1
|
Bezvoda R, Landeo‐Ríos YM, Kubátová Z, Kollárová E, Kulich I, Busch W, Žárský V, Cvrčková F. A Genome-Wide Association Screen for Genes Affecting Leaf Trichome Development and Epidermal Metal Accumulation in Arabidopsis. PLANT, CELL & ENVIRONMENT 2025; 48:3708-3734. [PMID: 39812181 PMCID: PMC11963502 DOI: 10.1111/pce.15357] [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: 09/16/2024] [Revised: 12/12/2024] [Accepted: 12/17/2024] [Indexed: 01/16/2025]
Abstract
To identify novel genes engaged in plant epidermal development, we characterized the phenotypic variability of rosette leaf epidermis of 310 sequenced Arabidopsis thaliana accessions, focusing on trichome shape and distribution, compositional characteristics of the trichome cell wall, and histologically detectable metal ion distribution. Some of these traits correlated with cLimate parameters of our accession's locations of origin, suggesting environmental selection. A novel metal deposition pattern in stomatal guard cells was observed in some accessions. Subsequent GWAS analysis identified 1546 loci with protein sequence-altering SNPs associated with one or more traits, including 5 genes with previously reported relevant mutant phenotypes and 80 additional genes with known or predicted roles in relevant developmental and cellular processes. Some candidates, including GFS9/TT9, exhibited environmentally correlated allele distribution. Several large gene famiLies, namely DUF674, DUF784, DUF1262, DUF1985, DUF3741, cytochrome P450, receptor-Like kinases, Cys/His-rich C1 domain proteins and formins were overrepresented among the candidates for various traits, suggesting epidermal development-related functions. A possible participation of formins in guard cell metal deposition was supported by observations in available loss of function mutants. Screening of candidate gene lists against the STRING interactome database uncovered several predominantly nuclear protein interaction networks with possible novel roles in epidermal development.
Collapse
Affiliation(s)
- Radek Bezvoda
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
| | | | - Zdeňka Kubátová
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
| | - Eva Kollárová
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
| | - Ivan Kulich
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
| | - Wolfgang Busch
- Plant Molecular and Cellular Biology Laboratory, and Integrative Biology LaboratorySalk Institute for Biological StudiesLa JollaCaliforniaUSA
- Gregor Mendel Institute (GMI), Austrian Academy of SciencesVienna Biocenter (VBC)ViennaAustria
| | - Viktor Žárský
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
- Institute of Experimental BotanyCzech Academy of SciencesPragueCzechia
| | - Fatima Cvrčková
- Department of Experimental Plant Biology, Faculty of SciencesCharles UniversityPragueCzechia
| |
Collapse
|
2
|
Ocampo CG, Vignolles F, Pombo MA, Colombo ML, Rosli HG, Petruccelli S. AtLEC2-Mediated Enhancement of Endoplasmic Reticulum-Targeted Foreign Protein Synthesis in Nicotiana benthamiana Leaves: Insights From Transcriptomic Analysis. Biotechnol Bioeng 2025; 122:615-630. [PMID: 39593203 DOI: 10.1002/bit.28893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Revised: 10/31/2024] [Accepted: 11/10/2024] [Indexed: 11/28/2024]
Abstract
Many proteins used in industrial and pharmaceutical applications are typically synthesized within the secretory pathway. While yeast and mammalian cells have been engineered to enhance the production of endomembrane-targeted proteins, similar strategies in plant cells remain underexplored. This study investigates the potential of arabidopsis leafy cotyledon 2 (AtLEC2), a key regulator of seed development, to enhance the production of proteins targeted to the endoplasmic reticulum (ER) in Nicotiana benthamiana leaves. Through transient expression experiments, we demonstrate that AtLEC2 selectively increases the production of ER-targeted GUS without affecting its cytosolic variant. Moreover, leaves agroinfiltrated with AtLEC2 show a significant increase in ER-GFP accumulation compared to controls lacking AtLEC2. Transcriptomic analysis reveals that AtLEC2 promotes ribosome and chloroplast biogenesis, along with the upregulation of genes involved in photosynthesis, translation, and membrane synthesis. Notably, seed-specific poly(A) binding proteins involved in RNA stability and translation initiation, as well as 3-hydroxy-3-methylglutaryl coenzyme A reductase-linked to ER hypertrophy-are highly upregulated. This study establishes a novel connection between AtLEC2 and the enhancement of ER-targeted foreign protein synthesis, paving the way for innovative strategies in plant cellular engineering.
Collapse
Affiliation(s)
- Carolina G Ocampo
- Centro de Investigación y Desarrollo en Tecnología de Alimentos (CIDCA), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, La Plata, Argentina
| | - Florencia Vignolles
- Centro de Investigación y Desarrollo en Tecnología de Alimentos (CIDCA), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, La Plata, Argentina
| | - Marina A Pombo
- Instituto de Fisiología Vegetal, INFIVE, CONICET, Universidad Nacional de La Plata, La Plata, Buenos Aires, Argentina
| | - Maria Laura Colombo
- Centro de Investigación y Desarrollo en Tecnología de Alimentos (CIDCA), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, La Plata, Argentina
| | - Hernan G Rosli
- Instituto de Fisiología Vegetal, INFIVE, CONICET, Universidad Nacional de La Plata, La Plata, Buenos Aires, Argentina
| | - Silvana Petruccelli
- Centro de Investigación y Desarrollo en Tecnología de Alimentos (CIDCA), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, La Plata, Argentina
| |
Collapse
|
3
|
Zogopoulos VL, Papadopoulos K, Malatras A, Iconomidou VA, Michalopoulos I. ACT2.6: Global Gene Coexpression Network in Arabidopsis thaliana Using WGCNA. Genes (Basel) 2025; 16:258. [PMID: 40149410 PMCID: PMC11942487 DOI: 10.3390/genes16030258] [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: 01/17/2025] [Revised: 02/06/2025] [Accepted: 02/21/2025] [Indexed: 03/29/2025] Open
Abstract
BACKGROUND/OBJECTIVES Genes with similar expression patterns across multiple samples are considered coexpressed, and they may participate in similar biological processes or pathways. Gene coexpression networks depict the degree of similarity between the expression profiles of all genes in a set of samples. Gene coexpression tools allow for the prediction of functional gene partners or the assignment of roles to genes of unknown function. Weighted Gene Correlation Network Analysis (WGCNA) is an R package that provides a multitude of functions for constructing and analyzing a weighted or unweighted gene coexpression network. METHODS Previously preprocessed, high-quality gene expression data of 3500 samples of Affymetrix microarray technology from various tissues of the Arabidopsis thaliana plant model species were used to construct a weighted gene coexpression network, using WGCNA. RESULTS The gene dendrogram was used as the basis for the creation of a new Arabidopsis coexpression tool (ACT) version (ACT2.6). The dendrogram contains 21,273 leaves, each one corresponding to a single gene. Genes that are clustered in the same clade are coexpressed. WGCNA grouped the genes into 27 functional modules, all of which were positively or negatively correlated with specific tissues. DISCUSSION Genes known to be involved in common metabolic pathways were discovered in the same module. By comparing the current ACT version with the previous one, it was shown that the new version outperforms the old one in discovering the functional connections between gene partners. ACT2.6 is a major upgrade over the previous version and a significant addition to the collection of public gene coexpression tools.
Collapse
Affiliation(s)
- Vasileios L. Zogopoulos
- Center of Systems Biology, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece; (V.L.Z.); (K.P.)
- Section of Cell Biology and Biophysics, Department of Biology, National and Kapodistrian University of Athens, 15701 Athens, Greece;
| | - Konstantinos Papadopoulos
- Center of Systems Biology, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece; (V.L.Z.); (K.P.)
- Section of Cell Biology and Biophysics, Department of Biology, National and Kapodistrian University of Athens, 15701 Athens, Greece;
| | - Apostolos Malatras
- Molecular Medicine Research Center, biobank.cy, Center of Excellence in Biobanking and Biomedical Research, University of Cyprus, 2109 Nicosia, Cyprus;
| | - Vassiliki A. Iconomidou
- Section of Cell Biology and Biophysics, Department of Biology, National and Kapodistrian University of Athens, 15701 Athens, Greece;
| | - Ioannis Michalopoulos
- Center of Systems Biology, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece; (V.L.Z.); (K.P.)
| |
Collapse
|
4
|
Sullivan A, Lombardo M, Pasha A, Lau V, Zhuang J, Christendat A, Pereira B, Zhao T, Li Y, Wong R, Qureshi F, Provart N. 20 years of the Bio-Analytic Resource for Plant Biology. Nucleic Acids Res 2025; 53:D1576-D1586. [PMID: 39441075 PMCID: PMC11701662 DOI: 10.1093/nar/gkae920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 09/19/2024] [Accepted: 10/07/2024] [Indexed: 10/25/2024] Open
Abstract
The Bio-Analytic Resource for Plant Biology ('the BAR', at https://bar.utoronto.ca) is celebrating its 20th year in operation in 2025. The BAR encompasses and provides visualization tools for large 'omics data sets from plants. The BAR covers data from Arabidopsis, tomato, wheat, barley and 29 other plant species (with data for 2 others to be released soon). These data include nucleotide and protein sequence data, gene expression data, protein-protein and protein-DNA interactions, protein structures, subcellular localizations, and polymorphisms. The data are stored in more than 200 relational databases holding 186 GB of data and are presented to the researchers via web apps. These web apps provide data analysis and visualization tools. Some of the most popular tools are eFP ('electronic fluorescent pictograph') Browsers, ePlants and ThaleMine (an Arabidopsis-specific instance of InterMine). The BAR was designated a Global Core Biodata Resource in 2023. Like other GCBRs, the BAR has excellent operational stability, provides access without login requirement, and provides an API for researchers to be able to access BAR data programmatically. We present in this update a new overarching search tool called Gaia that permits easy access to all BAR data, powered by machine learning and artificial intelligence.
Collapse
Affiliation(s)
- Alexander Sullivan
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Michael N Lombardo
- Faculty of Science, University of Ontario Institute of Technology, 2000 Simcoe Street North, Oshawa ON L1G OC5, Canada
| | - Asher Pasha
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Vincent Lau
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Jian Yun Zhuang
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Ashley Christendat
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Bruno Pereira
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Tianhui Zhao
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Youyang Li
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Rachel Wong
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| | - Faisal Z Qureshi
- Faculty of Science, University of Ontario Institute of Technology, 2000 Simcoe Street North, Oshawa ON L1G OC5, Canada
| | - Nicholas J Provart
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON M5S 3B2, Canada
| |
Collapse
|
5
|
Lutter F, Brenner W, Krajinski-Barth F, Safavi-Rizi V. Nitric oxide and cytokinin cross-talk and their role in plant hypoxia response. PLANT SIGNALING & BEHAVIOR 2024; 19:2329841. [PMID: 38521996 PMCID: PMC10962617 DOI: 10.1080/15592324.2024.2329841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 03/07/2024] [Indexed: 03/25/2024]
Abstract
Nitric oxide (NO) and cytokinins (CKs) are known for their crucial contributions to plant development, growth, senescence, and stress response. Despite the importance of both signals in stress responses, their interaction remains largely unexplored. The interplay between NO and CKs emerges as particularly significant not only regarding plant growth and development but also in addressing plant stress response, particularly in the context of extreme weather events leading to yield loss. In this review, we summarize NO and CKs metabolism and signaling. Additionally, we emphasize the crosstalk between NO and CKs, underscoring its potential impact on stress response, with a focus on hypoxia tolerance. Finally, we address the most urgent questions that demand answers and offer recommendations for future research endeavors.
Collapse
Affiliation(s)
- Felix Lutter
- Institute of Biology, Department of General and Applied Botany, University of Leipzig, Leipzig, Germany
| | - Wolfram Brenner
- Institute of Biology, Department of General and Applied Botany, University of Leipzig, Leipzig, Germany
| | - Franziska Krajinski-Barth
- Institute of Biology, Department of General and Applied Botany, University of Leipzig, Leipzig, Germany
| | - Vajiheh Safavi-Rizi
- Institute of Biology, Department of General and Applied Botany, University of Leipzig, Leipzig, Germany
- Institute of Biology, Department of Plant physiology, University of Leipzig, Leipzig, Germany
| |
Collapse
|
6
|
Rentsch JD, Blanco SR, Leebens-Mack JH. Comparative transcriptomics of Venus flytrap (Dionaea muscipula) across stages of prey capture and digestion. PLoS One 2024; 19:e0305117. [PMID: 39133722 PMCID: PMC11318880 DOI: 10.1371/journal.pone.0305117] [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: 11/12/2023] [Accepted: 05/23/2024] [Indexed: 08/15/2024] Open
Abstract
The Venus flytrap, Dionaea muscipula, is perhaps the world's best-known botanical carnivore. The act of prey capture and digestion along with its rapidly closing, charismatic traps make this species a compelling model for studying the evolution and fundamental biology of carnivorous plants. There is a growing body of research on the genome, transcriptome, and digestome of Dionaea muscipula, but surprisingly limited information on changes in trap transcript abundance over time since feeding. Here we present the results of a comparative transcriptomics project exploring the transcriptomic changes across seven timepoints in a 72-hour time series of prey digestion and three timepoints directly comparing triggered traps with and without prey items. We document a dynamic response to prey capture including changes in abundance of transcripts with Gene Ontology (GO) annotations related to digestion and nutrient uptake. Comparisons of traps with and without prey documented 174 significantly differentially expressed genes at 1 hour after triggering and 151 genes with significantly different abundances at 24 hours. Approximately 50% of annotated protein-coding genes in Venus flytrap genome exhibit change (10041 of 21135) in transcript abundance following prey capture. Whereas peak abundance for most of these genes was observed within 3 hours, an expression cluster of 3009 genes exhibited continuously increasing abundance over the 72-hour sampling period, and transcript for these genes with GO annotation terms including both catabolism and nutrient transport may continue to accumulate beyond 72 hours.
Collapse
Affiliation(s)
- Jeremy D. Rentsch
- Department of Biology, Francis Marion University, Florence, SC, United States of America
| | - Summer Rose Blanco
- Department of Plant Biology, University of Georgia, Athens, GA, United States of America
| | - James H. Leebens-Mack
- Department of Plant Biology, University of Georgia, Athens, GA, United States of America
| |
Collapse
|
7
|
Willems P, Sterck L, Dard A, Huang J, De Smet I, Gevaert K, Van Breusegem F. The Plant PTM Viewer 2.0: in-depth exploration of plant protein modification landscapes. JOURNAL OF EXPERIMENTAL BOTANY 2024; 75:4611-4624. [PMID: 38872385 DOI: 10.1093/jxb/erae270] [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: 03/23/2024] [Accepted: 06/13/2024] [Indexed: 06/15/2024]
Abstract
Post-translational modifications (PTMs) greatly increase protein diversity and functionality. To help the plant research community interpret the ever-increasing number of reported PTMs, the Plant PTM Viewer (https://www.psb.ugent.be/PlantPTMViewer) provides an intuitive overview of plant protein PTMs and the tools to assess it. This update includes 62 novel PTM profiling studies, adding a total of 112 000 modified peptides reporting plant PTMs, including 14 additional PTM types and three species (moss, tomato, and soybean). Furthermore, an open modification re-analysis of a large-scale Arabidopsis thaliana mass spectrometry tissue atlas identified previously uncharted landscapes of lysine acylations predominant in seed and flower tissues and 3-phosphoglycerylation on glycolytic enzymes in plants. An extra 'Protein list analysis' tool was developed for retrieval and assessing the enrichment of PTMs in a protein list of interest. We conducted a protein list analysis on nuclear proteins, revealing a substantial number of redox modifications in the nucleus, confirming previous assumptions regarding the redox regulation of transcription. We encourage the plant research community to use PTM Viewer 2.0 for hypothesis testing and new target discovery, and also to submit new data to expand the coverage of conditions, plant species, and PTM types, thereby enriching our understanding of plant biology.
Collapse
Affiliation(s)
- Patrick Willems
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, 9052 Ghent, Belgium
- VIB Center for Medical Biotechnology, VIB, 9052 Ghent, Belgium
| | - Lieven Sterck
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Avilien Dard
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Jingjing Huang
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Ive De Smet
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| | - Kris Gevaert
- Department of Biomolecular Medicine, Ghent University, 9052 Ghent, Belgium
- VIB Center for Medical Biotechnology, VIB, 9052 Ghent, Belgium
| | - Frank Van Breusegem
- Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, 9052 Ghent, Belgium
| |
Collapse
|
8
|
Zagorščak M, Zrimec J, Bleker C, Nolte N, Juteršek M, Ramšak Ž, Gruden K, Petek M. Evidence-based unification of potato gene models with the UniTato collaborative genome browser. FRONTIERS IN PLANT SCIENCE 2024; 15:1352253. [PMID: 38919818 PMCID: PMC11196761 DOI: 10.3389/fpls.2024.1352253] [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: 12/07/2023] [Accepted: 05/20/2024] [Indexed: 06/27/2024]
Abstract
Potato (Solanum tuberosum) is the most popular tuber crop and a model organism. A variety of gene models for potato exist, and despite frequent updates, they are not unified. This hinders the comparison of gene models across versions, limits the ability to reuse experimental data without significant re-analysis, and leads to missing or wrongly annotated genes. Here, we unify the recent potato double monoploid v4 and v6 gene models by developing an automated merging protocol, resulting in a Unified poTato genome model (UniTato). We subsequently established an Apollo genome browser (unitato.nib.si) that enables public access to UniTato and further community-based curation. We demonstrate how the UniTato resource can help resolve problems with missing or misplaced genes and can be used to update or consolidate a wider set of gene models or genome information. The automated protocol, genome annotation files, and a comprehensive translation table are provided at github.com/NIB-SI/unitato.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | - Marko Petek
- Department of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia
| |
Collapse
|
9
|
Bernal-Gallardo JJ, de Folter S. Plant genome information facilitates plant functional genomics. PLANTA 2024; 259:117. [PMID: 38592421 PMCID: PMC11004055 DOI: 10.1007/s00425-024-04397-z] [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: 01/11/2024] [Accepted: 03/20/2024] [Indexed: 04/10/2024]
Abstract
MAIN CONCLUSION In this review, we give an overview of plant sequencing efforts and how this impacts plant functional genomics research. Plant genome sequence information greatly facilitates the studies of plant biology, functional genomics, evolution of genomes and genes, domestication processes, phylogenetic relationships, among many others. More than two decades of sequencing efforts have boosted the number of available sequenced plant genomes. The first plant genome, of Arabidopsis, was published in the year 2000 and currently, 4604 plant genomes from 1482 plant species have been published. Various large sequence initiatives are running, which are planning to produce tens of thousands of sequenced plant genomes in the near future. In this review, we give an overview on the status of sequenced plant genomes and on the use of genome information in different research areas.
Collapse
Affiliation(s)
- Judith Jazmin Bernal-Gallardo
- Unidad de Genómica Avanzada (UGA-Langebio), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (Cinvestav), Irapuato, Mexico
| | - Stefan de Folter
- Unidad de Genómica Avanzada (UGA-Langebio), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (Cinvestav), Irapuato, Mexico.
| |
Collapse
|
10
|
Gupta P, Elser J, Hooks E, D’Eustachio P, Jaiswal P, Naithani S. Plant Reactome Knowledgebase: empowering plant pathway exploration and OMICS data analysis. Nucleic Acids Res 2024; 52:D1538-D1547. [PMID: 37986220 PMCID: PMC10767815 DOI: 10.1093/nar/gkad1052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/20/2023] [Accepted: 10/23/2023] [Indexed: 11/22/2023] Open
Abstract
Plant Reactome (https://plantreactome.gramene.org) is a freely accessible, comprehensive plant pathway knowledgebase. It provides curated reference pathways from rice (Oryza sativa) and gene-orthology-based pathway projections to 129 additional species, spanning single-cell photoautotrophs, non-vascular plants, and higher plants, thus encompassing a wide-ranging taxonomic diversity. Currently, Plant Reactome houses a collection of 339 reference pathways, covering metabolic and transport pathways, hormone signaling, genetic regulations of developmental processes, and intricate transcriptional networks that orchestrate a plant's response to abiotic and biotic stimuli. Beyond being a mere repository, Plant Reactome serves as a dynamic data discovery platform. Users can analyze and visualize omics data, such as gene expression, gene-gene interaction, proteome, and metabolome data, all within the rich context of plant pathways. Plant Reactome is dedicated to fostering data interoperability, upholding global data standards, and embracing the tenets of the Findable, Accessible, Interoperable and Re-usable (FAIR) data policy.
Collapse
Affiliation(s)
- Parul Gupta
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Justin Elser
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Elizabeth Hooks
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | | | - Pankaj Jaiswal
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Sushma Naithani
- Department of Botany & Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| |
Collapse
|
11
|
Soto-Cardinault C, Childs KL, Góngora-Castillo E. Network Analysis of Publicly Available RNA-seq Provides Insights into the Molecular Mechanisms of Plant Defense against Multiple Fungal Pathogens in Arabidopsis thaliana. Genes (Basel) 2023; 14:2223. [PMID: 38137044 PMCID: PMC10743233 DOI: 10.3390/genes14122223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 12/06/2023] [Accepted: 12/12/2023] [Indexed: 12/24/2023] Open
Abstract
Fungal pathogens can have devastating effects on global crop production, leading to annual economic losses ranging from 10% to 23%. In light of climate change-related challenges, researchers anticipate an increase in fungal infections as a result of shifting environmental conditions. However, plants have developed intricate molecular mechanisms for effective defense against fungal attacks. Understanding these mechanisms is essential to the development of new strategies for protecting crops from multiple fungi threats. Public omics databases provide valuable resources for research on plant-pathogen interactions; however, integrating data from different studies can be challenging due to experimental variation. In this study, we aimed to identify the core genes that defend against the pathogenic fungi Colletotrichum higginsianum and Botrytis cinerea in Arabidopsis thaliana. Using a custom framework to control batch effects and construct Gene Co-expression Networks in publicly available RNA-seq dataset from infected A. thaliana plants, we successfully identified a gene module that was responsive to both pathogens. We also performed gene annotation to reveal the roles of previously unknown protein-coding genes in plant defenses against fungal infections. This research demonstrates the potential of publicly available RNA-seq data for identifying the core genes involved in defending against multiple fungal pathogens.
Collapse
Affiliation(s)
- Cynthia Soto-Cardinault
- Unidad de Biotecnología, Centro de Investigación Científica de Yucatán, Mérida 97205, Mexico;
| | - Kevin L. Childs
- Plant Biology Department, Michigan State University, East Lansing, MI 48824, USA;
| | - Elsa Góngora-Castillo
- CONAHCYT-Unidad de Biotecnología, Centro de Investigación Científica de Yucatán, Mérida 97205, Mexico
| |
Collapse
|
12
|
Brazel AJ, Fattorini R, McCarthy J, Franzen R, Rümpler F, Coupland G, Ó’Maoiléidigh DS. AGAMOUS mediates timing of guard cell formation during gynoecium development. PLoS Genet 2023; 19:e1011000. [PMID: 37819989 PMCID: PMC10593234 DOI: 10.1371/journal.pgen.1011000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 10/23/2023] [Accepted: 09/27/2023] [Indexed: 10/13/2023] Open
Abstract
In Arabidopsis thaliana, stomata are composed of two guard cells that control the aperture of a central pore to facilitate gas exchange between the plant and its environment, which is particularly important during photosynthesis. Although leaves are the primary photosynthetic organs of flowering plants, floral organs are also photosynthetically active. In the Brassicaceae, evidence suggests that silique photosynthesis is important for optimal seed oil content. A group of transcription factors containing MADS DNA binding domains is necessary and sufficient to confer floral organ identity. Elegant models, such as the ABCE model of flower development and the floral quartet model, have been instrumental in describing the molecular mechanisms by which these floral organ identity proteins govern flower development. However, we lack a complete understanding of how the floral organ identity genes interact with the underlying leaf development program. Here, we show that the MADS domain transcription factor AGAMOUS (AG) represses stomatal development on the gynoecial valves, so that maturation of stomatal complexes coincides with fertilization. We present evidence that this regulation by AG is mediated by direct transcriptional repression of a master regulator of the stomatal lineage, MUTE, and show data that suggests this interaction is conserved among several members of the Brassicaceae. This work extends our understanding of the mechanisms underlying floral organ formation and provides a framework to decipher the mechanisms that control floral organ photosynthesis.
Collapse
Affiliation(s)
- Ailbhe J. Brazel
- Department of Biology, Maynooth University, Ireland
- The Max Plank Institute for Plant Breeding Research, Cologne, Germany
| | - Róisín Fattorini
- Department of Biochemistry and Systems Biology, The University of Liverpool, United Kingdom
| | - Jesse McCarthy
- Department of Biochemistry and Systems Biology, The University of Liverpool, United Kingdom
| | - Rainer Franzen
- The Max Plank Institute for Plant Breeding Research, Cologne, Germany
| | - Florian Rümpler
- Department of Genetics, Friedrich Schiller University Jena, Jena, Germany
| | - George Coupland
- The Max Plank Institute for Plant Breeding Research, Cologne, Germany
| | - Diarmuid S. Ó’Maoiléidigh
- Department of Biology, Maynooth University, Ireland
- The Max Plank Institute for Plant Breeding Research, Cologne, Germany
- Department of Biochemistry and Systems Biology, The University of Liverpool, United Kingdom
| |
Collapse
|
13
|
Naithani S, Deng CH, Sahu SK, Jaiswal P. Exploring Pan-Genomes: An Overview of Resources and Tools for Unraveling Structure, Function, and Evolution of Crop Genes and Genomes. Biomolecules 2023; 13:1403. [PMID: 37759803 PMCID: PMC10527062 DOI: 10.3390/biom13091403] [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: 07/31/2023] [Revised: 08/29/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023] Open
Abstract
The availability of multiple sequenced genomes from a single species made it possible to explore intra- and inter-specific genomic comparisons at higher resolution and build clade-specific pan-genomes of several crops. The pan-genomes of crops constructed from various cultivars, accessions, landraces, and wild ancestral species represent a compendium of genes and structural variations and allow researchers to search for the novel genes and alleles that were inadvertently lost in domesticated crops during the historical process of crop domestication or in the process of extensive plant breeding. Fortunately, many valuable genes and alleles associated with desirable traits like disease resistance, abiotic stress tolerance, plant architecture, and nutrition qualities exist in landraces, ancestral species, and crop wild relatives. The novel genes from the wild ancestors and landraces can be introduced back to high-yielding varieties of modern crops by implementing classical plant breeding, genomic selection, and transgenic/gene editing approaches. Thus, pan-genomic represents a great leap in plant research and offers new avenues for targeted breeding to mitigate the impact of global climate change. Here, we summarize the tools used for pan-genome assembly and annotations, web-portals hosting plant pan-genomes, etc. Furthermore, we highlight a few discoveries made in crops using the pan-genomic approach and future potential of this emerging field of study.
Collapse
Affiliation(s)
- Sushma Naithani
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR 97331, USA;
| | - Cecilia H. Deng
- Molecular & Digital Breeing Group, New Cultivar Innovation, The New Zealand Institute for Plant and Food Research Limited, Private Bag 92169, Auckland 1142, New Zealand;
| | - Sunil Kumar Sahu
- State Key Laboratory of Agricultural Genomics, Key Laboratory of Genomics, Ministry of Agriculture, BGI Research, Shenzhen 518083, China;
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR 97331, USA;
| |
Collapse
|
14
|
Fehér A. A Common Molecular Signature Indicates the Pre-Meristematic State of Plant Calli. Int J Mol Sci 2023; 24:13122. [PMID: 37685925 PMCID: PMC10488067 DOI: 10.3390/ijms241713122] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 08/20/2023] [Accepted: 08/21/2023] [Indexed: 09/10/2023] Open
Abstract
In response to different degrees of mechanical injury, certain plant cells re-enter the division cycle to provide cells for tissue replenishment, tissue rejoining, de novo organ formation, and/or wound healing. The intermediate tissue formed by the dividing cells is called a callus. Callus formation can also be induced artificially in vitro by wounding and/or hormone (auxin and cytokinin) treatments. The callus tissue can be maintained in culture, providing starting material for de novo organ or embryo regeneration and thus serving as the basis for many plant biotechnology applications. Due to the biotechnological importance of callus cultures and the scientific interest in the developmental flexibility of somatic plant cells, the initial molecular steps of callus formation have been studied in detail. It was revealed that callus initiation can follow various ways, depending on the organ from which it develops and the inducer, but they converge on a seemingly identical tissue. It is not known, however, if callus is indeed a special tissue with a defined gene expression signature, whether it is a malformed meristem, or a mass of so-called "undifferentiated" cells, as is mostly believed. In this paper, I review the various mechanisms of plant regeneration that may converge on callus initiation. I discuss the role of plant hormones in the detour of callus formation from normal development. Finally, I compare various Arabidopsis gene expression datasets obtained a few days, two weeks, or several years after callus induction and identify 21 genes, including genes of key transcription factors controlling cell division and differentiation in meristematic regions, which were upregulated in all investigated callus samples. I summarize the information available on all 21 genes that point to the pre-meristematic nature of callus tissues underlying their wide regeneration potential.
Collapse
Affiliation(s)
- Attila Fehér
- Institute of Plant Biology, Biological Research Centre, 62 Temesvári Körút, 6726 Szeged, Hungary; or
- Department of Plant Biology, University of Szeged, 52 Közép Fasor, 6726 Szeged, Hungary
| |
Collapse
|
15
|
Cleary AM, Farmer AD. Genome Context Viewer (GCV) version 2: enhanced visual exploration of multiple annotated genomes. Nucleic Acids Res 2023:7173788. [PMID: 37207325 DOI: 10.1093/nar/gkad391] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 04/21/2023] [Accepted: 05/08/2023] [Indexed: 05/21/2023] Open
Abstract
The Genome Context Viewer is a web application for identifying, aligning, and visualizing genomic regions based on their micro and macrosyntenic structures. By using functional elements such as gene annotations as the unit of search and comparison, the Genome Context Viewer can compute and display relationships between regions across many assemblies from federated data sources in real-time, enabling users to rapidly explore multiple annotated genomes and identify divergence and structural events that can help provide insight into evolutionary mechanisms associated with functional consequences. In this work, we introduce version 2 of the Genome Context Viewer and highlight new features that enhance usability, performance, and ease of deployment.
Collapse
Affiliation(s)
- Alan M Cleary
- National Center for Genome Resources, 2935 Rodeo Park Dr E, Santa Fe, NM 87505, USA
| | - Andrew D Farmer
- National Center for Genome Resources, 2935 Rodeo Park Dr E, Santa Fe, NM 87505, USA
| |
Collapse
|
16
|
Arce AL, Mencia R, Cambiagno DA, Lang PL, Liu C, Burbano HA, Weigel D, Manavella PA. Polymorphic inverted repeats near coding genes impact chromatin topology and phenotypic traits in Arabidopsis thaliana. Cell Rep 2023; 42:112029. [PMID: 36689329 DOI: 10.1016/j.celrep.2023.112029] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 11/03/2022] [Accepted: 01/10/2023] [Indexed: 01/23/2023] Open
Abstract
Transposons are mobile elements that are commonly silenced to protect eukaryotic genome integrity. In plants, transposable element (TE)-derived inverted repeats (IRs) are commonly found near genes, where they affect host gene expression. However, the molecular mechanisms of such regulation are unclear in most cases. Expression of these IRs is associated with production of 24-nt small RNAs, methylation of the IRs, and drastic changes in local 3D chromatin organization. Notably, many of these IRs differ between Arabidopsis thaliana accessions, causing variation in short-range chromatin interactions and gene expression. CRISPR-Cas9-mediated disruption of two IRs leads to a switch in genome topology and gene expression with phenotypic consequences. Our data show that insertion of an IR near a gene provides an anchor point for chromatin interactions that profoundly impact the activity of neighboring loci. This turns IRs into powerful evolutionary agents that can contribute to rapid adaptation.
Collapse
Affiliation(s)
- Agustín L Arce
- Instituto de Agrobiotecnología del Litoral (CONICET-UNL), Cátedra de Biología Celular y Molecular, Facultad de Bioquímica y Ciencias Biológicas, Universidad Nacional del Litoral, 3000 Santa Fe, Argentina
| | - Regina Mencia
- Instituto de Agrobiotecnología del Litoral (CONICET-UNL), Cátedra de Biología Celular y Molecular, Facultad de Bioquímica y Ciencias Biológicas, Universidad Nacional del Litoral, 3000 Santa Fe, Argentina
| | - Damian A Cambiagno
- Instituto de Agrobiotecnología del Litoral (CONICET-UNL), Cátedra de Biología Celular y Molecular, Facultad de Bioquímica y Ciencias Biológicas, Universidad Nacional del Litoral, 3000 Santa Fe, Argentina
| | - Patricia L Lang
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, 72076 Tübingen, Germany
| | - Chang Liu
- Department of Epigenetics, Institute of Biology, University of Hohenheim, Garbenstraße 30, 70599 Stuttgart, Germany
| | - Hernán A Burbano
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, 72076 Tübingen, Germany; Centre for Life's Origins and Evolution, University College London, London, UK
| | - Detlef Weigel
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, 72076 Tübingen, Germany
| | - Pablo A Manavella
- Instituto de Agrobiotecnología del Litoral (CONICET-UNL), Cátedra de Biología Celular y Molecular, Facultad de Bioquímica y Ciencias Biológicas, Universidad Nacional del Litoral, 3000 Santa Fe, Argentina.
| |
Collapse
|
17
|
Pečinka P, Bohálová N, Volná A, Kundrátová K, Brázda V, Bartas M. Analysis of G-Quadruplex-Forming Sequences in Drought Stress-Responsive Genes, and Synthesis Genes of Phenolic Compounds in Arabidopsis thaliana. LIFE (BASEL, SWITZERLAND) 2023; 13:life13010199. [PMID: 36676148 PMCID: PMC9865073 DOI: 10.3390/life13010199] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Revised: 12/30/2022] [Accepted: 01/08/2023] [Indexed: 01/11/2023]
Abstract
Sequences of nucleic acids with the potential to form four-stranded G-quadruplex structures are intensively studied mainly in the context of human diseases, pathogens, or extremophile organisms; nonetheless, the knowledge about their occurrence and putative role in plants is still limited. This work is focused on G-quadruplex-forming sites in two gene sets of interest: drought stress-responsive genes, and genes related to the production/biosynthesis of phenolic compounds in the model plant organism Arabidopsis thaliana. In addition, 20 housekeeping genes were analyzed as well, where the constitutive gene expression was expected (with no need for precise regulation depending on internal or external factors). The results have shown that none of the tested gene sets differed significantly in the content of G-quadruplex-forming sites, however, the highest frequency of G-quadruplex-forming sites was found in the 5'-UTR regions of phenolic compounds' biosynthesis genes, which indicates the possibility of their regulation at the mRNA level. In addition, mainly within the introns and 1000 bp flanks downstream gene regions, G-quadruplex-forming sites were highly underrepresented. Finally, cluster analysis allowed us to observe similarities between particular genes in terms of their PQS characteristics. We believe that the original approach used in this study may become useful for further and more comprehensive bioinformatic studies in the field of G-quadruplex genomics.
Collapse
Affiliation(s)
- Petr Pečinka
- Department of Biology and Ecology, University of Ostrava, 70833 Ostrava, Czech Republic
| | - Natália Bohálová
- Department of Biophysical Chemistry and Molecular Oncology, Institute of Biophysics of the Czech Academy of Sciences, 61265 Brno, Czech Republic
| | - Adriana Volná
- Department of Physics, University of Ostrava, 70833 Ostrava, Czech Republic
| | - Kristýna Kundrátová
- Department of Biology and Ecology, University of Ostrava, 70833 Ostrava, Czech Republic
| | - Václav Brázda
- Department of Biophysical Chemistry and Molecular Oncology, Institute of Biophysics of the Czech Academy of Sciences, 61265 Brno, Czech Republic
| | - Martin Bartas
- Department of Biology and Ecology, University of Ostrava, 70833 Ostrava, Czech Republic
- Correspondence:
| |
Collapse
|
18
|
Fahlgren N, Kapoor M, Yordanova G, Papatheodorou I, Waese J, Cole B, Harrison P, Ware D, Tickle T, Paten B, Burdett T, Elsik CG, Tuggle CK, Provart NJ. Toward a data infrastructure for the Plant Cell Atlas. PLANT PHYSIOLOGY 2023; 191:35-46. [PMID: 36200899 PMCID: PMC9806565 DOI: 10.1093/plphys/kiac468] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 09/18/2022] [Indexed: 06/16/2023]
Abstract
We review how a data infrastructure for the Plant Cell Atlas might be built using existing infrastructure and platforms. The Human Cell Atlas has developed an extensive infrastructure for human and mouse single cell data, while the European Bioinformatics Institute has developed a Single Cell Expression Atlas, that currently houses several plant data sets. We discuss issues related to appropriate ontologies for describing a plant single cell experiment. We imagine how such an infrastructure will enable biologists and data scientists to glean new insights into plant biology in the coming decades, as long as such data are made accessible to the community in an open manner.
Collapse
Affiliation(s)
- Noah Fahlgren
- Donald Danforth Plant Science Center, Saint Louis, Missouri 63132, USA
| | - Muskan Kapoor
- Bioinformatics and Computational Biology Program, Department of Animal Science, Iowa State University, Ames, Iowa 50011, USA
| | | | | | - Jamie Waese
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario M5S 3B2, Canada
| | - Benjamin Cole
- DOE-Joint Genome Institute, Lawrence Berkeley National Laboratory, 1, Cyclotron Road, Berkeley, California 94720, USA
| | - Peter Harrison
- EMBL-EBI, Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK
| | - Doreen Ware
- Cold Spring Harbor Laboratory, One Bungtown Road, Cold Spring Harbor, New York 11724, USA
- USDA ARS NAA Robert W. Holley Center for Agriculture and Health, Ithaca, New York 14853, USA
| | - Timothy Tickle
- Data Sciences Platform, The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, Massachusetts 02142, USA
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, Baskin School of Engineering, 1156 High Street, Santa Cruz, California 95064, USA
| | - Tony Burdett
- EMBL-EBI, Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK
| | - Christine G Elsik
- Division of Animal Sciences/Division of Plant Science & Technology/Institute for Data Science & Informatics, University of Missouri, Columbia, Missouri 65211, USA
| | - Christopher K Tuggle
- Bioinformatics and Computational Biology Program, Department of Animal Science, Iowa State University, Ames, Iowa 50011, USA
| | - Nicholas J Provart
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario M5S 3B2, Canada
| |
Collapse
|
19
|
Gouesbet G. Deciphering Macromolecular Interactions Involved in Abiotic Stress Signaling: A Review of Bioinformatics Analysis. Methods Mol Biol 2023; 2642:257-294. [PMID: 36944884 DOI: 10.1007/978-1-0716-3044-0_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023]
Abstract
Plant functioning and responses to abiotic stresses largely involve regulations at the transcriptomic level via complex interactions of signal molecules, signaling cascades, and regulators. Nevertheless, all the signaling networks involved in responses to abiotic stresses have not yet been fully established. The in-depth analysis of transcriptomes in stressed plants has become a relevant state-of-the-art methodology to study these regulations and signaling pathways that allow plants to cope with or attempt to survive abiotic stresses. The plant science and molecular biology community has developed databases about genes, proteins, protein-protein interactions, protein-DNA interactions and ontologies, which are valuable sources of knowledge for deciphering such regulatory and signaling networks. The use of these data and the development of bioinformatics tools help to make sense of transcriptomic data in specific contexts, such as that of abiotic stress signaling, using functional biological approaches. The aim of this chapter is to present and assess some of the essential online tools and resources that will allow novices in bioinformatics to decipher transcriptomic data in order to characterize the cellular processes and functions involved in abiotic stress responses and signaling. The analysis of case studies further describes how these tools can be used to conceive signaling networks on the basis of transcriptomic data. In these case studies, particular attention was paid to the characterization of abiotic stress responses and signaling related to chemical and xenobiotic stressors.
Collapse
Affiliation(s)
- Gwenola Gouesbet
- University of Rennes, CNRS, ECOBIO [(Ecosystèmes, Biodiversité, Evolution)] - UMR 6553, Rennes, France.
| |
Collapse
|
20
|
Klodová B, Potěšil D, Steinbachová L, Michailidis C, Lindner AC, Hackenberg D, Becker JD, Zdráhal Z, Twell D, Honys D. Regulatory dynamics of gene expression in the developing male gametophyte of Arabidopsis. PLANT REPRODUCTION 2022:10.1007/s00497-022-00452-5. [PMID: 36282332 PMCID: PMC10363097 DOI: 10.1007/s00497-022-00452-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 09/26/2022] [Indexed: 06/16/2023]
Abstract
Sexual reproduction in angiosperms requires the production and delivery of two male gametes by a three-celled haploid male gametophyte. This demands synchronized gene expression in a short developmental window to ensure double fertilization and seed set. While transcriptomic changes in developing pollen are known for Arabidopsis, no studies have integrated RNA and proteomic data in this model. Further, the role of alternative splicing has not been fully addressed, yet post-transcriptional and post-translational regulation may have a key role in gene expression dynamics during microgametogenesis. We have refined and substantially updated global transcriptomic and proteomic changes in developing pollen for two Arabidopsis accessions. Despite the superiority of RNA-seq over microarray-based platforms, we demonstrate high reproducibility and comparability. We identify thousands of long non-coding RNAs as potential regulators of pollen development, hundreds of changes in alternative splicing and provide insight into mRNA translation rate and storage in developing pollen. Our analysis delivers an integrated perspective of gene expression dynamics in developing Arabidopsis pollen and a foundation for studying the role of alternative splicing in this model.
Collapse
Affiliation(s)
- Božena Klodová
- Institute of Experimental Botany of the Czech Academy of Sciences, Rozvojová 263, 165 02, Prague 6, Czech Republic
- Department of Experimental Plant Biology, Faculty of Science, Charles University, Viničná 5, Praha 2, 128 00, Czech Republic
| | - David Potěšil
- Mendel Centre for Plant Genomics and Proteomics, Central European Institute of Technology, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic
| | - Lenka Steinbachová
- Institute of Experimental Botany of the Czech Academy of Sciences, Rozvojová 263, 165 02, Prague 6, Czech Republic
| | - Christos Michailidis
- Institute of Experimental Botany of the Czech Academy of Sciences, Rozvojová 263, 165 02, Prague 6, Czech Republic
| | - Ann-Cathrin Lindner
- Instituto Gulbenkian de Ciência, Rua da Quinta Grande 6, 2780-156, Oeiras, Portugal
| | - Dieter Hackenberg
- Department of Genetics and Genome Biology, University of Leicester, Leicester, LE1 7RH, UK
- KWS SAAT SE & Co. KGaA, Grimsehlstraße 31, 37574, Einbeck, Germany
| | - Jörg D Becker
- Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa (ITQB NOVA), Av. da República, 2780-157, Oeiras, Portugal
- Instituto Gulbenkian de Ciência, Rua da Quinta Grande 6, 2780-156, Oeiras, Portugal
| | - Zbyněk Zdráhal
- Mendel Centre for Plant Genomics and Proteomics, Central European Institute of Technology, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic
- National Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic
| | - David Twell
- Department of Genetics and Genome Biology, University of Leicester, Leicester, LE1 7RH, UK.
| | - David Honys
- Institute of Experimental Botany of the Czech Academy of Sciences, Rozvojová 263, 165 02, Prague 6, Czech Republic.
| |
Collapse
|
21
|
Reiser L, Subramaniam S, Zhang P, Berardini T. Using the Arabidopsis Information Resource (TAIR) to Find Information About Arabidopsis Genes. Curr Protoc 2022; 2:e574. [PMID: 36200836 DOI: 10.1002/cpz1.574] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
The Arabidopsis Information Resource (TAIR; http://arabidopsis.org) is a comprehensive web resource of Arabidopsis biology for plant scientists. TAIR curates and integrates information about genes, proteins, gene function, orthologs, gene expression, mutant phenotypes, biological materials such as clones and seed stocks, genetic markers, genetic and physical maps, genome organization, images of mutant plants, protein sub-cellular localizations, publications, and the research community. The various data types are extensively interconnected and can be accessed through a variety of web-based search and display tools. This article primarily focuses on some basic methods for searching, browsing, visualizing, and analyzing information about Arabidopsis genes and genomes. Additionally, we describe how members of the community can share data via JBrowse and the Generic Online Annotation Submission Tool (GOAT) in order to make their published research more accessible and visible. © 2022 Wiley Periodicals LLC. Basic Protocol 1: TAIR homepage, sitemap, and navigation Basic Protocol 2: Finding comprehensive information about Arabidopsis genes Basic Protocol 3: Using the Arabidopsis genome browser: JBrowse Basic Protocol 4: Using the Gene Ontology annotations for gene discovery and gene function analysis Basic Protocol 5: Using gene lists to download bulk datasets Basic Protocol 6: Using TAIR's analysis tools to find short sequences and motifs Basic Protocol 7: Using the TAIR generic online annotation tool (GOAT) to submit functional annotations for Arabidopsis (or any other species) genes Basic Protocol 8: Using PhyloGenes to visualize gene families and predict functions Basic Protocol 9: Using TAIR to browse Arabidopsis literature Basic Protocol 10: Using the synteny viewer to find and display syntenic regions from Arabidopsis and other plant species.
Collapse
Affiliation(s)
| | | | - Peifen Zhang
- Phoenix Bioinformatics, Newark, California, USA
- Computercraft, Washington, District of Columbia, Columbia, USA
| | | |
Collapse
|
22
|
Lavrekha VV, Levitsky VG, Tsukanov AV, Bogomolov AG, Grigorovich DA, Omelyanchuk N, Ubogoeva EV, Zemlyanskaya EV, Mironova V. CisCross: A gene list enrichment analysis to predict upstream regulators in Arabidopsis thaliana. FRONTIERS IN PLANT SCIENCE 2022; 13:942710. [PMID: 36061801 PMCID: PMC9434332 DOI: 10.3389/fpls.2022.942710] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Accepted: 07/26/2022] [Indexed: 06/15/2023]
Abstract
Having DNA-binding profiles for a sufficient number of genome-encoded transcription factors (TFs) opens up the perspectives for systematic evaluation of the upstream regulators for the gene lists. Plant Cistrome database, a large collection of TF binding profiles detected using the DAP-seq method, made it possible for Arabidopsis. Here we re-processed raw DAP-seq data with MACS2, the most popular peak caller that leads among other ones according to quality metrics. In the benchmarking study, we confirmed that the improved collection of TF binding profiles supported a more precise gene list enrichment procedure, and resulted in a more relevant ranking of potential upstream regulators. Moreover, we consistently recovered the TF binding profiles that were missing in the previous collection of DAP-seq peak sets. We developed the CisCross web service (https://plamorph.sysbio.ru/ciscross/) that gives more flexibility in the analysis of potential upstream TF regulators for Arabidopsis thaliana genes.
Collapse
Affiliation(s)
- Viktoriya V. Lavrekha
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
- Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
| | - Victor G. Levitsky
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
- Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
| | - Anton V. Tsukanov
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Anton G. Bogomolov
- Department of Cell Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Dmitry A. Grigorovich
- Service of Information Technologies, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Nadya Omelyanchuk
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Elena V. Ubogoeva
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Elena V. Zemlyanskaya
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
- Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
| | - Victoria Mironova
- Department of Systems Biology, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
- Department of Plant Systems Physiology, RIBES, Radboud University, Nijmegen, Netherlands
| |
Collapse
|
23
|
Abstract
The desiccated, quiescent state of seeds confers extended survival of the embryonic plant. However, accumulation of striking levels of genome damage in quiescence impairs germination and threatens plant survival. The mechanisms by which seeds mitigate this damage remain unclear. Here, we reveal that imbibed Arabidopsis seeds display high resistance to DNA damage, which is lost as seeds advance to germination, coincident with increasing cell cycle activity. In contrast to seedlings, we show that seeds minimize the impact of DNA damage by reducing meristem disruption and delaying SOG1-dependent programmed cell death. This promotes root growth early postgermination. In response to naturally accumulated DNA damage in aging seeds, SOG1 activates cell death postgermination. SOG1 activities are also important for promoting successful seedling establishment. These distinct cellular responses of seeds and seedlings are reflected by different DNA damage transcriptional profiles. Comparative analysis of DNA repair mutants identifies roles of the major genome maintenance pathways in germination but that the repair of cytotoxic chromosomal breaks is the most important for seed longevity. Collectively, these results indicate that high levels of DNA damage incurred in seeds are countered by low cell cycle activity, cell cycle checkpoints, and DNA repair, promoting successful seedling establishment. Our findings reveal insight into both the physiological significance of plant DNA damage responses and the mechanisms which maintain seed longevity, important for survival of plant populations in the natural environment and sustainable crop production under changing climates.
Collapse
|
24
|
Johnston C, García Navarrete LT, Ortiz E, Romsdahl TB, Guzha A, Chapman KD, Grotewold E, Alonso AP. Effective Mechanisms for Improving Seed Oil Production in Pennycress ( Thlaspi arvense L.) Highlighted by Integration of Comparative Metabolomics and Transcriptomics. FRONTIERS IN PLANT SCIENCE 2022; 13:943585. [PMID: 35909773 PMCID: PMC9330397 DOI: 10.3389/fpls.2022.943585] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 06/10/2022] [Indexed: 06/15/2023]
Abstract
Pennycress is a potentially lucrative biofuel crop due to its high content of long-chain unsaturated fatty acids, and because it uses non-conventional pathways to achieve efficient oil production. However, metabolic engineering is required to improve pennycress oilseed content and make it an economically viable source of aviation fuel. Research is warranted to determine if further upregulation of these non-conventional pathways could improve oil production within the species even more, which would indicate these processes serve as promising metabolic engineering targets and could provide the improvement necessary for economic feasibility of this crop. To test this hypothesis, we performed a comparative biomass, metabolomic, and transcriptomic analyses between a high oil accession (HO) and low oil accession (LO) of pennycress to assess potential factors required to optimize oil content. An evident reduction in glycolysis intermediates, improved oxidative pentose phosphate pathway activity, malate accumulation in the tricarboxylic acid cycle, and an anaplerotic pathway upregulation were noted in the HO genotype. Additionally, higher levels of threonine aldolase transcripts imply a pyruvate bypass mechanism for acetyl-CoA production. Nucleotide sugar and ascorbate accumulation also were evident in HO, suggesting differential fate of associated carbon between the two genotypes. An altered transcriptome related to lipid droplet (LD) biosynthesis and stability suggests a contribution to a more tightly-packed LD arrangement in HO cotyledons. In addition to the importance of central carbon metabolism augmentation, alternative routes of carbon entry into fatty acid synthesis and modification, as well as transcriptionally modified changes in LD regulation, are key aspects of metabolism and storage associated with economically favorable phenotypes of the species.
Collapse
Affiliation(s)
- Christopher Johnston
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| | | | - Emmanuel Ortiz
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| | - Trevor B. Romsdahl
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| | - Athanas Guzha
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| | - Kent D. Chapman
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| | - Erich Grotewold
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, United States
| | - Ana Paula Alonso
- Department of Biological Sciences, BioDiscovery Institute, University of North Texas, Denton, TX, United States
| |
Collapse
|
25
|
Cantó-Pastor A, Mason GA, Brady SM, Provart NJ. Arabidopsis bioinformatics: tools and strategies. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2021; 108:1585-1596. [PMID: 34695270 DOI: 10.1111/tpj.15547] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 10/01/2021] [Accepted: 10/19/2021] [Indexed: 06/13/2023]
Abstract
The sequencing of the Arabidopsis thaliana genome 21 years ago ushered in the genomics era for plant research. Since then, an incredible variety of bioinformatic tools permit easy access to large repositories of genomic, transcriptomic, proteomic, epigenomic and other '-omic' data. In this review, we cover some more recent tools (and highlight the 'classics') for exploring such data in order to help formulate quality, testable hypotheses, often without having to generate new experimental data. We cover tools for examining gene expression and co-expression patterns, undertaking promoter analyses and gene set enrichment analyses, and exploring protein-protein and protein-DNA interactions. We will touch on tools that integrate different data sets at the end of the article.
Collapse
Affiliation(s)
- Alex Cantó-Pastor
- Department of Plant Biology and Genome Center, University of California Davis, 1 Shields Avenue, Davis, CA, 95616, USA
| | - G Alex Mason
- Department of Plant Biology and Genome Center, University of California Davis, 1 Shields Avenue, Davis, CA, 95616, USA
| | - Siobhan M Brady
- Department of Plant Biology and Genome Center, University of California Davis, 1 Shields Avenue, Davis, CA, 95616, USA
| | - Nicholas J Provart
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks Street, Toronto, ON, M5S 3B2, Canada
| |
Collapse
|
26
|
Provart NJ, Brady SM, Parry G, Schmitz RJ, Queitsch C, Bonetta D, Waese J, Schneeberger K, Loraine AE. Anno genominis XX: 20 years of Arabidopsis genomics. THE PLANT CELL 2021; 33:832-845. [PMID: 33793861 PMCID: PMC8226293 DOI: 10.1093/plcell/koaa038] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Accepted: 12/09/2020] [Indexed: 05/04/2023]
Abstract
Twenty years ago, the Arabidopsis thaliana genome sequence was published. This was an important moment as it was the first sequenced plant genome and explicitly brought plant science into the genomics era. At the time, this was not only an outstanding technological achievement, but it was characterized by a superb global collaboration. The Arabidopsis genome was the seed for plant genomic research. Here, we review the development of numerous resources based on the genome that have enabled discoveries across plant species, which has enhanced our understanding of how plants function and interact with their environments.
Collapse
Affiliation(s)
- Nicholas J Provart
- Department of Cell & Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario, M5S 3B2, Canada
| | - Siobhan M Brady
- Department of Plant Biology and Genome Center, University of California, Davis, California, 95616, USA
| | - Geraint Parry
- GARNet, School of Biosciences, Cardiff University, Cardiff, CF10 3AX, UK
| | - Robert J Schmitz
- Department of Genetics, University of Georgia, Georgia, 30602, USA
| | - Christine Queitsch
- Department of Genome Sciences, School of Medicine, University of Washington, Seattle, Washington, 98195, USA
- Brotman Baty Institute for Precision Medicine, Seattle, Washington, 98195, USA
| | - Dario Bonetta
- Faculty of Science, Ontario Tech University, Oshawa, Ontario, L1G 0C5, Canada
| | - Jamie Waese
- Department of Cell & Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, Ontario, M5S 3B2, Canada
| | - Korbinian Schneeberger
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, D-50829, Cologne, Germany
- Faculty of Biology, LMU Munich, 82152 Munich, Germany
| | - Ann E Loraine
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, 28223, USA
| |
Collapse
|
27
|
Ó’Maoiléidigh DS, van Driel AD, Singh A, Sang Q, Le Bec N, Vincent C, de Olalla EBG, Vayssières A, Romera Branchat M, Severing E, Martinez Gallegos R, Coupland G. Systematic analyses of the MIR172 family members of Arabidopsis define their distinct roles in regulation of APETALA2 during floral transition. PLoS Biol 2021; 19:e3001043. [PMID: 33529186 PMCID: PMC7853530 DOI: 10.1371/journal.pbio.3001043] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Accepted: 12/29/2020] [Indexed: 12/31/2022] Open
Abstract
MicroRNAs (miRNAs) play important roles in regulating flowering and reproduction of angiosperms. Mature miRNAs are encoded by multiple MIRNA genes that can differ in their spatiotemporal activities and their contributions to gene regulatory networks, but the functions of individual MIRNA genes are poorly defined. We functionally analyzed the activity of all 5 Arabidopsis thaliana MIR172 genes, which encode miR172 and promote the floral transition by inhibiting the accumulation of APETALA2 (AP2) and APETALA2-LIKE (AP2-LIKE) transcription factors (TFs). Through genome editing and detailed confocal microscopy, we show that the activity of miR172 at the shoot apex is encoded by 3 MIR172 genes, is critical for floral transition of the shoot meristem under noninductive photoperiods, and reduces accumulation of AP2 and TARGET OF EAT2 (TOE2), an AP2-LIKE TF, at the shoot meristem. Utilizing the genetic resources generated here, we show that the promotion of flowering by miR172 is enhanced by the MADS-domain TF FRUITFULL, which may facilitate long-term silencing of AP2-LIKE transcription, and that their activities are partially coordinated by the TF SQUAMOSA PROMOTER-BINDING-LIKE PROTEIN 15. Thus, we present a genetic framework for the depletion of AP2 and AP2-LIKE TFs at the shoot apex during floral transition and demonstrate that this plays a central role in floral induction.
Collapse
Affiliation(s)
- Diarmuid S. Ó’Maoiléidigh
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
- Institute of Systems, Molecular, and Integrative Biology, University of Liverpool, United Kingdom
| | - Annabel D. van Driel
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Anamika Singh
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Qing Sang
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Nolwenn Le Bec
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Coral Vincent
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | | | - Alice Vayssières
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Maida Romera Branchat
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Edouard Severing
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Rafael Martinez Gallegos
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - George Coupland
- Department of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| |
Collapse
|