ArticleBMC genomics2014
De novo assembly of red clover transcriptome based on RNA-Seq data provides insight into drought response, gene discovery and marker identification.
Article in BMC genomics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 78 papers.
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Who cites it
78 citing papers in PubMed, 147 citations in OpenAlex.
- Deciphering differential mRNA and lncRNA expression profiles in response to PEG simulated drought stress in cucumber (Cucumis sativus L.).Journal, genetic engineering & biotechnology · 2026Article
- Harnessing exotic germplasm for red clover improvement: Tracking genomic introgression and deploying genomic selection.The plant genome · 2026Article
- Local adaptation, genetic diversity and key environmental interactions in a collection of novel red clover germplasm.Frontiers in plant science · 2025Article
- The MYB Transcription FactorInternational journal of molecular sciences · 2024Article
- Comparative transcriptome and coexpression network analysis reveals key pathways and hub candidate genes associated with sunflower (Helianthus annuus L.) drought tolerance.BMC plant biology · 2024Article
- Metabolomics combined with transcriptomics and physiology reveals the regulatory responses of soybean plants to drought stress.Frontiers in genetics · 2024Article
- Two common, often coexisting grassland plant species differ in their evolutionary potential in response to experimental drought.Ecology and evolution · 2023Article
- Genome-wide discovery of di-nucleotide SSR markers based on whole genome re-sequencing data of Cicer arietinum L. and Cicer reticulatum Ladiz.Scientific reports · 2023Article
- Transcript profiling of hairy vetch (Vicia villosa Roth) identified interesting genes for seed dormancy.The plant genome · 2023Article
- A genome-wide association study of freezing tolerance in red clover (Frontiers in plant science · 2023Article
- Phenotypic characterization of drought responses in red clover (Frontiers in plant science · 2023Article
- Genes Associated with Biological Nitrogen Fixation Efficiency Identified Using RNA Sequencing in Red Clover (Life (Basel, Switzerland) · 2022Article
- Transcriptional Memory inPlants (Basel, Switzerland) · 2022Article
- Progress of Genomics-Driven Approaches for Sustaining Underutilized Legume Crops in the Post-Genomic Era.Frontiers in genetics · 2022Review
- Physiological and transcriptome analyses highlight multiple pathways involved in drought stress in Medicago falcata.PloS one · 2022Article
- Transcriptomic and Metabolomic Analyses Reveal Key Metabolites, Pathways and Candidate Genes inFrontiers in plant science · 2022Article
- Combined analysis of transcriptome and metabolome reveals the molecular mechanism and candidate genes ofFrontiers in plant science · 2022Article
- Non-Coding RNAs in Response to Drought Stress.International journal of molecular sciences · 2021Review
- Isoflavone levels, nodulation and gene expression profiles of a CRISPR/Cas9 deletion mutant in the isoflavone synthase gene of red clover.Plant cell reports · 2021Article
- Remodeling of the cell wall as a drought-tolerance mechanism of a soybean genotype revealed by global gene expression analysis.aBIOTECH · 2021Article
18 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 2 countries.
Funding
Abstract
backgroundRed clover (Trifolium pratense L.) is a versatile forage crop legume, which can tolerate a variety of soils and is suitable for silage production for winter feed and for grazing. It is one of the most important forage legumes in temperate livestock agriculture. Its beneficial attributes include ability to fix nitrogen, improve soil and provide protein rich animal feed. It is however, a short-lived perennial providing good biomass yield for two or three years. Improved persistency is thus a major breeding target. Better water-stress tolerance is one of the key factors influencing persistency, but little is known about how red clover tolerates water stress.
resultsPlants from a full sib mapping family were used in a drought experiment, in which the growth rate and relative water content (RWC) identified two pools of ten plants contrasting in their tolerance to drought. Key metabolites were measured and RNA-Seq analysis was carried out on four bulked samples: the two pools sampled before and after drought. Massively parallel sequencing was used to analyse the bulked RNA samples. A de novo transcriptome reconstruction based on the RNA-Seq data was made, resulting in 45181 contigs, representing 'transcript tags'. These transcript tags were annotated with gene ontology (GO) terms. One of the most striking results from the expression analysis was that the drought sensitive plants were characterised by having approximately twice the number of differentially expressed transcript tags than the tolerant plants after drought. This difference was evident in most of the major GO terms. Before onset of drought the sensitive plants overexpressed a number of genes annotated as senescence-related. Furthermore, the concentration of three metabolites, particularly pinitol, but also proline and malate increased in leaves after drought stress.
conclusionsThis de novo assembly of a red clover transcriptome from leaf material of droughted and non-droughted plants provides a rich source for gene identification, single nucleotide polymorphisms (SNP) and short sequence repeats (SSR). Comparison of gene expression levels between pools and treatments identified candidate genes for further analysis of the genetic basis of drought tolerance in red clover.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.