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Tu M, Zeng J, Zhang J, Fan G, Song G. Unleashing the power within short-read RNA-seq for plant research: Beyond differential expression analysis and toward regulomics. FRONTIERS IN PLANT SCIENCE 2022; 13:1038109. [PMID: 36570898 PMCID: PMC9773216 DOI: 10.3389/fpls.2022.1038109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Accepted: 11/21/2022] [Indexed: 06/17/2023]
Abstract
RNA-seq has become a state-of-the-art technique for transcriptomic studies. Advances in both RNA-seq techniques and the corresponding analysis tools and pipelines have unprecedently shaped our understanding in almost every aspects of plant sciences. Notably, the integration of huge amount of RNA-seq with other omic data sets in the model plants and major crop species have facilitated plant regulomics, while the RNA-seq analysis has still been primarily used for differential expression analysis in many less-studied plant species. To unleash the analytical power of RNA-seq in plant species, especially less-studied species and biomass crops, we summarize recent achievements of RNA-seq analysis in the major plant species and representative tools in the four types of application: (1) transcriptome assembly, (2) construction of expression atlas, (3) network analysis, and (4) structural alteration. We emphasize the importance of expression atlas, coexpression networks and predictions of gene regulatory relationships in moving plant transcriptomes toward regulomics, an omic view of genome-wide transcription regulation. We highlight what can be achieved in plant research with RNA-seq by introducing a list of representative RNA-seq analysis tools and resources that are developed for certain minor species or suitable for the analysis without species limitation. In summary, we provide an updated digest on RNA-seq tools, resources and the diverse applications for plant research, and our perspective on the power and challenges of short-read RNA-seq analysis from a regulomic point view. A full utilization of these fruitful RNA-seq resources will promote plant omic research to a higher level, especially in those less studied species.
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Affiliation(s)
- Min Tu
- School of Chemical and Environmental Engineering, Wuhan Polytechnic University, Wuhan, China
| | - Jian Zeng
- Guangdong Provincial Key Laboratory of Utilization and Conservation of Food and Medicinal Resources in Northern Region, Shaoguan University, Shaoguan, Guangdong, China
| | - Juntao Zhang
- School of Chemical and Environmental Engineering, Wuhan Polytechnic University, Wuhan, China
| | - Guozhi Fan
- School of Chemical and Environmental Engineering, Wuhan Polytechnic University, Wuhan, China
| | - Guangsen Song
- School of Chemical and Environmental Engineering, Wuhan Polytechnic University, Wuhan, China
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Zhang H, Mao R, Wang Y, Zhang L, Wang C, Lv S, Liu X, Wang Y, Ji W. Transcriptome-wide alternative splicing modulation during plant-pathogen interactions in wheat. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2019; 288:110160. [PMID: 31521219 DOI: 10.1016/j.plantsci.2019.05.023] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2018] [Revised: 03/11/2019] [Accepted: 05/29/2019] [Indexed: 05/07/2023]
Abstract
Alternative splicing (AS) enhances the diversities of both transcripts and proteins in eukaryotes, which contribute to stress adaptation. To catalog wheat (Triticum aestivum L.) AS genes, we characterized 45 RNA-seq libraries from wheat seedlings infected by powdery mildew, Blumeria graminis f. sp. tritici (Bgt) or stripe rust fungus, Puccinia striiformis f. sp. tritici (Pst). We discovered that 11.2% and 10.4% of the multiexon genes had AS transcripts during Bgt and Pst infections, respectively. In response to fungal infection, wheat modulated AS not only in disease resistance proteins, but also in splicing related factors. Apart from the stress induced or activated splicing variants by pathogen, the differential expression profiles were fold increased through changing the ratio of full spliced transcripts versus intron retention (IR) transcripts. Comparing AS transcripts produced by the same gene in Bgt with Pst stress, the spliced terminal exons and the stranded introns are independent and different. This demonstrated that differential induction of specific splice variants were activated against two fungal pathogens. The specific induced AS genes in the Pst-resistant plants were enriched in improving the membrane permeability and protein modification ability, whereas gene expression involved in protein translation and transport were strengthened in Pst-susceptible plants.
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Affiliation(s)
- Hong Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Rui Mao
- College of Information Engineering, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Yanzhen Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Lu Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Changyou Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Shikai Lv
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Xinlun Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Yajuan Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China
| | - Wanquan Ji
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, PR China.
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