1
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You Y, Jiang Z. The eINTACT method for studying nuclear changes in host plant cells targeted by bacterial effectors in native infection contexts. Nat Protoc 2023; 18:3173-3193. [PMID: 37697105 DOI: 10.1038/s41596-023-00879-8] [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: 11/21/2022] [Accepted: 06/23/2023] [Indexed: 09/13/2023]
Abstract
Type-III effector proteins are major virulence determinants that most gram-negative bacteria inject into host cells to manipulate cellular processes for infection. Because effector-targeted cells are embedded and underrepresented in infected plant tissues, it is technically challenging to isolate them for focused studies of effector-induced cellular changes. This protocol describes a novel technique, effector-inducible isolation of nuclei tagged in specific cell types (eINTACT), for isolating biotin-labeled nuclei from Arabidopsis plant cells that have received Xanthomonas bacterial effectors by using streptavidin-coated magnetic beads. This protocol is an extension of the existing Nature Protocols Protocol of the INTACT method for the affinity-based purification of nuclei of specific cell types in the context of developmental biology. In a phytopathology scenario, our protocol addresses how to obtain eINTACT transgenic lines and compatible bacterial mutants, verify the eINTACT system and purify nuclei of bacterial effector-recipient cells from infected tissues. Differential analyses of purified nuclei from plants infected by bacteria expressing the effector of interest and those from plants infected by effector-deletion bacterial mutants will reveal the effector-dependent nuclear changes in targeted host cells. Provided that the eINTACT system is available, the infection experiment takes 5 d, and the procedures, from collecting bacteria-infected leaves to obtaining nuclei of effector-targeted cells, can be completed in 4 h. eINTACT is a unique method for isolating high-quality nuclei from bacterial effector-targeted host cells in native infection contexts. This method is adaptable to study the functions of type-III effectors from numerous gram-negative bacteria in host plants that are amenable to transformation.
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Affiliation(s)
- Yuan You
- Department of Molecular Life Sciences, Technical University of Munich, Freising, Germany.
- Department of General Genetics, Center for Plant Molecular Biology, Eberhard-Karls-University Tübingen, Tübingen, Germany.
| | - Zhihao Jiang
- Department of Plant Biochemistry, Center for Plant Molecular Biology, Eberhard-Karls-University Tübingen, Tübingen, Germany
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2
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Bulbul Ahmed M, Humayan Kabir A. Understanding of the various aspects of gene regulatory networks related to crop improvement. Gene 2022; 833:146556. [PMID: 35609798 DOI: 10.1016/j.gene.2022.146556] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 03/14/2022] [Accepted: 05/06/2022] [Indexed: 12/30/2022]
Abstract
The hierarchical relationship between transcription factors, associated proteins, and their target genes is defined by a gene regulatory network (GRN). GRNs allow us to understand how the genotype and environment of a plant are incorporated to control the downstream physiological responses. During plant growth or environmental acclimatization, GRNs are diverse and can be differently regulated across tissue types and organs. An overview of recent advances in the development of GRN that speed up basic and applied plant research is given here. Furthermore, the overview of genome and transcriptome involving GRN research along with the exciting advancement and application are discussed. In addition, different approaches to GRN predictions were elucidated. In this review, we also describe the role of GRN in crop improvement, crop plant manipulation, stress responses, speed breeding and identifying genetic variations/locus. Finally, the challenges and prospects of GRN in plant biology are discussed.
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Affiliation(s)
- Md Bulbul Ahmed
- Plant Science Department, McGill University, 21111 lakeshore Road, Ste. Anne de Bellevue H9X3V9, Quebec, Canada; Institut de Recherche en Biologie Végétale (IRBV), University of Montreal, Montréal, Québec H1X 2B2, Canada.
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3
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Reynoso MA, Borowsky AT, Pauluzzi GC, Yeung E, Zhang J, Formentin E, Velasco J, Cabanlit S, Duvenjian C, Prior MJ, Akmakjian GZ, Deal RB, Sinha NR, Brady SM, Girke T, Bailey-Serres J. Gene regulatory networks shape developmental plasticity of root cell types under water extremes in rice. Dev Cell 2022; 57:1177-1192.e6. [PMID: 35504287 DOI: 10.1016/j.devcel.2022.04.013] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 02/10/2022] [Accepted: 04/07/2022] [Indexed: 12/11/2022]
Abstract
Understanding how roots modulate development under varied irrigation or rainfall is crucial for development of climate-resilient crops. We established a toolbox of tagged rice lines to profile translating mRNAs and chromatin accessibility within specific cell populations. We used these to study roots in a range of environments: plates in the lab, controlled greenhouse stress and recovery conditions, and outdoors in a paddy. Integration of chromatin and mRNA data resolves regulatory networks of the following: cycle genes in proliferating cells that attenuate DNA synthesis under submergence; genes involved in auxin signaling, the circadian clock, and small RNA regulation in ground tissue; and suberin biosynthesis, iron transporters, and nitrogen assimilation in endodermal/exodermal cells modulated with water availability. By applying a systems approach, we identify known and candidate driver transcription factors of water-deficit responses and xylem development plasticity. Collectively, this resource will facilitate genetic improvements in root systems for optimal climate resilience.
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Affiliation(s)
- Mauricio A Reynoso
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA; IBBM, FCE-UNLP CONICET, La Plata 1900, Argentina
| | - Alexander T Borowsky
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Germain C Pauluzzi
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Elaine Yeung
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Jianhai Zhang
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Elide Formentin
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA; Department of Biology, University of Padova, Padova, Italy
| | - Joel Velasco
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Sean Cabanlit
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Christine Duvenjian
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Matthew J Prior
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Garo Z Akmakjian
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Roger B Deal
- Department of Biology, Emory University, Atlanta, GA 30322, USA
| | - Neelima R Sinha
- Department of Plant Biology, University of California, Davis, Davis, CA 95616, USA
| | - Siobhan M Brady
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Thomas Girke
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA
| | - Julia Bailey-Serres
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, Riverside, CA 92521, USA; Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, 3584 Utrecht, the Netherlands.
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Chu Y, Gong J, Wu P, Liu Y, Du Y, Ma L, Fu D, Zhu H, Qu G, Zhu B. Deciphering Precise Gene Transcriptional Expression Using gwINTACT in Tomato. FRONTIERS IN PLANT SCIENCE 2022; 13:852206. [PMID: 35498641 PMCID: PMC9048029 DOI: 10.3389/fpls.2022.852206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 03/09/2022] [Indexed: 06/14/2023]
Abstract
Functional gene transcription mainly occurs in the nucleus and has a significant role in plant physiology. The isolation of nuclei tagged in specific cell type (INTACT) technique provides an efficient and stable nucleus purification method to investigate the dynamic changes of nuclear gene transcriptional expression. However, the application of traditional INTACT in plants is still limited to seedlings or root cells because of severe chloroplast pollution. In this study, we proposed a newly designed and simplified INTACT based on mas-enhanced GFP (eGFP)-SlWIP2 (gwINTACT) for nuclear purification in tomato (Solanum lycopersicum) leaves, flowers, and fruits for the first time. The yield of the nucleus purified using gwINTACT from transgenic tomato leaves was doubled compared with using a traditional INTACT procedure, accompanied by more than 95% removal of chloroplasts. Relative gene expression of ethylene-related genes with ethylene treatment was reevaluated in gwINTACT leaves to reveal more different results from the traditional gene expression assay based on total RNA. Therefore, establishing the gwINTACT system in this study facilitates the precise deciphering of the transcriptional status in various tomato tissues, which lays the foundation for the further experimental study of nucleus-related molecular regulation on fruit ripening, such as ChIP-seq and ATAC-seq.
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Abstract
High-throughput single-cell transcriptomic approaches have revolutionized our view of gene expression at the level of individual cells, providing new insights into their heterogeneity, identities, and functions. Recently, technical challenges to the application of single-cell transcriptomics to plants have been overcome, and many plant organs and tissues have now been subjected to analyses at single-cell resolution. In this review, we describe these studies and their impact on our understanding of the diversity, differentiation, and activities of plant cells. We particularly highlight their impact on plant cell identity, including unprecedented views of cell transitions and definitions of rare and novel cell types. We also point out current challenges and future opportunities for the application and analyses of single-cell transcriptomics in plants. Expected final online publication date for the Annual Review of Genetics, Volume 55 is November 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Kook Hui Ryu
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan 48109, USA; , ,
| | - Yan Zhu
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan 48109, USA; , ,
| | - John Schiefelbein
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan 48109, USA; , ,
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6
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Tripathi RK, Wilkins O. Single cell gene regulatory networks in plants: Opportunities for enhancing climate change stress resilience. PLANT, CELL & ENVIRONMENT 2021; 44:2006-2017. [PMID: 33522607 PMCID: PMC8359182 DOI: 10.1111/pce.14012] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 01/21/2021] [Accepted: 01/22/2021] [Indexed: 05/05/2023]
Abstract
Global warming poses major challenges for plant survival and agricultural productivity. Thus, efforts to enhance stress resilience in plants are key strategies for protecting food security. Gene regulatory networks (GRNs) are a critical mechanism conferring stress resilience. Until recently, predicting GRNs of the individual cells that make up plants and other multicellular organisms was impeded by aggregate population scale measurements of transcriptome and other genome-scale features. With the advancement of high-throughput single cell RNA-seq and other single cell assays, learning GRNs for individual cells is now possible, in principle. In this article, we report on recent advances in experimental and analytical methodologies for single cell sequencing assays especially as they have been applied to the study of plants. We highlight recent advances and ongoing challenges for scGRN prediction, and finally, we highlight the opportunity to use scGRN discovery for studying and ultimately enhancing abiotic stress resilience in plants.
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Affiliation(s)
- Rajiv K. Tripathi
- Department of Biological SciencesUniversity of ManitobaWinnipegManitobaCanada
| | - Olivia Wilkins
- Department of Biological SciencesUniversity of ManitobaWinnipegManitobaCanada
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Yadav VK, Santos-González J, Köhler C. INT-Hi-C reveals distinct chromatin architecture in endosperm and leaf tissues of Arabidopsis. Nucleic Acids Res 2021; 49:4371-4385. [PMID: 33744975 PMCID: PMC8096224 DOI: 10.1093/nar/gkab191] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 02/10/2021] [Accepted: 03/06/2021] [Indexed: 12/13/2022] Open
Abstract
Higher-order chromatin structure undergoes striking changes in response to various developmental and environmental signals, causing distinct cell types to adopt specific chromatin organization. High throughput chromatin conformation capture (Hi-C) allows studying higher-order chromatin structure; however, this technique requires substantial amounts of starting material, which has limited the establishment of cell type-specific higher-order chromatin structure in plants. To overcome this limitation, we established a protocol that is applicable to a limited amount of nuclei by combining the INTACT (isolation of nuclei tagged in specific cell types) method and Hi-C (INT-Hi-C). Using this INT-Hi-C protocol, we generated Hi-C data from INTACT purified endosperm and leaf nuclei. Our INT-Hi-C data from leaf accurately reiterated chromatin interaction patterns derived from conventional leaf Hi-C data. We found that the higher-order chromatin organization of mixed leaf tissues and endosperm differs and that DNA methylation and repressive histone marks positively correlate with the chromatin compaction level. We furthermore found that self-looped interacting genes have increased expression in leaves and endosperm and that interacting intergenic regions negatively impact on gene expression in the endosperm. Last, we identified several imprinted genes involved in long-range and trans interactions exclusively in endosperm. Our study provides evidence that the endosperm adopts a distinct higher-order chromatin structure that differs from other cell types in plants and that chromatin interactions influence transcriptional activity.
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Affiliation(s)
- Vikash Kumar Yadav
- Department of Plant Biology, Uppsala BioCenter, Swedish University of Agricultural Sciences and Linnean Centre for Plant Biology, Uppsala 75007, Sweden
| | - Juan Santos-González
- Department of Plant Biology, Uppsala BioCenter, Swedish University of Agricultural Sciences and Linnean Centre for Plant Biology, Uppsala 75007, Sweden
| | - Claudia Köhler
- Department of Plant Biology, Uppsala BioCenter, Swedish University of Agricultural Sciences and Linnean Centre for Plant Biology, Uppsala 75007, Sweden
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8
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Innovation, conservation, and repurposing of gene function in root cell type development. Cell 2021; 184:3333-3348.e19. [PMID: 34010619 DOI: 10.1016/j.cell.2021.04.024] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 01/19/2021] [Accepted: 04/14/2021] [Indexed: 12/21/2022]
Abstract
Plant species have evolved myriads of solutions, including complex cell type development and regulation, to adapt to dynamic environments. To understand this cellular diversity, we profiled tomato root cell type translatomes. Using xylem differentiation in tomato, examples of functional innovation, repurposing, and conservation of transcription factors are described, relative to the model plant Arabidopsis. Repurposing and innovation of genes are further observed within an exodermis regulatory network and illustrate its function. Comparative translatome analyses of rice, tomato, and Arabidopsis cell populations suggest increased expression conservation of root meristems compared with other homologous populations. In addition, the functions of constitutively expressed genes are more conserved than those of cell type/tissue-enriched genes. These observations suggest that higher order properties of cell type and pan-cell type regulation are evolutionarily conserved between plants and animals.
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Farmer A, Thibivilliers S, Ryu KH, Schiefelbein J, Libault M. Single-nucleus RNA and ATAC sequencing reveals the impact of chromatin accessibility on gene expression in Arabidopsis roots at the single-cell level. MOLECULAR PLANT 2021; 14:372-383. [PMID: 33422696 DOI: 10.1016/j.molp.2021.01.001] [Citation(s) in RCA: 131] [Impact Index Per Article: 43.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Revised: 12/14/2020] [Accepted: 01/05/2021] [Indexed: 05/22/2023]
Abstract
Similar to other complex organisms, plants consist of diverse and specialized cell types. The gain of unique biological functions of these different cell types is the consequence of the establishment of cell-type-specific transcriptional programs. As a necessary step in gaining a deeper understanding of the regulatory mechanisms controlling plant gene expression, we report the use of single-nucleus RNA sequencing (sNucRNA-seq) and single-nucleus assay for transposase accessible chromatin sequencing (sNucATAC-seq) technologies on Arabidopsis roots. The comparison of our single-nucleus transcriptomes to the published protoplast transcriptomes validated the use of nuclei as biological entities to establish plant cell-type-specific transcriptomes. Furthermore, our sNucRNA-seq results uncovered the transcriptomes of additional cell subtypes not identified by single-cell RNA-seq. Similar to our transcriptomic approach, the sNucATAC-seq approach led to the distribution of the Arabidopsis nuclei into distinct clusters, suggesting the differential accessibility of chromatin between groups of cells according to their identity. To reveal the impact of chromatin accessibility on gene expression, we integrated sNucRNA-seq and sNucATAC-seq data and demonstrated that cell-type-specific marker genes display cell-type-specific patterns of chromatin accessibility. Our data suggest that the differential chromatin accessibility is a critical mechanism to regulate gene activity at the cell-type level.
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Affiliation(s)
- Andrew Farmer
- National Center for Genome Resources, Santa Fe, NM 87505, USA
| | - Sandra Thibivilliers
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Beadle Center, Lincoln, NE 68503, USA
| | - Kook Hui Ryu
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, MI 48109, USA
| | - John Schiefelbein
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Marc Libault
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, University of Nebraska-Lincoln, Beadle Center, Lincoln, NE 68503, USA.
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10
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Zheng HX, Wu FH, Li SM, Zhang XS, Sui N. Single-cell profiling lights different cell trajectories in plants. ABIOTECH 2021; 2:64-78. [PMID: 36304478 PMCID: PMC9590582 DOI: 10.1007/s42994-021-00040-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 03/13/2021] [Indexed: 11/29/2022]
Abstract
The molecular mechanism of the maintenance and differentiation of plant stem cells is an eternal theme in studies on plant growth and development. Recent advances in single-cell RNA sequencing (scRNA-seq) methods have completely changed the understanding of cell heterogeneity and cell function, allowing research precision to identify the differentiation trajectory of stem cells maintained and differentiated at the cellular level. This review aimed to mainly discuss the novel insights provided by scRNA-seq for the maintenance and initiation of plant stem cells, cell differentiation, cell response to environmental changes, and improvement strategies for scRNA-seq. In addition, it highlighted additional perspectives beyond scRNA-seq, such as spatial transcriptomes, epigenomes, and single-cell multiomics, for a renewed understanding of stem cell maintenance and cell differentiation, thus providing potential targets and theoretical foundations for crop improvement.
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Affiliation(s)
- Hong-Xiang Zheng
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Ji'nan, 250014 Shandong China
| | - Feng-Hui Wu
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Ji'nan, 250014 Shandong China
| | - Si-Min Li
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Ji'nan, 250014 Shandong China
| | - Xian Sheng Zhang
- State Key Laboratory of Crop Biology, College of Life Sciences, Shandong Agricultural University, Tai'an, 271018 Shandong China
| | - Na Sui
- Shandong Provincial Key Laboratory of Plant Stress, College of Life Sciences, Shandong Normal University, Ji'nan, 250014 Shandong China
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Lee TA, Bailey-Serres J. Conserved and nuanced hierarchy of gene regulatory response to hypoxia. THE NEW PHYTOLOGIST 2021; 229:71-78. [PMID: 31953954 DOI: 10.1111/nph.16437] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 12/21/2019] [Indexed: 06/10/2023]
Abstract
A dynamic assembly of nuclear and cytoplasmic processes regulate gene activity. Hypoxic stress and the associated energy crisis activate a plurality of regulatory mechanisms including modulation of chromatin structure, transcriptional activation and post-transcriptional processes. Temporal control of genes is associated with specific chromatin modifications and transcription factors. Genome-scale technologies that resolve transcript subpopulations in the nucleus and cytoplasm indicate post-transcriptional processes enable cells to conserve energy, prepare for prolonged stress and accelerate recovery. Moreover, the harboring of gene transcripts associated with growth in the nucleus and macromolecular RNA-protein complexes contributes to the preferential translation of stress-responsive gene transcripts during hypoxia. We discuss evidence of evolutionary variation in integration of nuclear and cytoplasmic processes that may contribute to variations in flooding resilience.
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Affiliation(s)
- Travis A Lee
- Plant Biology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, 92037, USA
| | - Julia Bailey-Serres
- Center for Plant Cell Biology and Botany and Plant Sciences Department, University of California, Riverside, CA, 92521, USA
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12
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Raffan S, Halford NG. Cereal asparagine synthetase genes. THE ANNALS OF APPLIED BIOLOGY 2021; 178:6-22. [PMID: 33518769 PMCID: PMC7818274 DOI: 10.1111/aab.12632] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 07/14/2020] [Accepted: 07/14/2020] [Indexed: 05/12/2023]
Abstract
Asparagine synthetase catalyses the transfer of an amino group from glutamine to aspartate to form glutamate and asparagine. The accumulation of free (nonprotein) asparagine in crops has implications for food safety because free asparagine is the precursor for acrylamide, a carcinogenic contaminant that forms during high-temperature cooking and processing. Here we review publicly available genome data for asparagine synthetase genes from species of the Pooideae subfamily, including bread wheat and related wheat species (Triticum and Aegilops spp.), barley (Hordeum vulgare) and rye (Secale cereale) of the Triticeae tribe. Also from the Pooideae subfamily: brachypodium (Brachypodium dIstachyon) of the Brachypodiae tribe. More diverse species are also included, comprising sorghum (Sorghum bicolor) and maize (Zea mays) of the Panicoideae subfamily and rice (Oryza sativa) of the Ehrhartoideae subfamily. The asparagine synthetase gene families of the Triticeae species each comprise five genes per genome, with the genes assigned to four groups: 1, 2, 3 (subdivided into 3.1 and 3.2) and 4. Each species has a single gene per genome in each group, except that some bread wheat varieties (genomes AABBDD) and emmer wheat (Triticum dicoccoides; genomes AABB) lack a group 2 gene in the B genome. This raises questions about the ancestry of cultivated pasta wheat and the B genome donor of bread wheat, suggesting that the hybridisation event that gave rise to hexaploid bread wheat occurred more than once. In phylogenetic analyses, genes from the other species cluster with the Triticeae genes, but brachypodium, sorghum and maize lack a group 2 gene, while rice has only two genes, one group 3 and one group 4. This means that TaASN2, the most highly expressed asparagine synthetase gene in wheat grain, has no equivalent in maize, rice, sorghum or brachypodium. An evolutionary pathway is proposed in which a series of gene duplications gave rise to the five genes found in modern Triticeae species.
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Affiliation(s)
- Sarah Raffan
- Plant Sciences DepartmentRothamsted ResearchHarpendenUK
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Barra L, Termolino P, Aiese Cigliano R, Cremona G, Paparo R, Lanzillo C, Consiglio MF, Conicella C. Meiocyte Isolation by INTACT and Meiotic Transcriptome Analysis in Arabidopsis. FRONTIERS IN PLANT SCIENCE 2021; 12:638051. [PMID: 33747019 PMCID: PMC7969724 DOI: 10.3389/fpls.2021.638051] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 02/01/2021] [Indexed: 05/06/2023]
Abstract
Isolation of nuclei tagged in specific cell types (INTACT) is a method developed to isolate cell-type-specific nuclei that are tagged through in vivo biotin labeling of a nuclear targeting fusion (NTF) protein. In our work, INTACT was used to capture nuclei of meiocytes and to generate a meiotic transcriptome in Arabidopsis. Using the promoter of AtDMC1 recombinase to label meiotic nuclei, we generated transgenic plants carrying AtDMC1:NTF along with biotin ligase enzyme (BirA) under the constitutive ACTIN2 (ACT2) promoter. AtDMC1-driven expression of biotin-labeled NTF allowed us to collect nuclei of meiocytes by streptavidin-coated magnetic beads. The nuclear meiotic transcriptome was obtained by RNA-seq using low-quantity input RNA. Transcripts grouped into different categories according to their expression levels were investigated by gene ontology enrichment analysis (GOEA). The most enriched GO term "DNA demethylation" in mid/high-expression classes suggests that this biological process is particularly relevant to meiosis onset. The majority of genes with established roles in meiosis were distributed in the classes of mid/high and high expression. Meiotic transcriptome was compared with public available transcriptomes from other tissues in Arabidopsis. Bioinformatics analysis by expression network identified a core of more than 1,500 genes related to meiosis landmarks.
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Affiliation(s)
- Lucia Barra
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
| | - Pasquale Termolino
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
| | | | - Gaetana Cremona
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
| | - Rosa Paparo
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
| | - Carmine Lanzillo
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
| | | | - Clara Conicella
- Institute of Biosciences and Bioresources, National Research Council of Italy, Portici, Italy
- *Correspondence: Clara Conicella,
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Mounier T, Navarro-Sanz S, Bureau C, Antoine L, Varoquaux F, Durandet F, Périn C. A fast, efficient and high-throughput procedure involving laser microdissection and RT droplet digital PCR for tissue-specific expression profiling of rice roots. BMC Mol Cell Biol 2020; 21:92. [PMID: 33302866 PMCID: PMC7727186 DOI: 10.1186/s12860-020-00312-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Accepted: 09/10/2020] [Indexed: 11/22/2022] Open
Abstract
Background In rice, the cortex and outer tissues play a key role in submergence tolerance. The cortex differentiates into aerenchyma, which are air-containing cavities that allow the flow of oxygen from shoots to roots, whereas exodermis suberification and sclerenchyma lignification limit oxygen loss from the mature parts of roots by forming a barrier to root oxygen loss (ROL). The genes and their networks involved in the cellular identity and differentiation of these tissues remain poorly understood. Identification and characterization of key regulators of aerenchyma and ROL barrier formation require determination of the specific expression profiles of these tissues. Results We optimized an approach combining laser microdissection (LM) and droplet digital RT-PCR (ddRT-PCR) for high-throughput identification of tissue-specific expression profiles. The developed protocol enables rapid (within 3 days) extraction of high-quality RNA from root tissues with a low contamination rate. We also demonstrated the possibility of extracting RNAs from paraffin blocks stored at 4 °C without any loss of quality. We included a detailed troubleshooting guide that should allow future users to adapt the proposed protocol to other tissues and/or species. We demonstrated that our protocol, which combines LM with ddRT-PCR, can be used as a complementary tool to in situ hybridization for tissue-specific characterization of gene expression even with a low RNA concentration input. We illustrated the efficiency of the proposed approach by validating three of four potential tissue-specific candidate genes detailed in the RiceXpro database. Conclusion The detailed protocol and the critical steps required to optimize its use for other species will democratize tissue-specific transcriptome approaches combining LM with ddRT-PCR for analyses of plants.
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Affiliation(s)
- Thibault Mounier
- CIRAD, UMR-AGAP, Université de Montpellier, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Sergi Navarro-Sanz
- CIRAD, UMR-AGAP, Université de Montpellier, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Charlotte Bureau
- CIRAD, UMR-AGAP, Université de Montpellier, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Lefeuvre Antoine
- IAGE Company, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Fabrice Varoquaux
- CIRAD, UMR-AGAP, Université de Montpellier, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Franz Durandet
- IAGE Company, Avenue Agropolis, F-34398, Montpellier Cedex 5, France
| | - Christophe Périn
- CIRAD, UMR-AGAP, Université de Montpellier, Avenue Agropolis, F-34398, Montpellier Cedex 5, France.
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15
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Van den Broeck L, Gordon M, Inzé D, Williams C, Sozzani R. Gene Regulatory Network Inference: Connecting Plant Biology and Mathematical Modeling. Front Genet 2020; 11:457. [PMID: 32547596 PMCID: PMC7270862 DOI: 10.3389/fgene.2020.00457] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Accepted: 04/14/2020] [Indexed: 12/26/2022] Open
Abstract
Plant responses to environmental and intrinsic signals are tightly controlled by multiple transcription factors (TFs). These TFs and their regulatory connections form gene regulatory networks (GRNs), which provide a blueprint of the transcriptional regulations underlying plant development and environmental responses. This review provides examples of experimental methodologies commonly used to identify regulatory interactions and generate GRNs. Additionally, this review describes network inference techniques that leverage gene expression data to predict regulatory interactions. These computational and experimental methodologies yield complex networks that can identify new regulatory interactions, driving novel hypotheses. Biological properties that contribute to the complexity of GRNs are also described in this review. These include network topology, network size, transient binding of TFs to DNA, and competition between multiple upstream regulators. Finally, this review highlights the potential of machine learning approaches to leverage gene expression data to predict phenotypic outputs.
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Affiliation(s)
- Lisa Van den Broeck
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, NC, United States
| | - Max Gordon
- Department of Electrical and Computer Engineering, North Carolina State University, Raleigh, NC, United States
| | - Dirk Inzé
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium.,VIB Center for Plant Systems Biology, Ghent, Belgium
| | - Cranos Williams
- Department of Electrical and Computer Engineering, North Carolina State University, Raleigh, NC, United States
| | - Rosangela Sozzani
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, NC, United States
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16
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Román Á, Golz JF, Webb AAR, Graham IA, Haydon MJ. Combining GAL4 GFP enhancer trap with split luciferase to measure spatiotemporal promoter activity in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2020; 102:187-198. [PMID: 31692146 PMCID: PMC7217008 DOI: 10.1111/tpj.14603] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 10/31/2019] [Indexed: 05/28/2023]
Abstract
In multicellular organisms different types of tissues have distinct gene expression profiles associated with specific function or structure of the cell. Quantification of gene expression in whole organs or whole organisms can give misleading information about levels or dynamics of expression in specific cell types. Tissue- or cell-specific analysis of gene expression has potential to enhance our understanding of gene regulation and interactions of cell signalling networks. The Arabidopsis circadian oscillator is a gene network which orchestrates rhythmic expression across the day/night cycle. There is heterogeneity between cell and tissue types of the composition and behaviour of the oscillator. In order to better understand the spatial and temporal patterns of gene expression, flexible tools are required. By combining a Gateway®-compatible split luciferase construct with a GAL4 GFP enhancer trap system, we describe a tissue-specific split luciferase assay for non-invasive detection of spatiotemporal gene expression in Arabidopsis. We demonstrate the utility of this enhancer trap-compatible split luciferase assay (ETSLA) system to investigate tissue-specific dynamics of circadian gene expression. We confirm spatial heterogeneity of circadian gene expression in Arabidopsis leaves and describe the resources available to investigate any gene of interest.
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Affiliation(s)
- Ángela Román
- School of BioSciencesUniversity of MelbourneMelbourneAustralia
- Department of BiologyUniversity of YorkYorkUnited Kingdom
| | - John F. Golz
- School of BioSciencesUniversity of MelbourneMelbourneAustralia
| | - Alex A. R. Webb
- Department of Plant SciencesUniversity of CambridgeCambridgeUnited Kingdom
| | - Ian A. Graham
- Department of BiologyUniversity of YorkYorkUnited Kingdom
| | - Michael J. Haydon
- School of BioSciencesUniversity of MelbourneMelbourneAustralia
- Department of BiologyUniversity of YorkYorkUnited Kingdom
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17
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Luginbuehl LH, El‐Sharnouby S, Wang N, Hibberd JM. Fluorescent reporters for functional analysis in rice leaves. PLANT DIRECT 2020; 4:e00188. [PMID: 32072132 PMCID: PMC7011658 DOI: 10.1002/pld3.188] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 08/19/2019] [Accepted: 11/07/2019] [Indexed: 05/22/2023]
Abstract
Fluorescent reporters have facilitated non-invasive imaging in multiple plant species and thus allowed the analysis of processes ranging from gene expression and protein localization to cellular patterning. However, in rice, a globally important crop and model species, there are relatively few reports of fluorescent proteins being used in leaves. Fluorescence imaging is particularly difficult in the rice leaf blade, likely due to a high degree of light scattering in this tissue. To address this, we investigated approaches to improve deep imaging in mature rice leaf blades. We found that ClearSee treatment, which has previously been used to visualize fluorescent reporters in whole tissues of plants, led to improved imaging in rice. Removing epidermal and subtending mesophyll cell layers was faster than ClearSee and also reduced light scattering such that imaging of fluorescent proteins in deeper leaf layers was possible. To expand the range of fluorescent proteins suitable for imaging in rice, we screened twelve whose spectral profiles spanned most of the visible spectrum. This identified five proteins (mTurquoise2, mNeonGreen, mClover3, mKOκ, and tdTomato) that are robustly expressed and detectable in mesophyll cells of stably transformed plants. Using microparticle bombardment, we show that mTurquoise2 and mNeonGreen can be used for simultaneous multicolor imaging of different subcellular compartments. Overall, we conclude that mTurquoise2, mNeonGreen, mClover3, mKOκ, and tdTomato are suitable for high-resolution live imaging of rice leaves, both after transient and stable transformation. Along with the rapid microparticle bombardment method, which allows transient transformation of major cell types in the leaf blade, these fluorescent reporters should greatly facilitate the analysis of gene expression and cell biology in rice.
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Affiliation(s)
| | | | - Na Wang
- Department of Plant SciencesUniversity of CambridgeCambridgeUK
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18
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Traubenik S, Blanco F, Zanetti ME, Reynoso MA. TRAP-SEQ of Eukaryotic Translatomes Applied to the Detection of Polysome-Associated Long Noncoding RNAs. Methods Mol Biol 2020; 2166:451-472. [PMID: 32710425 DOI: 10.1007/978-1-0716-0712-1_26] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Translating ribosome affinity purification (TRAP) technology allows the isolation of polysomal complexes and the RNAs associated with at least one 80S ribosome. TRAP consists of the stabilization and affinity purification of polysomes containing a tagged version of a ribosomal protein. Quantitative assessment of the TRAP RNA is achieved by direct sequencing (TRAP-SEQ), which provides accurate quantitation of ribosome-associated RNAs, including long noncoding RNAs (lncRNAs). Here we present an updated procedure for TRAP-SEQ, as well as a primary analysis guide for identification of ribosome-associated lncRNAs. This methodology enables the study of dynamic association of lncRNAs by assessing rapid changes in their transcript levels in polysomes at organ or cell-type level, during development, or in response to endogenous or exogenous stimuli.
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Affiliation(s)
- Soledad Traubenik
- Instituto de Biotecnología y Biología Molecular, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Centro Científico y Tecnológico-La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas, La Plata, Argentina
| | - Flavio Blanco
- Instituto de Biotecnología y Biología Molecular, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Centro Científico y Tecnológico-La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas, La Plata, Argentina
| | - María Eugenia Zanetti
- Instituto de Biotecnología y Biología Molecular, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Centro Científico y Tecnológico-La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas, La Plata, Argentina
| | - Mauricio A Reynoso
- Instituto de Biotecnología y Biología Molecular, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Centro Científico y Tecnológico-La Plata, Consejo Nacional de Investigaciones Científicas y Técnicas, La Plata, Argentina.
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19
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Palovaara J, Weijers D. Cell Type-Specific Transcriptomics in the Plant Embryo Using an Adapted INTACT Protocol. Methods Mol Biol 2020; 2122:141-150. [PMID: 31975301 DOI: 10.1007/978-1-0716-0342-0_11] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Cells differentiate from undifferentiated precursors in order to establish the tissues of vascular plants. The different cell types and stem cells are first specified in the early embryo. How cell type specification is instructed by transcriptional control on a genome-wide level is poorly understood. A major hurdle has been the technical challenge associated with obtaining cellular transcriptomes in this inaccessible tissue. Recently, we adapted a two-component genetic labeling system called INTACT to isolate nuclei and generate a microarray-based expression atlas of the cell types in the early Arabidopsis thaliana embryo. Here we present a step-by-step description of the adapted INTACT protocol, as well as the approach to generate transcriptomic profiles. This protocol has been adapted to account for using seeds with embryos of various developmental stages as a starting material, and the relatively few cell type-specific nuclei that can be isolated from embryos.
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Affiliation(s)
| | - Dolf Weijers
- Laboratory of Biochemistry, Wageningen University, Wageningen, The Netherlands
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20
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Bailey-Serres J, Zhai J, Seki M. The Dynamic Kaleidoscope of RNA Biology in Plants. PLANT PHYSIOLOGY 2020; 182:1-9. [PMID: 31908318 PMCID: PMC6945830 DOI: 10.1104/pp.19.01558] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Affiliation(s)
- Julia Bailey-Serres
- Center for Plant Cell Biology and Department of Botany and Plant Sciences, University of California, Riverside, California 92521
| | - Jixian Zhai
- Department of Biology and Institute of Plant and Food Science, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China
| | - Motoaki Seki
- Plant Genomic Network Research Team, RIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Kanagawa 230-0045, Japan
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21
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Dumur T, Duncan S, Graumann K, Desset S, Randall RS, Scheid OM, Prodanov D, Tatout C, Baroux C. Probing the 3D architecture of the plant nucleus with microscopy approaches: challenges and solutions. Nucleus 2019; 10:181-212. [PMID: 31362571 PMCID: PMC6682351 DOI: 10.1080/19491034.2019.1644592] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Revised: 06/24/2019] [Accepted: 07/01/2019] [Indexed: 12/18/2022] Open
Abstract
The eukaryotic cell nucleus is a central organelle whose architecture determines genome function at multiple levels. Deciphering nuclear organizing principles influencing cellular responses and identity is a timely challenge. Despite many similarities between plant and animal nuclei, plant nuclei present intriguing specificities. Complementary to molecular and biochemical approaches, 3D microscopy is indispensable for resolving nuclear architecture. However, novel solutions are required for capturing cell-specific, sub-nuclear and dynamic processes. We provide a pointer for utilising high-to-super-resolution microscopy and image processing to probe plant nuclear architecture in 3D at the best possible spatial and temporal resolution and at quantitative and cell-specific levels. High-end imaging and image-processing solutions allow the community now to transcend conventional practices and benefit from continuously improving approaches. These promise to deliver a comprehensive, 3D view of plant nuclear architecture and to capture spatial dynamics of the nuclear compartment in relation to cellular states and responses. Abbreviations: 3D and 4D: Three and Four dimensional; AI: Artificial Intelligence; ant: antipodal nuclei (ant); CLSM: Confocal Laser Scanning Microscopy; CTs: Chromosome Territories; DL: Deep Learning; DLIm: Dynamic Live Imaging; ecn: egg nucleus; FACS: Fluorescence-Activated Cell Sorting; FISH: Fluorescent In Situ Hybridization; FP: Fluorescent Proteins (GFP, RFP, CFP, YFP, mCherry); FRAP: Fluorescence Recovery After Photobleaching; GPU: Graphics Processing Unit; KEEs: KNOT Engaged Elements; INTACT: Isolation of Nuclei TAgged in specific Cell Types; LADs: Lamin-Associated Domains; ML: Machine Learning; NA: Numerical Aperture; NADs: Nucleolar Associated Domains; PALM: Photo-Activated Localization Microscopy; Pixel: Picture element; pn: polar nuclei; PSF: Point Spread Function; RHF: Relative Heterochromatin Fraction; SIM: Structured Illumination Microscopy; SLIm: Static Live Imaging; SMC: Spore Mother Cell; SNR: Signal to Noise Ratio; SRM: Super-Resolution Microscopy; STED: STimulated Emission Depletion; STORM: STochastic Optical Reconstruction Microscopy; syn: synergid nuclei; TADs: Topologically Associating Domains; Voxel: Volumetric pixel.
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Affiliation(s)
- Tao Dumur
- Gregor Mendel Institute (GMI) of Molecular Plant Biology, Austrian Academy of Sciences, Vienna Biocenter (VBC), Vienna, Austria
| | - Susan Duncan
- Norwich Research Park, Earlham Institute, Norwich, UK
| | - Katja Graumann
- Department of Biological and Medical Sciences, Oxford Brookes University, Oxford, UK
| | - Sophie Desset
- GReD, Université Clermont Auvergne, CNRS, INSERM, Clermont–Ferrand, France
| | - Ricardo S Randall
- Department of Plant and Microbial Biology, Zürich-Basel Plant Science Center, University of Zürich, Zürich, Switzerland
| | - Ortrun Mittelsten Scheid
- Gregor Mendel Institute (GMI) of Molecular Plant Biology, Austrian Academy of Sciences, Vienna Biocenter (VBC), Vienna, Austria
| | - Dimiter Prodanov
- Environment, Health and Safety, Neuroscience Research Flanders, Leuven, Belgium
| | - Christophe Tatout
- GReD, Université Clermont Auvergne, CNRS, INSERM, Clermont–Ferrand, France
| | - Célia Baroux
- Department of Plant and Microbial Biology, Zürich-Basel Plant Science Center, University of Zürich, Zürich, Switzerland
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22
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Lee TA, Bailey-Serres J. Integrative Analysis from the Epigenome to Translatome Uncovers Patterns of Dominant Nuclear Regulation during Transient Stress. THE PLANT CELL 2019; 31:2573-2595. [PMID: 31519798 PMCID: PMC6881120 DOI: 10.1105/tpc.19.00463] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 08/21/2019] [Accepted: 09/12/2019] [Indexed: 05/19/2023]
Abstract
Gene regulation is a dynamic process involving changes ranging from the remodeling of chromatin to preferential translation. To understand integrated nuclear and cytoplasmic gene regulatory dynamics, we performed a survey spanning the epigenome to translatome of Arabidopsis (Arabidopsis thaliana) seedlings in response to hypoxia and reoxygenation. This included chromatin assays (examining histones, accessibility, RNA polymerase II [RNAPII], and transcription factor binding) and three RNA assays (nuclear, polyadenylated, and ribosome-associated). Dynamic patterns of nuclear regulation distinguished stress-induced and growth-associated mRNAs. The rapid upregulation of hypoxia-responsive gene transcripts and their preferential translation were generally accompanied by increased chromatin accessibility, RNAPII engagement, and reduced Histone 2A.Z association. Hypoxia promoted a progressive upregulation of heat stress transcripts, as evidenced by RNAPII binding and increased nuclear RNA, with polyadenylated RNA levels only elevated after prolonged stress or reoxygenation. Promoters of rapidly versus progressively upregulated genes were enriched for cis-elements of ethylene-responsive and heat shock factor transcription factors, respectively. Genes associated with growth, including many encoding cytosolic ribosomal proteins, underwent distinct histone modifications, yet retained RNAPII engagement and accumulated nuclear transcripts during the stress. Upon reaeration, progressively upregulated and growth-associated gene transcripts were rapidly mobilized to ribosomes. Thus, multilevel nuclear regulation of nucleosomes, transcript synthesis, accumulation, and translation tailor transient stress responses.plantcell;31/11/2573/FX1F1fx1.
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Affiliation(s)
- Travis A Lee
- Center for Plant Cell Biology and Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Julia Bailey-Serres
- Center for Plant Cell Biology and Botany and Plant Sciences Department, University of California, Riverside, California 92521
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23
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Reynoso MA, Kajala K, Bajic M, West DA, Pauluzzi G, Yao AI, Hatch K, Zumstein K, Woodhouse M, Rodriguez-Medina J, Sinha N, Brady SM, Deal RB, Bailey-Serres J. Evolutionary flexibility in flooding response circuitry in angiosperms. Science 2019; 365:1291-1295. [PMID: 31604238 PMCID: PMC7710369 DOI: 10.1126/science.aax8862] [Citation(s) in RCA: 77] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Accepted: 08/26/2019] [Indexed: 11/02/2022]
Abstract
Flooding due to extreme weather threatens crops and ecosystems. To understand variation in gene regulatory networks activated by submergence, we conducted a high-resolution analysis of chromatin accessibility and gene expression at three scales of transcript control in four angiosperms, ranging from a dryland-adapted wild species to a wetland crop. The data define a cohort of conserved submergence-activated genes with signatures of overlapping cis regulation by four transcription factor families. Syntenic genes are more highly expressed than nonsyntenic genes, yet both can have the cis motifs and chromatin accessibility associated with submergence up-regulation. Whereas the flexible circuitry spans the eudicot-monocot divide, the frequency of specific cis motifs, extent of chromatin accessibility, and degree of submergence activation are more prevalent in the wetland crop and may have adaptive importance.
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Affiliation(s)
- Mauricio A Reynoso
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, CA, USA
| | - Kaisa Kajala
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
- Genome Center, University of California, Davis, CA , USA
- Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, Netherlands
| | - Marko Bajic
- Department of Biology, Emory University, Atlanta, GA, USA
- Graduate Program in Genetics and Molecular Biology, Emory University, Atlanta, GA, USA
| | - Donnelly A West
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
| | - Germain Pauluzzi
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, CA, USA
| | - Andrew I Yao
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
- Genome Center, University of California, Davis, CA , USA
| | - Kathryn Hatch
- Department of Biology, Emory University, Atlanta, GA, USA
| | - Kristina Zumstein
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
| | - Margaret Woodhouse
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
| | - Joel Rodriguez-Medina
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA
- Genome Center, University of California, Davis, CA , USA
| | - Neelima Sinha
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA.
| | - Siobhan M Brady
- Department of Plant Biology, Division of Biological Sciences, University of California, Davis, CA, USA.
- Genome Center, University of California, Davis, CA , USA
| | - Roger B Deal
- Department of Biology, Emory University, Atlanta, GA, USA.
| | - Julia Bailey-Serres
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, CA, USA.
- Institute of Environmental Biology, Utrecht University, 3584 CH Utrecht, Netherlands
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24
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Del Toro-De León G, Köhler C. Endosperm-specific transcriptome analysis by applying the INTACT system. PLANT REPRODUCTION 2019; 32:55-61. [PMID: 30588542 DOI: 10.1007/s00497-018-00356-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Accepted: 12/14/2018] [Indexed: 05/06/2023]
Abstract
KEY MESSAGE We report the adaptation of the INTACT method for RNA-sequencing in the endosperm and demonstrate its feasibility for allele-specific expression analysis. Tissue-specific transcriptome analyses provide important insights into the developmental programs of defined cell types. The isolation of nuclei tagged in specific cell types (INTACT) is a versatile method that allows to isolate highly pure nuclei from defined tissue types that can be used for several downstream applications. Here, we describe the adaptation of INTACT from endosperm nuclei for high-throughput RNA-sequencing. By analyzing the ratio of parental reads and tissue-specific gene expression in the endosperm, we could assess the contamination level of our samples. Based on this analysis, we estimate that in most of the samples the contamination level is lower than in previously published datasets. We further show that the nuclear transcriptome and total transcriptome of the endosperm are well correlated. Together, our data show that INTACT of the endosperm is a reliable methodology for endosperm-specific transcriptome analysis that overcomes the limitation of time-consuming manual endosperm dissection that is connected with high levels of maternal tissue contamination. INTACT does not rely on expensive equipment and can be set up in every standard molecular biology laboratory, making it the method of choice for future molecular studies of the endosperm.
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Affiliation(s)
- Gerardo Del Toro-De León
- Department of Plant Biology, Uppsala BioCenter, Swedish University of Agricultural Sciences and Linnean Center for Plant Biology, Uppsala, Sweden
| | - Claudia Köhler
- Department of Plant Biology, Uppsala BioCenter, Swedish University of Agricultural Sciences and Linnean Center for Plant Biology, Uppsala, Sweden.
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25
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Palovaara J, Weijers D. Adapting INTACT to analyse cell-type-specific transcriptomes and nucleocytoplasmic mRNA dynamics in the Arabidopsis embryo. PLANT REPRODUCTION 2019; 32:113-121. [PMID: 30430248 DOI: 10.1007/s00497-018-0347-0] [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: 10/05/2018] [Accepted: 10/31/2018] [Indexed: 05/06/2023]
Abstract
In the early embryo of vascular plants, the different cell types and stem cells of the seedling are specified as the embryo develops from a zygote towards maturity. How the key steps in cell and tissue specification are instructed by genome-wide transcriptional activity is poorly understood. Progress in defining transcriptional regulation at the genome-wide level in plant embryos has been hampered by difficulties associated with capturing cell-type-specific transcriptomes in this small and inaccessible structure. We recently adapted a two-component genetic nucleus labelling system called INTACT to isolate nuclei from distinct cell types at different stages of Arabidopsis thaliana embryogenesis. We have used these to generate a transcriptomic atlas of embryo development following microarray-based expression profiling. Here, we present a general description of the adapted INTACT procedure, including the two-component labelling system, seed isolation, nuclei preparation and purification, as well as transcriptomic profiling. We also compare nuclear and cellular transcriptomes from the early Arabidopsis embryo to assess nucleocytoplasmic differences and discuss how these differences can be used to infer regulation of gene activity.
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Affiliation(s)
- Joakim Palovaara
- Laboratory of Biochemistry, Wageningen University, 6708 WE, Wageningen, The Netherlands
- Molecular Genetics, University of Bremen, 28359, Bremen, Germany
| | - Dolf Weijers
- Laboratory of Biochemistry, Wageningen University, 6708 WE, Wageningen, The Netherlands.
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26
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Bontinck M, Van Leene J, Gadeyne A, De Rybel B, Eeckhout D, Nelissen H, De Jaeger G. Recent Trends in Plant Protein Complex Analysis in a Developmental Context. FRONTIERS IN PLANT SCIENCE 2018; 9:640. [PMID: 29868093 PMCID: PMC5962756 DOI: 10.3389/fpls.2018.00640] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 04/26/2018] [Indexed: 05/30/2023]
Abstract
Because virtually all proteins interact with other proteins, studying protein-protein interactions (PPIs) is fundamental in understanding protein function. This is especially true when studying specific developmental processes, in which proteins often make developmental stage- or tissue specific interactions. However, studying these specific PPIs in planta can be challenging. One of the most widely adopted methods to study PPIs in planta is affinity purification coupled to mass spectrometry (AP/MS). Recent developments in the field of mass spectrometry have boosted applications of AP/MS in a developmental context. This review covers two main advancements in the field of affinity purification to study plant developmental processes: increasing the developmental resolution of the harvested tissues and moving from affinity purification to affinity enrichment. Furthermore, we discuss some new affinity purification approaches that have recently emerged and could have a profound impact on the future of protein interactome analysis in plants.
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Affiliation(s)
- Michiel Bontinck
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Jelle Van Leene
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Astrid Gadeyne
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Bert De Rybel
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Dominique Eeckhout
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Hilde Nelissen
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
| | - Geert De Jaeger
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium
- Flanders Institute for Biotechnology, VIB-UGent Center for Plant Systems Biology, Ghent, Belgium
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27
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Reynoso MA, Pauluzzi GC, Cabanlit S, Velasco J, Bazin J, Deal R, Brady S, Sinha N, Bailey-Serres J, Kajala K. Isolation of Nuclei in Tagged Cell Types (INTACT), RNA Extraction and Ribosomal RNA Degradation to Prepare Material for RNA-Seq. Bio Protoc 2018; 8:e2458. [PMID: 34286007 DOI: 10.21769/bioprotoc.2458] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 11/21/2017] [Accepted: 11/23/2017] [Indexed: 11/02/2022] Open
Abstract
Gene expression is dynamically regulated on many levels, including chromatin accessibility and transcription. In order to study these nuclear regulatory events, we describe our method to purify nuclei with Isolation of Nuclei in TAgged Cell Types (INTACT). As nuclear RNA is low in polyadenylated transcripts and conventional pulldown methods would not capture non-polyadenylated pre-mRNA, we also present our method to remove ribosomal RNA from the total nuclear RNA in preparation for nuclear RNA-Seq.
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Affiliation(s)
- Mauricio A Reynoso
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, CA, USA
| | - Germain C Pauluzzi
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, CA, USA
| | - Sean Cabanlit
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, CA, USA
| | - Joel Velasco
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, CA, USA
| | - Jérémie Bazin
- IPS2, Institute of Plant Science-Paris Saclay (CNRS-INRA), University of Paris-Saclay, Orsay, France
| | | | - Siobhan Brady
- Department of Plant Biology, UC Davis, Davis, CA, USA.,Genome Center, UC Davis, Davis, CA, USA
| | - Neelima Sinha
- Department of Plant Biology, UC Davis, Davis, CA, USA
| | - Julia Bailey-Serres
- Center for Plant Cell Biology, Department of Botany and Plant Sciences, University of California, Riverside, CA, USA
| | - Kaisa Kajala
- Department of Plant Biology, UC Davis, Davis, CA, USA.,Genome Center, UC Davis, Davis, CA, USA
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28
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Maher KA, Bajic M, Kajala K, Reynoso M, Pauluzzi G, West DA, Zumstein K, Woodhouse M, Bubb K, Dorrity MW, Queitsch C, Bailey-Serres J, Sinha N, Brady SM, Deal RB. Profiling of Accessible Chromatin Regions across Multiple Plant Species and Cell Types Reveals Common Gene Regulatory Principles and New Control Modules. THE PLANT CELL 2018. [PMID: 29229750 DOI: 10.1101/167932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The transcriptional regulatory structure of plant genomes remains poorly defined relative to animals. It is unclear how many cis-regulatory elements exist, where these elements lie relative to promoters, and how these features are conserved across plant species. We employed the assay for transposase-accessible chromatin (ATAC-seq) in four plant species (Arabidopsis thaliana, Medicago truncatula, Solanum lycopersicum, and Oryza sativa) to delineate open chromatin regions and transcription factor (TF) binding sites across each genome. Despite 10-fold variation in intergenic space among species, the majority of open chromatin regions lie within 3 kb upstream of a transcription start site in all species. We find a common set of four TFs that appear to regulate conserved gene sets in the root tips of all four species, suggesting that TF-gene networks are generally conserved. Comparative ATAC-seq profiling of Arabidopsis root hair and non-hair cell types revealed extensive similarity as well as many cell-type-specific differences. Analyzing TF binding sites in differentially accessible regions identified a MYB-driven regulatory module unique to the hair cell, which appears to control both cell fate regulators and abiotic stress responses. Our analyses revealed common regulatory principles among species and shed light on the mechanisms producing cell-type-specific transcriptomes during development.
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Affiliation(s)
- Kelsey A Maher
- Department of Biology, Emory University, Atlanta, Georgia 30322
- Graduate Program in Biochemistry, Cell, and Developmental Biology, Emory University, Atlanta, Georgia 30322
| | - Marko Bajic
- Department of Biology, Emory University, Atlanta, Georgia 30322
- Graduate Program in Genetics and Molecular Biology, Emory University, Atlanta, Georgia 30322
| | - Kaisa Kajala
- Department of Plant Biology and Genome Center, University of California, Davis, California 95616
| | - Mauricio Reynoso
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Germain Pauluzzi
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Donnelly A West
- Department of Plant Biology, University of California, Davis, California 95616
| | - Kristina Zumstein
- Department of Plant Biology, University of California, Davis, California 95616
| | - Margaret Woodhouse
- Department of Plant Biology, University of California, Davis, California 95616
| | - Kerry Bubb
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Michael W Dorrity
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Christine Queitsch
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Julia Bailey-Serres
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Neelima Sinha
- Department of Plant Biology, University of California, Davis, California 95616
| | - Siobhan M Brady
- Department of Plant Biology and Genome Center, University of California, Davis, California 95616
| | - Roger B Deal
- Department of Biology, Emory University, Atlanta, Georgia 30322
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29
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Maher KA, Bajic M, Kajala K, Reynoso M, Pauluzzi G, West DA, Zumstein K, Woodhouse M, Bubb K, Dorrity MW, Queitsch C, Bailey-Serres J, Sinha N, Brady SM, Deal RB. Profiling of Accessible Chromatin Regions across Multiple Plant Species and Cell Types Reveals Common Gene Regulatory Principles and New Control Modules. THE PLANT CELL 2018; 30:15-36. [PMID: 29229750 PMCID: PMC5810565 DOI: 10.1105/tpc.17.00581] [Citation(s) in RCA: 168] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Revised: 10/30/2017] [Accepted: 12/06/2017] [Indexed: 05/19/2023]
Abstract
The transcriptional regulatory structure of plant genomes remains poorly defined relative to animals. It is unclear how many cis-regulatory elements exist, where these elements lie relative to promoters, and how these features are conserved across plant species. We employed the assay for transposase-accessible chromatin (ATAC-seq) in four plant species (Arabidopsis thaliana, Medicago truncatula, Solanum lycopersicum, and Oryza sativa) to delineate open chromatin regions and transcription factor (TF) binding sites across each genome. Despite 10-fold variation in intergenic space among species, the majority of open chromatin regions lie within 3 kb upstream of a transcription start site in all species. We find a common set of four TFs that appear to regulate conserved gene sets in the root tips of all four species, suggesting that TF-gene networks are generally conserved. Comparative ATAC-seq profiling of Arabidopsis root hair and non-hair cell types revealed extensive similarity as well as many cell-type-specific differences. Analyzing TF binding sites in differentially accessible regions identified a MYB-driven regulatory module unique to the hair cell, which appears to control both cell fate regulators and abiotic stress responses. Our analyses revealed common regulatory principles among species and shed light on the mechanisms producing cell-type-specific transcriptomes during development.
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Affiliation(s)
- Kelsey A Maher
- Department of Biology, Emory University, Atlanta, Georgia 30322
- Graduate Program in Biochemistry, Cell, and Developmental Biology, Emory University, Atlanta, Georgia 30322
| | - Marko Bajic
- Department of Biology, Emory University, Atlanta, Georgia 30322
- Graduate Program in Genetics and Molecular Biology, Emory University, Atlanta, Georgia 30322
| | - Kaisa Kajala
- Department of Plant Biology and Genome Center, University of California, Davis, California 95616
| | - Mauricio Reynoso
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Germain Pauluzzi
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Donnelly A West
- Department of Plant Biology, University of California, Davis, California 95616
| | - Kristina Zumstein
- Department of Plant Biology, University of California, Davis, California 95616
| | - Margaret Woodhouse
- Department of Plant Biology, University of California, Davis, California 95616
| | - Kerry Bubb
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Michael W Dorrity
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Christine Queitsch
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington 98195
| | - Julia Bailey-Serres
- Center for Plant Cell Biology, Botany and Plant Sciences Department, University of California, Riverside, California 92521
| | - Neelima Sinha
- Department of Plant Biology, University of California, Davis, California 95616
| | - Siobhan M Brady
- Department of Plant Biology and Genome Center, University of California, Davis, California 95616
| | - Roger B Deal
- Department of Biology, Emory University, Atlanta, Georgia 30322
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