1
|
Wang J, Ma X, Hu Y, Feng G, Guo C, Zhang X, Ma H. Regulation of micro- and small-exon retention and other splicing processes by GRP20 for flower development. NATURE PLANTS 2024; 10:66-85. [PMID: 38195906 PMCID: PMC10808074 DOI: 10.1038/s41477-023-01605-8] [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: 11/11/2022] [Accepted: 11/29/2023] [Indexed: 01/11/2024]
Abstract
Pre-mRNA splicing is crucial for gene expression and depends on the spliceosome and splicing factors. Plant exons have an average size of ~180 nucleotides and typically contain motifs for interactions with spliceosome and splicing factors. Micro exons (<51 nucleotides) are found widely in eukaryotes and in genes for plant development and environmental responses. However, little is known about transcript-specific regulation of splicing in plants and about the regulators for micro exon splicing. Here we report that glycine-rich protein 20 (GRP20) is an RNA-binding protein and required for splicing of ~2,100 genes including those functioning in flower development and/or environmental responses. Specifically, GRP20 is required for micro-exon retention in transcripts of floral homeotic genes; these micro exons are conserved across angiosperms. GRP20 is also important for small-exon (51-100 nucleotides) splicing. In addition, GRP20 is required for flower development. Furthermore, GRP20 binds to poly-purine motifs in micro and small exons and a spliceosome component; both RNA binding and spliceosome interaction are important for flower development and micro-exon retention. Our results provide new insights into the mechanisms of micro-exon retention in flower development.
Collapse
Affiliation(s)
- Jun Wang
- Department of Biology, Eberly College of Science, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA
| | - Xinwei Ma
- Department of Biology, Eberly College of Science, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA
| | - Yi Hu
- Department of Biology, Eberly College of Science, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA
| | - Guanhua Feng
- Department of Biology, Eberly College of Science, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA
| | - Chunce Guo
- Jiangxi Provincial Key Laboratory for Bamboo Germplasm Resources and Utilization, Forestry College, Jiangxi Agricultural University, Nanchang, China
| | - Xin Zhang
- Department of Chemistry and Department of Biochemistry and Molecular Biology, Eberly College of Science, Pennsylvania State University, University Park, PA, USA
| | - Hong Ma
- Department of Biology, Eberly College of Science, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA.
| |
Collapse
|
2
|
Shi W, Yang J, Chen D, Yin C, Zhang H, Xu X, Pan X, Wang R, Fei L, Li M, Qi L, Bhadauria V, Liu J, Peng YL. The rice blast fungus SR protein 1 regulates alternative splicing with unique mechanisms. PLoS Pathog 2022; 18:e1011036. [PMID: 36480554 PMCID: PMC9767378 DOI: 10.1371/journal.ppat.1011036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 12/20/2022] [Accepted: 11/30/2022] [Indexed: 12/13/2022] Open
Abstract
Serine/arginine-rich (SR) proteins are well known as splicing factors in humans, model animals and plants. However, they are largely unknown in regulating pre-mRNA splicing of filamentous fungi. Here we report that the SR protein MoSrp1 enhances and suppresses alternative splicing in a model fungal plant pathogen Magnaporthe oryzae. Deletion of MoSRP1 caused multiple defects, including reduced virulence and thousands of aberrant alternative splicing events in mycelia, most of which were suppressed or enhanced intron splicing. A GUAG consensus bound by MoSrp1 was identified in more than 94% of the intron or/and proximate exons having the aberrant splicing. The dual functions of regulating alternative splicing of MoSrp1 were exemplified in enhancing and suppressing the consensus-mediated efficient splicing of the introns in MoATF1 and MoMTP1, respectively, which both were important for mycelial growth, conidiation, and virulence. Interestingly, MoSrp1 had a conserved sumoylation site that was essential to nuclear localization and enhancing GUAG binding. Further, we showed that MoSrp1 interacted with a splicing factor and two components of the exon-joining complex via its N-terminal RNA recognition domain, which was required to regulate mycelial growth, development and virulence. In contrast, the C-terminus was important only for virulence and stress responses but not for mycelial growth and development. In addition, only orthologues from Pezizomycotina species could completely rescue defects of the deletion mutants. This study reveals that the fungal conserved SR protein Srp1 regulates alternative splicing in a unique manner.
Collapse
Affiliation(s)
- Wei Shi
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Jun Yang
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
- MARA Key Laboratory of Surveillance and Management for Plant Quarantine Pests, Department of Plant Biosecurity, College of Plant Protection, China Agricultural University, Beijing, China
| | - Deng Chen
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Changfa Yin
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Huixia Zhang
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
- MARA Key Laboratory of Surveillance and Management for Plant Quarantine Pests, Department of Plant Biosecurity, College of Plant Protection, China Agricultural University, Beijing, China
| | - Xiaozhou Xu
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Xiao Pan
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
- MARA Key Laboratory of Surveillance and Management for Plant Quarantine Pests, Department of Plant Biosecurity, College of Plant Protection, China Agricultural University, Beijing, China
| | - Ruijin Wang
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
- MARA Key Laboratory of Surveillance and Management for Plant Quarantine Pests, Department of Plant Biosecurity, College of Plant Protection, China Agricultural University, Beijing, China
| | - Liwang Fei
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Mengfei Li
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Linlu Qi
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Vijai Bhadauria
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - Junfeng Liu
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
| | - You-Liang Peng
- State Key Laboratory of Agrobiotechnology, China Agricultural University, Beijing, China
- MARA Key Laboratory of Pest Monitoring and Green Management, Department of Plant Pathology, College of Plant Protection, China Agricultural University, Beijing, China
- * E-mail:
| |
Collapse
|
3
|
Peng S, Guo D, Guo Y, Zhao H, Mei J, Han Y, Guan R, Wang T, Song T, Sun K, Liu Y, Mao T, Chang H, Xue J, Cai Y, Chen D, Wang S. CONSTITUTIVE EXPRESSER OF PATHOGENESIS-RELATED GENES 5 is an RNA-binding protein controlling plant immunity via an RNA processing complex. THE PLANT CELL 2022; 34:1724-1744. [PMID: 35137215 PMCID: PMC9048907 DOI: 10.1093/plcell/koac037] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 01/27/2022] [Indexed: 06/01/2023]
Abstract
Plant innate immunity is capable of combating diverse and ever evolving pathogens. The plasticity of innate immunity could be boosted by RNA processing. Arabidopsis thaliana CONSTITUTIVE EXPRESSER OF PATHOGENESIS-RELATED GENES 5 (CPR5), a key negative immune regulator, is a component of the nuclear pore complex. Here we further identified CPR5 as a component of RNA processing complexes. Through genetic screening, we found that RNA splicing activator NineTeen Complex and RNA polyadenylation factor CLEAVAGE AND POLYADENYLATION SPECIFICITY FACTOR, coordinately function downstream of CPR5 to activate plant immunity. CPR5 and these two regulators form a complex that is localized in nuclear speckles, an RNA processing organelle. Intriguingly, we found that CPR5 is an RNA-binding protein belonging to the Transformer 2 (Tra2) subfamily of the serine/arginine-rich family. The RNA recognition motif of CPR5 protein binds the Tra2-targeted RNA sequence in vitro and is functionally replaceable by those of Tra2 subfamily proteins. In planta, it binds RNAs of CPR5-regulated alternatively spliced genes (ASGs) identified by RNA-seq. ARGONAUTE 1 (AGO1) is one of the ASGs and, consistent with this, the ago1 mutant suppresses the cpr5 phenotype. These findings reveal that CPR5 is an RNA-binding protein linking RNA processing with plant immunity.
Collapse
Affiliation(s)
| | | | | | - Heyu Zhao
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Jun Mei
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Yakun Han
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Rui Guan
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Tianhua Wang
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Teng Song
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Keke Sun
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Yunhan Liu
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Ting Mao
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Huan Chang
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Jingshi Xue
- College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Yingfan Cai
- State Key Laboratory of Cotton Biology, Henan Key Laboratory of Plant Stress Biology, School of Life Sciences, Henan University, Kaifeng, Henan 475001, China
| | - Dong Chen
- Wuhan Ruixing Biotechnology Co., Ltd, Hubei, Wuhan 430075, China
| | | |
Collapse
|
4
|
Kong X, Wang H, Zhang M, Chen X, Fang R, Yan Y. A SA-regulated lincRNA promotes Arabidopsis disease resistance by modulating pre-rRNA processing. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2022; 316:111178. [PMID: 35151436 DOI: 10.1016/j.plantsci.2022.111178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/23/2021] [Accepted: 01/07/2022] [Indexed: 06/14/2023]
Abstract
Regulation of gene expression at translational level has been shown critical for plant defense against pathogen infection. Pre-rRNA processing is essential for ribosome biosynthesis and thus affects protein translation. It remains unknown if plants modulate pre-rRNA processing as a translation regulatory mechanism for disease resistance. In this study, we show a 5' snoRNA capped and 3' polyadenylated (SPA) lincRNA named SUNA1 promotes disease resistance involved in modulating pre-rRNA processing in Arabidopsis. SUNA1 expression is highly induced by Pst DC3000 infection, which is impaired in SA biosynthesis-defective mutant sid2 and signaling mutant npr1. Consistently, SA triggers SUNA1 expression dependent on NPR1. Functional analysis indicates that SUNA1 plays a positive role in Arabidopsis defense against Pst DC3000 relying on its snoRNA signature motifs. Potential mechanism study suggests that the nucleus-localized SUNA1 interacts with the nucleolar methyltransferase fibrillarin to modulate SA-controlled pre-rRNA processing, then enhancing the translational efficiency (TE) of some defense genes in Arabidopsis response to Pst DC3000 infection. NPR1 appears to have similar effects as SUNA1 on pre-rRNA processing and TE of defense genes. Together, these studies reveal one kind of undescribed antibacterial translation regulatory mechanism, in which SA-NPR1-SUNA1 signaling cascade controls pre-rRNA processing and TE of certain defense genes in Arabidopsis.
Collapse
Affiliation(s)
- Xiaoyu Kong
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing, China; University of Chinese Academy of Sciences, Beijing, China
| | - Huacai Wang
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing, China
| | - Mengting Zhang
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing, China
| | - Xiaoying Chen
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing, China
| | - Rongxiang Fang
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; National Plant Gene Research Center, Beijing, China.
| | - Yongsheng Yan
- State Key Laboratory of Plant Genomics, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China; Innovation Academy for Seed Design, Chinese Academy of Sciences, Beijing, China.
| |
Collapse
|
5
|
Zhang Y, Wu D, Wang Y, Xu X. Two types of C-terminal regions of RNA-binding proteins play distinct roles in stress tolerance of Synechocystis sp. PCC 6803. FEMS Microbiol Lett 2022; 369:6536912. [PMID: 35212739 PMCID: PMC9333190 DOI: 10.1093/femsle/fnac021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 01/22/2022] [Accepted: 02/23/2022] [Indexed: 11/25/2022] Open
Abstract
In the phylogenetic tree of RRM-type Rbps (RNA-binding proteins) in cyanobacteria, Rbp1 of Synechocystis 6803, with a single RRM (RNA recognition motif) region and a C-terminal glycine-rich region, and Rbp2, without the C-terminal region, both belong to the cluster I, whereas Rbp3 with a different type of C-terminal region is in the cluster II. Rbp1 is required for the cold adaptability of the cyanobacterium, and Rbp3 is for salt tolerance. Here, we report that the C-terminal region of Rbp1 is not required for the cold adaptability function but the C-terminal region of Rbp3 can direct the RRM of Rbp1 to the salt tolerance function. Bioinformatic and experimental analyses indicate that Rbps in cyanobacteria should be classified as two types. It is the first report for the distinct roles of C-terminal regions of Rbps in stress tolerance of cyanobacteria.
Collapse
Affiliation(s)
- Yueming Zhang
- The State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Dongqing Wu
- The State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yali Wang
- The State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
| | - Xudong Xu
- The State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
| |
Collapse
|
6
|
Ganguly P, Roy D, Das T, Kundu A, Cartieaux F, Ghosh Z, DasGupta M. The Natural Antisense Transcript DONE40 Derived from the lncRNA ENOD40 Locus Interacts with SET Domain Protein ASHR3 During Inception of Symbiosis in Arachis hypogaea. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2021; 34:1057-1070. [PMID: 33934615 DOI: 10.1094/mpmi-12-20-0357-r] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The long noncoding RNA ENOD40 is required for cortical cell division during root nodule symbiosis (RNS) of legumes, though it is not essential for actinorhizal RNS. Our objective was to understand whether ENOD40 was required for aeschynomenoid nodule formation in Arachis hypogaea. AhENOD40 express from chromosome 5 (chr5) (AhENOD40-1) and chr15 (AhENOD40-2) during symbiosis, and RNA interference of these transcripts drastically affected nodulation, indicating the importance of ENOD40 in A. hypogaea. Furthermore, we demonstrated several distinct characteristics of ENOD40. (i) Natural antisense transcript (NAT) of ENOD40 was detected from the AhENOD40-1 locus (designated as NAT-AhDONE40). (ii) Both AhENOD40-1 and AhENOD40-2 had two exons, whereas NAT-AhDONE40 was monoexonic. Reverse-transcription quantitative PCR analysis indicated both sense and antisense transcripts to be present in both cytoplasm and nucleus, and their expression increased with the progress of symbiosis. (iii) RNA pull-down from whole cell extracts of infected roots at 4 days postinfection indicated NAT-AhDONE40 to interact with the SET (Su(var)3-9, enhancer of Zeste and Trithorax) domain containing absent small homeotic disc (ASH) family protein AhASHR3 and this interaction was further validated using RNA immunoprecipitation and electrophoretic mobility shift assay. (iv) Chromatin immunoprecipitation assays indicate deposition of ASHR3-specific histone marks H3K36me3 and H3K4me3 in both of the ENOD40 loci during the progress of symbiosis. ASHR3 is known for its role in optimizing cell proliferation and reprogramming. Because both ASHR3 and ENOD40 from legumes cluster away from those in actinorhizal plants and other nonlegumes in phylogenetic distance trees, we hypothesize that the interaction of DONE40 with ASHR3 could have evolved for adapting the nodule organogenesis program for legumes.[Formula: see text] Copyright © 2021 The Author(s). This is an open access article distributed under the CC BY-NC-ND 4.0 International license.
Collapse
Affiliation(s)
- Pritha Ganguly
- Department of Biochemistry, University of Calcutta, Kolkata, West Bengal, 700019, India
| | - Dipan Roy
- Department of Biochemistry, University of Calcutta, Kolkata, West Bengal, 700019, India
| | - Troyee Das
- Division of Bioinformatics, Bose Institute, Kolkata, West Bengal, 700054, India
| | - Anindya Kundu
- Department of Biochemistry, University of Calcutta, Kolkata, West Bengal, 700019, India
| | - Fabienne Cartieaux
- LSTM, Université de Montpellier, CIRAD, INRA, IRD, SupAgro, Montpellier, France
| | - Zhumur Ghosh
- Division of Bioinformatics, Bose Institute, Kolkata, West Bengal, 700054, India
| | - Maitrayee DasGupta
- Department of Biochemistry, University of Calcutta, Kolkata, West Bengal, 700019, India
| |
Collapse
|
7
|
Wu J, Peled-Zehavi H, Galili G. The m 6 A reader ECT2 post-transcriptionally regulates proteasome activity in Arabidopsis. THE NEW PHYTOLOGIST 2020; 228:151-162. [PMID: 32416015 DOI: 10.1111/nph.16660] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Accepted: 04/29/2020] [Indexed: 05/23/2023]
Abstract
Methylation of internal adenosine at nitrogen-6 position (m6 A) is the most abundant post-transcriptional modification in eukaryotic RNAs. These modifications are recognized by m6 A-binding proteins ('readers') that affect downstream functions. In plants, the scope of gene expression regulation by reader proteins is not clear. Here, overexpression and loss-of-function mutants were used to characterize the role of the Arabidopsis m6 A reader ECT2 in proteasome regulation. ECT2 regulates the mRNA levels of the proteasome regulator PTRE1 and of several 20S proteasome subunits, resulting in enhanced 26S proteasome activity. This regulation is dependent on ECT2 m6 A binding function. Interestingly, though ECT2 positively regulates proteasome activity in both young and mature plants, PTRE1 has different regulatory effects in different developmental stages. In mature plants, PTRE1 inhibits 26S proteasome activity, while in seedlings PTRE1 knockout mutants have reduced 26S proteasome activity. Taken together, our results suggest a novel epitranscriptomic mechanism of proteasome regulation by ECT2 that is used to fine tune proteasome activity by affecting the expression of PTRE1 and 20S proteasome subunits.
Collapse
Affiliation(s)
- Jian Wu
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Hadas Peled-Zehavi
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Gad Galili
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, 76100, Israel
| |
Collapse
|
8
|
Wekesa JS, Luan Y, Chen M, Meng J. A Hybrid Prediction Method for Plant lncRNA-Protein Interaction. Cells 2019; 8:E521. [PMID: 31151273 PMCID: PMC6627874 DOI: 10.3390/cells8060521] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Revised: 05/22/2019] [Accepted: 05/29/2019] [Indexed: 01/23/2023] Open
Abstract
Long non-protein-coding RNAs (lncRNAs) identification and analysis are pervasive in transcriptome studies due to their roles in biological processes. In particular, lncRNA-protein interaction has plausible relevance to gene expression regulation and in cellular processes such as pathogen resistance in plants. While lncRNA-protein interaction has been studied in animals, there has yet to be extensive research in plants. In this paper, we propose a novel plant lncRNA-protein interaction prediction method, namely PLRPIM, which combines deep learning and shallow machine learning methods. The selection of an optimal feature subset and subsequent efficient compression are significant challenges for deep learning models. The proposed method adopts k-mer and extracts high-level abstraction sequence-based features using stacked sparse autoencoder. Based on the extracted features, the fusion of random forest (RF) and light gradient boosting machine (LGBM) is used to build the prediction model. The performances are evaluated on Arabidopsis thaliana and Zea mays datasets. Results from experiments demonstrate PLRPIM's superiority compared with other prediction tools on the two datasets. Based on 5-fold cross-validation, we obtain 89.98% and 93.44% accuracy, 0.954 and 0.982 AUC for Arabidopsis thaliana and Zea mays, respectively. PLRPIM predicts potential lncRNA-protein interaction pairs effectively, which can facilitate lncRNA related research including function prediction.
Collapse
Affiliation(s)
- Jael Sanyanda Wekesa
- School of Computer Science and Technology, Dalian University of Technology, Dalian 116023, Liaoning, China.
- Department of Information Technology, Jomo Kenyatta University of Agriculture and Technology, Nairobi 62000-00200, Kenya.
| | - Yushi Luan
- School of Bioengineering, Dalian University of Technology, Dalian 116023, Liaoning, China.
| | - Ming Chen
- College of Life Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Jun Meng
- School of Computer Science and Technology, Dalian University of Technology, Dalian 116023, Liaoning, China.
| |
Collapse
|
9
|
Abstract
Our understanding of the epigenetic mechanisms that regulate gene expression has been largely increased in recent years by the development and refinement of different techniques. This has revealed that gene transcription is highly influenced by epigenetic mechanisms, i.e., those that do not involve changes in the genome sequence, but rather in nuclear architecture, chromosome conformation and histone and DNA modifications. Our understanding of how these different levels of epigenetic regulation interact with each other and with classical transcription-factor based gene regulation to influence gene transcription has just started to emerge. This review discusses the latest advances in unraveling the complex interactions between different types of epigenetic regulation and transcription factor activity, with special attention to the approaches that can be used to study these interactions.
Collapse
Affiliation(s)
- Marian Bemer
- Department of Molecular Biology, Wageningen University & Research, Droevendaalsesteeg 1, 6708, PB, Wageningen, The Netherlands.
| |
Collapse
|