1
|
Ahn E, Botkin J, Ellur V, Lee Y, Poudel K, Prom LK, Magill C. Genome-Wide Association Study of Seed Morphology Traits in Senegalese Sorghum Cultivars. PLANTS (BASEL, SWITZERLAND) 2023; 12:2344. [PMID: 37375969 DOI: 10.3390/plants12122344] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 06/13/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023]
Abstract
Sorghum is considered the fifth most important crop in the world. Despite the potential value of Senegalese germplasm for various traits, such as resistance to fungal diseases, there is limited information on the study of sorghum seed morphology. In this study, 162 Senegalese germplasms were evaluated for seed area size, length, width, length-to-width ratio, perimeter, circularity, the distance between the intersection of length & width (IS) and center of gravity (CG), and seed darkness and brightness by scanning and analyzing morphology-related traits with SmartGrain software at the USDA-ARS Plant Science Research Unit. Correlations between seed morphology-related traits and traits associated with anthracnose and head smut resistance were analyzed. Lastly, genome-wide association studies were performed on phenotypic data collected from over 16,000 seeds and 193,727 publicly available single nucleotide polymorphisms (SNPs). Several significant SNPs were found and mapped to the reference sorghum genome to uncover multiple candidate genes potentially associated with seed morphology. The results indicate clear correlations among seed morphology-related traits and potential associations between seed morphology and the defense response of sorghum. GWAS analysis listed candidate genes associated with seed morphologies that can be used for sorghum breeding in the future.
Collapse
Affiliation(s)
- Ezekiel Ahn
- USDA-ARS Plant Science Research Unit, St. Paul, MN 55108, USA
| | - Jacob Botkin
- Department of Plant Pathology, University of Minnesota, Saint Paul, MN 55108, USA
| | - Vishnutej Ellur
- Molecular Plant Sciences, Washington State University, Pullman, WA 99164, USA
| | - Yoonjung Lee
- Department of Plant Pathology, University of Minnesota, Saint Paul, MN 55108, USA
| | - Kabita Poudel
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN 55108, USA
| | - Louis K Prom
- USDA-ARS Southern Plains Agricultural Research Center, College Station, TX 77845, USA
| | - Clint Magill
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77843, USA
| |
Collapse
|
2
|
Cordeiro D, Canhoto J, Correia S. Regulatory non-coding RNAs: Emerging roles during plant cell reprogramming and in vitro regeneration. FRONTIERS IN PLANT SCIENCE 2022; 13:1049631. [PMID: 36438127 PMCID: PMC9684189 DOI: 10.3389/fpls.2022.1049631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
Abstract
Plant regeneration is a well-known capacity of plants occurring either in vivo or in vitro. This potential is the basis for plant micropropagation and genetic transformation as well as a useful system to analyse different aspects of plant development. Recent studies have proven that RNA species with no protein-coding capacity are key regulators of cellular function and essential for cell reprogramming. In this review, the current knowledge on the role of several ncRNAs in plant regeneration processes is summarized, with a focus on cell fate reprogramming. Moreover, the involvement/impact of microRNAs (miRNAs), long non-coding RNAs (lncRNAs) and small-interfering RNAs (siRNAs) in the regulatory networks of cell dedifferentiation, proliferation and differentiation is also analysed. A deeper understanding of plant ncRNAs in somatic cell reprogramming will allow a better modulation of in vitro regeneration processes such as organogenesis and somatic embryogenesis.
Collapse
|
3
|
Dełeńko K, Nuc P, Kubiak D, Bielewicz D, Dolata J, Niedojadło K, Górka S, Jarmołowski A, Szweykowska-Kulińska Z, Niedojadło J. MicroRNA biogenesis and activity in plant cell dedifferentiation stimulated by cell wall removal. BMC PLANT BIOLOGY 2022; 22:9. [PMID: 34979922 PMCID: PMC8722089 DOI: 10.1186/s12870-021-03323-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Accepted: 11/05/2021] [Indexed: 06/14/2023]
Abstract
BACKGROUND Despite the frequent use of protoplast-to-plant system in in vitro cultures of plants, the molecular mechanisms regulating the first and most limiting stages of this process, i.e., protoplast dedifferentiation and the first divisions leading to the formation of a microcallus, have not been elucidated. RESULTS In this study, we investigated the function of miRNAs in the dedifferentiation of A. thaliana mesophyll cells in a process stimulated by the enzymatic removal of the cell wall. Leaf cells, protoplasts and CDPs (cells derived from protoplasts) cultured for 24, 72 and 120 h (first cell division). In protoplasts, a strong decrease in the amount of AGO1 in both the nucleus and the cytoplasm, as well as dicing bodies (DBs), which are considered to be sites of miRNA biogenesis, was shown. However during CDPs division, the amounts of AGO1 and DBs strongly increased. MicroRNA transcriptome studies demonstrated that lower amount of differentially expressed miRNAs are present in protoplasts than in CDPs cultured for 120 h. Then analysis of differentially expressed miRNAs, selected pri-miRNA and mRNA targets were performed. CONCLUSION This result indicates that miRNA function is not a major regulation of gene expression in the initial but in later steps of dedifferentiation during CDPs divisions. miRNAs participate in organogenesis, oxidative stress, nutrient deficiencies and cell cycle regulation in protoplasts and CDPs. The important role played by miRNAs in the process of dedifferentiation of mesophyll cells was confirmed by the increased mortality and reduced cell division of CDPs derived from mutants with defective miRNA biogenesis and miR319b expression.
Collapse
Affiliation(s)
- Konrad Dełeńko
- Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Toruń, Poland
- Centre For Modern Interdisciplinary Technologies, Nicolaus Copernicus University, Wileńska 4, 87-100, Torun, Poland
| | - Przemysław Nuc
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland
| | - Dawid Kubiak
- Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Toruń, Poland
- Centre For Modern Interdisciplinary Technologies, Nicolaus Copernicus University, Wileńska 4, 87-100, Torun, Poland
| | - Dawid Bielewicz
- Center for Advanced Technology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 10, 61-614, Poznań, Poland
| | - Jakub Dolata
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland
| | - Katarzyna Niedojadło
- Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Toruń, Poland
| | - Sylwia Górka
- Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Toruń, Poland
- Centre For Modern Interdisciplinary Technologies, Nicolaus Copernicus University, Wileńska 4, 87-100, Torun, Poland
| | - Artur Jarmołowski
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland
| | - Zofia Szweykowska-Kulińska
- Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland
| | - Janusz Niedojadło
- Department of Cellular and Molecular Biology, Nicolaus Copernicus University, Lwowska 1, 87-100, Toruń, Poland.
- Centre For Modern Interdisciplinary Technologies, Nicolaus Copernicus University, Wileńska 4, 87-100, Torun, Poland.
| |
Collapse
|
4
|
Wójcik AM. Research Tools for the Functional Genomics of Plant miRNAs During Zygotic and Somatic Embryogenesis. Int J Mol Sci 2020; 21:E4969. [PMID: 32674459 PMCID: PMC7420248 DOI: 10.3390/ijms21144969] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 07/06/2020] [Accepted: 07/07/2020] [Indexed: 12/12/2022] Open
Abstract
During early plant embryogenesis, some of the most fundamental decisions on fate and identity are taken making it a fascinating process to study. It is no surprise that higher plant embryogenesis was intensively analysed during the last century, while somatic embryogenesis is probably the most studied regeneration model. Encoded by the MIRNA, short, single-stranded, non-coding miRNAs, are commonly present in all Eukaryotic genomes and are involved in the regulation of the gene expression during the essential developmental processes such as plant morphogenesis, hormone signaling, and developmental phase transition. During the last few years dedicated to miRNAs, analytical methods and tools have been developed, which have afforded new opportunities in functional analyses of plant miRNAs, including (i) databases for in silico analysis; (ii) miRNAs detection and expression approaches; (iii) reporter and sensor lines for a spatio-temporal analysis of the miRNA-target interactions; (iv) in situ hybridisation protocols; (v) artificial miRNAs; (vi) MIM and STTM lines to inhibit miRNA activity, and (vii) the target genes resistant to miRNA. Here, we attempted to summarise the toolbox for functional analysis of miRNAs during plant embryogenesis. In addition to characterising the described tools/methods, examples of the applications have been presented.
Collapse
Affiliation(s)
- Anna Maria Wójcik
- University of Silesia in Katowice, Faculty of Natural Sciences, Institute of Biology, Biotechnology and Environmental Protection, Jagiellonska 28, 40-032 Katowice, Poland
| |
Collapse
|
5
|
Sabana AA, Rajesh MK, Antony G. Dynamic changes in the expression pattern of miRNAs and associated target genes during coconut somatic embryogenesis. PLANTA 2020; 251:79. [PMID: 32166498 DOI: 10.1007/s00425-020-03368-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 02/24/2020] [Indexed: 06/10/2023]
Abstract
Genome-wide analysis of small RNAs identifies somatic embryogenesis- specific miRNAs and their targets and provides novel insights into the mechanisms governing somatic embryogenesis in coconut, a highly in vitro recalcitrant species. Coconut, a major plantation crop of the tropics is recalcitrant to in vitro culture with a very low rate of somatic embryo turnover. Clonal propagation to enhance the production of high yielding, disease-free planting material in coconut has remained a distant reality. To better understand the molecular basis of this recalcitrance and to throw light on the complex regulatory network involved in the transition of coconut somatic cells to embryogenic calli, genome-wide profiling of small RNAs from embryogenic (EC) and non-embryogenic calli (NEC) was undertaken using Illumina Hiseq 2000 platform. We have identified a total of 110 conserved miRNAs (representing 46 known miRNA families) in both types of calli. In addition, 97 novel miRNAs (48 specific to EC, 21 specific to NEC and 28 common to both the libraries) were also identified. Among the conserved miRNAs, 10 were found to be differentially expressed between NEC and EC libraries with a log2 fold change > 2 following RPM-based normalization. miR156f, miR167c, miR169a, miR319a, miR535a, and miR5179 are upregulated and miR160a, miR166a, miR171a, and miR319b are down-regulated in NEC. To confirm the differential expression pattern and their regulatory role in SE, the expression patterns of miRNAs and their putative targets were analyzed using qRT- PCR and most of the analyzed miRNA-target pairs showed inverse correlation during somatic embryogenesis. Selected targets were further validated by RNA ligase mediated rapid amplification of 5' cDNA ends (5'RLM-RACE). Our data suggest that a few conserved miRNAs and species-specific miRNAs act in concert to regulate the process of somatic embryogenesis in coconut. The results of this study provide the first overview into the regulatory landscape of somatic embryogenesis in coconut and possible strategies for fine-tuning or reprogramming to enhance somatic embryo turn over in coconut.
Collapse
Affiliation(s)
- Abdulla Abdulla Sabana
- Central University of Kerala, Periya, Kasaragod, Kerala, 671320, India
- ICAR-Central Plantation Crops Research Institute, Kasaragod, Kerala, 671124, India
| | | | - Ginny Antony
- Central University of Kerala, Periya, Kasaragod, Kerala, 671320, India.
| |
Collapse
|
6
|
Qiu L, Chen R, Fan Y, Huang X, Luo H, Xiong F, Liu J, Zhang R, Lei J, Zhou H, Wu J, Li Y. Integrated mRNA and small RNA sequencing reveals microRNA regulatory network associated with internode elongation in sugarcane (Saccharum officinarum L.). BMC Genomics 2019; 20:817. [PMID: 31699032 PMCID: PMC6836457 DOI: 10.1186/s12864-019-6201-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2018] [Accepted: 10/18/2019] [Indexed: 12/31/2022] Open
Abstract
Background Internode elongation is one of the most important traits in sugarcane because of its relation to crop productivity. Understanding the microRNA (miRNA) and mRNA expression profiles related to sugarcane internode elongation would help develop molecular improvement strategies but they are not yet well-investigated. To identify genes and miRNAs involved in internode elongation, the cDNA and small RNA libraries from the pre-elongation stage (EI), early elongation stage (EII) and rapid elongation stage (EIII) were sequenced and their expression were studied. Results Based on the sequencing results, 499,495,518 reads and 80,745 unigenes were identified from stem internodes of sugarcane. The comparisons of EI vs. EII, EI vs. EIII, and EII vs. EIII identified 493, 5035 and 3041 differentially expressed genes, respectively. Further analysis revealed that the differentially expressed genes were enriched in the GO terms oxidoreductase activity and tetrapyrrole binding. KEGG pathway annotation showed significant enrichment in “zeatin biosynthesis”, “nitrogen metabolism” and “plant hormone signal transduction”, which might be participating in internode elongation. miRNA identification showed 241 known miRNAs and 245 novel candidate miRNAs. By pairwise comparison, 11, 42 and 26 differentially expressed miRNAs were identified from EI and EII, EI and EIII, and EII and EIII comparisons, respectively. The target prediction revealed that the genes involved in “zeatin biosynthesis”, “nitrogen metabolism” and “plant hormone signal transduction” pathways are targets of the miRNAs. We found that the known miRNAs miR2592-y, miR1520-x, miR390-x, miR5658-x, miR6169-x and miR8154-x were likely regulators of genes with internode elongation in sugarcane. Conclusions The results of this study provided a global view of mRNA and miRNA regulation during sugarcane internode elongation. A genetic network of miRNA-mRNA was identified with miRNA-mediated gene expression as a mechanism in sugarcane internode elongation. Such evidence will be valuable for further investigations of the molecular regulatory mechanisms underpinning sugarcane growth and development.
Collapse
Affiliation(s)
- Lihang Qiu
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Rongfa Chen
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Yegeng Fan
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Xing Huang
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Hanmin Luo
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Faqian Xiong
- Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Junxian Liu
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Ronghua Zhang
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Jingchao Lei
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Huiwen Zhou
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China.,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China
| | - Jianming Wu
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China. .,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China.
| | - Yangrui Li
- Sugarcane Research Institute, Guangxi Academy of Agricultural Sciences/Sugarcane Research Center, Chinese Academy of Agricultural Sciences, East Daxue Road 172, Nanning, 530004, Guangxi, China. .,Key Laboratory of Sugarcane Biotechnology and Genetic Improvement (Guangxi), Ministry of Agriculture, and Guangxi Key Laboratory of Sugarcane Genetic Improvement, Nanning, Guangxi, China.
| |
Collapse
|
7
|
Yu L, Guo R, Jiang Y, Ye X, Yang Z, Meng Y, Shao C. Genome-wide identification and characterization of novel microRNAs in seed development of soybean. Biosci Biotechnol Biochem 2019; 83:233-242. [PMID: 30355067 DOI: 10.1080/09168451.2018.1536513] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2018] [Accepted: 10/03/2018] [Indexed: 12/12/2022]
Abstract
MicroRNAs (miRNAs) are important and ubiquitous regulators of gene expression in eukaryotes. However, the information about miRNAs population and their regulatory functions involving in soybean seed development remains incomplete. Base on the Dicer-like1-mediated cleavage signals during miRNA processing could be employed for novel miRNA discovery, a genome-wide search for miRNA candidates involved in seed development was carried out. As a result, 17 novel miRNAs, 14 isoforms of miRNA (isomiRs) and 31 previously validated miRNAs were discovered. These novel miRNAs and isomiRs represented tissue-specific expression and the isomiRs showed significantly higher abundance than that of their miRNA counterparts in different tissues. After target prediction and degradome sequencing data-based validation, 13 novel miRNA-target pairs were further identified. Besides, five targets of 22-nt iso-gma-miR393h were found to be triggered to produce secondary trans-acting siRNA (ta-siRNAs). Summarily, our results could expand the repertoire of miRNAs with potentially important functions in soybean.
Collapse
Affiliation(s)
- Lan Yu
- a College of Life Sciences , Huzhou University , Huzhou P.R. China
| | - Rongkai Guo
- b Shanghai Institute of Plant Physiology and Ecology , Chinese Academy of Sciences , Shanghai China
| | - Yeqin Jiang
- a College of Life Sciences , Huzhou University , Huzhou P.R. China
| | - Xinghuo Ye
- a College of Life Sciences , Huzhou University , Huzhou P.R. China
| | - Zhihong Yang
- a College of Life Sciences , Huzhou University , Huzhou P.R. China
| | - Yijun Meng
- c College of Life and Environmental Sciences , Hangzhou Normal University , Hangzhou P.R. China
| | - Chaogang Shao
- a College of Life Sciences , Huzhou University , Huzhou P.R. China
| |
Collapse
|
8
|
Cardoso TCDS, Alves TC, Caneschi CM, Santana DDRG, Fernandes-Brum CN, Reis GLD, Daude MM, Ribeiro THC, Gómez MMD, Lima AA, Gomes LAA, Gomes MDS, Gandolfi PE, Amaral LRD, Chalfun-Júnior A, Maluf WR, de Souza Gomes M. New insights into tomato microRNAs. Sci Rep 2018; 8:16069. [PMID: 30375421 PMCID: PMC6207730 DOI: 10.1038/s41598-018-34202-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Accepted: 10/12/2018] [Indexed: 12/21/2022] Open
Abstract
Cultivated tomato, Solanum lycopersicum, is one of the most common fruits in the global food industry. Together with the wild tomato Solanum pennellii, it is widely used for developing better cultivars. MicroRNAs affect mRNA regulation, inhibiting its translation and/or promoting its degradation. Important proteins involved in these processes are ARGONAUTE and DICER. This study aimed to identify and characterize the genes involved in the miRNA processing pathway, miRNA molecules and target genes in both species. We validated the presence of pathway genes and miRNA in different NGS libraries and 6 miRNA families using quantitative RT-PCR. We identified 71 putative proteins in S. lycopersicum and 108 in S. pennellii likely involved in small RNAs processing. Of these, 29 and 32 participate in miRNA processing pathways, respectively. We identified 343 mature miRNAs, 226 pre-miRNAs in 87 families, including 192 miRNAs, which were not previously identified, belonging to 38 new families in S. lycopersicum. In S. pennellii, we found 388 mature miRNAs and 234 pre-miRNAs contained in 85 families. All miRNAs found in S. pennellii were unpublished, being identified for the first time in our study. Furthermore, we identified 2471 and 3462 different miRNA target in S. lycopersicum and S. pennellii, respectively.
Collapse
Affiliation(s)
- Thaís Cunha de Sousa Cardoso
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Tamires Caixeta Alves
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Carolina Milagres Caneschi
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Douglas Dos Reis Gomes Santana
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | | | - Gabriel Lasmar Dos Reis
- Department of Agriculture, Federal University of Lavras (UFLA), Lavras, 37 - 37200-000, Brazil
| | - Matheus Martins Daude
- Laboratory of Molecular Analysis, Federal University of Tocantins (UFT), Gurupi, 77402-970, Brazil
| | | | - Miguel Maurício Díaz Gómez
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - André Almeida Lima
- Laboratory of Plant Molecular Physiology, Federal University of Lavras (UFLA), Lavras, 3037 - 37200-000, Brazil
| | | | - Marcos de Souza Gomes
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Peterson Elizandro Gandolfi
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Laurence Rodrigues do Amaral
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil
| | - Antonio Chalfun-Júnior
- Laboratory of Plant Molecular Physiology, Federal University of Lavras (UFLA), Lavras, 3037 - 37200-000, Brazil
| | - Wilson Roberto Maluf
- Department of Agriculture, Federal University of Lavras (UFLA), Lavras, 37 - 37200-000, Brazil
| | - Matheus de Souza Gomes
- Laboratory of Bioinformatics and Molecular Analysis, Federal University of Uberlandia (UFU), Campus Patos de Minas, 38700-128, Patos de Minas, Brazil.
| |
Collapse
|
9
|
Yakovlev IA, Fossdal CG. In Silico Analysis of Small RNAs Suggest Roles for Novel and Conserved miRNAs in the Formation of Epigenetic Memory in Somatic Embryos of Norway Spruce. Front Physiol 2017; 8:674. [PMID: 28943851 PMCID: PMC5596105 DOI: 10.3389/fphys.2017.00674] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Accepted: 08/23/2017] [Indexed: 12/27/2022] Open
Abstract
Epigenetic memory in Norway spruce affects the timing of bud burst and bud set, vitally important adaptive traits for this long-lived forest species. Epigenetic memory is established in response to the temperature conditions during embryogenesis. Somatic embryogenesis at different epitype inducing (EpI) temperatures closely mimics the natural processes of epigenetic memory formation in seeds, giving rise to epigenetically different clonal plants in a reproducible and predictable manner, with respect to altered bud phenology. MicroRNAs (miRNAs) and other small non-coding RNAs (sRNAs) play an essential role in the regulation of plant gene expression and may affect this epigenetic mechanism. We used NGS sequencing and computational in silico methods to identify and profile conserved and novel miRNAs among small RNAs in embryogenic tissues of Norway spruce at three EpI temperatures (18, 23 and 28°C). We detected three predominant classes of sRNAs related to a length of 24 nt, followed by a 21–22 nt class and a third 31 nt class of sRNAs. More than 2100 different miRNAs within the prevailing length 21–22 nt were identified. Profiling these putative miRNAs allowed identification of 1053 highly expressed miRNAs, including 523 conserved and 530 novels. 654 of these miRNAs were found to be differentially expressed (DEM) depending on EpI temperature. For most DEMs, we defined their putative mRNA targets. The targets represented mostly by transcripts of multiple-repeats proteins, like TIR, NBS-LRR, PPR and TPR repeat, Clathrin/VPS proteins, Myb-like, AP2, etc. Notably, 124 DE miRNAs targeted 203 differentially expressed epigenetic regulators. Developing Norway spruce embryos possess a more complex sRNA structure than that reported for somatic tissues. A variety of the predicted miRNAs showed distinct EpI temperature dependent expression patterns. These putative EpI miRNAs target spruce genes with a wide range of functions, including genes known to be involved in epigenetic regulation, which in turn could provide a feedback process leading to the formation of epigenetic marks. We suggest that TIR, NBS and LRR domain containing proteins could fulfill more general functions for signal transduction from external environmental stimuli and conversion them into molecular response. Fine-tuning of the miRNA production likely participates in both developmental regulation and epigenetic memory formation in Norway spruce.
Collapse
|
10
|
de Sousa Cardoso TC, Portilho LG, de Oliveira CL, McKeown PC, Maluf WR, Gomes LAA, Teixeira TA, do Amaral LR, Spillane C, de Souza Gomes M. Genome-wide identification and in silico characterisation of microRNAs, their targets and processing pathway genes in Phaseolus vulgaris L. PLANT BIOLOGY (STUTTGART, GERMANY) 2016; 18:206-219. [PMID: 26250338 DOI: 10.1111/plb.12377] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2015] [Accepted: 08/03/2015] [Indexed: 06/04/2023]
Abstract
Common bean (Phaseolus vulgaris L., Fabaceae) is a globally important staple crop, which is an important source of calories, protein and essential micronutrients. At the genomic level little is known regarding the small non-coding RNAs within the common bean genome. One of the most important classes of such small non-coding RNAs is microRNAs (miRNAs), which control mRNA and protein expression levels in many eukaryotes. Computational methods have been applied to identify putative miRNAs in the genomes of different organisms. In this study, our objective was to comprehensively identify and characterise miRNAs from the genome and transcriptome of P. vulgaris, including both mature and precursor miRNA forms. We also sought to identify the putative proteins involved in miRNA processing and the likely target genes of common bean miRNAs. We identified 221 mature miRNAs and 136 precursor miRNAs distributed across 52 different miRNA families in the P. vulgaris genome. Amongst these, we distinguished 129 novel mature miRNAs and 123 miRNA precursors belonging to 24 different miRNA families. We also identified 31 proteins predicted to participate in the miRNA-processing pathway in P. vulgaris. Finally, we also identified 483 predicted miRNA targets, including many which corroborate results from other species, suggesting that miRNA regulatory systems are evolutionarily conserved and important for plant development. Our results expand the study of miRNAs and their target genes in common bean, and provide new opportunities to understand their roles in the biology of this important staple crop.
Collapse
Affiliation(s)
- T C de Sousa Cardoso
- Laboratory of Bioinformatics and Molecular Analysis - INGEB/FACOM, Federal University of Uberlandia, Patos de Minas, Brazil
| | - L G Portilho
- Laboratory of Bioinformatics and Molecular Analysis - INGEB/FACOM, Federal University of Uberlandia, Patos de Minas, Brazil
| | - C L de Oliveira
- Department of Agriculture, Federal University of Lavras, Lavras, Brazil
| | - P C McKeown
- Genetics and Biotechnology Laboratory, Plant and AgriBiosciences Research Centre (PABC), School of Natural Sciences, Áras de Brún, National University of Ireland, Galway, Ireland
| | - W R Maluf
- Department of Agriculture, Federal University of Lavras, Lavras, Brazil
| | - L A A Gomes
- Department of Agriculture, Federal University of Lavras, Lavras, Brazil
| | - T A Teixeira
- Laboratory of Bioinformatics and Molecular Analysis - INGEB/FACOM, Federal University of Uberlandia, Patos de Minas, Brazil
| | - L R do Amaral
- Laboratory of Bioinformatics and Molecular Analysis - INGEB/FACOM, Federal University of Uberlandia, Patos de Minas, Brazil
| | - C Spillane
- Genetics and Biotechnology Laboratory, Plant and AgriBiosciences Research Centre (PABC), School of Natural Sciences, Áras de Brún, National University of Ireland, Galway, Ireland
| | - M de Souza Gomes
- Laboratory of Bioinformatics and Molecular Analysis - INGEB/FACOM, Federal University of Uberlandia, Patos de Minas, Brazil
| |
Collapse
|
11
|
Khatabi B, Arikit S, Xia R, Winter S, Oumar D, Mongomake K, Meyers BC, Fondong VN. High-resolution identification and abundance profiling of cassava (Manihot esculenta Crantz) microRNAs. BMC Genomics 2016; 17:85. [PMID: 26822616 PMCID: PMC4730657 DOI: 10.1186/s12864-016-2391-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2015] [Accepted: 01/13/2016] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND Small RNAs (sRNAs) are endogenous sRNAs that play regulatory roles in plant growth, development, and biotic and abiotic stress responses. In plants, one subset of sRNAs, microRNAs (miRNAs) exhibit tissue-differential expression and regulate gene expression mainly through direct cleavage of mRNA or indirectly via production of secondary phased siRNAs (phasiRNAs) that silence cognate target transcripts in trans. RESULTS Here, we have identified cassava (Manihot esculenta Crantz) miRNAs using high resolution sequencing of sRNA libraries from leaf, stem, callus, male and female flower tissues. To analyze the data, we built a cassava genome database and, via sequence analysis and secondary structure prediction, 38 miRNAs not previously reported in cassava were identified. These new cassava miRNAs included two miRNAs not previously been reported in any plant species. The miRNAs exhibited tissue-differential accumulation as confirmed by quantitative RT-PCR and Northern blot analysis, largely reflecting levels observed in sequencing data. Some of the miRNAs identified were predicted to trigger production of secondary phased siRNAs (phasiRNAs) from 80 PHAS loci. CONCLUSIONS Cassava is a woody perennial shrub, grown principally for its starch-rich storage roots, which are rich in calories. In this study, new miRNAs were identified and their expression was validated using qRT-PCR of RNA from five different tissues. The data obtained expand the list of annotated miRNAs and provide additional new resources for cassava improvement research.
Collapse
Affiliation(s)
- Behnam Khatabi
- Department of Biological Sciences, Delaware State University, Dover, DE, 19901, USA.
| | - Siwaret Arikit
- Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA.
- Department of Agronomy, Faculty of Agriculture at Kamphaeng Saen and Rice Science Center, Kasetsart University, Kamphaeng Saen, Nakhon Pathom, 73140, Thailand.
| | - Rui Xia
- Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA.
| | - Stephan Winter
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany.
| | - Doungous Oumar
- Department of Biological Sciences, Delaware State University, Dover, DE, 19901, USA.
- Ekona Research Centre, Southwest, Cameroon.
| | - Kone Mongomake
- Department of Biological Sciences, Delaware State University, Dover, DE, 19901, USA.
- Université Nangui Abrogoua, Abidjan, Côte d'Ivoire.
| | - Blake C Meyers
- Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA
| | - Vincent N Fondong
- Department of Biological Sciences, Delaware State University, Dover, DE, 19901, USA.
| |
Collapse
|
12
|
Plant miRNAs: biogenesis, organization and origins. Funct Integr Genomics 2015; 15:523-31. [PMID: 26113396 DOI: 10.1007/s10142-015-0451-2] [Citation(s) in RCA: 184] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2015] [Revised: 06/07/2015] [Accepted: 06/16/2015] [Indexed: 01/06/2023]
Abstract
MicroRNAs, or miRNAs, are posttranscriptional regulators of gene expression. A wealth of observations and findings suggest highly complex, multicomponent, and intermingled pathways governing miRNA biogenesis and miRNA-mediated gene silencing. Plant miRNA genes are usually found as individual entities scattered around the intergenic and-to a much lesser extent-intragenic space, while miRNA gene clusters, formed by tandem or segmental duplications, also exist in plant genomes. Genome duplications are proposed to contribute to miRNA family expansions, as well. Evolutionarily young miRNAs retaining extensive homology to their loci of origin deliver important clues into miRNA origins and evolution. Additionally, imprecisely processed miRNAs evidence noncanonical routes of biogenesis, which may affect miRNA expression levels or targeting capabilities. Majority of the knowledge regarding miRNAs comes from model plant species. As ongoing research progressively expands into nonmodel systems, our understanding of miRNAs and miRNA-related pathways changes which opens up new perspectives and frontiers in miRNA research.
Collapse
|
13
|
Ohtani M. Regulation of RNA metabolism is important for in vitro dedifferentiation of plant cells. JOURNAL OF PLANT RESEARCH 2015; 128:361-369. [PMID: 25694002 DOI: 10.1007/s10265-015-0700-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2014] [Accepted: 12/19/2014] [Indexed: 06/04/2023]
Abstract
The characteristic high regenerative ability of plants has been exploited to develop in vitro plant regeneration techniques, which are usually initiated by an in vitro dedifferentiation step induced by artificial phytohormone treatment. Recent advances in plant molecular biological and genetic technologies have revealed the importance of the regulation of RNA metabolism, including the control of rRNA biosynthesis, pre-mRNA splicing, and miRNA-based RNA decay, in successful in vitro dedifferentiation. This review provides a brief overview of current knowledge of the roles of RNA metabolism in the dedifferentiation of plant cells in vitro. In addition, the possibility that plant-specific aspects of RNA metabolism regulation are linked closely to their high regenerative ability is discussed.
Collapse
Affiliation(s)
- Misato Ohtani
- Graduate School of Biological Sciences, Nara Institute of Science and Technology, 8916-5 Takayama-cho, Ikoma, Nara, 630-0192, Japan,
| |
Collapse
|