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Zhou S, Wu T, Li X, Wang S, Hu B. Identification of candidate genes controlling cold tolerance at the early seedling stage from Dongxiang wild rice by QTL mapping, BSA-Seq and RNA-Seq. BMC PLANT BIOLOGY 2024; 24:649. [PMID: 38977989 PMCID: PMC11232298 DOI: 10.1186/s12870-024-05369-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 07/01/2024] [Indexed: 07/10/2024]
Abstract
BACKGROUND The cold tolerance of rice is closely related to its production and geographic distribution. The identification of cold tolerance-related genes is of important significance for developing cold-tolerant rice. Dongxiang wild rice (Oryza rufipogon Griff.) (DXWR) is well-adapted to the cold climate of northernmost-latitude habitats ever found in the world, and is one of the most valuable rice germplasms for cold tolerance improvement. RESULTS Transcriptome analysis revealed genes differentially expressed between Xieqingzao B (XB; a cold sensitive variety) and 19H19 (derived from an interspecific cross between DXWR and XB) in the room temperature (RT), low temperature (LT), and recovery treatments. The results demonstrated that chloroplast genes might be involved in the regulation of cold tolerance in rice. A high-resolution SNP genetic map was constructed using 120 BC5F2 lines derived from a cross between 19H19 and XB based on the genotyping-by-sequencing (GBS) technique. Two quantitative trait loci (QTLs) for cold tolerance at the early seedling stage (CTS), qCTS12 and qCTS8, were detected. Moreover, a total of 112 candidate genes associated with cold tolerance were identified based on bulked segregant analysis sequencing (BSA-seq). These candidate genes were divided into eight functional categories, and the expression trend of candidate genes related to 'oxidation-reduction process' and 'response to stress' differed between XB and 19H19 in the RT, LT and recovery treatments. Among these candidate genes, the expression level of LOC_Os12g18729 in 19H19 (related to 'response to stress') decreased in the LT treatment but restored and enhanced during the recovery treatment whereas the expression level of LOC_Os12g18729 in XB declined during recovery treatment. Additionally, XB contained a 42-bp deletion in the third exon of LOC_Os12g18729, and the genotype of BC5F2 individuals with a survival percentage (SP) lower than 15% was consistent with that of XB. Weighted gene coexpression network analysis (WGCNA) and modular regulatory network learning with per gene information (MERLIN) algorithm revealed a gene interaction/coexpression network regulating cold tolerance in rice. In the network, differentially expressed genes (DEGs) related to 'oxidation-reduction process', 'response to stress' and 'protein phosphorylation' interacted with LOC_Os12g18729. Moreover, the knockout mutant of LOC_Os12g18729 decreased cold tolerance in early rice seedling stage signifcantly compared with that of wild type. CONCLUSIONS In general, study of the genetic basis of cold tolerance of rice is important for the development of cold-tolerant rice varieties. In the present study, QTL mapping, BSA-seq and RNA-seq were integrated to identify two CTS QTLs qCTS8 and qCTS12. Furthermore, qRT-PCR, genotype sequencing and knockout analysis indicated that LOC_Os12g18729 could be the candidate gene of qCTS12. These results are expected to further exploration of the genetic mechanism of CTS in rice and improve cold tolerance of cultivated rice by introducing the cold tolerant genes from DXWR through marker-assisted selection.
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Affiliation(s)
- Shiqi Zhou
- Rice Research Institute, Jiangxi Academy of Agricultural Sciences, No. 602 Nanlian Road, Qingyunpu District, Nanchang, 330000, China
| | - Ting Wu
- Rice Research Institute, Jiangxi Academy of Agricultural Sciences, No. 602 Nanlian Road, Qingyunpu District, Nanchang, 330000, China
| | - Xia Li
- Rice Research Institute, Jiangxi Academy of Agricultural Sciences, No. 602 Nanlian Road, Qingyunpu District, Nanchang, 330000, China
| | - Shilin Wang
- Rice Research Institute, Jiangxi Academy of Agricultural Sciences, No. 602 Nanlian Road, Qingyunpu District, Nanchang, 330000, China
| | - Biaolin Hu
- Rice Research Institute, Jiangxi Academy of Agricultural Sciences, No. 602 Nanlian Road, Qingyunpu District, Nanchang, 330000, China.
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Zhang Q, Teng R, Yuan Z, Sheng S, Xiao Y, Deng H, Tang W, Wang F. Integrative transcriptomic analysis deciphering the role of rice bHLH transcription factor Os04g0301500 in mediating responses to biotic and abiotic stresses. FRONTIERS IN PLANT SCIENCE 2023; 14:1266242. [PMID: 37828923 PMCID: PMC10565216 DOI: 10.3389/fpls.2023.1266242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 09/11/2023] [Indexed: 10/14/2023]
Abstract
Understanding the signaling pathways activated in response to these combined stresses and their crosstalk is crucial to breeding crop varieties with dual or multiple tolerances. However, most studies to date have predominantly focused on individual stress factors, leaving a significant gap in understanding plant responses to combined biotic and abiotic stresses. The bHLH family plays a multifaceted regulatory role in plant response to both abiotic and biotic stresses. In order to comprehensively identify and analyze the bHLH gene family in rice, we identified putative OsbHLHs by multi-step homolog search, and phylogenic analysis, molecular weights, isoelectric points, conserved domain screening were processed using MEGAX version 10.2.6. Following, integrative transcriptome analysis using 6 RNA-seq data including Xoo infection, heat, and cold stress was processed. The results showed that 106 OsbHLHs were identified and clustered into 17 clades. Os04g0301500 and Os04g0489600 are potential negative regulators of Xoo resistance in rice. In addition, Os04g0301500 was involved in non-freezing temperatures (around 4°C) but not to 10°C cold stresses, suggesting a complex interplay with temperature signaling pathways. The study concludes that Os04g0301500 may play a crucial role in integrating biotic and abiotic stress responses in rice, potentially serving as a key regulator of plant resilience under changing environmental conditions, which could be important for further multiple stresses enhancement and molecular breeding through genetic engineering in rice.
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Affiliation(s)
- Qiuping Zhang
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Yuelushan Laboratory, Changsha, China
| | - Rong Teng
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Yuelushan Laboratory, Changsha, China
| | - Ziyi Yuan
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Yuelushan Laboratory, Changsha, China
| | - Song Sheng
- Yuelushan Laboratory, Changsha, China
- College of Forest, Central South University of Forestry and Technology, Changsha, China
| | - Yunhua Xiao
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Yuelushan Laboratory, Changsha, China
| | - Huabing Deng
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Hunan Hybrid Rice Centre, Hunan Academy of Agricultural Science, Changsha, China
| | - Wenbang Tang
- Yuelushan Laboratory, Changsha, China
- Hunan Hybrid Rice Centre, Hunan Academy of Agricultural Science, Changsha, China
| | - Feng Wang
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Yuelushan Laboratory, Changsha, China
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Chen K, Wang Y, Nong X, Zhang Y, Tang T, Chen Y, Shen Q, Yan C, Lü B. Characterization and in silico analysis of the domain unknown function DUF568-containing gene family in rice (Oryza sativa L.). BMC Genomics 2023; 24:544. [PMID: 37704940 PMCID: PMC10500787 DOI: 10.1186/s12864-023-09654-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 09/06/2023] [Indexed: 09/15/2023] Open
Abstract
BACKGROUND Domains of unknown function (DUF) proteins are a number of uncharacterized and highly conserved protein families in eukaryotes. In plants, some DUFs have been predicted to play important roles in development and response to abiotic stress. Among them, DUF568-containing protein family is plant-specific and has not been described previously. A basic analysis and expression profiling was performed, and the co-expression and interaction networks were constructed to explore the functions of DUF568 family in rice. RESULTS The phylogenetic tree showed that the 8, 9 and 11 DUF568 family members from rice, Arabidopsis and maize were divided into three groups. The evolutionary relationship between DUF568 members in rice and maize was close, while the genes in Arabidopsis were more distantly related. The cis-elements prediction showed that over 82% of the elements upstream of OsDUF568 genes were responsive to light and phytohormones. Gene expression profile prediction and RT-qPCR experiments revealed that OsDUF568 genes were highly expressed in leaves, stems and roots of rice seedling. The expression of some OsDUF568 genes varied in response to plant hormones (abscisic acid, 6-benzylaminopurine) and abiotic stress (drought and chilling). Further analysis of the co-expression and protein-protein interaction networks using gene ontology showed that OsDUF568 - related genes were enriched in cellular transports, metabolism and processes. CONCLUSIONS In summary, our findings suggest that the OsDUF568 family may be a vital gene family for the development of rice roots, leaves and stems. In addition, the OsDUF568 family may participate in abscisic acid and cytokinin signaling pathways, and may be related to abiotic stress resistance in these vegetative tissues of rice.
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Affiliation(s)
- Kai Chen
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China
- Key Laboratory of Plant Functional Genomics of the Ministry of Education, College of Agriculture, Yangzhou University, Yangzhou, 225009, China
- Jiangsu Province Engineering Research Center of Knowledge Management and Intelligent Service, College of Information Engineering, Yangzhou University, Yangzhou, 225127, Jiangsu, China
| | - Yilin Wang
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China
- Key Laboratory of Plant Functional Genomics of the Ministry of Education, College of Agriculture, Yangzhou University, Yangzhou, 225009, China
- Jiangsu Province Engineering Research Center of Knowledge Management and Intelligent Service, College of Information Engineering, Yangzhou University, Yangzhou, 225127, Jiangsu, China
| | - Xiaoyan Nong
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China
| | - Yichi Zhang
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China
- Key Laboratory of Plant Functional Genomics of the Ministry of Education, College of Agriculture, Yangzhou University, Yangzhou, 225009, China
- Jiangsu Province Engineering Research Center of Knowledge Management and Intelligent Service, College of Information Engineering, Yangzhou University, Yangzhou, 225127, Jiangsu, China
| | - Tang Tang
- Jiangsu Key Laboratory for Eco-Agricultural Biotechnology Around Hongze Lake, Huaiyin Normal University, Huaian, 223300, China
| | - Yun Chen
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China
| | - Qikun Shen
- Jiangsu Province Engineering Research Center of Knowledge Management and Intelligent Service, College of Information Engineering, Yangzhou University, Yangzhou, 225127, Jiangsu, China
| | - Changjie Yan
- Key Laboratory of Plant Functional Genomics of the Ministry of Education, College of Agriculture, Yangzhou University, Yangzhou, 225009, China
| | - Bing Lü
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou, 225009, Jiangsu, China.
- Key Laboratory of Plant Functional Genomics of the Ministry of Education, College of Agriculture, Yangzhou University, Yangzhou, 225009, China.
- Jiangsu Province Engineering Research Center of Knowledge Management and Intelligent Service, College of Information Engineering, Yangzhou University, Yangzhou, 225127, Jiangsu, China.
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Jing X, Deng N, Shalmani A. Characterization of Malectin/Malectin-like Receptor-like Kinase Family Members in Foxtail Millet ( Setaria italica L.). Life (Basel) 2023; 13:1302. [PMID: 37374087 DOI: 10.3390/life13061302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 05/26/2023] [Accepted: 05/29/2023] [Indexed: 06/29/2023] Open
Abstract
Plant malectin/malectin-like receptor-like kinases (MRLKs) play crucial roles throughout the life course of plants. Here, we identified 23 SiMRLK genes from foxtail millet. All the SiMRLK genes were named according to the chromosomal distribution of the SiMRLKs in the foxtail millet genome and grouped into five subfamilies based on phylogenetic relationships and structural features. Synteny analysis indicated that gene duplication events may take part in the evolution of SiMRLK genes in foxtail millet. The expression profiles of 23 SiMRLK genes under abiotic stresses and hormonal applications were evaluated through qRT-PCR. The expression of SiMRLK1, SiMRLK3, SiMRLK7 and SiMRLK19 were significantly affected by drought, salt and cold stresses. Exogenous ABA, SA, GA and MeJA also obviously changed the transcription levels of SiMRLK1, SiMRLK3, SiMRLK7 and SiMRLK19. These results signified that the transcriptional patterns of SiMRLKs showed diversity and complexity in response to abiotic stresses and hormonal applications in foxtail millet.
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Affiliation(s)
- Xiuqing Jing
- Department of Biology, Taiyuan Normal University, Jinzhong 030619, China
- College of Life Science, Shanxi University, Taiyuan 030006, China
| | - Ning Deng
- Department of Biology, Taiyuan Normal University, Jinzhong 030619, China
| | - Abdullah Shalmani
- National Key Laboratory for Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
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Tsegaw M, Zegeye WA, Jiang B, Sun S, Yuan S, Han T, Wu T. Progress and Prospects of the Molecular Basis of Soybean Cold Tolerance. PLANTS (BASEL, SWITZERLAND) 2023; 12:459. [PMID: 36771543 PMCID: PMC9919458 DOI: 10.3390/plants12030459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 12/26/2022] [Accepted: 01/16/2023] [Indexed: 06/18/2023]
Abstract
Cold stress is a major factor influencing the geographical distribution of soybean growth and causes immense losses in productivity. Understanding the molecular mechanisms that the soybean has undergone to survive cold temperatures will have immense value in improving soybean cold tolerance. This review focuses on the molecular mechanisms involved in soybean response to cold. We summarized the recent studies on soybean cold-tolerant quantitative trait loci (QTLs), transcription factors, associated cold-regulated (COR) genes, and the regulatory pathways in response to cold stress. Cold-tolerant QTLs were found to be overlapped with the genomic region of maturity loci of E1, E3, E4, pubescence color locus of T, stem growth habit gene locus of Dt1, and leaf shape locus of Ln, indicating that pleiotropic loci may control multiple traits, including cold tolerance. The C-repeat responsive element binding factors (CBFs) are evolutionarily conserved across species. The expression of most GmDREB1s was upregulated by cold stress and overexpression of GmDREB1B;1 in soybean protoplast, and transgenic Arabidopsis plants can increase the expression of genes with the DRE core motif in their promoter regions under cold stress. Other soybean cold-responsive regulators, such as GmMYBJ1, GmNEK1, GmZF1, GmbZIP, GmTCF1a, SCOF-1 and so on, enhance cold tolerance by regulating the expression of COR genes in transgenic Arabidopsis. CBF-dependent and CBF-independent pathways are cross-talking and work together to activate cold stress gene expression. Even though it requires further dissection for precise understanding, the function of soybean cold-responsive transcription factors and associated COR genes studied in Arabidopsis shed light on the molecular mechanism of cold responses in soybeans and other crops. Furthermore, the findings may also provide practical applications for breeding cold-tolerant soybean varieties in high-latitude and high-altitude regions.
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Affiliation(s)
- Mesfin Tsegaw
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
- Department of Agricultural Biotechnology, Institute of Biotechnology, University of Gondar, Gondar P.O. Box 194, Ethiopia
| | - Workie Anley Zegeye
- Department of Agricultural Biotechnology, Institute of Biotechnology, University of Gondar, Gondar P.O. Box 194, Ethiopia
- John Innes Centre, Norwich Bioscience Institutes, Norwich NR2 3LA, UK
| | - Bingjun Jiang
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Shi Sun
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Shan Yuan
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Tianfu Han
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Tingting Wu
- MARA Key Laboratory of Soybean Biology (Beijing), Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
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6
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Mao Y, Catherall E, Díaz-Ramos A, Greiff GRL, Azinas S, Gunn L, McCormick AJ. The small subunit of Rubisco and its potential as an engineering target. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:543-561. [PMID: 35849331 PMCID: PMC9833052 DOI: 10.1093/jxb/erac309] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 07/07/2022] [Indexed: 05/06/2023]
Abstract
Rubisco catalyses the first rate-limiting step in CO2 fixation and is responsible for the vast majority of organic carbon present in the biosphere. The function and regulation of Rubisco remain an important research topic and a longstanding engineering target to enhance the efficiency of photosynthesis for agriculture and green biotechnology. The most abundant form of Rubisco (Form I) consists of eight large and eight small subunits, and is found in all plants, algae, cyanobacteria, and most phototrophic and chemolithoautotrophic proteobacteria. Although the active sites of Rubisco are located on the large subunits, expression of the small subunit regulates the size of the Rubisco pool in plants and can influence the overall catalytic efficiency of the Rubisco complex. The small subunit is now receiving increasing attention as a potential engineering target to improve the performance of Rubisco. Here we review our current understanding of the role of the small subunit and our growing capacity to explore its potential to modulate Rubisco catalysis using engineering biology approaches.
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Affiliation(s)
| | | | - Aranzazú Díaz-Ramos
- SynthSys & Institute of Molecular Plant Sciences, School of Biological Sciences, King’s Buildings, University of Edinburgh, Edingburgh EH9 3BF, UK
| | - George R L Greiff
- School of Biological Sciences, University of Bristol, 24 Tyndall Avenue, Bristol BS8 1TQ, UK
| | - Stavros Azinas
- Department of Cell and Molecular Biology, Uppsala University, S-751 24 Uppsala, Sweden
| | - Laura Gunn
- Department of Cell and Molecular Biology, Uppsala University, S-751 24 Uppsala, Sweden
- Plant Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, USA
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7
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Liu J, Zhang Y, Zheng Y, Zhu Y, Shi Y, Guan Z, Lang K, Shen D, Huang W, Dou D. PlantExp: a platform for exploration of gene expression and alternative splicing based on public plant RNA-seq samples. Nucleic Acids Res 2022; 51:D1483-D1491. [PMID: 36271793 PMCID: PMC9825497 DOI: 10.1093/nar/gkac917] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/20/2022] [Accepted: 10/18/2022] [Indexed: 01/30/2023] Open
Abstract
Over the last decade, RNA-seq has produced a massive amount of plant transcriptomic sequencing data deposited in public databases. Reanalysis of these public datasets can generate additional novel hypotheses not included in original studies. However, the large data volume and the requirement for specialized computational resources and expertise present a barrier for experimental biologists to explore public repositories. Here, we introduce PlantExp (https://biotec.njau.edu.cn/plantExp), a database platform for exploration of plant gene expression and alternative splicing profiles based on 131 423 uniformly processed publicly available RNA-seq samples from 85 species in 24 plant orders. In addition to two common retrieval accesses to gene expression and alternative splicing profiles by functional terms and sequence similarity, PlantExp is equipped with four online analysis tools, including differential expression analysis, specific expression analysis, co-expression network analysis and cross-species expression conservation analysis. With these online analysis tools, users can flexibly customize sample groups to reanalyze public RNA-seq datasets and obtain new insights. Furthermore, it offers a wide range of visualization tools to help users intuitively understand analysis results. In conclusion, PlantExp provides a valuable data resource and analysis platform for plant biologists to utilize public RNA-seq. datasets.
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Affiliation(s)
- Jinding Liu
- Bioinformatics Center, Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China,Department of Animal Science, Michigan State University, East Lansing, MI 48824, USA
| | - Yaru Zhang
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Yiqing Zheng
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Yali Zhu
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Yapin Shi
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Zhuoran Guan
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Kun Lang
- College of Information Management, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Danyu Shen
- Correspondence may also be addressed to Danyu Shen. Tel: +86 25 84396355;
| | - Wen Huang
- Correspondence may also be addressed to Wen Huang. Tel: +1 517 353 9136;
| | - Daolong Dou
- To whom correspondence should be addressed. Tel: +86 25 84396973;
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8
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Birkeland S, Slotte T, Brysting AK, Gustafsson ALS, Hvidsten TR, Brochmann C, Nowak MD. What can cold-induced transcriptomes of Arctic Brassicaceae tell us about the evolution of cold tolerance? Mol Ecol 2022; 31:4271-4285. [PMID: 35753053 PMCID: PMC9546214 DOI: 10.1111/mec.16581] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 06/08/2022] [Indexed: 11/28/2022]
Abstract
Little is known about the evolution of cold tolerance in polar plant species and how they differ from temperate relatives. To gain insight into their biology and the evolution of cold tolerance, we compared the molecular basis of cold response in three Arctic Brassicaceae species. We conducted a comparative time series experiment to examine transcriptional responses to low temperature. RNA was sampled at 22°C, and after 3, 6, and 24 at 2°C. We then identified sets of genes that were differentially expressed in response to cold and compared them between species, as well as to published data from the temperate Arabidopsis thaliana. Most differentially expressed genes were species‐specific, but a significant portion of the cold response was also shared among species. Among thousands of differentially expressed genes, ~200 were shared among the three Arctic species and A. thaliana, while ~100 were exclusively shared among the three Arctic species. Our results show that cold response differs markedly between Arctic Brassicaceae species, but probably builds on a conserved basis found across the family. They also confirm that highly polygenic traits such as cold tolerance may show little repeatability in their patterns of adaptation.
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Affiliation(s)
- Siri Birkeland
- Natural History Museum, University of Oslo, Oslo, Norway.,Faculty of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences, Ås, Norway
| | - Tanja Slotte
- Natural History Museum, University of Oslo, Oslo, Norway.,Department of Ecology, Environment, and Plant Sciences, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
| | - Anne K Brysting
- Centre for Ecological and Evolutionary Synthesis, Department of Biosciences, University of Oslo, Oslo, Norway
| | | | - Torgeir R Hvidsten
- Faculty of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences, Ås, Norway
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9
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Bhat KA, Mahajan R, Pakhtoon MM, Urwat U, Bashir Z, Shah AA, Agrawal A, Bhat B, Sofi PA, Masi A, Zargar SM. Low Temperature Stress Tolerance: An Insight Into the Omics Approaches for Legume Crops. FRONTIERS IN PLANT SCIENCE 2022; 13:888710. [PMID: 35720588 PMCID: PMC9204169 DOI: 10.3389/fpls.2022.888710] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 04/27/2022] [Indexed: 05/27/2023]
Abstract
The change in climatic conditions is the major cause for decline in crop production worldwide. Decreasing crop productivity will further lead to increase in global hunger rate. Climate change results in environmental stress which has negative impact on plant-like deficiencies in growth, crop yield, permanent damage, or death if the plant remains in the stress conditions for prolonged period. Cold stress is one of the main abiotic stresses which have already affected the global crop production. Cold stress adversely affects the plants leading to necrosis, chlorosis, and growth retardation. Various physiological, biochemical, and molecular responses under cold stress have revealed that the cold resistance is more complex than perceived which involves multiple pathways. Like other crops, legumes are also affected by cold stress and therefore, an effective technique to mitigate cold-mediated damage is critical for long-term legume production. Earlier, crop improvement for any stress was challenging for scientific community as conventional breeding approaches like inter-specific or inter-generic hybridization had limited success in crop improvement. The availability of genome sequence, transcriptome, and proteome data provides in-depth sight into different complex mechanisms under cold stress. Identification of QTLs, genes, and proteins responsible for cold stress tolerance will help in improving or developing stress-tolerant legume crop. Cold stress can alter gene expression which further leads to increases in stress protecting metabolites to cope up the plant against the temperature fluctuations. Moreover, genetic engineering can help in development of new cold stress-tolerant varieties of legume crop. This paper provides a general insight into the "omics" approaches for cold stress in legume crops.
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Affiliation(s)
- Kaisar Ahmad Bhat
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-K), Shalimar, India
- Department of Biotechnology, School of Biosciences and Biotechnology, Baba Ghulam Shah Badshah University, Rajouri, India
| | - Reetika Mahajan
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-K), Shalimar, India
| | - Mohammad Maqbool Pakhtoon
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-K), Shalimar, India
- Department of Life Sciences, Rabindranath Tagore University, Bhopal, India
| | - Uneeb Urwat
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-K), Shalimar, India
| | - Zaffar Bashir
- Deparment of Microbiology, University of Kashmir, Srinagar, India
| | - Ali Asghar Shah
- Department of Biotechnology, School of Biosciences and Biotechnology, Baba Ghulam Shah Badshah University, Rajouri, India
| | - Ankit Agrawal
- Department of Life Sciences, Rabindranath Tagore University, Bhopal, India
| | - Basharat Bhat
- Division of Animal Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Parvaze A. Sofi
- Division of Genetics and Plant Breeding, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Antonio Masi
- Department of Agronomy, Food, Natural Resources, Animals, and Environment, University of Padova, Padua, Italy
| | - Sajad Majeed Zargar
- Proteomics Laboratory, Division of Plant Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir (SKUAST-K), Shalimar, India
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10
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Wu Y, Wang Y, Shi H, Hu H, Yi L, Hou J. Time-course transcriptome and WGCNA analysis revealed the drought response mechanism of two sunflower inbred lines. PLoS One 2022; 17:e0265447. [PMID: 35363798 PMCID: PMC8974994 DOI: 10.1371/journal.pone.0265447] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 03/02/2022] [Indexed: 12/29/2022] Open
Abstract
Drought is one of the most serious abiotic stress factors limiting crop yields. Although sunflower is considered a moderate drought-tolerant plant, drought stress still has a negative impact on sunflower yield as cultivation expands into arid regions. The extent of drought stress is varieties and time-dependent, however, the molecular response mechanisms of drought tolerance in sunflower with different varieties are still unclear. Here, we performed comparative physiological and transcriptome analyses on two sunflower inbred lines with different drought tolerance at the seedling stage. The analysis of nine physiological and biochemical indicators showed that the leaf surface area, leaf relative water content, and cell membrane integrity of drought tolerance inbred line were higher than those of drought-sensitive inbred line under drought stress, indicating that DT had stronger drought resistance. Transcriptome analyses identified 24,234 differentially expressed genes (DEGs). Gene ontology (GO) analysis showed the up-regulated genes were mainly enriched in gibberellin metabolism and rRNA processing, while the down-regulated genes were mainly enriched in cell-wall, photosynthesis, and terpene metabolism. Kyoto Encyclopedia of Genes and Genomes(KEGG) pathway analysis showed genes related to GABAergic synapse, ribosome biogenesis were up-regulated, while genes related with amino sugar and nucleotide sugar metabolism, starch and sucrose metabolism, photosynthesis were down-regulated. Mapman analysis revealed differences in plant hormone-signaling genes over time and between samples. A total of 1,311 unique putative transcription factors (TFs) were identified from all DEGs by iTAK, among which the high abundance of transcription factor families include bHLH, AP2/ERF, MYB, C2H2, etc. Weighted gene co-expression network analysis (WGCNA) revealed a total of 2,251 genes belonging to two modules(blue 4, lightslateblue), respectively, which were significantly associated with six traits. GO and KEGG enrichment analysis of these genes was performed, followed by visualization with Cytoscape software, and the top 20 Hub genes were screened using the CytoHubba plugin.
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Affiliation(s)
- Yang Wu
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
| | - Yaru Wang
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
| | - Huimin Shi
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
| | - Haibo Hu
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
| | - Liuxi Yi
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
| | - Jianhua Hou
- Agricultural College, College of Agricultural, Inner Mongolia Agricultural University, Hohhot, China
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11
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Baldoni E, Frugis G, Martinelli F, Benny J, Paffetti D, Buti M. A Comparative Transcriptomic Meta-Analysis Revealed Conserved Key Genes and Regulatory Networks Involved in Drought Tolerance in Cereal Crops. Int J Mol Sci 2021; 22:13062. [PMID: 34884864 PMCID: PMC8657901 DOI: 10.3390/ijms222313062] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 11/26/2021] [Accepted: 11/30/2021] [Indexed: 12/12/2022] Open
Abstract
Drought affects plant growth and development, causing severe yield losses, especially in cereal crops. The identification of genes involved in drought tolerance is crucial for the development of drought-tolerant crops. The aim of this study was to identify genes that are conserved key players for conferring drought tolerance in cereals. By comparing the transcriptomic changes between tolerant and susceptible genotypes in four Gramineae species, we identified 69 conserved drought tolerant-related (CDT) genes that are potentially involved in the drought tolerance of all of the analysed species. The CDT genes are principally involved in stress response, photosynthesis, chlorophyll biogenesis, secondary metabolism, jasmonic acid signalling, and cellular transport. Twenty CDT genes are not yet characterized and can be novel candidates for drought tolerance. The k-means clustering analysis of expression data highlighted the prominent roles of photosynthesis and leaf senescence-related mechanisms in differentiating the drought response between tolerant and sensitive genotypes. In addition, we identified specific transcription factors that could regulate the expression of photosynthesis and leaf senescence-related genes. Our analysis suggests that the balance between the induction of leaf senescence and maintenance of photosynthesis during drought plays a major role in tolerance. Fine-tuning of CDT gene expression modulation by specific transcription factors can be the key to improving drought tolerance in cereals.
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Affiliation(s)
- Elena Baldoni
- National Research Council (CNR), Institute of Agricultural Biology and Biotechnology (IBBA), Via Alfonso Corti 12, 20133 Milan, Italy
| | - Giovanna Frugis
- National Research Council (CNR), Institute of Agricultural Biology and Biotechnology (IBBA), Rome Unit, Via Salaria Km. 29,300, 00015 Monterotondo, Italy;
| | - Federico Martinelli
- Department of Biology, University of Florence, 50019 Sesto Fiorentino, Italy;
| | - Jubina Benny
- Department of Agricultural, Food and Forest Sciences, University of Palermo, 90133 Palermo, Italy;
| | - Donatella Paffetti
- Department of Agriculture, Food, Environment and Forestry (DAGRI), University of Florence, 50144 Florence, Italy;
| | - Matteo Buti
- Department of Agriculture, Food, Environment and Forestry (DAGRI), University of Florence, 50144 Florence, Italy;
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12
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Fukuda A, Hirose T, Hashida Y, Aoki N, Nagano AJ. Selection of transcripts related to low-temperature tolerance using RNA sequencing from F 2 plants between japonica and indica rice (Oryza sativa L.) cultivars. FUNCTIONAL PLANT BIOLOGY : FPB 2021; 48:984-993. [PMID: 34112311 DOI: 10.1071/fp21088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 05/21/2021] [Indexed: 06/12/2023]
Abstract
At low temperatures (18°C), seedlings of an indica rice (Oryza sativa L.) cultivar Kasalath showed symptoms of chlorosis, although the leaves of a japonica cultivar Arroz da Terra remained green. In this study, transcripts related to the chlorophyll content of rice seedlings grown at 18°C were investigated using RNA-sequencing (RNA-Seq) data for F2 crosses between cultivars Arroz da Terra and Kasalath, as well as their parental cultivars. Differential expression analysis revealed that gene ontology terms related to 'photosynthesis' were significantly enriched in lowly expressed genes at 18°C than at 25°C in Kasalath. However, the gene ontology terms related to 'response to stress' were significantly enriched in highly expressed genes at 18°C than at 25°C in Kasalath. When the F2 plants were grown at 18°C, their chlorophyll contents varied. Transcripts with expression levels related to chlorophyll content were statistically selected using RNA-Seq data from 21 F2 plants. In regression models, frequently selected genes included four photosynthetic and two stress-responsive genes. The expression values of four photosynthetic and two stress-responsive genes in high-frequency selected genes were significantly correlated with chlorophyll content not only in plants analysed using RNA-Seq but also in 95 F2 plants.
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Affiliation(s)
- Akari Fukuda
- Institute of Crop Science, National Agriculture and Food Research Organization, Tsukuba, Ibaraki, Japan; and Corresponding author.
| | - Tatsuro Hirose
- Faculty of Agriculture, Takasaki University of Health and Welfare, Takasaki, Gunma, Japan
| | - Yoichi Hashida
- Faculty of Agriculture, Takasaki University of Health and Welfare, Takasaki, Gunma, Japan
| | - Naohiro Aoki
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
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13
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Yang Y, Zheng C, Zhong C, Lu T, Gul J, Jin X, Zhang Y, Liu Q. Transcriptome analysis of Sonneratia caseolaris seedlings under chilling stress. PeerJ 2021; 9:e11506. [PMID: 34141477 PMCID: PMC8180195 DOI: 10.7717/peerj.11506] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 05/03/2021] [Indexed: 12/28/2022] Open
Abstract
Sonneratia caseolaris is a native mangrove species found in China. It is fast growing and highly adaptable for mangrove afforestation, but suffered great damage by chilling event once introduced to high latitude area. To understand the response mechanisms under chilling stress, physiological and transcriptomic analyses were conducted. The relative electrolyte conductivity, malondialdehyde (MDA) content, soluble sugar content and soluble protein content increased significantly under chilling stress. This indicated that S. caseolaris suffered great damage and increased the levels of osmoprotectants in response to the chilling stress. Gene expression comparison analysis of S. caseolaris leaves after 6 h of chilling stress was performed at the transcriptional scale using RNA-Seq. A total of 168,473 unigenes and 3,706 differentially expressed genes (DEGs) were identified. GO and KEGG enrichment analyses showed that the DEGs were mainly involved in carbohydrate metabolism, antioxidant enzyme, plant hormone signal transduction, and transcription factors (TFs). Sixteen genes associated with carbohydrate metabolism, antioxidant enzyme, phytohormones and TFs were selected for qRT-PCR verification, and they indicated that the transcriptome data were reliable. Our work provided a comprehensive review of the chilling response of S. caseolaris at both physiological and transcriptomic levels, which will prove useful for further studies on stress-responses in mangrove plants.
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Affiliation(s)
- Yong Yang
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
| | - Chunfang Zheng
- National and Local Joint Engineering Research Center of Ecological Treatment Technology for Urban Water Pollution, College of Life and Environmental Science, Wenzhou University, Wenzhou, Zhejiang, China
| | - Cairong Zhong
- Hainan Academy of Forestry, Hainan Mangrove Research Institute, Haikou, Hainan, China
| | - Tianxi Lu
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
| | - Juma Gul
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
| | - Xiang Jin
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
| | - Ying Zhang
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
| | - Qiang Liu
- Ministry of Education Key Laboratory for Ecology of Tropical Islands, Key Laboratory of Tropical Animal and Plant Ecology of Hainan Province, College of Life Sciences, Hainan Normal University, Haikou, China
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14
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Teixeira SB, Pires SN, Ávila GE, Silva BEP, Schmitz VN, Deuner C, da Silva Armesto R, da Silva Moura D, Deuner S. Application of vigor indexes to evaluate the cold tolerance in rice seeds germination conditioned in plant extract. Sci Rep 2021; 11:11038. [PMID: 34040107 PMCID: PMC8154918 DOI: 10.1038/s41598-021-90487-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 05/11/2021] [Indexed: 11/09/2022] Open
Abstract
Rice is a crop that presents sensitivity to cold, especially in the germination phase, which leads to high economic losses. Alternative management forms are essential to increase tolerance to low temperatures, and seed priming represents a promising tool. The objective of this study was to investigate the priming effect of the aqueous extract of carrot roots on rice seeds to increase tolerance to low temperatures during germination. Seeds from cultivars BRS Querência (cold-susceptible) and Brilhante (cold-tolerant) were soaked for 24 h in concentrations of 0, 25, 50, and 100% carrot extract, sown on germitest paper and conditioned in BOD for 21 days at 15 °C. As a control, the seeds soaked in water were also germinated at 25 °C. They were evaluated for germination, first germination count, and germination speed index to calculate the stress indices: tolerance index, susceptibility index, and harmonic mean. They were also evaluated for the length and dry mass of shoot and root. The results showed that the rice seeds conditioning in carrot extract effectively reduces the damage caused by cold, significantly increasing the germination speed and the percentage of final germination and the growth evaluations, more expressive at 100% concentration. The stress indexes are efficient in estimating the tolerance of the cultivars and the effect of the different conditions in low-temperature conditions, highlighting the superiority of the Brilhante cultivar.
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Affiliation(s)
- Sheila Bigolin Teixeira
- Postgraduate Program in Seed Science and Technology, Eliseu Maciel Faculty of Agronomy, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Stefânia Nunes Pires
- Postgraduate Program in Plant Physiology, Department of Botany, Institute of Biology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Gabriele Espinel Ávila
- Postgraduate Program in Plant Physiology, Department of Botany, Institute of Biology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Bruna Evelyn Paschoal Silva
- Postgraduate Program in Plant Physiology, Department of Botany, Institute of Biology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Victoria Novo Schmitz
- Postgraduate Program in Plant Physiology, Department of Botany, Institute of Biology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Cristiane Deuner
- Postgraduate Program in Seed Science and Technology, Eliseu Maciel Faculty of Agronomy, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | - Rodrigo da Silva Armesto
- Eliseu Maciel Faculty of Agronomy, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil
| | | | - Sidnei Deuner
- Postgraduate Program in Plant Physiology, Department of Botany, Institute of Biology, Federal University of Pelotas, Pelotas, Rio Grande do Sul, 96010-900, Brazil.
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15
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Naithani S, Dikeman D, Garg P, Al-Bader N, Jaiswal P. Beyond gene ontology (GO): using biocuration approach to improve the gene nomenclature and functional annotation of rice S-domain kinase subfamily. PeerJ 2021; 9:e11052. [PMID: 33777532 PMCID: PMC7971086 DOI: 10.7717/peerj.11052] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 02/11/2021] [Indexed: 12/13/2022] Open
Abstract
The S-domain subfamily of receptor-like kinases (SDRLKs) in plants is poorly characterized. Most members of this subfamily are currently assigned gene function based on the S-locus Receptor Kinase from Brassica that acts as the female determinant of self-incompatibility (SI). However, Brassica like SI mechanisms does not exist in most plants. Thus, automated Gene Ontology (GO) pipelines are not sufficient for functional annotation of SDRLK subfamily members and lead to erroneous association with the GO biological process of SI. Here, we show that manual bio-curation can help to correct and improve the gene annotations and association with relevant biological processes. Using publicly available genomic and transcriptome datasets, we conducted a detailed analysis of the expansion of the rice (Oryza sativa) SDRLK subfamily, the structure of individual genes and proteins, and their expression.The 144-member SDRLK family in rice consists of 82 receptor-like kinases (RLKs) (67 full-length, 15 truncated),12 receptor-like proteins, 14 SD kinases, 26 kinase-like and 10 GnK2 domain-containing kinases and RLKs. Except for nine genes, all other SDRLK family members are transcribed in rice, but they vary in their tissue-specific and stress-response expression profiles. Furthermore, 98 genes show differential expression under biotic stress and 98 genes show differential expression under abiotic stress conditions, but share 81 genes in common.Our analysis led to the identification of candidate genes likely to play important roles in plant development, pathogen resistance, and abiotic stress tolerance. We propose a nomenclature for 144 SDRLK gene family members based on gene/protein conserved structural features, gene expression profiles, and literature review. Our biocuration approach, rooted in the principles of findability, accessibility, interoperability and reusability, sets forth an example of how manual annotation of large-gene families can fill in the knowledge gap that exists due to the implementation of automated GO projections, thereby helping to improve the quality and contents of public databases.
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Affiliation(s)
- Sushma Naithani
- Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Daemon Dikeman
- Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Priyanka Garg
- Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Noor Al-Bader
- Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
| | - Pankaj Jaiswal
- Botany and Plant Pathology, Oregon State University, Corvallis, OR, USA
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16
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Transcriptomic Profiling of Young Cotyledons Response to Chilling Stress in Two Contrasting Cotton ( Gossypium hirsutum L.) Genotypes at the Seedling Stage. Int J Mol Sci 2020; 21:ijms21145095. [PMID: 32707667 PMCID: PMC7404027 DOI: 10.3390/ijms21145095] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 07/14/2020] [Accepted: 07/17/2020] [Indexed: 12/19/2022] Open
Abstract
Young cotyledons of cotton seedlings are most susceptible to chilling stress. To gain insight into the potential mechanism of cold tolerance of young cotton cotyledons, we conducted physiological and comparative transcriptome analysis of two varieties with contrasting phenotypes. The evaluation of chilling injury of young cotyledons among 74 cotton varieties revealed that H559 was the most tolerant and YM21 was the most sensitive. The physiological analysis found that the ROS scavenging ability was lower, and cell membrane damage was more severe in the cotyledons of YM21 than that of H559 under chilling stress. RNA-seq analysis identified a total of 44,998 expressed genes and 19,982 differentially expressed genes (DEGs) in young cotyledons of the two varieties under chilling stress. Weighted gene coexpression network analysis (WGCNA) of all DEGs revealed four significant modules with close correlation with specific samples. The GO-term enrichment analysis found that lots of genes in H559-specific modules were involved in plant resistance to abiotic stress. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis revealed that pathways such as plant hormone signal transduction, MAPK signaling, and plant–pathogen interaction were related to chilling stress response. A total of 574 transcription factors and 936 hub genes in these modules were identified. Twenty hub genes were selected for qRT-PCR verification, revealing the reliability and accuracy of transcriptome data. These findings will lay a foundation for future research on the molecular mechanism of cold tolerance in cotyledons of cotton.
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17
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Jiang C, Zhang H, Ren J, Dong J, Zhao X, Wang X, Wang J, Zhong C, Zhao S, Liu X, Gao S, Yu H. Comparative Transcriptome-Based Mining and Expression Profiling of Transcription Factors Related to Cold Tolerance in Peanut. Int J Mol Sci 2020; 21:ijms21061921. [PMID: 32168930 PMCID: PMC7139623 DOI: 10.3390/ijms21061921] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Revised: 03/03/2020] [Accepted: 03/05/2020] [Indexed: 01/22/2023] Open
Abstract
Plants tolerate cold stress by regulating gene networks controlling cellular and physiological traits to modify growth and development. Transcription factor (TF)-directed regulation of transcription within these gene networks is key to eliciting appropriate responses. Identifying TFs related to cold tolerance contributes to cold-tolerant crop breeding. In this study, a comparative transcriptome analysis was carried out to investigate global gene expression of entire TFs in two peanut varieties with different cold-tolerant abilities. A total of 87 TF families including 2328 TF genes were identified. Among them, 445 TF genes were significantly differentially expressed in two peanut varieties under cold stress. The TF families represented by the largest numbers of differentially expressed members were bHLH (basic helix—loop—helix protein), C2H2 (Cys2/His2 zinc finger protein), ERF (ethylene-responsive factor), MYB (v-myb avian myeloblastosis viral oncogene homolog), NAC (NAM, ATAF1/2, CUC2) and WRKY TFs. Phylogenetic evolutionary analysis, temporal expression profiling, protein–protein interaction (PPI) network, and functional enrichment of differentially expressed TFs revealed the importance of plant hormone signal transduction and plant-pathogen interaction pathways and their possible mechanism in peanut cold tolerance. This study contributes to a better understanding of the complex mechanism of TFs in response to cold stress in peanut and provides valuable resources for the investigation of evolutionary history and biological functions of peanut TFs genes involved in cold tolerance.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | - Haiqiu Yu
- Correspondence: ; Tel.: +86-136-7420-1361
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18
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Wu YS, Yang CY. Comprehensive Transcriptomic Analysis of Auxin Responses in Submerged Rice Coleoptile Growth. Int J Mol Sci 2020; 21:E1292. [PMID: 32075118 PMCID: PMC7072898 DOI: 10.3390/ijms21041292] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Revised: 02/12/2020] [Accepted: 02/12/2020] [Indexed: 11/16/2022] Open
Abstract
Cultivating rice in wet or water direct seeding systems is simple and time and labor efficient. Rice (Oryza sativa) seeds are a unique cereal that can germinate not only when submerged, but also in anoxic conditions. Many complicated hormone signals interact in submerged seed germination. Ethylene is involved in rice coleoptile elongation, but little is known regarding the role of auxin signaling under submergence. This study demonstrated that the coleoptile is shorter and curlier when submerged with 2,3,5-triiodobenzoic acid (TIBA). In transcriptomic analysis, 3448 of the 31,860 genes were upregulated, and 4360 genes were downregulated with submergence and TIBA treatment. The Gene Ontology function classification results demonstrated that upregulated differentially expressed genes (DEGs) were mainly involved in redox, stress, and signal transduction, whereas the down-regulated DEGs were mainly involved in RNA transcription, stress, and development. Furthermore, auxin signaling involved in the carbohydrate metabolism pathway was demonstrated while using transcriptomic analysis and confirmed in a quantitative real-time polymerase chain reaction. In addition, the transcript levels of development-related genes and mitochondria-electron- transport-related genes were regulated by auxin signaling under submergence. Auxin signaling was not only involved in regulating rice coleoptile elongation and development, but also regulated secondary metabolism, carbohydrate metabolism, and mitochondria electron transport under submergence. Our results presented that auxin signaling plays an important role during rice coleoptile elongation upon the submergence condition and improving the advance of research of direct rice seeding system.
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Affiliation(s)
- Yu-Sian Wu
- Department of Agronomy, National Chung Hsing University, Taichung 40227, Taiwan;
| | - Chin-Ying Yang
- Department of Agronomy, National Chung Hsing University, Taichung 40227, Taiwan;
- Pervasive AI Research (PAIR) Labs, Hsinchu 30010, Taiwan
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19
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Mareri L, Milc J, Laviano L, Buti M, Vautrin S, Cauet S, Mascagni F, Natali L, Cavallini A, Bergès H, Pecchioni N, Francia E. Influence of CNV on transcript levels of HvCBF genes at Fr-H2 locus revealed by resequencing in resistant barley cv. 'Nure' and expression analysis. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2020; 290:110305. [PMID: 31779917 DOI: 10.1016/j.plantsci.2019.110305] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Revised: 09/18/2019] [Accepted: 10/10/2019] [Indexed: 06/10/2023]
Abstract
Resequencing in resistant cultivar 'Nure' and structural comparison with the same region of susceptible 'Morex' was performed in order to gain a better insight into barley Frost-resistance-H2 locus. Accurate annotation showed copy number variation (CNV) in the proximal part of the locus. In 'Nure', two exact copies of the HvCBF4-HvCBF2A region and one of the HvCBF4-HvCBF2B segment were observed, while in 'Morex' the corresponding region harboured a single HvCBF4-HvCBF2A (22 kb) segment. Abundance and diversity of repetitive element classes, gene function gain/losses, regulatory motifs and SNPs in gene sequences were identified. An expression study of key HvCBFs with/without CNV on selected genotypes contrasting for frost resistance and estimated HvCBF4-HvCBF2B copy number (2-10 copies) was also performed. Under light stimulus at warm temperature (23 °C), CNV of HvCBF2A and HvCBF4 correlated with their expression levels and reported frost resistance of genotypes; moreover, expression levels of HvCBF2A and HvCBF14 were strongly correlated (r = 0.908, p < 0.01). On the other hand, frost resistance correlated to HvCBF14 expression (r = 0.871, p < 0.01) only after cold induction (6°C) in the dark. A complex interplay of HvCBFs expression levels under different light/temperature stimuli is discussed in light of CNV and presence/number of regulatory elements that integrate different signal transduction pathways.
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Affiliation(s)
- Lavinia Mareri
- Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy
| | - Justyna Milc
- Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy
| | - Luca Laviano
- Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy
| | - Matteo Buti
- Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy
| | - Sonia Vautrin
- Centre National de Ressources Génomiques Végétales (CNRGV), Chemin de Borde Rouge 24-Auzeville CS 52627, Castanet Tolosan Cedex, F-31326, France
| | - Stéphane Cauet
- Centre National de Ressources Génomiques Végétales (CNRGV), Chemin de Borde Rouge 24-Auzeville CS 52627, Castanet Tolosan Cedex, F-31326, France
| | - Flavia Mascagni
- Department of Agricultural, Food, and Environmental Sciences, University of Pisa, via del Borghetto 80, Pisa, I-56124, Italy
| | - Lucia Natali
- Department of Agricultural, Food, and Environmental Sciences, University of Pisa, via del Borghetto 80, Pisa, I-56124, Italy
| | - Andrea Cavallini
- Department of Agricultural, Food, and Environmental Sciences, University of Pisa, via del Borghetto 80, Pisa, I-56124, Italy
| | - Hélène Bergès
- Centre National de Ressources Génomiques Végétales (CNRGV), Chemin de Borde Rouge 24-Auzeville CS 52627, Castanet Tolosan Cedex, F-31326, France
| | - Nicola Pecchioni
- Research Centre for Cereal and Industrial Crops (CREA-CI), S.S. 673, Km 25,200, Foggia, I-71122, Italy; Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy
| | - Enrico Francia
- Department of Life Sciences, University of Modena and Reggio Emilia, via Amendola 2, Reggio Emilia, I-42122, Italy.
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20
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Buti M, Baldoni E, Formentin E, Milc J, Frugis G, Lo Schiavo F, Genga A, Francia E. A Meta-Analysis of Comparative Transcriptomic Data Reveals a Set of Key Genes Involved in the Tolerance to Abiotic Stresses in Rice. Int J Mol Sci 2019; 20:E5662. [PMID: 31726733 PMCID: PMC6888222 DOI: 10.3390/ijms20225662] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 11/05/2019] [Accepted: 11/10/2019] [Indexed: 12/16/2022] Open
Abstract
Several environmental factors, such as drought, salinity, and extreme temperatures, negatively affect plant growth and development, which leads to yield losses. The tolerance or sensitivity to abiotic stressors are the expression of a complex machinery involving molecular, biochemical, and physiological mechanisms. Here, a meta-analysis on previously published RNA-Seq data was performed to identify the genes conferring tolerance to chilling, osmotic, and salt stresses, by comparing the transcriptomic changes between tolerant and susceptible rice genotypes. Several genes encoding transcription factors (TFs) were identified, suggesting that abiotic stress tolerance involves upstream regulatory pathways. A gene co-expression network defined the metabolic and signalling pathways with a prominent role in the differentiation between tolerance and susceptibility: (i) the regulation of endogenous abscisic acid (ABA) levels, through the modulation of genes that are related to its biosynthesis/catabolism, (ii) the signalling pathways mediated by ABA and jasmonic acid, (iii) the activity of the "Drought and Salt Tolerance" TF, involved in the negative regulation of stomatal closure, and (iv) the regulation of flavonoid biosynthesis by specific MYB TFs. The identified genes represent putative key players for conferring tolerance to a broad range of abiotic stresses in rice; a fine-tuning of their expression seems to be crucial for rice plants to cope with environmental cues.
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Affiliation(s)
- Matteo Buti
- Department of Life Sciences, Centre BIOGEST-SITEIA, University of Modena and Reggio Emilia, Via Amendola 2, 42124 Reggio Emilia, Italy; (M.B.); (J.M.); (E.F.)
- Present address: Department of Agriculture, Food, Environment and Forestry, University of Florence, 50144 Florence, Italy
| | - Elena Baldoni
- National Research Council (CNR), Institute of Agricultural Biology and Biotechnology (IBBA), Via Bassini 15, 20133 Milano, Italy;
- CNR-IBBA, Rome Unit, via Salaria Km. 29,300, 00015 Monterotondo Scalo (Roma), Italy;
| | - Elide Formentin
- Department of Biology, University of Padova, 35131 Padova, Italy; (E.F.); (F.L.S.)
- Botanical Garden, University of Padova, 35123 Padova, Italy
| | - Justyna Milc
- Department of Life Sciences, Centre BIOGEST-SITEIA, University of Modena and Reggio Emilia, Via Amendola 2, 42124 Reggio Emilia, Italy; (M.B.); (J.M.); (E.F.)
| | - Giovanna Frugis
- CNR-IBBA, Rome Unit, via Salaria Km. 29,300, 00015 Monterotondo Scalo (Roma), Italy;
| | - Fiorella Lo Schiavo
- Department of Biology, University of Padova, 35131 Padova, Italy; (E.F.); (F.L.S.)
- Botanical Garden, University of Padova, 35123 Padova, Italy
| | - Annamaria Genga
- National Research Council (CNR), Institute of Agricultural Biology and Biotechnology (IBBA), Via Bassini 15, 20133 Milano, Italy;
| | - Enrico Francia
- Department of Life Sciences, Centre BIOGEST-SITEIA, University of Modena and Reggio Emilia, Via Amendola 2, 42124 Reggio Emilia, Italy; (M.B.); (J.M.); (E.F.)
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