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Kim TL, Lim H, Denison MIJ, Oh C. Transcriptomic and Physiological Analysis Reveals Genes Associated with Drought Stress Responses in Populus alba × Populus glandulosa. PLANTS (BASEL, SWITZERLAND) 2023; 12:3238. [PMID: 37765403 PMCID: PMC10535988 DOI: 10.3390/plants12183238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Revised: 09/07/2023] [Accepted: 09/10/2023] [Indexed: 09/29/2023]
Abstract
Drought stress affects plant productivity by altering plant responses at the morphological, physiological, and molecular levels. In this study, we identified physiological and genetic responses in Populus alba × Populus glandulosa hybrid clones 72-30 and 72-31 after 12 days of exposure to drought treatment. After 12 days of drought treatment, glucose, fructose, and sucrose levels were significantly increased in clone 72-30 under drought stress. The Fv/Fo and Fv/Fm values in both clones also decreased under drought stress. The changes in proline, malondialdehyde, and H2O2 levels were significant and more pronounced in clone 72-30 than in clone 72-31. The activities of antioxidant-related enzymes, such as catalase and ascorbate peroxidase, were significantly higher in the 72-31 clone. To identify drought-related genes, we conducted a transcriptomic analysis in P. alba × P. glandulosa leaves exposed to drought stress. We found 883 up-regulated and 305 down-regulated genes in the 72-30 clone and 279 and 303 in the 72-31 clone, respectively. These differentially expressed genes were mainly in synthetic pathways related to proline, abscisic acid, and antioxidants. Overall, clone 72-31 showed better drought tolerance than clone 72-30 under drought stress, and genetic changes also showed different patterns.
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Affiliation(s)
- Tae-Lim Kim
- Department of Forest Bioresources, National Institute of Forest Science, Suwon 16631, Republic of Korea; (T.-L.K.); (C.O.)
| | - Hyemin Lim
- Department of Forest Bioresources, National Institute of Forest Science, Suwon 16631, Republic of Korea; (T.-L.K.); (C.O.)
| | | | - Changyoung Oh
- Department of Forest Bioresources, National Institute of Forest Science, Suwon 16631, Republic of Korea; (T.-L.K.); (C.O.)
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Wu J, Cheng X, Kong B, Zhou Q, Sang Y, Zhang P. In vitro octaploid induction of Populus hopeiensis with colchicine. BMC PLANT BIOLOGY 2022; 22:176. [PMID: 35387617 PMCID: PMC8985302 DOI: 10.1186/s12870-022-03571-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 03/31/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Autopolyploids, especially artificial lines, provide model systems for understanding the mechanisms of gene dosage effects on trait variation owing to their relatively uniform genetic background. Here, a protocol for in vitro octaploid induction of Populus hopeiensis from leaf blades with colchicine treatment was established through investigation of the effects of different pre-culture durations, colchicine concentrations, and exposure times. RESULTS We found that pre-culture duration, colchicine concentration, and exposure time had significant effects on the survival rate, shoot regeneration rate, and octaploid induction rate of P. hopeiensis leaf blades. The highest octaploid induction rate (8.61%) was observed when leaf blades pre-cultured for 9 days were treated for 4 days with 100 μM colchicine. The ploidy level of all regenerated plantlets was analyzed by flow cytometry and further confirmed by chromosome counting. A total of 14 octaploids were obtained. The stomatal length, width, and density of leaf blades significantly differed between tetraploid and octaploid plants. Compared with diploid and tetraploid plants, octaploids had a slower growth rate, smaller leaf blade size, and shorter internodes. CONCLUSIONS We established an effective protocol for inducing octaploids in vitro from autotetraploid P. hopeiensis leaf blades by colchicine treatment.
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Affiliation(s)
- Jian Wu
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Xuetong Cheng
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Bo Kong
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Qing Zhou
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Yaru Sang
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China
| | - Pingdong Zhang
- National Engineering Laboratory for Tree Breeding, Beijing Forestry University, Beijing, 100083, China.
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, Beijing Forestry University, Beijing, 100083, China.
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing, 100083, China.
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Zhang D, Xie L, Xu X. cDNA-AFLP analysis of salicylic acid- and calcium chloride-induced transcript derived fragments under drought in tomato (Solanum lycopersicum). BIOTECHNOL BIOTEC EQ 2020. [DOI: 10.1080/13102818.2020.1789505] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Affiliation(s)
- Dongye Zhang
- Laboratory of Genetic Breeding in Tomato, Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, Heilongjiang, P.R. China
| | - Libo Xie
- Laboratory of Biotechnology, Horticultural Sub-Academy, Heilongjiang Academy of Agricultural Sciences, Harbin, Heilongjiang, P.R. China
| | - Xiangyang Xu
- Laboratory of Genetic Breeding in Tomato, Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, Heilongjiang, P.R. China
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Transcriptome-wide identification and characterization of microRNAs responsive to phosphate starvation in Populus tomentosa. Funct Integr Genomics 2019; 19:953-972. [PMID: 31177404 DOI: 10.1007/s10142-019-00692-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Revised: 11/02/2018] [Accepted: 05/17/2019] [Indexed: 12/16/2022]
Abstract
miRNAs (microRNAs) are ~ 21-nt non-coding small RNAs (sRNAs) that play crucial regulatory roles in plant biotic and abiotic stress responses. Phosphorus (Pi) deficiency constrains plant growth and reduces yields worldwide. To identify tree miRNAs and evaluate their functions in the response to low Pi, we identified 261 known and 31 candidate novel miRNA families from three sRNA libraries constructed from Populus tomentosa subjected to sufficient or Pi deficiency condition or to restoration of a sufficient Pi level after Pi deficiency. Pi deficiency resulted in significant changes in the abundance of TPM (transcript per million) of 65 known and 3 novel miRNAs. Interestingly, four miRNAs responsive to low N-miR167, miR394, miR171, and miR857-were found to be involved in the response to low Pi. Thirty-five known and one novel miRNAs responded dynamically to Pi fluctuations, suggesting their involvement in the response to Pi deficiency. miRNA clusters comprising 36 miRNAs were identified in 10 chromosomes. Intriguingly, nine pairs of sense and antisense miRNAs transcribed from the same loci were detected in P. tomentosa, which is the first such report in woody plants. Moreover, target genes of the known miRNAs and novel miRNA candidates with significantly changed abundance were predicted, and their functions were annotated. Degradome sequencing supported the identified targets of miRNAs in P. tomentosa. These findings will enhance our understanding of universal and specific molecular regulatory mechanisms of trees under nutrition stress and may facilitate improvement of the Pi utilization efficiency of woody plants.
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G. K, F. S, J. P. Genetic diversity among populations of the xerophytic tree species Balanites aegyptiaca and its morpho-physiological responses to water deficiency. ACTA ACUST UNITED AC 2017. [DOI: 10.5897/ajar2017.12696] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
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Identification of Genes Involved in the Responses of Tangor (C. reticulata × C. sinensis) to Drought Stress. BIOMED RESEARCH INTERNATIONAL 2017; 2017:8068725. [PMID: 29085842 PMCID: PMC5612316 DOI: 10.1155/2017/8068725] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Accepted: 07/31/2017] [Indexed: 12/22/2022]
Abstract
Drought is the major abiotic stress with adverse effects on citrus, decreasing the agronomical yield and influencing the fruit quality. In this study, cDNA-amplified fragment length polymorphism (cDNA-AFLP) technique was used to investigate the transcriptional profile changes and identify drought-responsive genes in “Amakusa” tangor (C. reticulata × C. sinensis), a hybrid citrus sensitive to water stress. The 255 out of 6,245 transcript-derived fragments (TDFs) displayed altered expression patterns including (A) induction, (B) repression, (C) upregulation, and (D) downregulation. With BLAST search, the gene products of differentially expressed fragments (DEFs) could be classified into several categories: cellular processes, transcription, transport, metabolism, stress/stimuli response, and developmental processes. Downregulated genes were highly represented by photosynthesis and basic metabolism, while upregulated ones were enriched in genes that were involved in transcription regulation, defense, energy, and transport. Present result also revealed some transient and up- and then downregulated genes such as aquaporin protein and photosystem enzyme. Expression patterns of 17 TDFs among 18 homologous to function-known genes were confirmed by qRT-PCR analysis. The present results revealed potential mechanism of drought tolerance in fruit crop and also provided candidate genes for future experiments in citrus.
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Differential transcript profiling alters regulatory gene expression during the development of Gossypium arboreum, G.stocksii and somatic hybrids. Sci Rep 2017; 7:3120. [PMID: 28600526 PMCID: PMC5466607 DOI: 10.1038/s41598-017-03431-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2016] [Accepted: 05/02/2017] [Indexed: 11/20/2022] Open
Abstract
Polyploidy or genome doubling (i.e., the presence of two or more diploid parental genome sets within an organism) are very important in higher plants. Of particular interest are the mechanisms in the new microenvironment of the common nucleus, where doubled regulatory networks interact to generate a viable genetic system capable of regulating growth, development and responses to the environment. To determine the effects of whole genome merging and doubling on the global gene expression architecture of a new polyploid, derived from protoplast fusion of the A1A1 genome of Gossypium arboreum and the E1E1 genome of Gossypium stocksii, we monitored gene expression through cDNA-AFLP in the somatic hybrids (G. arboreum + G. stocksii). The genomic expression patterns of the somatic hybrids revealed that changes in expression levels mainly involved regulatory genes (31.8% of the gene expression profiles), and the AA and EE genomes contributed equally to genome-wide expression in the newly formed AAEE genome from additivity and dominance effects. These results provide a novel perspective on polyploid gene regulation and hint at the underlying genetic basis of allopolyploid adaption in the new microenvironmental nucleus.
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Li Y, Song Y, Xu B, Xie J, Zhang D, Cooke J. Poplar CBF1 functions specifically in an integrated cold regulatory network. TREE PHYSIOLOGY 2017; 37:98-115. [PMID: 28175921 DOI: 10.1093/treephys/tpw079] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2016] [Revised: 07/19/2016] [Accepted: 07/24/2016] [Indexed: 06/06/2023]
Abstract
The C-repeat binding factors (CBFs), also termed dehydration-responsive element-binding protein 1 (DREB1) family members, play crucial roles in the acquisition of stress tolerance, but in trees, the underlying mechanisms of stress tolerance remain elusive. To gain insight into these mechanisms, we isolated five CBF1 orthologs from four poplar sections (Populus spp.) and assessed their expression under drought, cold, heat and salt stress conditions. Globally induced expression in response to cold suggested a correlation between poplar CBF1 expression and the acquisition of cold tolerance. Responses that varied between sections may reflect section-specific stress tolerance mechanisms, suggesting an effect of ecological context on the development of CBF1-mediated stress tolerance in poplar. We then used a genome-wide search strategy in Populus trichocarpa to predict 2263 putative CBF target genes; the identified genes participate in multiple biological processes and pathways. Almost all of the putative target genes contained multiple cis-acting elements that mediate responses to various environmental and endogenous signals, consistent with an important role of CBF1s in an integrated cold regulatory network. Finally, analysis of an association population of 528 individuals of Populus simonii identified six single-nucleotide polymorphisms (false discovery rate Q < 0.10) significantly (P < 0.005) associated with malondialdehyde production and electrolyte leakage, suggesting the potential importance of PsCBF1 in the regulation of some membrane-related functions. Our findings provide new insights into the function of PsCBF1 and shed light on the CBF-mediated regulatory network in poplar.
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Affiliation(s)
- Ying Li
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
| | - Yuepeng Song
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
| | - Baohua Xu
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
| | - Jianbo Xie
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
| | - Deqiang Zhang
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
- Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, College of Biological Sciences and Technology, Beijing Forestry University, Qinghua East Road, Beijing, PR China
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Li Y, Xu B, Du Q, Zhang D. Transcript abundance patterns of Populus C-repeat binding factor2 orthologs and genetic association of PsCBF2 allelic variation with physiological and biochemical traits in response to abiotic stress. PLANTA 2015; 242:295-312. [PMID: 25916311 DOI: 10.1007/s00425-015-2307-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2014] [Accepted: 04/16/2015] [Indexed: 06/04/2023]
Abstract
We conducted a candidate gene-based approach to search for genetic associations between 10 SNPs in PsCBF2 and 10 abiotic stress-related traits. The increasing incidence of abiotic stresses and the limitations of available treatments, particularly in trees, highlight the need to improve our understanding of the mechanisms of stress responses. In Arabidopsis, C-repeat binding factor 2 (CBF2) plays an important role in freezing tolerance and cold acclimation. Here, we isolated orthologs of CBF2 from five Populus species. Expression profiling revealed that the Populus CBF2s were preferentially induced in response to cold, with CBF2 transcript abundances ranging from 5.4- to 62-fold higher than in unstressed controls of the corresponding species. In addition, we used a candidate gene-based approach in Populus simonii Carr. to identify single nucleotide polymorphisms (SNPs) in PsCBF2 associated with physiological and biochemical traits. PsCBF2 showed high nucleotide diversity (π T = 0.00549, θ w = 0.01406) and low average linkage disequilibrium (r (2) = 0.061). Association studies in 528 individuals of an association population showed that nine SNPs (false discovery rate Q < 0.10) and one haplotype (Q < 0.10) were significantly associated with differences in four physiological and biochemical traits (P < 0.005), with each marker explaining 1.31-5.87 % of the total variance in the corresponding trait. PsCBF2 transcript levels differed significantly in abundance among genotypic classes for most of the significant SNPs. Identification of these significant associations will help reveal the molecular basis of physiological differences and provide a starting point for marker-assisted selection for traits involved in stress tolerance in P. simonii.
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Affiliation(s)
- Ying Li
- National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing, 100083, People's Republic of China,
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Kumar D, Kirti PB. Transcriptomic and proteomic analyses of resistant host responses in Arachis diogoi challenged with late leaf spot pathogen, Phaeoisariopsis personata. PLoS One 2015; 10:e0117559. [PMID: 25646800 PMCID: PMC4315434 DOI: 10.1371/journal.pone.0117559] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2014] [Accepted: 12/27/2014] [Indexed: 11/19/2022] Open
Abstract
Late leaf spot is a serious disease of peanut caused by the imperfect fungus, Phaeoisariopsis personata. Wild diploid species, Arachis diogoi. is reported to be highly resistant to this disease and asymptomatic. The objective of this study is to investigate the molecular responses of the wild peanut challenged with the late leaf spot pathogen using cDNA-AFLP and 2D proteomic study. A total of 233 reliable, differentially expressed genes were identified in Arachis diogoi. About one third of the TDFs exhibit no significant similarity with the known sequences in the data bases. Expressed sequence tag data showed that the characterized genes are involved in conferring resistance in the wild peanut to the pathogen challenge. Several genes for proteins involved in cell wall strengthening, hypersensitive cell death and resistance related proteins have been identified. Genes identified for other proteins appear to function in metabolism, signal transduction and defence. Nineteen TDFs based on the homology analysis of genes associated with defence, signal transduction and metabolism were further validated by quantitative real time PCR (qRT-PCR) analyses in resistant wild species in comparison with a susceptible peanut genotype in time course experiments. The proteins corresponding to six TDFs were differentially expressed at protein level also. Differentially expressed TDFs and proteins in wild peanut indicate its defence mechanism upon pathogen challenge and provide initial breakthrough of genes possibly involved in recognition events and early signalling responses to combat the pathogen through subsequent development of resistivity. This is the first attempt to elucidate the molecular basis of the response of the resistant genotype to the late leaf spot pathogen, and its defence mechanism.
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Affiliation(s)
- Dilip Kumar
- Department of Plant Sciences, School of Life Science, University of Hyderabad, Hyderabad, India
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Synergistic regulatory networks mediated by microRNAs and transcription factors under drought, heat and salt stresses in Oryza Sativa spp. Gene 2015; 555:127-39. [DOI: 10.1016/j.gene.2014.10.054] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2014] [Revised: 09/12/2014] [Accepted: 10/26/2014] [Indexed: 01/16/2023]
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Guo H, Li Z, Zhou M, Cheng H. cDNA-AFLP analysis reveals heat shock proteins play important roles in mediating cold, heat, and drought tolerance in Ammopiptanthus mongolicus. Funct Integr Genomics 2013; 14:127-33. [DOI: 10.1007/s10142-013-0347-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Revised: 10/19/2013] [Accepted: 10/29/2013] [Indexed: 01/13/2023]
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Poczai P, Varga I, Laos M, Cseh A, Bell N, Valkonen JPT, Hyvönen J. Advances in plant gene-targeted and functional markers: a review. PLANT METHODS 2013; 9:6. [PMID: 23406322 PMCID: PMC3583794 DOI: 10.1186/1746-4811-9-6] [Citation(s) in RCA: 105] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2012] [Accepted: 02/05/2013] [Indexed: 05/03/2023]
Abstract
Public genomic databases have provided new directions for molecular marker development and initiated a shift in the types of PCR-based techniques commonly used in plant science. Alongside commonly used arbitrarily amplified DNA markers, other methods have been developed. Targeted fingerprinting marker techniques are based on the well-established practices of arbitrarily amplified DNA methods, but employ novel methodological innovations such as the incorporation of gene or promoter elements in the primers. These markers provide good reproducibility and increased resolution by the concurrent incidence of dominant and co-dominant bands. Despite their promising features, these semi-random markers suffer from possible problems of collision and non-homology analogous to those found with randomly generated fingerprints. Transposable elements, present in abundance in plant genomes, may also be used to generate fingerprints. These markers provide increased genomic coverage by utilizing specific targeted sites and produce bands that mostly seem to be homologous. The biggest drawback with most of these techniques is that prior genomic information about retrotransposons is needed for primer design, prohibiting universal applications. Another class of recently developed methods exploits length polymorphism present in arrays of multi-copy gene families such as cytochrome P450 and β-tubulin genes to provide cross-species amplification and transferability. A specific class of marker makes use of common features of plant resistance genes to generate bands linked to a given phenotype, or to reveal genetic diversity. Conserved DNA-based strategies have limited genome coverage and may fail to reveal genetic diversity, while resistance genes may be under specific evolutionary selection. Markers may also be generated from functional and/or transcribed regions of the genome using different gene-targeting approaches coupled with the use of RNA information. Such techniques have the potential to generate phenotypically linked functional markers, especially when fingerprints are generated from the transcribed or expressed region of the genome. It is to be expected that these recently developed techniques will generate larger datasets, but their shortcomings should also be acknowledged and carefully investigated.
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Affiliation(s)
- Péter Poczai
- Plant Biology, Department of Biosciences, University of Helsinki, PO Box 65, 00014, Helsinki, FIN, Finland
| | - Ildikó Varga
- Plant Biology, Department of Biosciences, University of Helsinki, PO Box 65, 00014, Helsinki, FIN, Finland
| | - Maarja Laos
- Institute of Biotechnology, University of Helsinki, PO Box 65, 00014, Helsinki, FIN, Finland
| | - András Cseh
- Agricultural Institute, Centre of Agricultural Research, Hungarian Academy of Sciences, PO Box 19, H-2462, Martonvásár, Hungary
| | - Neil Bell
- Plant Biology, Department of Biosciences, University of Helsinki, PO Box 65, 00014, Helsinki, FIN, Finland
- Botanical Museum, University of Helsinki, PO Box 7, 00014, Helsinki, FIN, Finland
| | - Jari PT Valkonen
- Department of Agricultural Sciences, University of Helsinki, PO Box 27, 00014, Helsinki, FIN, Finland
| | - Jaakko Hyvönen
- Plant Biology, Department of Biosciences, University of Helsinki, PO Box 65, 00014, Helsinki, FIN, Finland
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