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Soltani Najafabadi M, Amirbakhtiar N. Evaluating and Validating Sunflower Reference Genes for Q-PCR Studies Under High Temperature Condition. IRANIAN JOURNAL OF BIOTECHNOLOGY 2023; 21:e3357. [PMID: 37228632 PMCID: PMC10203189 DOI: 10.30498/ijb.2023.338375.3357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 01/07/2023] [Indexed: 05/27/2023]
Abstract
Background Q-PCR is the method of choice for PCR- based transcriptomics and validating microarray-based and RNA-seq results. Proper application of this technology requires proper normalization to correct as much as possible errors propagating during RNA extraction and cDNA synthesis. Objectives The investigation was performed to find stable reference genes in sunflower under shifting in ambient temperature. Materials and Methods Sequences of five well-known reference genes of Arabidopsis (Actin, Ubiquitin, Elongation factor-1, GAPDH, and SAND) and one well-known reference gene inhuman, Importin, were subjected to BLASTX against sunflower databases and the relevant genes were subjected to primer designing for q-PCR. Two sunflower inbred lines were cultivated at two dates so that anthesis occurred at nearly 30 °C and 40 °C (heat stress). The experiment was repeated for two years. Q-PCR was run on samples taken for two planting date separately at the beginning of anthesis for each genotype from leaf, taproots, receptacle base, immature and mature disc flowers and on pooled samples comprising of the tissues for each genotype, planting dates and also all tissues for both genotypes and both planting dates. Basic statistical properties of each candidate gene across all the samples were calculated. Furthermore, gene expression stability analysis was done for six candidate reference genes on Cq mean of two years using three independent algorithms, geNorm, Bestkeeper, and Refinder. Results Designed primers for Actin2, SAND, GAPDH, Ubiquitin, EF-1a, and Importin yielded a single peak in melting curve analysis indicating specificity of the PCR reaction. Basic statistical analysis showed that Actin2 and EF-1a had the highest and lowest expression levels across all the samples, respectively. Actin2 appeared to be the most stable reference gene across all the samples based on the three used algorithms. Pairwise variation analysis revealed that for samples taken under ambient temperature of 30 °C, Actin2, EF-1a, SAND and for those taken under ambient temperature of 40 °C, Actin2, EF-1a, Importin and SAND have to be used for normalization in q-PCR studies. Moreover, it is suggested that normalization to be based on Actin2, SAND and EF-1a for vegetative tissues and Actin2, EF-1a, SAND and Importin for reproductive tissues. Conclusions In the present research, proper reference genes for normalization of gene expression studies under heat stress conditions were introduced. Moreover, the presence of genotype-by- planting date interaction effects and tissue specific gene expression pattern on the behavior of the most three stable reference genes was indicated.
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Affiliation(s)
- Masood Soltani Najafabadi
- National Plant Genebank, Seed and Plant Improvement Institute, Agricultural Research, Education, and Extension Organization, Karaj, Iran
| | - Nazanin Amirbakhtiar
- National Plant Genebank, Seed and Plant Improvement Institute, Agricultural Research, Education, and Extension Organization, Karaj, Iran
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Vacchiano G, Pesendorfer MB, Conedera M, Gratzer G, Rossi L, Ascoli D. Natural disturbances and masting: from mechanisms to fitness consequences. Philos Trans R Soc Lond B Biol Sci 2021; 376:20200384. [PMID: 34657468 PMCID: PMC8520777 DOI: 10.1098/rstb.2020.0384] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/20/2021] [Indexed: 11/12/2022] Open
Abstract
The timing of seed production and release is highly relevant for successful plant reproduction. Ecological disturbances, if synchronized with reproductive effort, can increase the chances of seeds and seedlings to germinate and establish. This can be especially true under variable and synchronous seed production (masting). Several observational studies have reported worldwide evidence for co-occurrence of disturbances and seed bumper crops in forests. Here, we review the evidence for interaction between disturbances and masting in global plant communities; we highlight feedbacks between these two ecological processes and posit an evolutionary pathway leading to the selection of traits that allow trees to synchronize seed crops with disturbances. Finally, we highlight relevant questions to be tested on the functional and evolutionary relationship between disturbances and masting. This article is part of the theme issue 'The ecology and evolution of synchronized seed production in plants'.
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Affiliation(s)
- Giorgio Vacchiano
- Department of Agricultural and Environmental Sciences, University of Milan, Milano, Italy
| | - Mario B. Pesendorfer
- Institute of Forest Ecology, Department of Forest and Soil Sciences, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Marco Conedera
- WSL Swiss Federal Institute for Forest, Snow and Landscape Research, Cadenazzo, Switzerland
| | - Georg Gratzer
- Institute of Forest Ecology, Department of Forest and Soil Sciences, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Lorenzo Rossi
- Department of Agricultural and Environmental Sciences, University of Milan, Milano, Italy
| | - Davide Ascoli
- Department of Agricultural, Forest and Food Sciences, University of Torino, Turin, Italy
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Herridge R, Brownfield L, Macknight R. Identification and Characterization of Perennial Ryegrass ( Lolium perenne) Vernalization Genes. FRONTIERS IN PLANT SCIENCE 2021; 12:640324. [PMID: 33747020 PMCID: PMC7973463 DOI: 10.3389/fpls.2021.640324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 02/15/2021] [Indexed: 06/12/2023]
Abstract
Perennial ryegrass (Lolium perenne) is a temperate grass species commonly used as pasture for livestock. Flowering (heading) of ryegrass impacts metabolizable energy content and seed yield, therefore this trait is important for both farmers and seed producers. In related grass species, the VRN genes (VRN1-3) have been largely implicated in the determination of vernalization response and are responsible for much of the intra-species variation in this trait. Many other important flowering-time regulators have been cataloged in the model grass Brachypodium distachyon; however, in several cases, such as VRN2, their ryegrass homologs have not been well-characterized. Here, ryegrass homologs of important flowering time genes from B. distachyon were identified through available synteny data and sequence similarity. Phylogenetic analysis of VRN3/FT-like and VRN2-like genes was performed to elucidate these families further. The expression patterns of these genes were assessed during vernalization. This confirmed the key roles played by LpVRN1 and LpFT3 in the promotion of flowering. Furthermore, two orthologs of VRN2 identified here, as well as an ortholog of CO9, were expressed prior to vernalization, and were repressed in flowering plants, suggesting a role in floral repression. Significant variability in expression of these flowering pathway genes in diverse genotypes was detected and may underlie variation in flowering time and vernalization response.
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Liu W, Yuan X, Yuan S, Dai L, Dong S, Liu J, Peng L, Wang M, Tang Y, Xiao Y. Optimal reference genes for gene expression analysis in polyploid of Cyprinus carpio and Carassius auratus. BMC Genet 2020; 21:107. [PMID: 32943013 PMCID: PMC7499967 DOI: 10.1186/s12863-020-00915-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 08/31/2020] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Reference genes are usually stably expressed in various cells and tissues. However, it was reported that the expression of some reference genes may be distinct in different species. In this study, we intend to answer whether the expression of reported traditional reference genes changes or not in the polyploid fish RESULTS: By retrieving the mRNA sequencing data of three different ploidy fish from the NCBI SRA database, we selected 12 candidate reference genes, and examined their expression levels in the 10 tissues and in the four cell lines of three different ploidy fish by real-time PCR. Then, the expression profiles of these 12 candidate reference genes were systematically evaluated by using the software platforms: BestKeeper, NormFinder and geNorm. CONCLUSION The 28S ribosomal protein S5 gene (RPS5) and the ribosomal protein S18 gene (RPS18) are the most suitable reference genes for the polyploid of Cyprinus carpio and Carassius auratus, demonstrated by both of the tissues and the cultured cells.
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Affiliation(s)
- Wenbin Liu
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Xiudan Yuan
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Shuli Yuan
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Liuye Dai
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Shenghua Dong
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Jinhui Liu
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Liangyue Peng
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Minmeng Wang
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Yi Tang
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China
| | - Yamei Xiao
- State Key Laboratory of Developmental Biology of Freshwater Fish, College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China. .,College of Life Sciences, Hunan Normal University, Changsha, 410081, Hunan, P.R. China.
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Jose S, Abbey J, Jaakola L, Percival D. Selection and validation of reliable reference genes for gene expression studies from Monilinia vaccinii-corymbosi infected wild blueberry phenotypes. Sci Rep 2020; 10:11688. [PMID: 32678232 PMCID: PMC7366731 DOI: 10.1038/s41598-020-68597-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Accepted: 03/19/2020] [Indexed: 01/24/2023] Open
Abstract
Monilinia blight disease caused by Monilinia vaccinii-corymbosi (Reade) Honey (M.vc) causes severe damage and economic losses in wild blueberry growing regions. Molecular mechanisms regulating defence responses of wild blueberry phenotypes towards this causal fungus are not yet fully known. A reliable quantification of gene expression using quantitative real time PCR (qPCR) is fundamental for measuring changes in target gene expression. A crucial aspect of accurate normalisation is the choice of appropriate reference genes. This study evaluated the expression stability of seven candidate reference genes (GAPDH, UBC9, UBC28, TIP41, CaCSa, PPR and RH8) in floral tissues of diploid and tetraploid wild blueberry phenotypes challenged with M.vc. The expression stability was calculated using five algorithms: geNorm, NormFinder, BestKeeper, deltaCt and RefFinder. The results indicated that UBC9 and GAPDH were the most stable reference genes, while RH8 and PPR were the least stable ones. To further validate the suitability of the analyzed reference genes, the expression level of a pathogenesis related protein gene (i.e., PR3) was analysed for both phenotypes at four time points of infection. Our results may be beneficial for future studies involving the quantification of relative gene expression levels in wild blueberry species.
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Affiliation(s)
- Sherin Jose
- Wild Blueberry Research Program, Faculty of Agriculture, Dalhousie University, Truro, NS, B2N 5E3, Canada.
| | - Joel Abbey
- Wild Blueberry Research Program, Faculty of Agriculture, Dalhousie University, Truro, NS, B2N 5E3, Canada
| | - Laura Jaakola
- Climate Laboratory Holt, Department of Arctic and Marine Biology, The Arctic University of Norway, 9037, Tromsø, Norway.,NIBIO, Norwegian Institute of Bioeconomy Research, P.O. Box 115, 1431, Ås, Norway
| | - David Percival
- Wild Blueberry Research Program, Faculty of Agriculture, Dalhousie University, Truro, NS, B2N 5E3, Canada
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Caldas S, Marcelino AP, Faria G, de Oliveira Silva F, Ataide ACZ, Cunha LM, Bahia MT, Paz GF, Gontijo CMF. Visceral leishmaniasis: a practical strategy for quantitative molecular diagnosis in naturally infected dogs. Parasitol Res 2020; 119:1683-1690. [PMID: 32285265 DOI: 10.1007/s00436-020-06654-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 03/09/2020] [Indexed: 11/29/2022]
Abstract
The diagnosis of canine visceral leishmaniasis (CVL) has been a problem for public health services due to the variety of clinical signs similar to other diseases and low sensitivity and specificity of available tests. In this sense, our main objective was to develop a simple, rapid, and accurate quantitative real-time PCR (qPCR) diagnosis for CVL. Thus, low-invasive samples from bone marrow (BM), popliteal lymph nodes (PLN), and conjunctival swabs (CS) were selected from negative and VL-positive dogs, using as gold standard, immunological and parasitological tests performed with different tissues. Oligonucleotides for Leishmania infantum kDNA were designed and the limit of quantification and amplification efficiency of the qPCR were determined using tissue-specific standards produced with DNA from those different tissues, mixed with DNA from a known amount of L. infantum promastigotes. Endogenous control was used to validate a comparative Ct method, and tissue parasite concentrations were estimated by comparison with tissue-specific reference standard samples. The overall analysis of the qPCR data suggests the following ranking for tissue choice: PLN > BM > CS. Finally, we have concluded that this molecular approach simplifies and accelerates the quantitative diagnostic process because it is easy to perform, requiring no DNA dosing or standard curve application, and it shows good diagnostic parameters, especially when using popliteal lymph node samples.
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Affiliation(s)
- Sérgio Caldas
- Serviço de Biotecnologia e Saúde, Diretoria de Pesquisa e Desenvolvimento, Fundação Ezequiel Dias, Belo Horizonte, MG, Brazil.
| | - Andreza P Marcelino
- Instituto Nacional de Infectologia Evandro Chagas, Fiocruz-RJ, Rio de Janeiro, RJ, Brazil
| | - Gilson Faria
- Serviço de Biotecnologia e Saúde, Diretoria de Pesquisa e Desenvolvimento, Fundação Ezequiel Dias, Belo Horizonte, MG, Brazil
| | - Fernanda de Oliveira Silva
- Serviço de Biotecnologia e Saúde, Diretoria de Pesquisa e Desenvolvimento, Fundação Ezequiel Dias, Belo Horizonte, MG, Brazil
| | - Ana Caroline Zampiroli Ataide
- Serviço de Biotecnologia e Saúde, Diretoria de Pesquisa e Desenvolvimento, Fundação Ezequiel Dias, Belo Horizonte, MG, Brazil
| | - Lucas Maciel Cunha
- Serviço de Biotecnologia e Saúde, Diretoria de Pesquisa e Desenvolvimento, Fundação Ezequiel Dias, Belo Horizonte, MG, Brazil
| | - Maria Terezinha Bahia
- Laboratório de Doenças Parasitárias, Escola de Medicina & Núcleo de Pesquisas em Ciências Biológicas, Universidade Federal de Ouro Preto, Ouro Preto, MG, Brazil
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Tao J, Hao Y, Li X, Yin H, Nie X, Zhang J, Xu B, Chen Q, Li B. Systematic Identification of Housekeeping Genes Possibly Used as References in Caenorhabditis elegans by Large-Scale Data Integration. Cells 2020; 9:E786. [PMID: 32213971 PMCID: PMC7140892 DOI: 10.3390/cells9030786] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 03/11/2020] [Accepted: 03/11/2020] [Indexed: 12/20/2022] Open
Abstract
For accurate gene expression quantification, normalization of gene expression data against reliable reference genes is required. It is known that the expression levels of commonly used reference genes vary considerably under different experimental conditions, and therefore, their use for data normalization is limited. In this study, an unbiased identification of reference genes in Caenorhabditis elegans was performed based on 145 microarray datasets (2296 gene array samples) covering different developmental stages, different tissues, drug treatments, lifestyle, and various stresses. As a result, thirteen housekeeping genes (rps-23, rps-26, rps-27, rps-16, rps-2, rps-4, rps-17, rpl-24.1, rpl-27, rpl-33, rpl-36, rpl-35, and rpl-15) with enhanced stability were comprehensively identified by using six popular normalization algorithms and RankAggreg method. Functional enrichment analysis revealed that these genes were significantly overrepresented in GO terms or KEGG pathways related to ribosomes. Validation analysis using recently published datasets revealed that the expressions of newly identified candidate reference genes were more stable than the commonly used reference genes. Based on the results, we recommended using rpl-33 and rps-26 as the optimal reference genes for microarray and rps-2 and rps-4 for RNA-sequencing data validation. More importantly, the most stable rps-23 should be a promising reference gene for both data types. This study, for the first time, successfully displays a large-scale microarray data driven genome-wide identification of stable reference genes for normalizing gene expression data and provides a potential guideline on the selection of universal internal reference genes in C. elegans, for quantitative gene expression analysis.
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Affiliation(s)
- Jingxin Tao
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Youjin Hao
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Xudong Li
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Huachun Yin
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Xiner Nie
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Jie Zhang
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Boying Xu
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
| | - Qiao Chen
- Scientific Research Office, Chongqing Normal University, Chongqing 401331, China;
| | - Bo Li
- College of Life Sciences, Chongqing Normal University, Chongqing 401331, China; (J.T.); (Y.H.); (X.L.); (H.Y.); (X.N.); (J.Z.); (B.X.)
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Samarth, Lee R, Song J, Macknight RC, Jameson PE. Identification of flowering-time genes in mast flowering plants using De Novo transcriptomic analysis. PLoS One 2019; 14:e0216267. [PMID: 31412034 PMCID: PMC6693765 DOI: 10.1371/journal.pone.0216267] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 07/22/2019] [Indexed: 11/18/2022] Open
Abstract
Mast flowering is synchronised highly variable flowering by a population of perennial plants over a wide geographical area. High seeding years are seen as a threat to native and endangered species due to high predator density caused by the abundance of seed. An understanding of the molecular pathways that influence masting behaviour in plants could provide better prediction of a forthcoming masting season and enable conservation strategies to be deployed. The goal of this study was to identify candidate flowering genes that might be involved in regulating mast flowering. To achieve this, high-throughput large-scale RNA-sequencing was performed on two masting plant species, Celmisia lyallii (Asteraceae), and Chionochloa pallens (Poaceae) to develop a reference transcriptome for functional and molecular analysis. An average total of 33 million 150 base-paired reads, for both species, were assembled using the Trinity pipeline, resulting in 151,803 and 348,649 transcripts respectively for C. lyallii and C. pallens. For both species, about 56% of the unigenes were annotated with gene descriptions to known proteins followed by Gene Ontology analysis, categorising them on the basis of putative biological processes, molecular function, and cellular localization. A total of 543 transcripts from C. lyallii and 470 transcripts from C. pallens were also mapped to unique flowering-time proteins identified in Arabidopsis thaliana, suggesting the conservation of the flowering network in these wild alpine plants growing in natural field conditions. Expression analysis of several selected homologous flowering-pathway genes showed seasonal and photoperiodic variations. These genes can further be analysed to understand why seasonal cues, such as the increasing photoperiod in spring, that triggers the annual flowering of most plants, are insufficient to always trigger flowering in masting plants and to uncover the molecular basis of how additional cues (such as temperature during the previous growing seasons) then determines flowering in mast years.
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Affiliation(s)
- Samarth
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Robyn Lee
- Department of Biochemistry, University of Otago, Dunedin, New Zealand
| | - Jiancheng Song
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
- School of Life Sciences, Yantai University, Yantai, China
| | | | - Paula E. Jameson
- School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
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