar B, Buggs RJA, Bilge I. A chromosome-scale genome assembly of European hazel (Corylus avellana L.) reveals targets for crop improvement. Plant J 2021; 105:1413-1430. [PMID: 33249676 DOI: 10.1111/tpj.15099] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 11/09/2020] [Indexed: 05/20/2023]
Abstract
The European hazelnut (Corylus avellana L.) is a tree crop of economic importance worldwide, but especially for northern Turkey, where the majority of production takes place. Hazelnut production is currently challenged by environmental stresses, such as a recent outbreak of severe powdery mildew disease; furthermore, allergy to hazelnuts is an increasing health concern in some regions. In order to provide a foundation for using the available hazelnut genetic resources for crop improvement, we produced a fully assembled genome sequence and annotation for a hazelnut species, from C. avellana cv. 'Tombul', one of the most important Turkish varieties. A hybrid sequencing strategy, combining short reads, long reads and proximity ligation methods, enabled us to resolve heterozygous regions and produce a high-quality 370-Mb assembly that agrees closely with cytogenetic studies and genetic maps of the 11 C. avellana chromosomes, and covers 97.8% of the estimated genome size. The genome includes 27 270 high-confidence protein-coding genes, over 20 000 of which were functionally annotated based on homology with known plant proteins. We focused particularly on gene families encoding hazelnut allergens, and the Mildew resistance Locus O (MLO) proteins that are an important susceptibility factor for powdery mildew. The complete assembly enabled us to differentiate between members of these families and to identify homologues that may be important in mildew disease and hazelnut allergy. These findings provide examples of how the genome can be used to guide research and to develop effective strategies for crop improvement in C. avellana.
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Affiliation(s)
- Stuart J Lucas
- Sabanci University SUNUM Nanotechnology Research and Application Centre, Istanbul, Turkey
| | - Kadriye Kahraman
- Sabanci University SUNUM Nanotechnology Research and Application Centre, Istanbul, Turkey
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey
| | - Bihter Avşar
- Sabanci University SUNUM Nanotechnology Research and Application Centre, Istanbul, Turkey
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey
| | - Richard J A Buggs
- Jodrell Laboratory, Royal Botanic Gardens, Kew, London, UK
- School of Biological and Chemical Sciences, Queen Mary University of London, London, UK
| | - Ipek Bilge
- Sabanci University SUNUM Nanotechnology Research and Application Centre, Istanbul, Turkey
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul, Turkey
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Qiao W, Tang T, Ling F. Comparative transcriptome analysis of a taxol-producing endophytic fungus, Aspergillus aculeatinus Tax-6, and its mutant strain. Sci Rep 2020; 10:10558. [PMID: 32601443 DOI: 10.1038/s41598-020-67614-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 06/11/2020] [Indexed: 12/02/2022] Open
Abstract
Taxol is a rare but extremely effective antitumor agent extracted from Taxus yew barks. Taxus plants are valuable and rare species, and the production of taxol from them is a complex process. Therefore, taxol-producing endophytic fungi seem to be a promising alternative because of their high practical value and convenient progress. In this study, the transcriptome of an endophytic fungus, Aspergillus aculeatinus Tax-6 was analyzed in order to understand the molecular mechanisms of producing fungal taxol. The results showed that genes involved in the mevalonate (MVA) pathway and non-mevalonate (MEP) pathway were expressed, including isopentenyl pyrophosphate transferase, geranyl pyrophosphate transferase, and geranylgeranyl pyrophosphate synthetase. However, those downstream genes involved in the conversion of taxa-4(5)-11(12)-diene from geranylgeranyl pyrophosphate were not expressed except for taxane 10-beta-hydroxylase. Additionally, a mutant strain, A. aculeatinus BT-2 was obtained from the original strain, A. aculeatinus Tax-6, using fungicidin as the mutagenic agent. The taxol yield of BT-2 was 560 µg L−1, which was higher than that of Tax-6. To identify the mechanism of the difference in taxol production, we compared the transcriptomes of the two fungi and explored the changes in the gene expression between them. When compared with the original strain, Tax-6, most genes related to the MVA pathway in the mutant strain BT-2 showed upregulation, including GGPPS. Moreover, most of the downstream genes were not expressed in the mutant fungi as well. Overall, the results revealed the pathway and mechanism of taxol synthesis in endophytic fungi and the potential for the construction of taxol-producing genetic engineering strains.
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Zhang ZX, Zhao SN, Liu GF, Huang ZM, Cao ZM, Cheng SH, Lin SS. Discovery of putative capsaicin biosynthetic genes by RNA-Seq and digital gene expression analysis of pepper. Sci Rep 2016; 6:34121. [PMID: 27756914 DOI: 10.1038/srep34121] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 09/07/2016] [Indexed: 11/23/2022] Open
Abstract
The Indian pepper ‘Guijiangwang’ (Capsicum frutescens L.), one of the world’s hottest chili peppers, is rich in capsaicinoids. The accumulation of the alkaloid capsaicin and its analogs in the epidermal cells of the placenta contribute to the pungency of Capsicum fruits. To identify putative genes involved in capsaicin biosynthesis, RNA-Seq was used to analyze the pepper’s expression profiles over five developmental stages. Five cDNA libraries were constructed from the total RNA of placental tissue and sequenced using an Illumina HiSeq 2000. More than 19 million clean reads were obtained from each library, and greater than 50% of the reads were assignable to reference genes. Digital gene expression (DGE) profile analysis using Solexa sequencing was performed at five fruit developmental stages and resulted in the identification of 135 genes of known function; their expression patterns were compared to the capsaicin accumulation pattern. Ten genes of known function were identified as most likely to be involved in regulating capsaicin synthesis. Additionally, 20 new candidate genes were identified related to capsaicin synthesis. We use a combination of RNA-Seq and DGE analyses to contribute to the understanding of the biosynthetic regulatory mechanism(s) of secondary metabolites in a nonmodel plant and to identify candidate enzyme-encoding genes.
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Wang LJ, Sun XW, Guo FY, Zhao YJ, Zhang JH, Zhao ZQ. Transcriptome analysis of the uniparous and multiparous goats ovaries. Reprod Domest Anim 2016; 51:877-885. [DOI: 10.1111/rda.12750] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2016] [Accepted: 07/09/2016] [Indexed: 01/03/2023]
Affiliation(s)
- LJ Wang
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
| | - XW Sun
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
| | - FY Guo
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
| | - YJ Zhao
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
| | - JH Zhang
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
| | - ZQ Zhao
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation; Southwest University; Chongqing China
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Wu YH, Wang T, Wang K, Liang QY, Bai ZY, Liu QL, Pan YZ, Jiang BB, Zhang L. Comparative Analysis of the Chrysanthemum Leaf Transcript Profiling in Response to Salt Stress. PLoS One 2016; 11:e0159721. [PMID: 27447718 PMCID: PMC4957832 DOI: 10.1371/journal.pone.0159721] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2016] [Accepted: 07/07/2016] [Indexed: 11/18/2022] Open
Abstract
Salt stress has some remarkable influence on chrysanthemum growth and productivity. To understand the molecular mechanisms associated with salt stress and identify genes of potential importance in cultivated chrysanthemum, we carried out transcriptome sequencing of chrysanthemum. Two cDNA libraries were generated from the control and salt-treated samples (Sample_0510_control and Sample_0510_treat) of leaves. By using the Illumina Solexa RNA sequencing technology, 94 million high quality sequencing reads and 161,522 unigenes were generated and then we annotated unigenes through comparing these sequences to diverse protein databases. A total of 126,646 differentially expressed transcripts (DETs) were identified in leaf. Plant hormones, amino acid metabolism, photosynthesis and secondary metabolism were all changed under salt stress after the complete list of GO term and KEGG enrichment analysis. The hormone biosynthesis changing and oxidative hurt decreasing appeared to be significantly related to salt tolerance of chrysanthemum. Important protein kinases and major transcription factor families involved in abiotic stress were differentially expressed, such as MAPKs, CDPKs, MYB, WRKY, AP2 and HD-zip. In general, these results can help us to confirm the molecular regulation mechanism and also provide us a comprehensive resource of chrysanthemum under salt stress.
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Affiliation(s)
- Yin-Huan Wu
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Tong Wang
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Ke Wang
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Qian-Yu Liang
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Zhen-Yu Bai
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Qing-Lin Liu
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
- * E-mail:
| | - Yuan-Zhi Pan
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Bei-Bei Jiang
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Lei Zhang
- Department of Landscape Architecture, Sichuan Agricultural University, Chengdu, Sichuan, China
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Devi K, Mishra SK, Sahu J, Panda D, Modi MK, Sen P. Genome wide transcriptome profiling reveals differential gene expression in secondary metabolite pathway of Cymbopogon winterianus. Sci Rep 2016; 6:21026. [PMID: 26877149 DOI: 10.1038/srep21026] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 01/14/2016] [Indexed: 11/09/2022] Open
Abstract
Advances in transcriptome sequencing provide fast, cost-effective and reliable approach to generate large expression datasets especially suitable for non-model species to identify putative genes, key pathway and regulatory mechanism. Citronella (Cymbopogon winterianus) is an aromatic medicinal grass used for anti-tumoral, antibacterial, anti-fungal, antiviral, detoxifying and natural insect repellent properties. Despite of having number of utilities, the genes involved in terpenes biosynthetic pathway is not yet clearly elucidated. The present study is a pioneering attempt to generate an exhaustive molecular information of secondary metabolite pathway and to increase genomic resources in Citronella. Using high-throughput RNA-Seq technology, root and leaf transcriptome was analysed at an unprecedented depth (11.7 Gb). Targeted searches identified majority of the genes associated with metabolic pathway and other natural product pathway viz. antibiotics synthesis along with many novel genes. Terpenoid biosynthesis genes comparative expression results were validated for 15 unigenes by RT-PCR and qRT-PCR. Thus the coverage of these transcriptome is comprehensive enough to discover all known genes of major metabolic pathways. This transcriptome dataset can serve as important public information for gene expression, genomics and function genomics studies in Citronella and shall act as a benchmark for future improvement of the crop.
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Chen L, Fan J, Hu L, Hu Z, Xie Y, Zhang Y, Lou Y, Nevo E, Fu J. A transcriptomic analysis of bermudagrass (Cynodon dactylon) provides novel insights into the basis of low temperature tolerance. BMC Plant Biol 2015; 15:216. [PMID: 26362029 PMCID: PMC4566850 DOI: 10.1186/s12870-015-0598-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2015] [Accepted: 08/22/2015] [Indexed: 05/13/2023]
Abstract
BACKGROUND Cold stress is regarded as a key factor limiting widespread use for bermudagrass (Cynodon dactylon). Therefore, to improve cold tolerance for bermudagrass, it is urgent to understand molecular mechanisms of bermudagrass response to cold stress. However, our knowledge about the molecular responses of this species to cold stress is largely unknown. The objective of this study was to characterize the transcriptomic response to low temperature in bermudagrass by using RNA-Seq platform. RESULTS Ten cDNA libraries were generated from RNA samples of leaves from five different treatments in the cold-resistant (R) and the cold-sensitive (S) genotypes, including 4 °C cold acclimation (CA) for 24 h and 48 h, freezing (-5 °C) treatments for 4 h with or without prior CA, and controls. When subjected to cold acclimation, global gene expressions were initiated more quickly in the R genotype than those in the S genotype. The R genotype activated gene expression more effectively in response to freezing temperature after 48 h CA than the S genotype. The differentially expressed genes were identified as low temperature sensing and signaling-related genes, functional proteins and transcription factors, many of which were specifically or predominantly expressed in the R genotype under cold treatments, implying that these genes play important roles in the enhanced cold hardiness of bermudagrass. KEGG pathway enrichment analysis for DEGs revealed that photosynthesis, nitrogen metabolism and carbon fixation pathways play key roles in bermudagrass response to cold stress. CONCLUSIONS The results of this study may contribute to our understanding the molecular mechanism underlying the responses of bermudagrass to cold stress, and also provide important clues for further study and in-depth characterization of cold-resistance breeding candidate genes in bermudagrass.
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Affiliation(s)
- Liang Chen
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
| | - Jibiao Fan
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
- University of Chinese Academy of Sciences, 19 Yuquan Road, Beijing, 100049, China.
| | - Longxing Hu
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
| | - Zhengrong Hu
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
- University of Chinese Academy of Sciences, 19 Yuquan Road, Beijing, 100049, China.
| | - Yan Xie
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
- University of Chinese Academy of Sciences, 19 Yuquan Road, Beijing, 100049, China.
| | - Yingzi Zhang
- College of Horticulture and Forestry Science, Huazhong Agricultural University, Wuhan, Hubei, 430070, China.
| | - Yanhong Lou
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
| | - Eviatar Nevo
- Institute of Evolution, University of Haifa, Mount Carmel, Haifa, 31905, Israel.
| | - Jinmin Fu
- Key Laboratory of Plant Germplasm Enhancement and Specialty Agriculture and Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan, Hubei, 430074, China.
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Zhao TT, Zhang J, Liang LS, Ma QH, Chen X, Zong JW, Wang GX. Expression and Functional Analysis of WRKY Transcription Factors in Chinese Wild Hazel, Corylus heterophylla Fisch. PLoS One 2015; 10:e0135315. [PMID: 26270529 PMCID: PMC4536078 DOI: 10.1371/journal.pone.0135315] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Accepted: 07/20/2015] [Indexed: 12/03/2022] Open
Abstract
Plant WRKY transcription factors are known to regulate various biotic and abiotic stress responses. In this study we identified a total of 30 putative WRKY unigenes in a transcriptome dataset of the Chinese wild Hazel, Corylus heterophylla, a species that is noted for its cold tolerance. Thirteen full-length of these ChWRKY genes were cloned and found to encode complete protein sequences, and they were divided into three groups, based on the number of WRKY domains and the pattern of zinc finger structures. Representatives of each of the groups, Unigene25835 (group I), Unigene37641 (group II) and Unigene20441 (group III), were transiently expressed as fusion proteins with yellow fluorescent fusion protein in Nicotiana benthamiana, where they were observed to accumulate in the nucleus, in accordance with their predicted roles as transcriptional activators. An analysis of the expression patterns of all 30 WRKY genes revealed differences in transcript abundance profiles following exposure to cold, drought and high salinity conditions. Among the stress-inducible genes, 23 were up-regulated by all three abiotic stresses and the WRKY genes collectively exhibited four different patterns of expression in flower buds during the overwintering period from November to April. The organ/tissue related expression analysis showed that 18 WRKY genes were highly expressed in stem but only 2 (Unigene9262 and Unigene43101) were greatest in male anthotaxies. The expression of Unigene37641, a member of the group II WRKY genes, was substantially up-regulated by cold, drought and salinity treatments, and its overexpression in Arabidopsis thaliana resulted in better seedling growth, compared with wild type plants, under cold treatment conditions. The transgenic lines also had exhibited higher soluble protein content, superoxide dismutase and peroxidase activiety and lower levels of malondialdehyde, which collectively suggets that Unigene37641 expression promotes cold tolerance.
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Affiliation(s)
- Tian-Tian Zhao
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Jin Zhang
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Li-Song Liang
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Qing-Hua Ma
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Xin Chen
- Shandong Institute of Pomology, Shandong Provincial Key Laboratory of Fruit Tree Biotechnology Breeding, Tai’an, Shandong, China
| | - Jian-Wei Zong
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Gui-Xi Wang
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
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Abstract
Beginning with the report by Stierle and Strobel in 1993 on taxol(R) production by an endophytic fungus (Stierle et al., 1993), it is possible that a number of the agents now used as leads to treatments of diseases in man, are not produced by the plant or invertebrate host from which they were first isolated and identified. They are probably the product of a microbe in, on or around the macroorganism. At times there is an intricate “dance” between a precursor produced by a microbe, and interactions within the macroorganism, or in certain cases, a fungus, that ends up with the production of a novel agent that has potential as a treatment for a human disease. This report will give examples from insects, plants, and marine invertebrates.
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R. V. S, Kumari P, Rupwate SD, Rajasekharan R, Srinivasan M. Exploring triacylglycerol biosynthetic pathway in developing seeds of Chia (Salvia hispanica L.): a transcriptomic approach. PLoS One 2015; 10:e0123580. [PMID: 25875809 PMCID: PMC4395390 DOI: 10.1371/journal.pone.0123580] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2014] [Accepted: 03/04/2015] [Indexed: 11/18/2022] Open
Abstract
Chia (Salvia hispanica L.), a member of the mint family (Lamiaceae), is a rediscovered crop with great importance in health and nutrition and is also the highest known terrestrial plant source of heart-healthy omega-3 fatty acid, alpha linolenic acid (ALA). At present, there is no public genomic information or database available for this crop, hindering research on its genetic improvement through genomics-assisted breeding programs. The first comprehensive analysis of the global transcriptome profile of developing Salvia hispanica L. seeds, with special reference to lipid biosynthesis is presented in this study. RNA from five different stages of seed development was extracted and sequenced separately using the Illumina GAIIx platform. De novo assembly of processed reads in the pooled transcriptome using Trinity yielded 76,014 transcripts. The total transcript length was 66,944,462 bases (66.9 Mb), with an average length of approximately 880 bases. In the molecular functions category of Gene Ontology (GO) terms, ATP binding and nucleotide binding were found to be the most abundant and in the biological processes category, the metabolic process and the regulation of transcription-DNA-dependent and oxidation-reduction process were abundant. From the EuKaryotic Orthologous Groups of proteins (KOG) classification, the major category was “Metabolism” (31.97%), of which the most prominent class was ‘carbohydrate metabolism and transport’ (5.81% of total KOG classifications) followed by ‘secondary metabolite biosynthesis transport and catabolism’ (5.34%) and ‘lipid metabolism’ (4.57%). A majority of the candidate genes involved in lipid biosynthesis and oil accumulation were identified. Furthermore, 5596 simple sequence repeats (SSRs) were identified. The transcriptome data was further validated through confirmative PCR and qRT-PCR for select lipid genes. Our study provides insight into the complex transcriptome and will contribute to further genome-wide research and understanding of chia. The identified novel UniGenes will facilitate gene discovery and creation of genomic resource for this crop.
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Affiliation(s)
- Sreedhar R. V.
- CSIR-Lipidomic Centre (CSIR-LIPIC), CSIR-Central Food Technological Research Institute (CSIR-CFTRI) Resource Centre, Allalasandra, GKVK Post, Bangalore—560 065, Karnataka, India
| | - Priya Kumari
- CSIR-Lipidomic Centre (CSIR-LIPIC), CSIR-Central Food Technological Research Institute (CSIR-CFTRI) Resource Centre, Allalasandra, GKVK Post, Bangalore—560 065, Karnataka, India
- Academy of Scientific and Innovative Research, CSIR, New Delhi—110 025, India
| | - Sunny D. Rupwate
- CSIR-Lipidomic Centre (CSIR-LIPIC), CSIR-Central Food Technological Research Institute (CSIR-CFTRI), Mysore—570 020, Karnataka, India
| | - Ram Rajasekharan
- CSIR-Lipidomic Centre (CSIR-LIPIC), CSIR-Central Food Technological Research Institute (CSIR-CFTRI), Mysore—570 020, Karnataka, India
| | - Malathi Srinivasan
- CSIR-Lipidomic Centre (CSIR-LIPIC), CSIR-Central Food Technological Research Institute (CSIR-CFTRI) Resource Centre, Allalasandra, GKVK Post, Bangalore—560 065, Karnataka, India
- Academy of Scientific and Innovative Research, CSIR, New Delhi—110 025, India
- * E-mail:
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Cheng Y, Liu J, Zhang H, Wang J, Zhao Y, Geng W. Transcriptome analysis and gene expression profiling of abortive and developing ovules during fruit development in hazelnut. PLoS One 2015; 10:e0122072. [PMID: 25836368 PMCID: PMC4383543 DOI: 10.1371/journal.pone.0122072] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Accepted: 02/07/2015] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND A high ratio of blank fruit in hazelnut (Corylus heterophylla Fisch) is a very common phenomenon that causes serious yield losses in northeast China. The development of blank fruit in the Corylus genus is known to be associated with embryo abortion. However, little is known about the molecular mechanisms responsible for embryo abortion during the nut development stage. Genomic information for C. heterophylla Fisch is not available; therefore, data related to transcriptome and gene expression profiling of developing and abortive ovules are needed. METHODOLOGY/PRINCIPAL FINDINGS In this study, de novo transcriptome sequencing and RNA-seq analysis were conducted using short-read sequencing technology (Illumina HiSeq 2000). The results of the transcriptome assembly analysis revealed genetic information that was associated with the fruit development stage. Two digital gene expression libraries were constructed, one for a full (normally developing) ovule and one for an empty (abortive) ovule. Transcriptome sequencing and assembly results revealed 55,353 unigenes, including 18,751 clusters and 36,602 singletons. These results were annotated using the public databases NR, NT, Swiss-Prot, KEGG, COG, and GO. Using digital gene expression profiling, gene expression differences in developing and abortive ovules were identified. A total of 1,637 and 715 unigenes were significantly upregulated and downregulated, respectively, in abortive ovules, compared with developing ovules. Quantitative real-time polymerase chain reaction analysis was used in order to verify the differential expression of some genes. CONCLUSIONS/SIGNIFICANCE The transcriptome and digital gene expression profiling data of normally developing and abortive ovules in hazelnut provide exhaustive information that will improve our understanding of the molecular mechanisms of abortive ovule formation in hazelnut.
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Affiliation(s)
- Yunqing Cheng
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
| | - Jianfeng Liu
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
| | - Huidi Zhang
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
| | - Ju Wang
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
| | - Yixin Zhao
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
| | - Wanting Geng
- College of Life Sciences, Jilin Normal University, Siping, Jilin Province 136000, China
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Abstract
BACKGROUND Capra hircus is an important economic livestock animal, and therefore, it is necessary to discover transcriptome information about their reproductive performance. In this study, we performed de novo transcriptome sequencing to produce the first transcriptome dataset for the goat ovary using high-throughput sequencing technologies. The result will contribute to research on goat reproductive performance. METHOD AND RESULTS RNA-seq analysis generated more than 38.8 million clean paired end (PE) reads, which were assembled into 80,069 unigenes (mean size = 619 bp). Based on sequence similarity searches, 64,824 (60.6%) genes were identified, among which 29,444 and 11,271 unigenes were assigned to Gene Ontology (GO) categories and Clusters of Orthologous Groups (COG), respectively. Searches in the Kyoto Encyclopedia of Genes and Genomes pathway database (KEGG) showed that 27,766 (63.4%) unigenes were mapped to 258 KEGG pathways. Furthermore, we investigated the transcriptome differences of goat ovaries at two different ages using a tag-based digital gene expression system. We obtained a sequencing depth of over 5.6 million and 5.8 million tags for the two ages and identified a large number of genes associated with reproductive hormones, ovulatory cycle and follicle. Moreover, many antisense transcripts and novel transcripts were found; clusters with similar differential expression patterns, enriched GO terms and metabolic pathways were revealed for the first time with regard to the differentially expressed genes. CONCLUSIONS The transcriptome provides invaluable new data for a functional genomic resource and future biological research in Capra hircus, and it is essential for the in-depth study of candidate genes in breeding programs.
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Affiliation(s)
- Zhong Quan Zhao
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
| | - Li Juan Wang
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
| | - Xiao Wei Sun
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
| | - Jiao Jiao Zhang
- Genetic Engineering and Stem Cell Biology Laboratory, Department of Animal Biotechnology, Faculty of Biotechnology, Jeju National University, Jeju, South Korea
| | - Yong Ju Zhao
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
| | - Ri Su Na
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
| | - Jia Hua Zhang
- Chongqing Engineering Research Center for Herbivores Resource Protection and Utilisation, Southwest University, Chongqing, China
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Bárta J, Stone JD, Pech J, Sirová D, Adamec L, Campbell MA, Štorchová H. The transcriptome of Utricularia vulgaris, a rootless plant with minimalist genome, reveals extreme alternative splicing and only moderate sequence similarity with Utricularia gibba. BMC Plant Biol 2015; 15:78. [PMID: 25848894 PMCID: PMC4358910 DOI: 10.1186/s12870-015-0467-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2014] [Accepted: 02/23/2015] [Indexed: 05/18/2023]
Abstract
BACKGROUND The species of Utricularia attract attention not only owing to their carnivorous lifestyle, but also due to an elevated substitution rate and a dynamic evolution of genome size leading to its dramatic reduction. To better understand the evolutionary dynamics of genome size and content as well as the great physiological plasticity in this mostly aquatic carnivorous genus, we analyzed the transcriptome of Utricularia vulgaris, a temperate species with well characterized physiology and ecology. We compared its transcriptome, namely gene content and overall transcript profile, with a previously described transcriptome of Utricularia gibba, a congener possessing one of the smallest angiosperm genomes. RESULTS We sequenced a normalized cDNA library prepared from total RNA extracted from shoots of U. vulgaris including leaves and traps, cultivated under sterile or outdoor conditions. 454 pyrosequencing resulted in more than 1,400,000 reads which were assembled into 41,407 isotigs in 19,522 isogroups. We observed high transcript variation in several isogroups explained by multiple loci and/or alternative splicing. The comparison of U. vulgaris and U. gibba transcriptomes revealed a similar distribution of GO categories among expressed genes, despite the differences in transcriptome preparation. We also found a strong correspondence in the presence or absence of root-associated genes between the U. vulgaris transcriptome and U. gibba genome, which indicated that the loss of some root-specific genes had occurred before the divergence of the two rootless species. CONCLUSIONS The species-rich genus Utricularia offers a unique opportunity to study adaptations related to the environment and carnivorous habit and also evolutionary processes responsible for considerable genome reduction. We show that a transcriptome may approximate the genome for gene content or gene duplication estimation. Our study is the first comparison of two global sequence data sets in Utricularia.
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Affiliation(s)
- Jiří Bárta
- />Faculty of Science, University of South Bohemia, Branišovská 31, České Budějovice, 37005 Czech Republic
| | - James D Stone
- />Institute of Experimental Botany CAS, Rozvojová 263 6- Lysolaje, Praha, 16502 Czech Republic
- />Institute of Botany CAS, Zámek 1, Průhonice, 25243 Czech Republic
| | - Jiří Pech
- />Faculty of Science, University of South Bohemia, Branišovská 31, České Budějovice, 37005 Czech Republic
| | - Dagmara Sirová
- />Faculty of Science, University of South Bohemia, Branišovská 31, České Budějovice, 37005 Czech Republic
| | - Lubomír Adamec
- />Institute of Botany CAS, Section of Plant Ecology, Dukelská 135, Treboň, 37982 Czech Republic
| | - Matthew A Campbell
- />Institute of Fundamental Sciences, Massey University, Private Bag 11222, Palmerston North, 4442 New Zealand
| | - Helena Štorchová
- />Institute of Experimental Botany CAS, Rozvojová 263 6- Lysolaje, Praha, 16502 Czech Republic
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Guzman F, Kulcheski FR, Turchetto-Zolet AC, Margis R. De novo assembly of Eugenia uniflora L. transcriptome and identification of genes from the terpenoid biosynthesis pathway. Plant Sci 2014; 229:238-246. [PMID: 25443850 DOI: 10.1016/j.plantsci.2014.10.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2014] [Revised: 10/07/2014] [Accepted: 10/10/2014] [Indexed: 05/06/2023]
Abstract
Pitanga (Eugenia uniflora L.) is a member of the Myrtaceae family and is of particular interest due to its medicinal properties that are attributed to specialized metabolites with known biological activities. Among these molecules, terpenoids are the most abundant in essential oils that are found in the leaves and represent compounds with potential pharmacological benefits. The terpene diversity observed in Myrtaceae is determined by the activity of different members of the terpene synthase and oxidosqualene cyclase families. Therefore, the aim of this study was to perform a de novo assembly of transcripts from E. uniflora leaves and to annotation to identify the genes potentially involved in the terpenoid biosynthesis pathway and terpene diversity. In total, 72,742 unigenes with a mean length of 1048bp were identified. Of these, 43,631 and 36,289 were annotated with the NCBI non-redundant protein and Swiss-Prot databases, respectively. The gene ontology categorized the sequences into 53 functional groups. A metabolic pathway analysis with KEGG revealed 8,625 unigenes assigned to 141 metabolic pathways and 40 unigenes predicted to be associated with the biosynthesis of terpenoids. Furthermore, we identified four putative full-length terpene synthase genes involved in sesquiterpenes and monoterpenes biosynthesis, and three putative full-length oxidosqualene cyclase genes involved in the triterpenes biosynthesis. The expression of these genes was validated in different E. uniflora tissues.
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Affiliation(s)
- Frank Guzman
- PPGGBM, Departamento de Genética, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil; PPGBCM, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil
| | - Franceli Rodrigues Kulcheski
- PPGGBM, Departamento de Genética, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil; PPGBCM, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil
| | | | - Rogerio Margis
- PPGGBM, Departamento de Genética, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil; PPGBCM, Centro de Biotecnologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil; Departamento de Biofisica, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, RS, Brazil.
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Ren L, Sun J, Chen S, Gao J, Dong B, Liu Y, Xia X, Wang Y, Liao Y, Teng N, Fang W, Guan Z, Chen F, Jiang J. A transcriptomic analysis of Chrysanthemum nankingense provides insights into the basis of low temperature tolerance. BMC Genomics 2014; 15:844. [PMID: 25277256 PMCID: PMC4197275 DOI: 10.1186/1471-2164-15-844] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2014] [Accepted: 09/23/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND A major constraint affecting the quality and productivity of chrysanthemum is the unusual period of low temperature occurring during early spring, late autumn, and winter. Yet, there has been no systematic investigation on the genes underlying the response to low temperature in chrysanthemum. Herein, we used RNA-Seq platform to characterize the transcriptomic response to low temperature by comparing different transcriptome of Chrysanthemum nankingense plants and subjecting them to a period of sub-zero temperature, with or without a prior low temperature acclimation. RESULTS Six separate RNA-Seq libraries were generated from the RNA samples of leaves and stems from six different temperature treatments, including one cold acclimation (CA), two freezing treatments without prior CA, two freezing treatments with prior CA and the control. At least seven million clean reads were obtained from each library. Over 77% of the reads could be mapped to sets of C. nankingense unigenes established previously. The differentially transcribed genes (DTGs) were identified as low temperature sensing and signalling genes, transcription factors, functional proteins associated with the abiotic response, and low temperature-responsive genes involved in post-transcriptional regulation. The differential transcription of 15 DTGs was validated using quantitative RT-PCR. CONCLUSIONS The large number of DTGs identified in this study, confirmed the complexity of the regulatory machinery involved in the processes of low temperature acclimation and low temperature/freezing tolerance.
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Affiliation(s)
- Liping Ren
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
- />Jiangsu Province Engineering Lab for Modern Facility Agriculture Technology & Equipment, No. 1 Weigang, Nanjing, 210095 Jiangsu Province China
| | - Jing Sun
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Sumei Chen
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Jiaojiao Gao
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Bin Dong
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Yanan Liu
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Xiaolong Xia
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Yinjie Wang
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Yuan Liao
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Nianjun Teng
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Weimin Fang
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Zhiyong Guan
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
| | - Fadi Chen
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
- />Jiangsu Province Engineering Lab for Modern Facility Agriculture Technology & Equipment, No. 1 Weigang, Nanjing, 210095 Jiangsu Province China
| | - Jiafu Jiang
- />College of Horticulture, Nanjing Agricultural University, Nanjing, 210095 China
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Liu B, Abbott RJ, Lu Z, Tian B, Liu J. Diploid hybrid origin ofOstryopsis intermedia(Betulaceae) in the Qinghai-Tibet Plateau triggered by Quaternary climate change. Mol Ecol 2014; 23:3013-27. [DOI: 10.1111/mec.12783] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2014] [Revised: 04/18/2014] [Accepted: 04/25/2014] [Indexed: 01/16/2023]
Affiliation(s)
- Bingbing Liu
- MOE Key Laboratory of Bio-Resources and Eco-Environment; College of Life Science; Sichuan University; Chengdu 610065 China
- State Key Laboratory of Grassland Agro-Ecosystem; College of Life Science; Lanzhou University; Lanzhou 730000 China
| | - Richard J. Abbott
- School of Biology; University of St Andrews; Mitchell Building St Andrews Fife KY16 9TH UK
| | - Zhiqiang Lu
- State Key Laboratory of Grassland Agro-Ecosystem; College of Life Science; Lanzhou University; Lanzhou 730000 China
| | - Bin Tian
- State Key Laboratory of Grassland Agro-Ecosystem; College of Life Science; Lanzhou University; Lanzhou 730000 China
| | - Jianquan Liu
- MOE Key Laboratory of Bio-Resources and Eco-Environment; College of Life Science; Sichuan University; Chengdu 610065 China
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