ArticlePloS one2016
Identification of Gene Modules Associated with Low Temperatures Response in Bambara Groundnut by Network-Based Analysis.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
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- Genome-Wide Identification and Expression Analysis of the Sweet Cherry Whirly Gene Family.Current issues in molecular biology · 2024Article
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- Genome-Wide Analysis of Wheat GATA Transcription Factor Genes Reveals Their Molecular Evolutionary Characteristics and Involvement in Salt and Drought Tolerance.International journal of molecular sciences · 2022Article
- Combined analysis of mRNA and miRNA reveals the banana potassium absorption regulatory network and validation of miRNA160a.Plant molecular biology · 2022Article
- Genome-wide identification, phylogenetic, and expression analysis under abiotic stress conditions of Whirly (WHY) gene family in Medicago sativa L.Scientific reports · 2022Article
- Orphan legumes: harnessing their potential for food, nutritional and health security through genetic approaches.Planta · 2022Review
- Low Temperature Stress Tolerance: An Insight Into the Omics Approaches for Legume Crops.Frontiers in plant science · 2022Review
- Applications of Multi-Omics Technologies for Crop Improvement.Frontiers in plant science · 2021Review
- Breeding Potentials of Bambara Groundnut for Food and Nutrition Security in the Face of Climate Change.Frontiers in plant science · 2021Review
- Genome-wide identification, phylogenetic and expression pattern analysis of GATA family genes in Brassica napus.BMC plant biology · 2020Article
- Transcriptome analysis of Actinidia chinensis in response to Botryosphaeria dothidea infection.PloS one · 2020Article
- Bambara groundnut: an exemplar underutilised legume for resilience under climate change.Planta · 2019Review
- Crops For the Future (CFF): an overview of research efforts in the adoption of underutilised species.Planta · 2019Review
- Identification of Genes Differentially Expressed in Response to Cold inPlants (Basel, Switzerland) · 2019Article
- Transcriptional Regulatory Network of GA Floral Induction Pathway in LA Hybrid Lily.International journal of molecular sciences · 2019Article
- OsmiR528 Enhances Cold Stress Tolerance by Repressing Expression of Stress Response-related Transcription Factor Genes in Plant Cells.Current genomics · 2019Article
- Review
- Comparative Transcriptome Analysis Reveals Adaptive Evolution of Notopterygium incisum and Notopterygium franchetii, Two High-Alpine Herbal Species Endemic to China.Molecules (Basel, Switzerland) · 2017Article
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9 authors.
Funding
Abstract
Bambara groundnut (Vigna subterranea (L.) Verdc.) is an African legume and is a promising underutilized crop with good seed nutritional values. Low temperature stress in a number of African countries at night, such as Botswana, can effect the growth and development of bambara groundnut, leading to losses in potential crop yield. Therefore, in this study we developed a computational pipeline to identify and analyze the genes and gene modules associated with low temperature stress responses in bambara groundnut using the cross-species microarray technique (as bambara groundnut has no microarray chip) coupled with network-based analysis. Analyses of the bambara groundnut transcriptome using cross-species gene expression data resulted in the identification of 375 and 659 differentially expressed genes (p<0.01) under the sub-optimal (23°C) and very sub-optimal (18°C) temperatures, respectively, of which 110 genes are commonly shared between the two stress conditions. The construction of a Highest Reciprocal Rank-based gene co-expression network, followed by its partition using a Heuristic Cluster Chiseling Algorithm resulted in 6 and 7 gene modules in sub-optimal and very sub-optimal temperature stresses being identified, respectively. Modules of sub-optimal temperature stress are principally enriched with carbohydrate and lipid metabolic processes, while most of the modules of very sub-optimal temperature stress are significantly enriched with responses to stimuli and various metabolic processes. Several transcription factors (from MYB, NAC, WRKY, WHIRLY & GATA classes) that may regulate the downstream genes involved in response to stimulus in order for the plant to withstand very sub-optimal temperature stress were highlighted. The identified gene modules could be useful in breeding for low-temperature stress tolerant bambara groundnut varieties.
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