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Barragán‐Rosillo AC, Chávez Montes RA, Herrera‐Estrella L. The role of DNA content in shaping chromatin architecture and gene expression. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2025; 121:e70116. [PMID: 40127924 PMCID: PMC11932763 DOI: 10.1111/tpj.70116] [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: 05/27/2024] [Revised: 03/05/2025] [Accepted: 03/10/2025] [Indexed: 03/26/2025]
Abstract
Whole-genome duplication is an evolutionary force that drives speciation in all living kingdoms and is notably prevalent in plants. The evolutionary history of plants involved at least two genomic duplications that significantly expanded the plant morphology and physiology spectrum. Many important crops are polyploids, showing valuable features relative to morphological and stress response traits. After genome duplication, diploidization processes facilitate genomic adjustments to restore disomic inheritance. However, little is known about the chromatin changes triggered by nuclear DNA content alterations. Here, we report that synthetically induced genome duplication leads to chromatinization and significant changes in gene expression, resulting in a transcriptional landscape resembling a natural tetraploid. Interestingly, synthetic diploidization elicits only minor alterations in transcriptional activity and chromatin accessibility compared to the more pronounced effects of tetraploidization. We identified epigenetic factors, including specific histone variants, that showed increased expression following genome duplication and decreased expression after genome reduction. These changes may play a key role in the epigenetic mechanisms underlying the phenotypic complexity after tetraploidization in plants. Our findings shed light on the mechanisms that modulate chromatin accessibility remodeling and gene transcription regulation underlying plant genome adaptation in response to changes in genome size.
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Affiliation(s)
- Alfonso Carlos Barragán‐Rosillo
- Department of Plant and Soil Science, Institute of Genomics for Crop Abiotic Stress ToleranceTexas Tech UniversityLubbockTexasUSA
| | - Ricardo A. Chávez Montes
- Department of Plant and Soil Science, Institute of Genomics for Crop Abiotic Stress ToleranceTexas Tech UniversityLubbockTexasUSA
| | - Luis Herrera‐Estrella
- Department of Plant and Soil Science, Institute of Genomics for Crop Abiotic Stress ToleranceTexas Tech UniversityLubbockTexasUSA
- Unidad de Genómica Avanzada del Centro de Investigación y de Estudios Avanzados del Instituto Politécnico NacionalIrapuatoGuanajuatoMexico
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2
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Srikant T, Gonzalo A, Bomblies K. Chromatin Accessibility and Gene Expression Vary Between a New and Evolved Autopolyploid of Arabidopsis arenosa. Mol Biol Evol 2024; 41:msae213. [PMID: 39404085 PMCID: PMC11518924 DOI: 10.1093/molbev/msae213] [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: 07/19/2024] [Revised: 09/26/2024] [Accepted: 10/10/2024] [Indexed: 10/30/2024] Open
Abstract
Polyploids arise from whole-genome duplication (WGD) events, which have played important roles in genome evolution across eukaryotes. WGD can increase genome complexity, yield phenotypic novelty, and influence adaptation. Neo-polyploids have been reported to often show seemingly stochastic epigenetic and transcriptional changes, but this leaves open the question whether these changes persist in evolved polyploids. A powerful approach to address this is to compare diploids, neo-polyploids, and evolved polyploids of the same species. Arabidopsis arenosa is a species that allows us to do this-natural diploid and autotetraploid populations exist, while neo-tetraploids can be artificially generated. Here, we use ATAC-seq to assay local chromatin accessibility, and RNA-seq to study gene expression on matched leaf and petal samples from diploid, neo-tetraploid and evolved tetraploid A. arenosa. We found over 8,000 differentially accessible chromatin regions across all samples. These are largely tissue specific and show distinct trends across cytotypes, with roughly 70% arising upon WGD. Interestingly, only a small proportion is associated with expression changes in nearby genes. However, accessibility variation across cytotypes associates strongly with the number of nearby transposable elements. Relatively few genes were differentially expressed upon genome duplication, and ∼60% of these reverted to near-diploid levels in the evolved tetraploid, suggesting that most initial perturbations do not last. Our results provide new insights into how epigenomic and transcriptional mechanisms jointly respond to genome duplication and subsequent evolution of autopolyploids, and importantly, show that one cannot be directly predicted from the other.
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Affiliation(s)
- Thanvi Srikant
- Department of Biology, Institute of Molecular Plant Biology, ETH Zürich, Zürich, Switzerland
| | - Adrián Gonzalo
- Department of Biology, Institute of Molecular Plant Biology, ETH Zürich, Zürich, Switzerland
| | - Kirsten Bomblies
- Department of Biology, Institute of Molecular Plant Biology, ETH Zürich, Zürich, Switzerland
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3
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Long Y, Wendel JF, Zhang X, Wang M. Evolutionary insights into the organization of chromatin structure and landscape of transcriptional regulation in plants. TRENDS IN PLANT SCIENCE 2024; 29:638-649. [PMID: 38061928 DOI: 10.1016/j.tplants.2023.11.009] [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: 08/24/2023] [Revised: 11/06/2023] [Accepted: 11/09/2023] [Indexed: 06/09/2024]
Abstract
Development of complex traits necessitates the functioning and coordination of intricate regulatory networks involving multiple genes. Understanding 3D chromatin structure can facilitate insight into the regulation of gene expression by regulatory elements. This potential, of visualizing the role of chromatin organization in the evolution and function of regulatory elements, remains largely unexplored. Here, we describe new perspectives that arise from the dual considerations of sequence variation of regulatory elements and chromatin structure, with a special focus on whole-genome doubling or polyploidy. We underscore the significance of hierarchical chromatin organization in gene regulation during evolution. In addition, we describe strategies for exploring chromatin organization in future investigations of regulatory evolution in plants, enabling insights into the evolutionary influence of regulatory elements on gene expression and, hence, phenotypes.
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Affiliation(s)
- Yuexuan Long
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, China
| | - Jonathan F Wendel
- Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA
| | - Xianlong Zhang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, China
| | - Maojun Wang
- National Key Laboratory of Crop Genetic Improvement, Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan, China.
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4
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Shaw DE, Naftaly AS, White MA. Positive Selection Drives cis-regulatory Evolution Across the Threespine Stickleback Y Chromosome. Mol Biol Evol 2024; 41:msae020. [PMID: 38306314 PMCID: PMC10899008 DOI: 10.1093/molbev/msae020] [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: 08/11/2023] [Revised: 12/31/2023] [Accepted: 01/24/2024] [Indexed: 02/04/2024] Open
Abstract
Allele-specific gene expression evolves rapidly on heteromorphic sex chromosomes. Over time, the accumulation of mutations on the Y chromosome leads to widespread loss of gametolog expression, relative to the X chromosome. It remains unclear if expression evolution on degrading Y chromosomes is primarily driven by mutations that accumulate through processes of selective interference, or if positive selection can also favor the down-regulation of coding regions on the Y chromosome that contain deleterious mutations. Identifying the relative rates of cis-regulatory sequence evolution across Y chromosomes has been challenging due to the limited number of reference assemblies. The threespine stickleback (Gasterosteus aculeatus) Y chromosome is an excellent model to identify how regulatory mutations accumulate on Y chromosomes due to its intermediate state of divergence from the X chromosome. A large number of Y-linked gametologs still exist across 3 differently aged evolutionary strata to test these hypotheses. We found that putative enhancer regions on the Y chromosome exhibited elevated substitution rates and decreased polymorphism when compared to nonfunctional sites, like intergenic regions and synonymous sites. This suggests that many cis-regulatory regions are under positive selection on the Y chromosome. This divergence was correlated with X-biased gametolog expression, indicating the loss of expression from the Y chromosome may be favored by selection. Our findings provide evidence that Y-linked cis-regulatory regions exhibit signs of positive selection quickly after the suppression of recombination and allow comparisons with recent theoretical models that suggest the rapid divergence of regulatory regions may be favored to mask deleterious mutations on the Y chromosome.
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Affiliation(s)
- Daniel E Shaw
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | | | - Michael A White
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
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5
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Debernardi JM, Burguener G, Bubb K, Liu Q, Queitsch C, Dubcovsky J. Optimization of ATAC-seq in wheat seedling roots using INTACT-isolated nuclei. BMC PLANT BIOLOGY 2023; 23:270. [PMID: 37211599 DOI: 10.1186/s12870-023-04281-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 05/12/2023] [Indexed: 05/23/2023]
Abstract
BACKGROUND The genetic information contained in the genome of an organism is organized in genes and regulatory elements that control gene expression. The genomes of multiple plants species have already been sequenced and the gene repertory have been annotated, however, cis-regulatory elements remain less characterized, limiting our understanding of genome functionality. These elements act as open platforms for recruiting both positive- and negative-acting transcription factors, and as such, chromatin accessibility is an important signature for their identification. RESULTS In this work we developed a transgenic INTACT [isolation of nuclei tagged in specific cell types] system in tetraploid wheat for nuclei purifications. Then, we combined the INTACT system together with the assay for transposase-accessible chromatin with sequencing [ATAC-seq] to identify open chromatin regions in wheat root tip samples. Our ATAC-seq results showed a large enrichment of open chromatin regions in intergenic and promoter regions, which is expected for regulatory elements and that is similar to ATAC-seq results obtained in other plant species. In addition, root ATAC-seq peaks showed a significant overlap with a previously published ATAC-seq data from wheat leaf protoplast, indicating a high reproducibility between the two experiments and a large overlap between open chromatin regions in root and leaf tissues. Importantly, we observed overlap between ATAC-seq peaks and cis-regulatory elements that have been functionally validated in wheat, and a good correlation between normalized accessibility and gene expression levels. CONCLUSIONS We have developed and validated an INTACT system in tetraploid wheat that allows rapid and high-quality nuclei purification from root tips. Those nuclei were successfully used to performed ATAC-seq experiments that revealed open chromatin regions in the wheat genome that will be useful to identify cis-regulatory elements. The INTACT system presented here will facilitate the development of ATAC-seq datasets in other tissues, growth stages, and under different growing conditions to generate a more complete landscape of the accessible DNA regions in the wheat genome.
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Affiliation(s)
- Juan M Debernardi
- University of California, Davis, CA, 95616, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA.
| | - German Burguener
- University of California, Davis, CA, 95616, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA
| | - Kerry Bubb
- Dept. of Biology, University of Washington, Seattle, WA, 98195, USA
| | - Qiujie Liu
- University of California, Davis, CA, 95616, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA
| | | | - Jorge Dubcovsky
- University of California, Davis, CA, 95616, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA.
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6
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Singh P, Stevenson SR, Dickinson PJ, Reyna-Llorens I, Tripathi A, Reeves G, Schreier TB, Hibberd JM. C 4 gene induction during de-etiolation evolved through changes in cis to allow integration with ancestral C 3 gene regulatory networks. SCIENCE ADVANCES 2023; 9:eade9756. [PMID: 36989352 PMCID: PMC10058240 DOI: 10.1126/sciadv.ade9756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 03/01/2023] [Indexed: 06/19/2023]
Abstract
C4 photosynthesis has evolved by repurposing enzymes found in C3 plants. Compared with the ancestral C3 state, accumulation of C4 cycle proteins is enhanced. We used de-etiolation of C4 Gynandropsis gynandra and C3 Arabidopsis thaliana to understand this process. C4 gene expression and chloroplast biogenesis in G. gynandra were tightly coordinated. Although C3 and C4 photosynthesis genes showed similar induction patterns, in G. gynandra, C4 genes were more strongly induced than orthologs from A. thaliana. In vivo binding of TGA and homeodomain as well as light-responsive elements such as G- and I-box motifs were associated with the rapid increase in transcripts of C4 genes. Deletion analysis confirmed that regions containing G- and I-boxes were necessary for high expression. The data support a model in which accumulation of transcripts derived from C4 photosynthesis genes in C4 leaves is enhanced because modifications in cis allowed integration into ancestral transcriptional networks.
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7
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Ling L, Mühling B, Jaenichen R, Gompel N. Increased chromatin accessibility promotes the evolution of a transcriptional silencer in Drosophila. SCIENCE ADVANCES 2023; 9:eade6529. [PMID: 36800429 PMCID: PMC9937571 DOI: 10.1126/sciadv.ade6529] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 01/17/2023] [Indexed: 06/18/2023]
Abstract
The loss of discrete morphological traits, the most common evolutionary transition, is typically driven by changes in developmental gene expression. Mutations accumulating in regulatory elements of these genes can disrupt DNA binding sites for transcription factors patterning their spatial expression, or delete entire enhancers. Regulatory elements, however, may be silenced through changes in chromatin accessibility or the emergence of repressive elements. Here, we show that increased chromatin accessibility at the gene yellow, combined with the gain of a repressor site, underlies the loss of a wing spot pigmentation pattern in a Drosophila species. The gain of accessibility of this repressive element is regulated by E93, a transcription factor governing the progress of metamorphosis. This convoluted evolutionary scenario contrasts with the parsimonious mutational paths generally envisioned and often documented for morphological losses. It illustrates how evolutionary changes in chromatin accessibility may directly contribute to morphological diversification.
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8
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Srikant T, Yuan W, Berendzen KW, Contreras-Garrido A, Drost HG, Schwab R, Weigel D. Canalization of genome-wide transcriptional activity in Arabidopsis thaliana accessions by MET1-dependent CG methylation. Genome Biol 2022; 23:263. [PMID: 36539836 PMCID: PMC9768921 DOI: 10.1186/s13059-022-02833-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 12/05/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Despite its conserved role on gene expression and transposable element (TE) silencing, genome-wide CG methylation differs substantially between wild Arabidopsis thaliana accessions. RESULTS To test our hypothesis that global reduction of CG methylation would reduce epigenomic, transcriptomic, and phenotypic diversity in A. thaliana accessions, we knock out MET1, which is required for CG methylation, in 18 early-flowering accessions. Homozygous met1 mutants in all accessions suffer from common developmental defects such as dwarfism and delayed flowering, in addition to accession-specific abnormalities in rosette leaf architecture, silique morphology, and fertility. Integrated analysis of genome-wide methylation, chromatin accessibility, and transcriptomes confirms that MET1 inactivation greatly reduces CG methylation and alters chromatin accessibility at thousands of loci. While the effects on TE activation are similarly drastic in all accessions, the quantitative effects on non-TE genes vary greatly. The global expression profiles of accessions become considerably more divergent from each other after genome-wide removal of CG methylation, although a few genes with diverse expression profiles across wild-type accessions tend to become more similar in mutants. Most differentially expressed genes do not exhibit altered chromatin accessibility or CG methylation in cis, suggesting that absence of MET1 can have profound indirect effects on gene expression and that these effects vary substantially between accessions. CONCLUSIONS Systematic analysis of MET1 requirement in different A. thaliana accessions reveals a dual role for CG methylation: for many genes, CG methylation appears to canalize expression levels, with methylation masking regulatory divergence. However, for a smaller subset of genes, CG methylation increases expression diversity beyond genetically encoded differences.
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Affiliation(s)
- Thanvi Srikant
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, Tübingen, Germany
- Present address: Institute of Molecular Plant Biology, Department of Biology, ETH Zürich, Zürich, Switzerland
| | - Wei Yuan
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, Tübingen, Germany
| | - Kenneth Wayne Berendzen
- Plant Transformation and Flow Cytometry Facility, ZMBP, University of Tübingen, Tübingen, Germany
| | | | - Hajk-Georg Drost
- Computational Biology Group, Max Planck Institute for Biology Tübingen, Tübingen, Germany
| | - Rebecca Schwab
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, Tübingen, Germany
| | - Detlef Weigel
- Department of Molecular Biology, Max Planck Institute for Biology Tübingen, Tübingen, Germany.
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9
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Cuperus JT. Single-cell genomics in plants: current state, future directions, and hurdles to overcome. PLANT PHYSIOLOGY 2022; 188:749-755. [PMID: 34662424 PMCID: PMC8825463 DOI: 10.1093/plphys/kiab478] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 09/21/2021] [Indexed: 05/26/2023]
Abstract
Single-cell genomics has the potential to revolutionize the study of plant development and tissue-specific responses to environmental stimuli by revealing heretofore unknown players and gene regulatory processes. Here, I focus on the current state of single-cell genomics in plants, emerging technologies and applications, in addition to outlining possible future directions for experiments. I describe approaches to enable cheaper and larger experiments and technologies to measure multiple types of molecules to better model and understand cell types and their different states and trajectories throughout development. Lastly, I discuss the inherent limitations of single-cell studies and the technological hurdles that need to be overcome to widely apply single-cell genomics in crops to generate the greatest possible knowledge gain.
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Affiliation(s)
- Josh T Cuperus
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
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10
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Yocca AE, Edger PP. Current status and future perspectives on the evolution of cis-regulatory elements in plants. CURRENT OPINION IN PLANT BIOLOGY 2022; 65:102139. [PMID: 34837823 DOI: 10.1016/j.pbi.2021.102139] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/20/2021] [Accepted: 10/06/2021] [Indexed: 06/13/2023]
Abstract
Cis-regulatory elements (CREs) are short stretches (∼5-15 base pairs) of DNA capable of being bound by a transcription factor and influencing the expression of nearby genes. These regions are of great interest to anyone studying the relationship between phenotype and genotype as these sequences often dictate genes' spatio-temporal expression. Indeed, several associative signals between genotype and phenotype are known to lie outside of protein-coding regions. Therefore, a key to understand evolutionary biology requires their characterization in current and future genome assemblies. In this review, we cover some recent examples of how CRE variation contributes to phenotypic evolution, discuss evidence for the selective pressures experienced by non-coding regions of the genome, and consider several studies on accessible chromatin regions in plants and what they can tell us about CREs. Finally, we discuss how current advances in sequencing technologies will improve our knowledge of CRE variation.
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Affiliation(s)
- Alan E Yocca
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA; Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA
| | - Patrick P Edger
- Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA; Genetics and Genome Sciences Program, Michigan State University, East Lansing, MI, 48824, USA.
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11
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Horvath R, Josephs EB, Pesquet E, Stinchcombe JR, Wright SI, Scofield D, Slotte T. Selection on Accessible Chromatin Regions in Capsella grandiflora. Mol Biol Evol 2021; 38:5563-5575. [PMID: 34498072 PMCID: PMC8662636 DOI: 10.1093/molbev/msab270] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Accurate estimates of genome-wide rates and fitness effects of new mutations are essential for an improved understanding of molecular evolutionary processes. Although eukaryotic genomes generally contain a large noncoding fraction, functional noncoding regions and fitness effects of mutations in such regions are still incompletely characterized. A promising approach to characterize functional noncoding regions relies on identifying accessible chromatin regions (ACRs) tightly associated with regulatory DNA. Here, we applied this approach to identify and estimate selection on ACRs in Capsella grandiflora, a crucifer species ideal for population genomic quantification of selection due to its favorable population demography. We describe a population-wide ACR distribution based on ATAC-seq data for leaf samples of 16 individuals from a natural population. We use population genomic methods to estimate fitness effects and proportions of positively selected fixations (α) in ACRs and find that intergenic ACRs harbor a considerable fraction of weakly deleterious new mutations, as well as a significantly higher proportion of strongly deleterious mutations than comparable inaccessible intergenic regions. ACRs are enriched for expression quantitative trait loci (eQTL) and depleted of transposable element insertions, as expected if intergenic ACRs are under selection because they harbor regulatory regions. By integrating empirical identification of intergenic ACRs with analyses of eQTL and population genomic analyses of selection, we demonstrate that intergenic regulatory regions are an important source of nearly neutral mutations. These results improve our understanding of selection on noncoding regions and the role of nearly neutral mutations for evolutionary processes in outcrossing Brassicaceae species.
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Affiliation(s)
- Robert Horvath
- Department of Ecology, Environment and Plant Sciences, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
| | - Emily B Josephs
- Department of Plant Biology, Michigan State University, Lansing, MI, USA
| | - Edouard Pesquet
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
| | - John R Stinchcombe
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
| | - Stephen I Wright
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
| | - Douglas Scofield
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
| | - Tanja Slotte
- Department of Ecology, Environment and Plant Sciences, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
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12
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Shojaee A, Saavedra M, Huang SSC. Potentials of single-cell genomics in deciphering cellular phenotypes. CURRENT OPINION IN PLANT BIOLOGY 2021; 63:102059. [PMID: 34116424 PMCID: PMC8545747 DOI: 10.1016/j.pbi.2021.102059] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/26/2021] [Accepted: 04/25/2021] [Indexed: 06/05/2023]
Abstract
Single-cell genomics, particularly single-cell transcriptome profiling by RNA sequencing have transformed the possibilities to relate genes to functions, structures, and eventually phenotypes. We can now observe changes in each cell's transcriptome and among its neighborhoods, interrogate the sequence of transcriptional events, and assess their influence on subsequent events. This paradigm shift in biology enables us to infer causal relationships in these events with high accuracy. Here we review the latest single-cell studies in plants that uncover how cellular phenotypes emerge as a result of the transcriptome process such as waves of expression, trajectories of development and responses to the environment, and spatial information. With an eye on the advances made in animal and human studies, we further highlight some of the needed areas for future research and development, including computational methods.
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Affiliation(s)
- Abbas Shojaee
- Center for Genomics and Systems Biology, Department of Biology, New York University, 12 Waverly Pl, New York, NY 10003, United States
| | - Michelle Saavedra
- Center for Genomics and Systems Biology, Department of Biology, New York University, 12 Waverly Pl, New York, NY 10003, United States
| | - Shao-Shan Carol Huang
- Center for Genomics and Systems Biology, Department of Biology, New York University, 12 Waverly Pl, New York, NY 10003, United States.
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13
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Barragán-Rosillo AC, Peralta-Alvarez CA, Ojeda-Rivera JO, Arzate-Mejía RG, Recillas-Targa F, Herrera-Estrella L. Genome accessibility dynamics in response to phosphate limitation is controlled by the PHR1 family of transcription factors in Arabidopsis. Proc Natl Acad Sci U S A 2021; 118:e2107558118. [PMID: 34385324 PMCID: PMC8379931 DOI: 10.1073/pnas.2107558118] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
As phosphorus is one of the most limiting nutrients in many natural and agricultural ecosystems, plants have evolved strategies that cope with its scarcity. Genetic approaches have facilitated the identification of several molecular elements that regulate the phosphate (Pi) starvation response (PSR) of plants, including the master regulator of the transcriptional response to phosphate starvation PHOSPHATE STARVATION RESPONSE1 (PHR1). However, the chromatin modifications underlying the plant transcriptional response to phosphate scarcity remain largely unknown. Here, we present a detailed analysis of changes in chromatin accessibility during phosphate starvation in Arabidopsis thaliana root cells. Root cells undergo a genome-wide remodeling of chromatin accessibility in response to Pi starvation that is often associated with changes in the transcription of neighboring genes. Analysis of chromatin accessibility in the phr1 phl2 double mutant revealed that the transcription factors PHR1 and PHL2 play a key role in remodeling chromatin accessibility in response to Pi limitation. We also discovered that PHR1 and PHL2 play an important role in determining chromatin accessibility and the associated transcription of many genes under optimal Pi conditions, including genes involved in the PSR. We propose that a set of transcription factors directly activated by PHR1 in Pi-starved root cells trigger a second wave of epigenetic changes required for the transcriptional activation of the complete set of low-Pi-responsive genes.
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Affiliation(s)
- Alfonso Carlos Barragán-Rosillo
- Laboratorio Nacional de Genómica para la Biodiversidad/Unidad de Genómica Avanzada, Centro de Investigación y Estudios Avanzados del Intituto Politecnico Nacional, 36500 Irapuato, Guanajuato, México
- Departamento de Genética Molecular, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México, 04510 Ciudad de México, Mexico
- Institute of Genomics for Crop Abiotic Stress Tolerance, Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79430
| | - Carlos Alberto Peralta-Alvarez
- Departamento de Genética Molecular, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México, 04510 Ciudad de México, Mexico
| | - Jonathan Odilón Ojeda-Rivera
- Laboratorio Nacional de Genómica para la Biodiversidad/Unidad de Genómica Avanzada, Centro de Investigación y Estudios Avanzados del Intituto Politecnico Nacional, 36500 Irapuato, Guanajuato, México
| | - Rodrigo G Arzate-Mejía
- Departamento de Genética Molecular, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México, 04510 Ciudad de México, Mexico
| | - Félix Recillas-Targa
- Departamento de Genética Molecular, Instituto de Fisiología Celular, Universidad Nacional Autónoma de México, 04510 Ciudad de México, Mexico
| | - Luis Herrera-Estrella
- Laboratorio Nacional de Genómica para la Biodiversidad/Unidad de Genómica Avanzada, Centro de Investigación y Estudios Avanzados del Intituto Politecnico Nacional, 36500 Irapuato, Guanajuato, México;
- Institute of Genomics for Crop Abiotic Stress Tolerance, Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79430
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14
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Dorrity MW, Alexandre CM, Hamm MO, Vigil AL, Fields S, Queitsch C, Cuperus JT. The regulatory landscape of Arabidopsis thaliana roots at single-cell resolution. Nat Commun 2021; 12:3334. [PMID: 34099698 DOI: 10.1101/2020.07.17.204792] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 05/10/2021] [Indexed: 05/21/2023] Open
Abstract
The scarcity of accessible sites that are dynamic or cell type-specific in plants may be due in part to tissue heterogeneity in bulk studies. To assess the effects of tissue heterogeneity, we apply single-cell ATAC-seq to Arabidopsis thaliana roots and identify thousands of differentially accessible sites, sufficient to resolve all major cell types of the root. We find that the entirety of a cell's regulatory landscape and its transcriptome independently capture cell type identity. We leverage this shared information on cell identity to integrate accessibility and transcriptome data to characterize developmental progression, endoreduplication and cell division. We further use the combined data to characterize cell type-specific motif enrichments of transcription factor families and link the expression of family members to changing accessibility at specific loci, resolving direct and indirect effects that shape expression. Our approach provides an analytical framework to infer the gene regulatory networks that execute plant development.
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Affiliation(s)
- Michael W Dorrity
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | | | - Morgan O Hamm
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Anna-Lena Vigil
- School of Life Sciences, University of Nevada, Las Vegas, NV, USA
| | - Stanley Fields
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Christine Queitsch
- Department of Genome Sciences, University of Washington, Seattle, WA, USA.
| | - Josh T Cuperus
- Department of Genome Sciences, University of Washington, Seattle, WA, USA.
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15
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Dorrity MW, Alexandre CM, Hamm MO, Vigil AL, Fields S, Queitsch C, Cuperus JT. The regulatory landscape of Arabidopsis thaliana roots at single-cell resolution. Nat Commun 2021; 12:3334. [PMID: 34099698 PMCID: PMC8184767 DOI: 10.1038/s41467-021-23675-y] [Citation(s) in RCA: 89] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 05/10/2021] [Indexed: 02/05/2023] Open
Abstract
The scarcity of accessible sites that are dynamic or cell type-specific in plants may be due in part to tissue heterogeneity in bulk studies. To assess the effects of tissue heterogeneity, we apply single-cell ATAC-seq to Arabidopsis thaliana roots and identify thousands of differentially accessible sites, sufficient to resolve all major cell types of the root. We find that the entirety of a cell's regulatory landscape and its transcriptome independently capture cell type identity. We leverage this shared information on cell identity to integrate accessibility and transcriptome data to characterize developmental progression, endoreduplication and cell division. We further use the combined data to characterize cell type-specific motif enrichments of transcription factor families and link the expression of family members to changing accessibility at specific loci, resolving direct and indirect effects that shape expression. Our approach provides an analytical framework to infer the gene regulatory networks that execute plant development.
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Affiliation(s)
- Michael W. Dorrity
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA
| | - Cristina M. Alexandre
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA
| | - Morgan O. Hamm
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA
| | - Anna-Lena Vigil
- grid.272362.00000 0001 0806 6926School of Life Sciences, University of Nevada, Las Vegas, NV USA
| | - Stanley Fields
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA ,grid.34477.330000000122986657Department of Medicine, University of Washington, Seattle, WA USA
| | - Christine Queitsch
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA
| | - Josh T. Cuperus
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, WA USA
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16
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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.
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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
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17
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Leschevin M, Marcelo P, Ismael M, San-Clemente H, Jamet E, Rayon C, Pageau K. A Tandem Mass Tags (TMTs) labeling approach highlights differences between the shoot proteome of two Arabidopsis thaliana ecotypes, Col-0 and Ws. Proteomics 2021; 21:e2000293. [PMID: 33891803 DOI: 10.1002/pmic.202000293] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 02/10/2021] [Accepted: 04/07/2021] [Indexed: 12/13/2022]
Abstract
Arabidopsis has become a powerful model to study morphogenesis, plant growth, development but also plant response to environmental conditions. Over 1000 Arabidopsis genomes are available and show natural genetic variations. Among them, the main reference accessions Wassilewskija (Ws) and Columbia (Col-0), originally growing at contrasted altitudes and temperatures, are widely studied, but data contributing to their molecular phenotyping are still scarce. A global quantitative proteomics approach using isobaric stable isotope labeling (Tandem Mass Tags, TMT) was performed on Ws and Col-0. Plants have been hydroponically grown at 16 h/8 h (light/dark cycle) at 23°C day/19°C night for three weeks. A TMT labeling of the proteins extracted from their shoots has been performed and showed a differential pattern of protein abundance between them. These results have allowed identifying several proteins families possibly involved in the differential responses observed for Ws and Col-0 during plant development and upon environmental changes. In particular, Ws and Col-0 mainly differ in photosynthesis, cell wall-related proteins, plant defense/stress, ROS scavenging enzymes/redox homeostasis and DNA/RNA binding/transcription/translation/protein folding.
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Affiliation(s)
- Maïté Leschevin
- UMRT 1158 BioEcoAgro, BIOlogie des Plantes et Innovation (BIOPI), Université de Picardie Jules Verne, Amiens, France
| | - Paulo Marcelo
- Plateforme d'Ingénierie Cellulaire & Analyses des Protéines ICAP, FR CNRS 3085 ICP, Université de Picardie Jules Verne, Amiens, France
| | - Marwa Ismael
- UMRT 1158 BioEcoAgro, BIOlogie des Plantes et Innovation (BIOPI), Université de Picardie Jules Verne, Amiens, France
| | | | - Elisabeth Jamet
- LRSV, Université de Toulouse, CNRS, UPS, Auzeville-Tolosane, France
| | - Catherine Rayon
- UMRT 1158 BioEcoAgro, BIOlogie des Plantes et Innovation (BIOPI), Université de Picardie Jules Verne, Amiens, France
| | - Karine Pageau
- UMRT 1158 BioEcoAgro, BIOlogie des Plantes et Innovation (BIOPI), Université de Picardie Jules Verne, Amiens, France
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18
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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: 50] [Impact Index Per Article: 12.5] [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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19
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Yocca AE, Lu Z, Schmitz RJ, Freeling M, Edger PP. Evolution of Conserved Noncoding Sequences in Arabidopsis thaliana. Mol Biol Evol 2021; 38:2692-2703. [PMID: 33565589 PMCID: PMC8233505 DOI: 10.1093/molbev/msab042] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Recent pangenome studies have revealed a large fraction of the gene content within a species exhibits presence-absence variation (PAV). However, coding regions alone provide an incomplete assessment of functional genomic sequence variation at the species level. Little to no attention has been paid to noncoding regulatory regions in pangenome studies, though these sequences directly modulate gene expression and phenotype. To uncover regulatory genetic variation, we generated chromosome-scale genome assemblies for thirty Arabidopsis thaliana accessions from multiple distinct habitats and characterized species level variation in Conserved Noncoding Sequences (CNS). Our analyses uncovered not only PAV and positional variation (PosV) but that diversity in CNS is nonrandom, with variants shared across different accessions. Using evolutionary analyses and chromatin accessibility data, we provide further evidence supporting roles for conserved and variable CNS in gene regulation. Additionally, our data suggests that transposable elements contribute to CNS variation. Characterizing species-level diversity in all functional genomic sequences may later uncover previously unknown mechanistic links between genotype and phenotype.
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Affiliation(s)
- Alan E Yocca
- Department of Plant Biology, Michigan State University, East Lansing, MI, USA.,Department of Horticulture, Michigan State University, East Lansing, MI, USA
| | - Zefu Lu
- Department of Genetics, University of Georgia, Athens, GA, USA
| | | | - Michael Freeling
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, USA
| | - Patrick P Edger
- Department of Horticulture, Michigan State University, East Lansing, MI, USA.,Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI, USA
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20
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Bubb KL, Deal RB. Considerations in the analysis of plant chromatin accessibility data. CURRENT OPINION IN PLANT BIOLOGY 2020; 54:69-78. [PMID: 32113082 PMCID: PMC8959678 DOI: 10.1016/j.pbi.2020.01.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 01/16/2020] [Accepted: 01/21/2020] [Indexed: 05/04/2023]
Abstract
Transcriptional control is exerted primarily through the binding of transcription factor proteins to regulatory elements in DNA. By virtue of eukaryotic DNA being complexed with histones, transcription factor binding to DNA alters or eliminates histone-DNA contacts, leading to increased accessibility of the DNA region to nuclease enzymes. This hypersensitivity to nuclease digestion has been used to define DNA binding events and regulatory elements across genomes, and to compare these attributes between cell types or conditions. These approaches make it possible to define the regulatory elements in a genome as well as to predict the regulatory networks of transcription factors and their target genes in a given cell state. As these chromatin accessibility assays are increasingly used, it is important to consider how to analyze the resulting data to avoid artifactual results or misinterpretation. In this review, we focus on some of the key technical and computational caveats associated with plant chromatin accessibility data, including strategies for sample preparation, sequencing, read mapping, and downstream analyses.
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Affiliation(s)
- Kerry L Bubb
- University of Washington, School of Medicine, Department of Genome Sciences, Seattle, Washington, USA.
| | - Roger B Deal
- Emory University, Department of Biology, Atlanta, GA, USA
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21
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Jones DM, Vandepoele K. Identification and evolution of gene regulatory networks: insights from comparative studies in plants. CURRENT OPINION IN PLANT BIOLOGY 2020; 54:42-48. [PMID: 32062128 DOI: 10.1016/j.pbi.2019.12.008] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 12/10/2019] [Accepted: 12/18/2019] [Indexed: 05/04/2023]
Abstract
The availability of genome sequences, genome-wide assays of transcription factor binding, and accessible chromatin maps have unveiled gene regulatory landscapes in plants. This understanding has ushered in comparative gene regulatory network studies that assess network rewiring between species, across time, and between biological tissues. Comparisons of cis-regulatory elements across the plant kingdom have uncovered examples of conserved sequences, but also of divergence, indicating that selective pressures can vary in different plant families. Transcription factor duplication, followed by spatiotemporal expression divergence of the duplicates, also appears to be a key mechanism of network evolution. Here, we review recent literature describing the regulation of gene expression in plants, and how comparative studies provide insights into how these regulatory interactions change and lead to gene regulatory network rewiring.
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Affiliation(s)
- D Marc Jones
- Department of Plant Systems Biology, VIB, B-9052 Ghent, Belgium; Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium; Bioinformatics Institute Ghent, Ghent University, 9052 Ghent, Belgium
| | - Klaas Vandepoele
- Department of Plant Systems Biology, VIB, B-9052 Ghent, Belgium; Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium; Bioinformatics Institute Ghent, Ghent University, 9052 Ghent, Belgium.
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22
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Peng PC, Khoueiry P, Girardot C, Reddington JP, Garfield DA, Furlong EEM, Sinha S. The Role of Chromatin Accessibility in cis-Regulatory Evolution. Genome Biol Evol 2020; 11:1813-1828. [PMID: 31114856 PMCID: PMC6601868 DOI: 10.1093/gbe/evz103] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/13/2019] [Indexed: 02/07/2023] Open
Abstract
Transcription factor (TF) binding is determined by sequence as well as chromatin accessibility. Although the role of accessibility in shaping TF-binding landscapes is well recorded, its role in evolutionary divergence of TF binding, which in turn can alter cis-regulatory activities, is not well understood. In this work, we studied the evolution of genome-wide binding landscapes of five major TFs in the core network of mesoderm specification, between Drosophila melanogaster and Drosophila virilis, and examined its relationship to accessibility and sequence-level changes. We generated chromatin accessibility data from three important stages of embryogenesis in both Drosophila melanogaster and Drosophila virilis and recorded conservation and divergence patterns. We then used multivariable models to correlate accessibility and sequence changes to TF-binding divergence. We found that accessibility changes can in some cases, for example, for the master regulator Twist and for earlier developmental stages, more accurately predict binding change than is possible using TF-binding motif changes between orthologous enhancers. Accessibility changes also explain a significant portion of the codivergence of TF pairs. We noted that accessibility and motif changes offer complementary views of the evolution of TF binding and developed a combined model that captures the evolutionary data much more accurately than either view alone. Finally, we trained machine learning models to predict enhancer activity from TF binding and used these functional models to argue that motif and accessibility-based predictors of TF-binding change can substitute for experimentally measured binding change, for the purpose of predicting evolutionary changes in enhancer activity.
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Affiliation(s)
- Pei-Chen Peng
- Department of Computer Science, University of Illinois at Urbana-Champaign.,Center for Bioinformatics and Functional Genomics, Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Pierre Khoueiry
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany.,American University of Beirut (AUB), Department of Biochemistry and Molecular Genetics, Beirut, Lebanon
| | - Charles Girardot
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - James P Reddington
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - David A Garfield
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany.,IRI-Life Sciences, Humboldt Universität zu Berlin, Berlin, Germany
| | - Eileen E M Furlong
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Saurabh Sinha
- Department of Computer Science, University of Illinois at Urbana-Champaign.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign
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23
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Alvarez JM, Moyano TC, Zhang T, Gras DE, Herrera FJ, Araus V, O'Brien JA, Carrillo L, Medina J, Vicente-Carbajosa J, Jiang J, Gutiérrez RA. Local Changes in Chromatin Accessibility and Transcriptional Networks Underlying the Nitrate Response in Arabidopsis Roots. MOLECULAR PLANT 2019; 12:1545-1560. [PMID: 31526863 DOI: 10.1016/j.molp.2019.09.002] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 08/27/2019] [Accepted: 09/05/2019] [Indexed: 05/13/2023]
Abstract
Transcriptional regulation, determined by the chromatin structure and regulatory elements interacting at promoter regions, is a key step in plant responses to environmental cues. Nitrate (NO3-) is a nutrient signal that regulates the expression of hundreds of genes in Arabidopsis thaliana. Here, we integrate mRNA sequencing, genome-wide RNA polymerase II (RNPII), chromatin immunoprecipitation sequencing, and DNase sequencing datasets to establish the relationship between RNPII occupancy and chromatin accessibility in response to NO3- treatments in Arabidopsis roots. Genomic footprinting allowed us to identify in vivo regulatory elements controlling gene expression in response to NO3- treatments. NO3--modulated transcription factor (TF) footprints are important for a rapid increase in RNPII occupancy and transcript accumulation over time. We mapped key TF regulatory interactions and functionally validated the role of NAP, an NAC-domain containing TF, as a new regulatory factor in NO3- transport. Taken together, our study provides a comprehensive view of transcriptional networks in response to a nutrient signal in Arabidopsis roots.
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Affiliation(s)
- José M Alvarez
- Pontificia Universidad Catolica de Chile, Santiago, Chile
| | - Tomás C Moyano
- Pontificia Universidad Catolica de Chile, Santiago, Chile
| | - Tao Zhang
- Yangzhou University, Yangzhou, China
| | - Diana E Gras
- Instituto de Agrobiotecnologia del Litoral, CONICET, Santa Fe, Argentina
| | - Francisco J Herrera
- University of California, Berkeley, CA, USA; Trancura Biosciences, Inc., San Francisco, CA 94158, USA
| | - Viviana Araus
- Pontificia Universidad Catolica de Chile, Santiago, Chile
| | - José A O'Brien
- Pontificia Universidad Catolica de Chile, Santiago, Chile
| | - Laura Carrillo
- Centro de Biotecnología y Genómica de Plantas (CBGP, UPM-INIA), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Campus de Montegancedo, 28223-Pozuelo de Alarcón, Madrid, Spain
| | - Joaquín Medina
- Centro de Biotecnología y Genómica de Plantas (CBGP, UPM-INIA), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Campus de Montegancedo, 28223-Pozuelo de Alarcón, Madrid, Spain
| | - Jesús Vicente-Carbajosa
- Centro de Biotecnología y Genómica de Plantas (CBGP, UPM-INIA), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Campus de Montegancedo, 28223-Pozuelo de Alarcón, Madrid, Spain
| | - Jiming Jiang
- Department of Horticulture, University of Wisconsin-Madison, Madison, WI 53706, USA; Department of Plant Biology and Horticulture, Michigan State University, MI 48824, USA
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24
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Brown K, Takawira LT, O'Neill MM, Mizrachi E, Myburg AA, Hussey SG. Identification and functional evaluation of accessible chromatin associated with wood formation in Eucalyptus grandis. THE NEW PHYTOLOGIST 2019; 223:1937-1951. [PMID: 31063599 DOI: 10.1111/nph.15897] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Accepted: 04/29/2019] [Indexed: 05/03/2023]
Abstract
Accessible chromatin changes dynamically during development and harbours functional regulatory regions which are poorly understood in the context of wood development. We explored the importance of accessible chromatin in Eucalyptus grandis in immature xylem generally, and MYB transcription factor-mediated transcriptional programmes specifically. We identified biologically reproducible DNase I Hypersensitive Sites (DHSs) and assessed their functional significance in immature xylem through their associations with gene expression, epigenomic data and DNA sequence conservation. We identified in vitro DNA binding sites for six secondary cell wall-associated Eucalyptus MYB (EgrMYB) transcription factors using DAP-seq, reconstructed protein-DNA networks of predicted targets based on binding sites within or outside DHSs and assessed biological enrichment of these networks with published datasets. 25 319 identified immature xylem DHSs were associated with increased transcription and significantly enriched for various epigenetic signatures (H3K4me3, H3K27me3, RNA pol II), conserved noncoding sequences and depleted single nucleotide variants. Predicted networks built from EgrMYB binding sites located in accessible chromatin were significantly enriched for systems biology datasets relevant to wood formation, whereas those occurring in inaccessible chromatin were not. Our study demonstrates that DHSs in E. grandis immature xylem, most of which are intergenic, are of functional significance to gene regulation in this tissue.
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Affiliation(s)
- Katrien Brown
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
| | - Lazarus T Takawira
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
| | - Marja M O'Neill
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
| | - Eshchar Mizrachi
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
| | - Alexander A Myburg
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
| | - Steven G Hussey
- Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), Genomics Research Institute (GRI), University of Pretoria, Private Bag X28, Pretoria, 0002, South Africa
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25
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Hamm MO, Moss BL, Leydon AR, Gala HP, Lanctot A, Ramos R, Klaeser H, Lemmex AC, Zahler ML, Nemhauser JL, Wright RC. Accelerating structure-function mapping using the ViVa webtool to mine natural variation. PLANT DIRECT 2019; 3:e00147. [PMID: 31372596 PMCID: PMC6658840 DOI: 10.1002/pld3.147] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 04/20/2019] [Accepted: 04/29/2019] [Indexed: 05/13/2023]
Abstract
Thousands of sequenced genomes are now publicly available capturing a significant amount of natural variation within plant species; yet, much of these data remain inaccessible to researchers without significant bioinformatics experience. Here, we present a webtool called ViVa (Visualizing Variation) which aims to empower any researcher to take advantage of the amazing genetic resource collected in the Arabidopsis thaliana 1001 Genomes Project (http://1001genomes.org). ViVa facilitates data mining on the gene, gene family, or gene network level. To test the utility and accessibility of ViVa, we assembled a team with a range of expertise within biology and bioinformatics to analyze the natural variation within the well-studied nuclear auxin signaling pathway. Our analysis has provided further confirmation of existing knowledge and has also helped generate new hypotheses regarding this well-studied pathway. These results highlight how natural variation could be used to generate and test hypotheses about less-studied gene families and networks, especially when paired with biochemical and genetic characterization. ViVa is also readily extensible to databases of interspecific genetic variation in plants as well as other organisms, such as the 3,000 Rice Genomes Project ( http://snp-seek.irri.org/) and human genetic variation ( https://www.ncbi.nlm.nih.gov/clinvar/).
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Affiliation(s)
- Morgan O. Hamm
- Department of BiologyUniversity of WashingtonSeattleWashington
| | | | | | - Hardik P. Gala
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Amy Lanctot
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Román Ramos
- Department of BiologyUniversity of WashingtonSeattleWashington
| | - Hannah Klaeser
- Department of BiologyWhitman CollegeWalla WallaWashington
| | | | | | | | - R. Clay Wright
- Biological Systems EngineeringVirginia TechBlacksburgVirginia
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26
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Jean-Baptiste K, McFaline-Figueroa JL, Alexandre CM, Dorrity MW, Saunders L, Bubb KL, Trapnell C, Fields S, Queitsch C, Cuperus JT. Dynamics of Gene Expression in Single Root Cells of Arabidopsis thaliana. THE PLANT CELL 2019; 31:993-1011. [PMID: 30923229 PMCID: PMC8516002 DOI: 10.1105/tpc.18.00785] [Citation(s) in RCA: 253] [Impact Index Per Article: 42.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 02/12/2019] [Accepted: 03/26/2019] [Indexed: 05/20/2023]
Abstract
Single cell RNA sequencing can yield high-resolution cell-type-specific expression signatures that reveal new cell types and the developmental trajectories of cell lineages. Here, we apply this approach to Arabidopsis (Arabidopsis thaliana) root cells to capture gene expression in 3,121 root cells. We analyze these data with Monocle 3, which orders single cell transcriptomes in an unsupervised manner and uses machine learning to reconstruct single cell developmental trajectories along pseudotime. We identify hundreds of genes with cell-type-specific expression, with pseudotime analysis of several cell lineages revealing both known and novel genes that are expressed along a developmental trajectory. We identify transcription factor motifs that are enriched in early and late cells, together with the corresponding candidate transcription factors that likely drive the observed expression patterns. We assess and interpret changes in total RNA expression along developmental trajectories and show that trajectory branch points mark developmental decisions. Finally, by applying heat stress to whole seedlings, we address the longstanding question of possible heterogeneity among cell types in the response to an abiotic stress. Although the response of canonical heat-shock genes dominates expression across cell types, subtle but significant differences in other genes can be detected among cell types. Taken together, our results demonstrate that single cell transcriptomics holds promise for studying plant development and plant physiology with unprecedented resolution.
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Affiliation(s)
- Ken Jean-Baptiste
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | | | - Cristina M Alexandre
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Michael W Dorrity
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Lauren Saunders
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Kerry L Bubb
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Cole Trapnell
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Stanley Fields
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
- Department of Medicine, University of Washington, Seattle, Washington 98195
| | - Christine Queitsch
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Josh T Cuperus
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
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Jean-Baptiste K, McFaline-Figueroa JL, Alexandre CM, Dorrity MW, Saunders L, Bubb KL, Trapnell C, Fields S, Queitsch C, Cuperus JT. Dynamics of Gene Expression in Single Root Cells of Arabidopsis thaliana. THE PLANT CELL 2019. [PMID: 30923229 DOI: 10.1101/448514] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Single cell RNA sequencing can yield high-resolution cell-type-specific expression signatures that reveal new cell types and the developmental trajectories of cell lineages. Here, we apply this approach to Arabidopsis (Arabidopsis thaliana) root cells to capture gene expression in 3,121 root cells. We analyze these data with Monocle 3, which orders single cell transcriptomes in an unsupervised manner and uses machine learning to reconstruct single cell developmental trajectories along pseudotime. We identify hundreds of genes with cell-type-specific expression, with pseudotime analysis of several cell lineages revealing both known and novel genes that are expressed along a developmental trajectory. We identify transcription factor motifs that are enriched in early and late cells, together with the corresponding candidate transcription factors that likely drive the observed expression patterns. We assess and interpret changes in total RNA expression along developmental trajectories and show that trajectory branch points mark developmental decisions. Finally, by applying heat stress to whole seedlings, we address the longstanding question of possible heterogeneity among cell types in the response to an abiotic stress. Although the response of canonical heat-shock genes dominates expression across cell types, subtle but significant differences in other genes can be detected among cell types. Taken together, our results demonstrate that single cell transcriptomics holds promise for studying plant development and plant physiology with unprecedented resolution.
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Affiliation(s)
- Ken Jean-Baptiste
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | | | - Cristina M Alexandre
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Michael W Dorrity
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Lauren Saunders
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Kerry L Bubb
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Cole Trapnell
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Stanley Fields
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
- Department of Medicine, University of Washington, Seattle, Washington 98195
| | - Christine Queitsch
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
| | - Josh T Cuperus
- Department of Genome Sciences, University of Washington, Seattle, Washington 98195
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Sullivan AM, Arsovski AA, Thompson A, Sandstrom R, Thurman RE, Neph S, Johnson AK, Sullivan ST, Sabo PJ, Neri FV, Weaver M, Diegel M, Nemhauser JL, Stamatoyannopoulos JA, Bubb KL, Queitsch C. Mapping and Dynamics of Regulatory DNA in Maturing Arabidopsis thaliana Siliques. FRONTIERS IN PLANT SCIENCE 2019; 10:1434. [PMID: 31798605 PMCID: PMC6868056 DOI: 10.3389/fpls.2019.01434] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2019] [Accepted: 10/16/2019] [Indexed: 05/04/2023]
Abstract
The genome is reprogrammed during development to produce diverse cell types, largely through altered expression and activity of key transcription factors. The accessibility and critical functions of epidermal cells have made them a model for connecting transcriptional events to development in a range of model systems. In Arabidopsis thaliana and many other plants, fertilization triggers differentiation of specialized epidermal seed coat cells that have a unique morphology caused by large extracellular deposits of polysaccharides. Here, we used DNase I-seq to generate regulatory landscapes of A. thaliana seeds at two critical time points in seed coat maturation (4 and 7 DPA), enriching for seed coat cells with the INTACT method. We found over 3,000 developmentally dynamic regulatory DNA elements and explored their relationship with nearby gene expression. The dynamic regulatory elements were enriched for motifs for several transcription factors families; most notably the TCP family at the earlier time point and the MYB family at the later one. To assess the extent to which the observed regulatory sites in seeds added to previously known regulatory sites in A. thaliana, we compared our data to 11 other data sets generated with 7-day-old seedlings for diverse tissues and conditions. Surprisingly, over a quarter of the regulatory, i.e. accessible, bases observed in seeds were novel. Notably, plant regulatory landscapes from different tissues, cell types, or developmental stages were more dynamic than those generated from bulk tissue in response to environmental perturbations, highlighting the importance of extending studies of regulatory DNA to single tissues and cell types during development.
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Affiliation(s)
| | - Andrej A. Arsovski
- Department of Biology, University of Washington, Seattle, WA, United States
| | - Agnieszka Thompson
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Richard Sandstrom
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Robert E. Thurman
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Shane Neph
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Audra K. Johnson
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Shawn T. Sullivan
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Peter J. Sabo
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Fidencio V. Neri
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Molly Weaver
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | - Morgan Diegel
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
| | | | | | - Kerry L. Bubb
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
- *Correspondence: Kerry L. Bubb,
| | - Christine Queitsch
- Department of Genome Sciences, University of Washington, Seattle, WA, United States
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