301
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Loss of ZNF32 augments the regeneration of nervous lateral line system through negative regulation of SOX2 transcription. Oncotarget 2018; 7:70420-70436. [PMID: 27626680 PMCID: PMC5342562 DOI: 10.18632/oncotarget.11895] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 08/27/2016] [Indexed: 02/05/2023] Open
Abstract
Human zinc finger protein 32 (ZNF32) is a Cys2-His2 zinc-finger transcription factor that plays an important role in cell fate, yet much of its function remains unknown. Here, we reveal that the zebrafish ZNF32 homologue zfZNF32 is expressed in the nervous system, particularly in the lateral line system. ZfZNF32 knock-out zebrafish (zfZNF−/−) were generated using the CRISPR-associated protein 9 system. We found that the regenerative capacity of the lateral line system was increased in zfZNF−/− upon hair cell damage compared with the wild type. Moreover, SOX2 was essential for the zfZNF32-dependent modulation of lateral line system regeneration. Mechanistic studies showed that ZNF32 suppressed SOX2 transcription by directly binding to a consensus sequence (5′-gcattt-32) in the SOX2 promoter. In addition, ZNF32 localizes to the nucleus, and we have identified that amino acids 1-169 (Aa 1-169) and each of three independent nuclear localization signals (NLSs) in ZNF32 are indispensable for ZNF32 nuclear trafficking. Mutating the NLSs disrupted the inhibitory effect of ZNF32 in SOX2 expression, highlighting the critical role of the NLSs in ZNF32 function. Our findings reveal a pivotal role for ZNF32 function in SOX2 expression and regeneration regulation.
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302
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Reyna-Llorens I, Burgess SJ, Reeves G, Singh P, Stevenson SR, Williams BP, Stanley S, Hibberd JM. Ancient duons may underpin spatial patterning of gene expression in C 4 leaves. Proc Natl Acad Sci U S A 2018; 115:1931-1936. [PMID: 29432183 PMCID: PMC5828626 DOI: 10.1073/pnas.1720576115] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
If the highly efficient C4 photosynthesis pathway could be transferred to crops with the C3 pathway there could be yield gains of up to 50%. It has been proposed that the multiple metabolic and developmental modifications associated with C4 photosynthesis are underpinned by relatively few master regulators that have allowed the evolution of C4 photosynthesis more than 60 times in flowering plants. Here we identify a component of one such regulator that consists of a pair of cis-elements located in coding sequence of multiple genes that are preferentially expressed in bundle sheath cells of C4 leaves. These motifs represent duons as they play a dual role in coding for amino acids as well as controlling the spatial patterning of gene expression associated with the C4 leaf. They act to repress transcription of C4 photosynthesis genes in mesophyll cells. These duons are also present in the C3 model Arabidopsis thaliana, and, in fact, are conserved in all land plants and even some algae that use C3 photosynthesis. C4 photosynthesis therefore appears to have coopted an ancient regulatory code to generate the spatial patterning of gene expression that is a hallmark of C4 photosynthesis. This intragenic transcriptional regulatory sequence could be exploited in the engineering of efficient photosynthesis of crops.
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Affiliation(s)
- Ivan Reyna-Llorens
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Steven J Burgess
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Gregory Reeves
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Pallavi Singh
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Sean R Stevenson
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Ben P Williams
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Susan Stanley
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
| | - Julian M Hibberd
- Department of Plant Sciences, University of Cambridge, CB2 3EA Cambridge, United Kingdom
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303
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Wong DCJ, Ariani P, Castellarin S, Polverari A, Vandelle E. Co-expression network analysis and cis-regulatory element enrichment determine putative functions and regulatory mechanisms of grapevine ATL E3 ubiquitin ligases. Sci Rep 2018; 8:3151. [PMID: 29453355 PMCID: PMC5816651 DOI: 10.1038/s41598-018-21377-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Accepted: 02/02/2018] [Indexed: 02/06/2023] Open
Abstract
Arabidopsis thaliana Toxicos en Levadura (ATL) proteins are a subclass of the RING-H2 zinc finger binding E3 ubiquitin ligases. The grapevine (Vitis vinifera) ATL family was recently characterized, revealing 96 members that are likely to be involved in several physiological processes through protein ubiquitination. However, the final targets and biological functions of most ATL E3 ligases are still unknown. We analyzed the co-expression networks among grapevine ATL genes across a set of transcriptomic data related to defense and abiotic stress, combined with a condition-independent dataset. This revealed strong correlations between ATL proteins and diverse signal transduction components and transcriptional regulators, in particular those involved in immunity. An enrichment analysis of cis-regulatory elements in ATL gene promoters and related co-expressed genes highlighted the importance of hormones in the regulation of ATL gene expression. Our work identified several ATL proteins as candidates for further studies aiming to decipher specific grapevine resistance mechanisms activated in response to pathogens.
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Affiliation(s)
- Darren C J Wong
- Wine Research Centre, University of British Columbia, 2205 East Mall, Vancouver, BC V6T 1Z4, Canada
- Ecology and Evolution, Research School of Biology, The Australian National University, Acton, ACT 2601, Australia
| | - Pietro Ariani
- Dipartimento di Biotecnologie, Università degli Studi di Verona, Verona, 37134, Italy
| | - Simone Castellarin
- Wine Research Centre, University of British Columbia, 2205 East Mall, Vancouver, BC V6T 1Z4, Canada
| | - Annalisa Polverari
- Dipartimento di Biotecnologie, Università degli Studi di Verona, Verona, 37134, Italy.
| | - Elodie Vandelle
- Dipartimento di Biotecnologie, Università degli Studi di Verona, Verona, 37134, Italy.
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304
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Catarino RR, Stark A. Assessing sufficiency and necessity of enhancer activities for gene expression and the mechanisms of transcription activation. Genes Dev 2018; 32:202-223. [PMID: 29491135 PMCID: PMC5859963 DOI: 10.1101/gad.310367.117] [Citation(s) in RCA: 124] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Enhancers are important genomic regulatory elements directing cell type-specific transcription. They assume a key role during development and disease, and their identification and functional characterization have long been the focus of scientific interest. The advent of next-generation sequencing and clustered regularly interspaced short palindromic repeat (CRISPR)/Cas9-based genome editing has revolutionized the means by which we study enhancer biology. In this review, we cover recent developments in the prediction of enhancers based on chromatin characteristics and their identification by functional reporter assays and endogenous DNA perturbations. We discuss that the two latter approaches provide different and complementary insights, especially in assessing enhancer sufficiency and necessity for transcription activation. Furthermore, we discuss recent insights into mechanistic aspects of enhancer function, including findings about cofactor requirements and the role of post-translational histone modifications such as monomethylation of histone H3 Lys4 (H3K4me1). Finally, we survey how these approaches advance our understanding of transcription regulation with respect to promoter specificity and transcriptional bursting and provide an outlook covering open questions and promising developments.
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Affiliation(s)
- Rui R Catarino
- Research Institute of Molecular Pathology (IMP), Vienna Biocenter (VBC), 1030 Vienna, Austria
| | - Alexander Stark
- Research Institute of Molecular Pathology (IMP), Vienna Biocenter (VBC), 1030 Vienna, Austria
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305
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Chung PJ, Jung H, Choi YD, Kim JK. Genome-wide analyses of direct target genes of four rice NAC-domain transcription factors involved in drought tolerance. BMC Genomics 2018; 19:40. [PMID: 29329517 PMCID: PMC5767043 DOI: 10.1186/s12864-017-4367-1] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2017] [Accepted: 12/06/2017] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Plant stress responses and mechanisms determining tolerance are controlled by diverse sets of genes. Transcription factors (TFs) have been implicated in conferring drought tolerance under drought stress conditions, and the identification of their target genes can elucidate molecular regulatory networks that orchestrate tolerance mechanisms. RESULTS We generated transgenic rice plants overexpressing the 4 rice TFs, OsNAC5, 6, 9, and 10, under the control of the root-specific RCc3 promoter. We showed that they were tolerant to drought stress with reduced loss of grain yield under drought conditions compared with wild type plants. To understand the molecular mechanisms underlying this tolerance, we here performed chromatin immunoprecipitation (ChIP)-Seq and RNA-Seq analyses to identify the direct target genes of the OsNAC proteins using the RCc3:6MYC-OsNAC expressing roots. A total of 475 binding loci for the 4 OsNAC proteins were identified by cross-referencing their binding to promoter regions and the expression levels of the corresponding genes. The binding loci were distributed among the promoter regions of 391 target genes that were directly up-regulated by one of the OsNAC proteins in four RCc3:6MYC-OsNAC transgenic lines. Based on gene ontology (GO) analysis, the direct target genes were related to transmembrane/transporter activity, vesicle, plant hormones, carbohydrate metabolism, and TFs. The direct targets of each OsNAC range from 4.0-8.7% of the total number of up-regulated genes found in the RNA-Seq data sets. Thus, each OsNAC up-regulates a set of direct target genes that alter root system architecture in the RCc3:OsNAC plants to confer drought tolerance. Our results provide a valuable resource for functional dissection of the molecular mechanisms of drought tolerance. CONCLUSIONS Many of the target genes, including transmembrane/transporter, vesicle related, auxin/hormone related, carbohydrate metabolic processes, and transcription factor genes, that are up-regulated by OsNACs act as the cellular components which would alter the root architectures of RCc3:OsNACs for drought tolerance.
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Affiliation(s)
- Pil Joong Chung
- Graduate School of International Agricultural Technology and Crop Biotechnology Institute/GreenBio Science & Technology, Seoul National University, Pyeongchang, 25354, South Korea
| | - Harin Jung
- Graduate School of International Agricultural Technology and Crop Biotechnology Institute/GreenBio Science & Technology, Seoul National University, Pyeongchang, 25354, South Korea.,Present address: NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117596, Singapore
| | - Yang Do Choi
- Graduate School of International Agricultural Technology and Crop Biotechnology Institute/GreenBio Science & Technology, Seoul National University, Pyeongchang, 25354, South Korea.,Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, South Korea
| | - Ju-Kon Kim
- Graduate School of International Agricultural Technology and Crop Biotechnology Institute/GreenBio Science & Technology, Seoul National University, Pyeongchang, 25354, South Korea.
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306
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Roosjen M, Paque S, Weijers D. Auxin Response Factors: output control in auxin biology. JOURNAL OF EXPERIMENTAL BOTANY 2018; 69:179-188. [PMID: 28992135 DOI: 10.1093/jxb/erx237] [Citation(s) in RCA: 120] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The phytohormone auxin is involved in almost all developmental processes in land plants. Most, if not all, of these processes are mediated by changes in gene expression. Auxin acts on gene expression through a short nuclear pathway that converges upon the activation of a family of DNA-binding transcription factors. These AUXIN RESPONSE FACTORS (ARFs) are thus the effector of auxin response and translate the chemical signal into the regulation of a defined set of genes. Given the limited number of dedicated components in auxin signaling, distinct properties among the ARF family probably contribute to the establishment of multiple unique auxin responses in plant development. In the two decades following the identification of the first ARF in Arabidopsis, much has been learnt about how these transcription factors act, and how they generate unique auxin responses. Progress in genetics, biochemistry, genomics, and structural biology has helped to develop mechanistic models for ARF action. However, despite intensive efforts, many central questions are yet to be addressed. In this review, we highlight what has been learnt about ARF transcription factors, and identify outstanding questions and challenges for the near future.
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Affiliation(s)
- Mark Roosjen
- Laboratory of Biochemistry, Wageningen University, The Netherlands
| | - Sébastien Paque
- Laboratory of Biochemistry, Wageningen University, The Netherlands
| | - Dolf Weijers
- Laboratory of Biochemistry, Wageningen University, The Netherlands
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307
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Cherenkov P, Novikova D, Omelyanchuk N, Levitsky V, Grosse I, Weijers D, Mironova V. Diversity of cis-regulatory elements associated with auxin response in Arabidopsis thaliana. JOURNAL OF EXPERIMENTAL BOTANY 2018; 69:329-339. [PMID: 28992117 PMCID: PMC5853796 DOI: 10.1093/jxb/erx254] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 07/06/2017] [Indexed: 05/20/2023]
Abstract
The phytohormone auxin regulates virtually every developmental process in land plants. This regulation is mediated via de-repression of DNA-binding auxin response factors (ARFs). ARFs bind TGTC-containing auxin response cis-elements (AuxREs), but there is growing evidence that additional cis-elements occur in auxin-responsive regulatory regions. The repertoire of auxin-related cis-elements and their involvement in different modes of auxin response are not yet known. Here we analyze the enrichment of nucleotide hexamers in upstream regions of auxin-responsive genes associated with auxin up- or down-regulation, with early or late response, ARF-binding domains, and with different chromatin states. Intriguingly, hexamers potentially bound by basic helix-loop-helix (bHLH) and basic leucine zipper (bZIP) factors as well as a family of A/T-rich hexamers are more highly enriched in auxin-responsive regions than canonical TGTC-containing AuxREs. We classify and annotate the whole spectrum of enriched hexamers and discuss their patterns of enrichment related to different modes of auxin response.
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Affiliation(s)
| | - Daria Novikova
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
- Department of Agrotechnology and Food Sciences, Subdivision Biochemistry, Wageningen University and Research Center, The Netherlands
| | - Nadya Omelyanchuk
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
| | - Victor Levitsky
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
| | - Ivo Grosse
- Novosibirsk State University, Russian Federation
- Institute of Computer Science, Martin Luther University Halle-Wittenberg, Germany
- German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, Germany
| | - Dolf Weijers
- Department of Agrotechnology and Food Sciences, Subdivision Biochemistry, Wageningen University and Research Center, The Netherlands
- Correspondence: or
| | - Victoria Mironova
- Novosibirsk State University, Russian Federation
- Institute of Cytology and Genetics, Russian Federation
- Correspondence: or
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308
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Bai Y, Sunarti S, Kissoudis C, Visser RGF, van der Linden CG. The Role of Tomato WRKY Genes in Plant Responses to Combined Abiotic and Biotic Stresses. FRONTIERS IN PLANT SCIENCE 2018; 9:801. [PMID: 29951078 PMCID: PMC6008426 DOI: 10.3389/fpls.2018.00801] [Citation(s) in RCA: 95] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Accepted: 05/24/2018] [Indexed: 05/20/2023]
Abstract
In the field, plants constantly face a plethora of abiotic and biotic stresses that can impart detrimental effects on plants. In response to multiple stresses, plants can rapidly reprogram their transcriptome through a tightly regulated and highly dynamic regulatory network where WRKY transcription factors can act as activators or repressors. WRKY transcription factors have diverse biological functions in plants, but most notably are key players in plant responses to biotic and abiotic stresses. In tomato there are 83 WRKY genes identified. Here we review recent progress on functions of these tomato WRKY genes and their homologs in other plant species, such as Arabidopsis and rice, with a special focus on their involvement in responses to abiotic and biotic stresses. In particular, we highlight WRKY genes that play a role in plant responses to a combination of abiotic and biotic stresses.
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309
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Cortijo S, Charoensawan V, Roudier F, Wigge PA. Chromatin Immunoprecipitation Sequencing (ChIP-Seq) for Transcription Factors and Chromatin Factors in Arabidopsis thaliana Roots: From Material Collection to Data Analysis. Methods Mol Biol 2018; 1761:231-248. [PMID: 29525962 DOI: 10.1007/978-1-4939-7747-5_18] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
Chromatin immunoprecipitation combined with next-generation sequencing (ChIP-seq) is a powerful technique to investigate in vivo transcription factor (TF) binding to DNA, as well as chromatin marks. Here we provide a detailed protocol for all the key steps to perform ChIP-seq in Arabidopsis thaliana roots, also working on other A. thaliana tissues and in most non-ligneous plants. We detail all steps from material collection, fixation, chromatin preparation, immunoprecipitation, library preparation, and finally computational analysis based on a combination of publicly available tools.
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Affiliation(s)
- Sandra Cortijo
- The Sainsbury Laboratory, University of Cambridge, Cambridge, UK.
| | - Varodom Charoensawan
- The Sainsbury Laboratory, University of Cambridge, Cambridge, UK
- Department of Biochemistry, Faculty of Science, Mahidol University, Bangkok, Thailand
- Integrative Computational BioScience (ICBS) Center, Mahidol University, Nakhon Pathom, Thailand
- Systems Biology of Diseases Research Unit, Faculty of Science, Mahidol University, Nakhon Pathom, Thailand
| | - François Roudier
- Laboratoire de Reproduction et Développement des Plantes - ENS Lyon, Lyon Cedex 07, France
| | - Philip A Wigge
- The Sainsbury Laboratory, University of Cambridge, Cambridge, UK.
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310
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Lee ZH, Yamaguchi N, Ito T. Using CRISPR/Cas9 System to Introduce Targeted Mutation in Arabidopsis. Methods Mol Biol 2018; 1830:93-108. [PMID: 30043366 DOI: 10.1007/978-1-4939-8657-6_6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Gene editing enables the modification of genetic information in a targeted manner. Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR)/CRISPR-associated protein 9 (Cas9) is a gene editing approach that has been widely used in both the animal and plant studies. Plant transcription factors play critical roles in plant development. Recent studies have used the CRISPER/Cas9 system to disrupt transcription factors and cis-elements in plants. In this chapter, we describe a protocol of using the CRISPR/Cas9 system to generate transcription factor mutants in the model plant species Arabidopsis thaliana. Our protocol contains five different steps: (1) adaptor primers design, (2) cloning of sgRNA expression cassettes, (3) Golden Gate cloning, (4) E. coli and Agrobacterium transformation, and (5) Arabidopsis transformation.
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Affiliation(s)
- Ze Hong Lee
- Graduate School of Biological Sciences, Nara Institute of Science and Technology, Ikoma, Nara, Japan
| | - Nobutoshi Yamaguchi
- Graduate School of Biological Sciences, Nara Institute of Science and Technology, Ikoma, Nara, Japan
- Precursory Research for Embryonic Science and Technology, Japan Science and Technology Agency, Kawaguchi-shi, Saitama, Japan
| | - Toshiro Ito
- Graduate School of Biological Sciences, Nara Institute of Science and Technology, Ikoma, Nara, Japan.
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311
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Gross T, Broholm S, Becker A. CRABS CLAW Acts as a Bifunctional Transcription Factor in Flower Development. FRONTIERS IN PLANT SCIENCE 2018; 9:835. [PMID: 29973943 PMCID: PMC6019494 DOI: 10.3389/fpls.2018.00835] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2018] [Accepted: 05/29/2018] [Indexed: 05/06/2023]
Abstract
One of the crucial steps in the life cycle of angiosperms is the development of carpels. They are the most complex plant organs, harbor the seeds, and, after fertilization, develop into fruits and are thus an important ecological and economic trait. CRABS CLAW (CRC), a YABBY protein and putative transcription factor, is one of the major carpel developmental regulators in A. thaliana that includes a C2C2 zinc finger and a domain with similarities to an HMG box. CRC is involved in the regulation of processes such as carpel fusion and growth, floral meristem termination, and nectary formation. While its genetic interactions with other carpel development regulators are well described, its biochemical properties and molecular way of action remain unclear. We combined Bimolecular Fluorescence Complementation, Yeast Two-Hybrid, and Yeast One-Hybrid analyzes to shed light on the molecular biology of CRC. Our results showed that CRC dimerizes, also with other YABBY proteins, via the YABBY domain, and that its DNA binding is mainly cooperative and is mediated by the YABBY domain. Further, we identified that CRC is involved in floral meristem termination via transcriptional repression while it acts as a transcriptional activator in nectary development and carpel fusion and growth control. This work increases our understanding on how YABBY transcription factors interact with other proteins and how they regulate their targets.
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Affiliation(s)
- Thomas Gross
- Department of Biology, Institute of Botany, Justus Liebig University Giessen, Giessen, Germany
- *Correspondence: Thomas Gross,
| | - Suvi Broholm
- Biosciences and Environment Research Unit, Academy of Finland, Helsinki, Finland
| | - Annette Becker
- Department of Biology, Institute of Botany, Justus Liebig University Giessen, Giessen, Germany
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312
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Song Q, Grene R, Heath LS, Li S. Identification of regulatory modules in genome scale transcription regulatory networks. BMC SYSTEMS BIOLOGY 2017; 11:140. [PMID: 29246163 PMCID: PMC5732458 DOI: 10.1186/s12918-017-0493-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Accepted: 11/13/2017] [Indexed: 01/22/2023]
Abstract
Background In gene regulatory networks, transcription factors often function as co-regulators to synergistically induce or inhibit expression of their target genes. However, most existing module-finding algorithms can only identify densely connected genes but not co-regulators in regulatory networks. Methods We have developed a new computational method, CoReg, to identify transcription co-regulators in large-scale regulatory networks. CoReg calculates gene similarities based on number of common neighbors of any two genes. Using simulated and real networks, we compared the performance of different similarity indices and existing module-finding algorithms and we found CoReg outperforms other published methods in identifying co-regulatory genes. We applied CoReg to a large-scale network of Arabidopsis with more than 2.8 million edges and we analyzed more than 2,300 published gene expression profiles to charaterize co-expression patterns of gene moduled identified by CoReg. Results We identified three types of modules in the Arabidopsis network: regulator modules, target modules and intermediate modules. Regulator modules include genes with more than 90% edges as out-going edges; Target modules include genes with more than 90% edges as incoming edges. Other modules are classified as intermediate modules. We found that genes in target modules tend to be highly co-expressed under abiotic stress conditions, suggesting this network struture is robust against perturbation. Conclusions Our analysis shows that the CoReg is an accurate method in identifying co-regulatory genes in large-scale networks. We provide CoReg as an R package, which can be applied in finding co-regulators in any organisms with genome-scale regulatory network data. Electronic supplementary material The online version of this article (10.1186/s12918-017-0493-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Qi Song
- program in Genetics, Bioinformatics and Computational Biology, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA.,Department of Crop & Soil Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | - Ruth Grene
- Department of Plant Pathology, Physiology, and Weed Science, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | - Lenwood S Heath
- Department of Computer Science, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA
| | - Song Li
- Department of Crop & Soil Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, 24061, USA.
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313
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Kaashyap M, Ford R, Bohra A, Kuvalekar A, Mantri N. Improving Salt Tolerance of Chickpea Using Modern Genomics Tools and Molecular Breeding. Curr Genomics 2017; 18:557-567. [PMID: 29204084 PMCID: PMC5684649 DOI: 10.2174/1389202918666170705155252] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Revised: 11/28/2016] [Accepted: 12/15/2016] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION The high protein value, essential minerals, dietary fibre and notable ability to fix atmospheric nitrogen make chickpea a highly remunerative crop, particularly in low-input food production systems. Of the variety of constraints challenging chickpea productivity worldwide, salinity remains of prime concern owing to the intrinsic sensitivity of the crop. In view of the projected expansion of chickpea into arable and salt-stressed land by 2050, increasing attention is being placed on improving the salt tolerance of this crop. Considerable effort is currently underway to address salinity stress and substantial breeding progress is being made despite the seemingly highly-complex and environment-dependent nature of the tolerance trait. CONCLUSION This review aims to provide a holistic view of recent advances in breeding chickpea for salt tolerance. Initially, we focus on the identification of novel genetic resources for salt tolerance via extensive germplasm screening. We then expand on the use of genome-wide and cost-effective techniques to gain new insights into the genetic control of salt tolerance, including the responsive genes/QTL(s), gene(s) networks/cross talk and intricate signalling cascades.
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Affiliation(s)
- Mayank Kaashyap
- School of Science, RMIT University, Melbourne, 3000, Victoria, Australia
| | - Rebecca Ford
- Environmental Futures Research Institute, School of Natural Sciences, Griffith University, Queensland 4111, Australia
| | - Abhishek Bohra
- Crop Improvement Division, Indian Institute of Pulses Research, Kanpur, India
| | - Aniket Kuvalekar
- Interactive Research School for Health Affairs, Bharati Vidyapeeth University, Pune-Satara Road, Pune, Maharashtra, 411043, India
| | - Nitin Mantri
- School of Science, RMIT University, Melbourne, 3000, Victoria, Australia
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314
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Huang SSC, Ecker JR. Piecing together cis-regulatory networks: insights from epigenomics studies in plants. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2017; 10:e1411. [PMID: 29194997 DOI: 10.1002/wsbm.1411] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Revised: 10/11/2017] [Accepted: 10/12/2017] [Indexed: 12/20/2022]
Abstract
5-Methylcytosine, a chemical modification of DNA, is a covalent modification found in the genomes of both plants and animals. Epigenetic inheritance of phenotypes mediated by DNA methylation is well established in plants. Most of the known mechanisms of establishing, maintaining and modifying DNA methylation have been worked out in the reference plant Arabidopsis thaliana. Major functions of DNA methylation in plants include regulation of gene expression and silencing of transposable elements (TEs) and repetitive sequences, both of which have parallels in mammalian biology, involve interaction with the transcriptional machinery, and may have profound effects on the regulatory networks in the cell. Methylome and transcriptome dynamics have been investigated in development and environmental responses in Arabidopsis and agriculturally and ecologically important plants, revealing the interdependent relationship among genomic context, methylation patterns, and expression of TE and protein coding genes. Analyses of methylome variation among plant natural populations and species have begun to quantify the extent of genetic control of methylome variation vs. true epimutation, and model the evolutionary forces driving methylome evolution in both short and long time scales. The ability of DNA methylation to positively or negatively modulate binding affinity of transcription factors (TFs) provides a natural link from genome sequence and methylation changes to transcription. Technologies that allow systematic determination of methylation sensitivities of TFs, in native genomic and methylation context without confounding factors such as histone modifications, will provide baseline datasets for building cell-type- and individual-specific regulatory networks that underlie the establishment and inheritance of complex traits. This article is categorized under: Laboratory Methods and Technologies > Genetic/Genomic Methods Biological Mechanisms > Regulatory Biology.
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Affiliation(s)
- Shao-Shan C Huang
- Genomic Analysis Laboratory and Plant Biology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Joseph R Ecker
- Genomic Analysis Laboratory and Plant Biology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA, USA.,Howard Hughes Medical Institute, The Salk Institute for Biological Studies, La Jolla, CA, USA
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315
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Triska M, Solovyev V, Baranova A, Kel A, Tatarinova TV. Nucleotide patterns aiding in prediction of eukaryotic promoters. PLoS One 2017; 12:e0187243. [PMID: 29141011 PMCID: PMC5687710 DOI: 10.1371/journal.pone.0187243] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2017] [Accepted: 09/05/2017] [Indexed: 01/09/2023] Open
Abstract
Computational analysis of promoters is hindered by the complexity of their architecture. In less studied genomes with complex organization, false positive promoter predictions are common. Accurate identification of transcription start sites and core promoter regions remains an unsolved problem. In this paper, we present a comprehensive analysis of genomic features associated with promoters and show that probabilistic integrative algorithms-driven models allow accurate classification of DNA sequence into “promoters” and “non-promoters” even in absence of the full-length cDNA sequences. These models may be built upon the maps of the distributions of sequence polymorphisms, RNA sequencing reads on genomic DNA, methylated nucleotides, transcription factor binding sites, as well as relative frequencies of nucleotides and their combinations. Positional clustering of binding sites shows that the cells of Oryza sativa utilize three distinct classes of transcription factors: those that bind preferentially to the [-500,0] region (188 “promoter-specific” transcription factors), those that bind preferentially to the [0,500] region (282 “5′ UTR-specific” TFs), and 207 of the “promiscuous” transcription factors with little or no location preference with respect to TSS. For the most informative motifs, their positional preferences are conserved between dicots and monocots.
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Affiliation(s)
- Martin Triska
- Children’s Hospital Los Angeles, University of Southern California, Los Angeles, CA, United States of America
- Faculty of Advanced Technology, University of South Wales, Pontypridd, Wales, United Kingdom
| | | | - Ancha Baranova
- School of Systems Biology, George Mason University, Fairfax, VA, United States of America
- Research Centre for Medical Genetics, Moscow, Russia
| | - Alexander Kel
- geneXplain GmbH, Wolfenbuettel, Germany
- Institute of Chemical Biology and Fundamental Medicine, Novosibirsk, Russia
| | - Tatiana V. Tatarinova
- School of Systems Biology, George Mason University, Fairfax, VA, United States of America
- Department of Biology, Division of Natural Sciences, University of La Verne, La Verne, CA, United States of America
- Bioinformatics Center, AA Kharkevich Institute for Information Transmission Problems RAS, Moscow, Russia
- Vavilov’s Institute for General Genetics, Moscow, Russia, Moscow, Russia
- * E-mail:
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316
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Kiseleva AA, Potokina EK, Salina EA. Features of Ppd-B1 expression regulation and their impact on the flowering time of wheat near-isogenic lines. BMC PLANT BIOLOGY 2017; 17:172. [PMID: 29143607 PMCID: PMC5688470 DOI: 10.1186/s12870-017-1126-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
BACKGROUND Photoperiod insensitive Ppd-1a alleles determine early flowering of wheat. Increased expression of homoeologous Ppd-D1a and Ppd-A1a result from deletions in the promoter region, and elevated expression of Ppd-B1a is determined by an increased copy number. RESULTS In this study, using bread wheat cultivars Sonora and PSL2, which contrast in flowering time, and near-isogenic lines resulting from their cross, "Ppd-m" and "Ppd-w" with Ppd-B1a introgressed from Sonora, we investigated the putative factors that influence Ppd-B1a expression. By analyzing the Ppd-B1a three distinct copies, we identified an indel and the two SNPs, which distinguished the investigated allele from other alleles with a copy number variation. We studied the expression of the Ppd-A1, Ppd-B1a, and Ppd-D1 genes along with genes that are involved in light perception (PhyA, PhyB, PhyC) and the flowering initiation (Vrn-1, TaFT1) and discussed their interactions. Expression of Ppd-B1a in the "Ppd-m" line, which flowered four days earlier than "Ppd-w", was significantly higher. We found PhyC to be up-regulated in lines with Ppd-B1a alleles. Expression of PhyC was higher in "Ppd-m". Microsatellite genotyping demonstrated that in the line "Ppd-m", there is an introgression in the pericentromeric region of chromosome 5B from the early flowering parental Sonora, while the "Ppd-w" does not have this introgression. FHY3/FAR1 is known to be located in this region. Expression of the transcription factor FHY3/FAR1 was higher in the "Ppd-m" line than in "Ppd-w", suggesting that FHY3/FAR1 is important for the wheat flowering time and may cause earlier flowering of "Ppd-m" as compared to "Ppd-w". CONCLUSIONS We propose that there is a positive bidirectional regulation of Ppd-B1a and PhyC with an FHY3/FAR1 contribution. The bidirectional regulation can be proposed for Ppd-A1a and Ppd-D1a. Using in silico analysis, we demonstrated that the specificity of the Ppd-B1 regulation compared to that of homoeologous genes involves not only a copy number variation but also distinct regulatory elements.
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Affiliation(s)
- Antonina A Kiseleva
- The Federal Research Center "Institute of Cytology and Genetics of Siberian Branch of the Russian Academy of Sciences", Prospekt Lavrentyeva 10, Novosibirsk, Russian Federation, 630090.
| | - Elena K Potokina
- N.I. Vavilov Research Institute of Plant Genetic Resources, B.Morskaya Street 42-44, St. Petersburg, Russian Federation, 190000
| | - Elena A Salina
- The Federal Research Center "Institute of Cytology and Genetics of Siberian Branch of the Russian Academy of Sciences", Prospekt Lavrentyeva 10, Novosibirsk, Russian Federation, 630090
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317
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Majewska M, Wysokińska H, Kuźma Ł, Szymczyk P. Eukaryotic and prokaryotic promoter databases as valuable tools in exploring the regulation of gene transcription: a comprehensive overview. Gene 2017; 644:38-48. [PMID: 29104165 DOI: 10.1016/j.gene.2017.10.079] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Revised: 07/26/2017] [Accepted: 10/27/2017] [Indexed: 01/02/2023]
Abstract
The complete exploration of the regulation of gene expression remains one of the top-priority goals for researchers. As the regulation is mainly controlled at the level of transcription by promoters, study on promoters and findings are of great importance. This review summarizes forty selected databases that centralize experimental and theoretical knowledge regarding the organization of promoters, interacting transcription factors (TFs) and microRNAs (miRNAs) in many eukaryotic and prokaryotic species. The presented databases offer researchers valuable support in elucidating the regulation of gene transcription.
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Affiliation(s)
- Małgorzata Majewska
- Department of Biology and Pharmaceutical Botany, Medical University of Lodz, 90-151 Lodz, Poland.
| | - Halina Wysokińska
- Department of Biology and Pharmaceutical Botany, Medical University of Lodz, 90-151 Lodz, Poland
| | - Łukasz Kuźma
- Department of Biology and Pharmaceutical Botany, Medical University of Lodz, 90-151 Lodz, Poland
| | - Piotr Szymczyk
- Department of Pharmaceutical Biotechnology, Medical University of Lodz, 90-151 Lodz, Poland
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318
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Gallemí M, Molina-Contreras MJ, Paulišić S, Salla-Martret M, Sorin C, Godoy M, Franco-Zorrilla JM, Solano R, Martínez-García JF. A non-DNA-binding activity for the ATHB4 transcription factor in the control of vegetation proximity. THE NEW PHYTOLOGIST 2017; 216:798-813. [PMID: 28805249 DOI: 10.1111/nph.14727] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Accepted: 06/29/2017] [Indexed: 05/20/2023]
Abstract
In plants, perception of vegetation proximity by phytochrome photoreceptors activates a transcriptional network that implements a set of responses to adapt to plant competition, including elongation of stems or hypocotyls. In Arabidopsis thaliana, the homeodomain-leucine zipper (HD-Zip) transcription factor ARABIDOPSIS THALIANA HOMEOBOX 4 (ATHB4) regulates this and other responses, such as leaf polarity. To better understand the shade regulatory transcriptional network, we have carried out structure-function analyses of ATHB4 by overexpressing a series of truncated and mutated forms and analyzing three different responses: hypocotyl response to shade, transcriptional activity and leaf polarity. Our results indicated that ATHB4 has two physically separated molecular activities: that performed by HD-Zip, which is involved in binding to DNA-regulatory elements, and that performed by the ETHYLENE-RESPONSIVE ELEMENT BINDING FACTOR-associated amphiphilic repression (EAR)-containing N-terminal region, which is involved in protein-protein interaction. Whereas both activities are required to regulate leaf polarity, DNA-binding activity is not required for the regulation of the seedling responses to plant proximity, which indicates that ATHB4 works as a transcriptional cofactor in the regulation of this response. These findings suggest that transcription factors might employ alternative mechanisms of action to regulate different developmental processes.
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Affiliation(s)
- Marçal Gallemí
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
| | - Maria Jose Molina-Contreras
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
| | - Sandi Paulišić
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
| | - Mercè Salla-Martret
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
| | - Céline Sorin
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
| | - Marta Godoy
- National Centre for Biotechnology (CNB), CSIC, Campus University Autónoma, Madrid, 28049, Spain
| | | | - Roberto Solano
- National Centre for Biotechnology (CNB), CSIC, Campus University Autónoma, Madrid, 28049, Spain
| | - Jaime F Martínez-García
- Centre for Research in Agricultural Genomics (CRAG), CSIC-IRTA-UAB-UB, Campus UAB, Bellaterra, Barcelona, 08193, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, 08010, Spain
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319
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Castro-Mondragon JA, Jaeger S, Thieffry D, Thomas-Chollier M, van Helden J. RSAT matrix-clustering: dynamic exploration and redundancy reduction of transcription factor binding motif collections. Nucleic Acids Res 2017; 45:e119. [PMID: 28591841 PMCID: PMC5737723 DOI: 10.1093/nar/gkx314] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Accepted: 06/04/2017] [Indexed: 01/08/2023] Open
Abstract
Transcription factor (TF) databases contain multitudes of binding motifs (TFBMs) from various sources, from which non-redundant collections are derived by manual curation. The advent of high-throughput methods stimulated the production of novel collections with increasing numbers of motifs. Meta-databases, built by merging these collections, contain redundant versions, because available tools are not suited to automatically identify and explore biologically relevant clusters among thousands of motifs. Motif discovery from genome-scale data sets (e.g. ChIP-seq) also produces redundant motifs, hampering the interpretation of results. We present matrix-clustering, a versatile tool that clusters similar TFBMs into multiple trees, and automatically creates non-redundant TFBM collections. A feature unique to matrix-clustering is its dynamic visualisation of aligned TFBMs, and its capability to simultaneously treat multiple collections from various sources. We demonstrate that matrix-clustering considerably simplifies the interpretation of combined results from multiple motif discovery tools, and highlights biologically relevant variations of similar motifs. We also ran a large-scale application to cluster ∼11 000 motifs from 24 entire databases, showing that matrix-clustering correctly groups motifs belonging to the same TF families, and drastically reduced motif redundancy. matrix-clustering is integrated within the RSAT suite (http://rsat.eu/), accessible through a user-friendly web interface or command-line for its integration in pipelines.
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Affiliation(s)
| | | | - Denis Thieffry
- IBENS, Département de Biologie, Ecole Normale Supérieure, CNRS, Inserm, PSL Research University, F-75005 Paris, France
| | - Morgane Thomas-Chollier
- IBENS, Département de Biologie, Ecole Normale Supérieure, CNRS, Inserm, PSL Research University, F-75005 Paris, France
| | - Jacques van Helden
- Aix Marseille Univ, INSERM, TAGC, Theory and Approaches of Genomic Complexity, UMR_S 1090, Marseille, France
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320
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Cortijo S, Charoensawan V, Brestovitsky A, Buning R, Ravarani C, Rhodes D, van Noort J, Jaeger KE, Wigge PA. Transcriptional Regulation of the Ambient Temperature Response by H2A.Z Nucleosomes and HSF1 Transcription Factors in Arabidopsis. MOLECULAR PLANT 2017; 10:1258-1273. [PMID: 28893714 PMCID: PMC6175055 DOI: 10.1016/j.molp.2017.08.014] [Citation(s) in RCA: 137] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Revised: 08/21/2017] [Accepted: 08/24/2017] [Indexed: 05/18/2023]
Abstract
Temperature influences the distribution, range, and phenology of plants. The key transcriptional activators of heat shock response in eukaryotes, the heat shock factors (HSFs), have undergone large-scale gene amplification in plants. While HSFs are central in heat stress responses, their role in the response to ambient temperature changes is less well understood. We show here that the warm ambient temperature transcriptome is dependent upon the HSFA1 clade of Arabidopsis HSFs, which cause a rapid and dynamic eviction of H2A.Z nucleosomes at target genes. A transcriptional cascade results in the activation of multiple downstream stress-responsive transcription factors, triggering large-scale changes to the transcriptome in response to elevated temperature. H2A.Z nucleosomes are enriched at temperature-responsive genes at non-inducible temperature, and thus likely confer inducibility of gene expression and higher responsive dynamics. We propose that the antagonistic effects of H2A.Z and HSF1 provide a mechanism to activate gene expression rapidly and precisely in response to temperature, while preventing leaky transcription in the absence of an activation signal.
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Affiliation(s)
- Sandra Cortijo
- The Sainsbury Laboratory, University of Cambridge, 47 Bateman Street, Cambridge CB2 1LR, UK
| | - Varodom Charoensawan
- The Sainsbury Laboratory, University of Cambridge, 47 Bateman Street, Cambridge CB2 1LR, UK; Department of Biochemistry, Faculty of Science, Mahidol University, 272 Rama VI Road, Ratchathewi District, Bangkok 10400, Thailand; Integrative Computational BioScience (ICBS) Center, Mahidol University, 999 Phuttamonthon 4 Road, Salaya, Nakhon Pathom 73170, Thailand.
| | - Anna Brestovitsky
- The Sainsbury Laboratory, University of Cambridge, 47 Bateman Street, Cambridge CB2 1LR, UK
| | - Ruth Buning
- Biological and Soft Matter Physics, Huygens-Kamerlingh Onnes Laboratory, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, the Netherlands
| | - Charles Ravarani
- Medical Research Council Laboratory for Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Daniela Rhodes
- Medical Research Council Laboratory for Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK; Institute of Structural Biology, Nanyang Technical University, 50 Nanyang Avenue, Singapore 639798, Singapore
| | - John van Noort
- Biological and Soft Matter Physics, Huygens-Kamerlingh Onnes Laboratory, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, the Netherlands
| | - Katja E Jaeger
- The Sainsbury Laboratory, University of Cambridge, 47 Bateman Street, Cambridge CB2 1LR, UK
| | - Philip A Wigge
- The Sainsbury Laboratory, University of Cambridge, 47 Bateman Street, Cambridge CB2 1LR, UK.
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321
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Arbelaez JD, Maron LG, Jobe TO, Piñeros MA, Famoso AN, Rebelo AR, Singh N, Ma Q, Fei Z, Kochian LV, McCouch SR. ALUMINUM RESISTANCE TRANSCRIPTION FACTOR 1 ( ART1) contributes to natural variation in aluminum resistance in diverse genetic backgrounds of rice ( O. sativa). PLANT DIRECT 2017; 1:e00014. [PMID: 31245663 PMCID: PMC6508803 DOI: 10.1002/pld3.14] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Revised: 08/22/2017] [Accepted: 09/01/2017] [Indexed: 05/13/2023]
Abstract
Transcription factors (TFs) regulate the expression of other genes to indirectly mediate stress resistance mechanisms. Therefore, when studying TF-mediated stress resistance, it is important to understand how TFs interact with genes in the genetic background. Here, we fine-mapped the aluminum (Al) resistance QTL Alt12.1 to a 44-kb region containing six genes. Among them is ART1, which encodes a C2H2-type zinc finger TF required for Al resistance in rice. The mapping parents, Al-resistant cv Azucena (tropical japonica) and Al-sensitive cv IR64 (indica), have extensive sequence polymorphism within the ART1 coding region, but similar ART1 expression levels. Using reciprocal near-isogenic lines (NILs) we examined how allele-swapping the Alt12.1 locus would affect plant responses to Al. Analysis of global transcriptional responses to Al stress in roots of the NILs alongside their recurrent parents demonstrated that the presence of the Alt12.1 from Al-resistant Azucena led to greater changes in gene expression in response to Al when compared to the Alt12.1 from IR64 in both genetic backgrounds. The presence of the ART1 allele from the opposite parent affected the expression of several genes not previously implicated in rice Al tolerance. We highlight examples where putatively functional variation in cis-regulatory regions of ART1-regulated genes interacts with ART1 to determine gene expression in response to Al. This ART1-promoter interaction may be associated with transgressive variation for Al resistance in the Azucena × IR64 population. These results illustrate how ART1 interacts with the genetic background to contribute to quantitative phenotypic variation in rice Al resistance.
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Affiliation(s)
- Juan D. Arbelaez
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
- Present address:
Plant BreedingInternational Rice Research InstituteLos BañosPhilippines
| | - Lyza G. Maron
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
| | - Timothy O. Jobe
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
- Boyce Thompson InstituteCornell UniversityIthacaNYUSA
- Present address:
Botanical InstituteUniversity of CologneCologneGermany
| | - Miguel A. Piñeros
- Robert W. Holley Center for Agriculture and HealthUSDA‐ARSCornell UniversityIthacaNYUSA
| | - Adam N. Famoso
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
- Present address:
LSU AgCenterH. Rouse Caffey Rice Research StationRayneLAUSA
| | - Ana Rita Rebelo
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
- Present address:
Boyce Thompson InstituteCornell UniversityIthacaNYUSA
| | - Namrata Singh
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
| | - Qiyue Ma
- Boyce Thompson InstituteCornell UniversityIthacaNYUSA
| | - Zhangjun Fei
- Boyce Thompson InstituteCornell UniversityIthacaNYUSA
| | - Leon V. Kochian
- Robert W. Holley Center for Agriculture and HealthUSDA‐ARSCornell UniversityIthacaNYUSA
- Present address:
Global Institute for Food SecurityUniversity of SaskatchewanSaskatoonSKCanada
| | - Susan R. McCouch
- Plant Breeding and Genetics SectionSchool of Integrative Plant ScienceCornell UniversityIthacaNYUSA
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322
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Walker L, Boddington C, Jenkins D, Wang Y, Grønlund JT, Hulsmans J, Kumar S, Patel D, Moore JD, Carter A, Samavedam S, Bonomo G, Hersh DS, Coruzzi GM, Burroughs NJ, Gifford ML. Changes in Gene Expression in Space and Time Orchestrate Environmentally Mediated Shaping of Root Architecture. THE PLANT CELL 2017; 29:2393-2412. [PMID: 28893852 PMCID: PMC5774560 DOI: 10.1105/tpc.16.00961] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2016] [Revised: 08/16/2017] [Accepted: 09/07/2017] [Indexed: 05/02/2023]
Abstract
Shaping of root architecture is a quintessential developmental response that involves the concerted action of many different cell types, is highly dynamic, and underpins root plasticity. To determine to what extent the environmental regulation of lateral root development is a product of cell-type preferential activities, we tracked transcriptomic responses to two different treatments that both change root development in Arabidopsis thaliana at an unprecedented level of temporal detail. We found that individual transcripts are expressed with a very high degree of temporal and spatial specificity, yet biological processes are commonly regulated, in a mechanism we term response nonredundancy. Using causative gene network inference to compare the genes regulated in different cell types and during responses to nitrogen and a biotic interaction, we found that common transcriptional modules often regulate the same gene families but control different individual members of these families, specific to response and cell type. This reinforces that the activity of a gene cannot be defined simply as molecular function; rather, it is a consequence of spatial location, expression timing, and environmental responsiveness.
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Affiliation(s)
- Liam Walker
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Clare Boddington
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Dafyd Jenkins
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Ying Wang
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Jesper T Grønlund
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Jo Hulsmans
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Sanjeev Kumar
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Dhaval Patel
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Jonathan D Moore
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Anthony Carter
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
| | - Siva Samavedam
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Giovanni Bonomo
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - David S Hersh
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Gloria M Coruzzi
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, New York 10003
| | - Nigel J Burroughs
- Warwick Systems Biology Centre, University of Warwick, Senate House, Coventry CV4 7AL, United Kingdom
- Warwick Mathematics Institute, University of Warwick, Zeeman Building, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Miriam L Gifford
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
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323
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Integument Development in Arabidopsis Depends on Interaction of YABBY Protein INNER NO OUTER with Coactivators and Corepressors. Genetics 2017; 207:1489-1500. [PMID: 28971961 DOI: 10.1534/genetics.117.300140] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Accepted: 09/28/2017] [Indexed: 01/28/2023] Open
Abstract
Arabidopsis thaliana INNER NO OUTER (INO) is a YABBY protein that is essential for the initiation and development of the outer integument of ovules. Other YABBY proteins have been shown to be involved in both negative and positive regulation of expression of putative target genes. YABBY proteins have also been shown to interact with the corepressor LEUNIG (LUG) in several systems. In support of a repressive role for INO, we confirm that INO interacts with LUG and also find that INO directly interacts with SEUSS (SEU), a known corepressive partner of LUG. Further, we find that INO can directly interact with ADA2b/PROPORZ1 (PRZ1), a transcriptional coactivator that is known to interact with the histone acetyltransferase GENERAL CONTROL NONREPRESSIBLE PROTEIN 5 (GCN5, also known as HAG1). Mutations in LUG, SEU, and ADA2b/PRZ1 all lead to pleiotropic effects including a deficiency in the extension of the outer integument. Additive and synergistic effects of ada2b/prz1 and lug mutations on outer integument formation indicate that these two genes function independently to promote outer integument growth. The ino mutation is epistatic to both lug and ada2b/prz1 in the outer integument, and all three proteins are present in the nuclei of a common set of outer integument cells. This is consistent with a model where INO utilizes these coregulator proteins to activate and repress separate sets of target genes. Other Arabidopsis YABBY proteins were shown to also form complexes with ADA2b/PRZ1, and have been previously shown to interact with SEU and LUG. Thus, interaction with these corepressors and coactivator may represent a general mechanism to explain the positive and negative activities of YABBY proteins in transcriptional regulation. The LUG, SEU, and ADA2b/PRZ1 proteins would also separately be recruited to targets of other transcription factors, consistent with their roles as general coregulators, explaining the pleiotropic effects not associated with YABBY function.
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324
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Misra G, Badoni S, Anacleto R, Graner A, Alexandrov N, Sreenivasulu N. Whole genome sequencing-based association study to unravel genetic architecture of cooked grain width and length traits in rice. Sci Rep 2017; 7:12478. [PMID: 28963534 PMCID: PMC5622062 DOI: 10.1038/s41598-017-12778-6] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2017] [Accepted: 09/14/2017] [Indexed: 12/13/2022] Open
Abstract
In this study, we used 2.9 million single nucleotide polymorphisms (SNP) and 393,429 indels derived from whole genome sequences of 591 rice landraces to determine the genetic basis of cooked and raw grain length, width and shape using genome-wide association study (GWAS). We identified a unique fine-mapped genetic region GWi7.1 significantly associated with cooked and raw grain width. Additionally, GWi7.2 that harbors GL7/GW7 a cloned gene for grain dimension was found. Novel regions in chromosomes 10 and 11 were also found to be associated with cooked grain shape and raw grain width, respectively. The indel-based GWAS identified fine-mapped genetic regions GL3.1 and GWi5.1 that matched synteny breakpoints between indica and japonica. GL3.1 was positioned a few kilobases away from GS3, a cloned gene for cooked and raw grain lengths in indica. GWi5.1 found to be significantly associated with cooked and raw grain width. It anchors upstream of cloned gene GW5, which varied between indica and japonica accessions. GWi11.1 is present inside the 3'-UTR of a functional gene in indica that corresponds to a syntenic break in chromosome 11 of japonica. Our results identified novel allelic structural variants and haplotypes confirmed using single locus and multilocus SNP and indel-based GWAS.
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Affiliation(s)
- Gopal Misra
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Saurabh Badoni
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Roslen Anacleto
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Andreas Graner
- Leibniz institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 03, 06466, Gatersleben, Germany
| | - Nickolai Alexandrov
- Genetics and Biotechnology Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Nese Sreenivasulu
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines.
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325
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Misra G, Badoni S, Anacleto R, Graner A, Alexandrov N, Sreenivasulu N. Whole genome sequencing-based association study to unravel genetic architecture of cooked grain width and length traits in rice. Sci Rep 2017. [PMID: 28963534 DOI: 10.1038/s41598‐017‐12778‐6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
In this study, we used 2.9 million single nucleotide polymorphisms (SNP) and 393,429 indels derived from whole genome sequences of 591 rice landraces to determine the genetic basis of cooked and raw grain length, width and shape using genome-wide association study (GWAS). We identified a unique fine-mapped genetic region GWi7.1 significantly associated with cooked and raw grain width. Additionally, GWi7.2 that harbors GL7/GW7 a cloned gene for grain dimension was found. Novel regions in chromosomes 10 and 11 were also found to be associated with cooked grain shape and raw grain width, respectively. The indel-based GWAS identified fine-mapped genetic regions GL3.1 and GWi5.1 that matched synteny breakpoints between indica and japonica. GL3.1 was positioned a few kilobases away from GS3, a cloned gene for cooked and raw grain lengths in indica. GWi5.1 found to be significantly associated with cooked and raw grain width. It anchors upstream of cloned gene GW5, which varied between indica and japonica accessions. GWi11.1 is present inside the 3'-UTR of a functional gene in indica that corresponds to a syntenic break in chromosome 11 of japonica. Our results identified novel allelic structural variants and haplotypes confirmed using single locus and multilocus SNP and indel-based GWAS.
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Affiliation(s)
- Gopal Misra
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Saurabh Badoni
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Roslen Anacleto
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Andreas Graner
- Leibniz institute of Plant Genetics and Crop Plant Research (IPK), Corrensstrasse 03, 06466, Gatersleben, Germany
| | - Nickolai Alexandrov
- Genetics and Biotechnology Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines
| | - Nese Sreenivasulu
- Grain Quality and Nutrition Center, Plant Breeding Division, International Rice Research Institute, DAPO Box 7777, Metro Manila, 1301, Philippines.
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326
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Ideal crop plant architecture is mediated by tassels replace upper ears1, a BTB/POZ ankyrin repeat gene directly targeted by TEOSINTE BRANCHED1. Proc Natl Acad Sci U S A 2017; 114:E8656-E8664. [PMID: 28973898 DOI: 10.1073/pnas.1714960114] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Axillary branch suppression is a favorable trait bred into many domesticated crop plants including maize compared with its highly branched wild ancestor teosinte. Branch suppression in maize was achieved through selection of a gain of function allele of the teosinte branched1 (tb1) transcription factor that acts as a repressor of axillary bud growth. Previous work indicated that other loci may function epistatically with tb1 and may be responsible for some of its phenotypic effects. Here, we show that tb1 mediates axillary branch suppression through direct activation of the tassels replace upper ears1 (tru1) gene that encodes an ankyrin repeat domain protein containing a BTB/POZ motif necessary for protein-protein interactions. The expression of TRU1 and TB1 overlap in axillary buds, and TB1 binds to two locations in the tru1 gene as shown by chromatin immunoprecipitation and gel shifts. In addition, nucleotide diversity surveys indicate that tru1, like tb1, was a target of selection. In modern maize, TRU1 is highly expressed in the leaf trace vasculature of axillary internodes, while in teosinte, this expression is highly reduced or absent. This increase in TRU1 expression levels in modern maize is supported by comparisons of relative protein levels with teosinte as well as by quantitative measurements of mRNA levels. Hence, a major innovation in creating ideal maize plant architecture originated from ectopic overexpression of tru1 in axillary branches, a critical step in mediating the effects of domestication by tb1.
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327
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Pass DA, Sornay E, Marchbank A, Crawford MR, Paszkiewicz K, Kent NA, Murray JAH. Genome-wide chromatin mapping with size resolution reveals a dynamic sub-nucleosomal landscape in Arabidopsis. PLoS Genet 2017; 13:e1006988. [PMID: 28902852 PMCID: PMC5597176 DOI: 10.1371/journal.pgen.1006988] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Accepted: 08/21/2017] [Indexed: 02/06/2023] Open
Abstract
All eukaryotic genomes are packaged as chromatin, with DNA interlaced with both regularly patterned nucleosomes and sub-nucleosomal-sized protein structures such as mobile and labile transcription factors (TF) and initiation complexes, together forming a dynamic chromatin landscape. Whilst details of nucleosome position in Arabidopsis have been previously analysed, there is less understanding of their relationship to more dynamic sub-nucleosomal particles (subNSPs) defined as protected regions shorter than the ~150bp typical of nucleosomes. The genome-wide profile of these subNSPs has not been previously analysed in plants and this study investigates the relationship of dynamic bound particles with transcriptional control. Here we combine differential micrococcal nuclease (MNase) digestion and a modified paired-end sequencing protocol to reveal the chromatin structure landscape of Arabidopsis cells across a wide particle size range. Linking this data to RNAseq expression analysis provides detailed insight into the relationship of identified DNA-bound particles with transcriptional activity. The use of differential digestion reveals sensitive positions, including a labile -1 nucleosome positioned upstream of the transcription start site (TSS) of active genes. We investigated the response of the chromatin landscape to changes in environmental conditions using light and dark growth, given the large transcriptional changes resulting from this simple alteration. The resulting shifts in the suites of expressed and repressed genes show little correspondence to changes in nucleosome positioning, but led to significant alterations in the profile of subNSPs upstream of TSS both globally and locally. We examined previously mapped positions for the TFs PIF3, PIF4 and CCA1, which regulate light responses, and found that changes in subNSPs co-localized with these binding sites. This small particle structure is detected only under low levels of MNase digestion and is lost on more complete digestion of chromatin to nucleosomes. We conclude that wide-spectrum analysis of the Arabidopsis genome by differential MNase digestion allows detection of sensitive features hereto obscured, and the comparisons between genome-wide subNSP profiles reveals dynamic changes in their distribution, particularly at distinct genomic locations (i.e. 5'UTRs). The method here employed allows insight into the complex influence of genetic and extrinsic factors in modifying the sub-nucleosomal landscape in association with transcriptional changes.
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Affiliation(s)
- Daniel Antony Pass
- Cardiff School of Biosciences, Cardiff University, Cardiff, Wales, United Kingdom
| | - Emily Sornay
- Cardiff School of Biosciences, Cardiff University, Cardiff, Wales, United Kingdom
| | - Angela Marchbank
- Cardiff School of Biosciences, Cardiff University, Cardiff, Wales, United Kingdom
| | - Margaret R. Crawford
- Genome Centre, University of Sussex, Sussex House, Falmer, Brighton, United Kingdom
| | - Konrad Paszkiewicz
- Geoffrey Pope Building, University of Exeter, Stocker Road, Exeter, United Kingdom
| | - Nicholas A. Kent
- Cardiff School of Biosciences, Cardiff University, Cardiff, Wales, United Kingdom
| | - James A. H. Murray
- Cardiff School of Biosciences, Cardiff University, Cardiff, Wales, United Kingdom
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328
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Sharma A, Wai CM, Ming R, Yu Q. Diurnal Cycling Transcription Factors of Pineapple Revealed by Genome-Wide Annotation and Global Transcriptomic Analysis. Genome Biol Evol 2017; 9:2170-2190. [PMID: 28922793 PMCID: PMC5737478 DOI: 10.1093/gbe/evx161] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/22/2017] [Indexed: 12/22/2022] Open
Abstract
Circadian clock provides fitness advantage by coordinating internal metabolic and physiological processes to external cyclic environments. Core clock components exhibit daily rhythmic changes in gene expression, and the majority of them are transcription factors (TFs) and transcription coregulators (TCs). We annotated 1,398 TFs from 67 TF families and 80 TCs from 20 TC families in pineapple, and analyzed their tissue-specific and diurnal expression patterns. Approximately 42% of TFs and 45% of TCs displayed diel rhythmic expression, including 177 TF/TCs cycling only in the nonphotosynthetic leaf tissue, 247 cycling only in the photosynthetic leaf tissue, and 201 cycling in both. We identified 68 TF/TCs whose cycling expression was tightly coupled between the photosynthetic and nonphotosynthetic leaf tissues. These TF/TCs likely coordinate key biological processes in pineapple as we demonstrated that this group is enriched in homologous genes that form the core circadian clock in Arabidopsis and includes a STOP1 homolog. Two lines of evidence support the important role of the STOP1 homolog in regulating CAM photosynthesis in pineapple. First, STOP1 responds to acidic pH and regulates a malate channel in multiple plant species. Second, the cycling expression pattern of the pineapple STOP1 and the diurnal pattern of malate accumulation in pineapple leaf are correlated. We further examined duplicate-gene retention and loss in major known circadian genes and refined their evolutionary relationships between pineapple and other plants. Significant variations in duplicate-gene retention and loss were observed for most clock genes in both monocots and dicots.
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Affiliation(s)
- Anupma Sharma
- Texas A&M AgriLife Research Center at Dallas, Texas A&M University System, Dallas
| | - Ching Man Wai
- Department of Plant Biology, University of Illinois at Urbana-Champaign
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Haixia Institute of Science and Technology, Fujian Agriculture and Forestry University, Fuzhou, Fujian Province, China
| | - Ray Ming
- Department of Plant Biology, University of Illinois at Urbana-Champaign
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Haixia Institute of Science and Technology, Fujian Agriculture and Forestry University, Fuzhou, Fujian Province, China
| | - Qingyi Yu
- Texas A&M AgriLife Research Center at Dallas, Texas A&M University System, Dallas
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Haixia Institute of Science and Technology, Fujian Agriculture and Forestry University, Fuzhou, Fujian Province, China
- Department of Plant Pathology and Microbiology, Texas A&M University
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329
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Hehl R. From experiment-driven database analyses to database-driven experiments in Arabidopsis thaliana transcription factor research. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2017; 262:141-147. [PMID: 28716409 DOI: 10.1016/j.plantsci.2017.06.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Revised: 06/20/2017] [Accepted: 06/24/2017] [Indexed: 06/07/2023]
Abstract
Experiment-driven database analysis is employed in forward genetics to predict the function of genes assocíated with a mutant phenotype. These analyses subsequently lead to database-driven experiments involving reverse genetics to verify functional predictions based on bioinformatic analyses. Genomic transcription factors (TFs) are key regulators of gene expression by binding to short regulatory sequences and by interacting with other TFs. Currently more than 2400 TFs are predicted for A. thaliana. As DNA-binding proteins they are particularly amenable to database-driven experiments, especially when their binding site specificities are known. Databases are available for predicting binding sites for specific TFs in regulatory sequences. Since most of these bioinformatically identified binding sites may not be functional, additional experiments for identifying the actual in vivo binding sites for TFs are required. Recently, large scale approaches were employed to determine binding sites for many A. thaliana TFs. With these approaches binding sites for 984 unique TFs were determined experimentally. An area deserving further research is proposed for interacting TFs. Most of the A. thaliana genes are under combinatorial control, and in vivo interacting TFs, similar to mammalian TFs, may bind to combinatorial elements in which the binding sites vary from those detected with the single TFs.
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Affiliation(s)
- Reinhard Hehl
- Institut für Genetik, Technische Universität Braunschweig, Spielmannstr. 7, 38106 Braunschweig, Germany.
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330
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Hickman R, Van Verk MC, Van Dijken AJH, Mendes MP, Vroegop-Vos IA, Caarls L, Steenbergen M, Van der Nagel I, Wesselink GJ, Jironkin A, Talbot A, Rhodes J, De Vries M, Schuurink RC, Denby K, Pieterse CMJ, Van Wees SCM. Architecture and Dynamics of the Jasmonic Acid Gene Regulatory Network. THE PLANT CELL 2017; 29:2086-2105. [PMID: 28827376 PMCID: PMC5635973 DOI: 10.1105/tpc.16.00958] [Citation(s) in RCA: 169] [Impact Index Per Article: 24.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Revised: 07/05/2017] [Accepted: 08/17/2017] [Indexed: 05/18/2023]
Abstract
Jasmonic acid (JA) is a critical hormonal regulator of plant growth and defense. To advance our understanding of the architecture and dynamic regulation of the JA gene regulatory network, we performed a high-resolution RNA-seq time series of methyl JA-treated Arabidopsis thaliana at 15 time points over a 16-h period. Computational analysis showed that methyl JA (MeJA) induces a burst of transcriptional activity, generating diverse expression patterns over time that partition into distinct sectors of the JA response targeting specific biological processes. The presence of transcription factor (TF) DNA binding motifs correlated with specific TF activity during temporal MeJA-induced transcriptional reprogramming. Insight into the underlying dynamic transcriptional regulation mechanisms was captured in a chronological model of the JA gene regulatory network. Several TFs, including MYB59 and bHLH27, were uncovered as early network components with a role in pathogen and insect resistance. Analysis of subnetworks surrounding the TFs ORA47, RAP2.6L, MYB59, and ANAC055, using transcriptome profiling of overexpressors and mutants, provided insights into their regulatory role in defined modules of the JA network. Collectively, our work illuminates the complexity of the JA gene regulatory network, pinpoints and validates previously unknown regulators, and provides a valuable resource for functional studies on JA signaling components in plant defense and development.
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Affiliation(s)
- Richard Hickman
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Marcel C Van Verk
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
- Bioinformatics, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Anja J H Van Dijken
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Marciel Pereira Mendes
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Irene A Vroegop-Vos
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Lotte Caarls
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Merel Steenbergen
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Ivo Van der Nagel
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Gert Jan Wesselink
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Aleksey Jironkin
- Warwick Systems Biology Centre, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Adam Talbot
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Department of Biology, University of York, York YO10 5DD, United Kingdom
| | - Johanna Rhodes
- Warwick Systems Biology Centre, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Michel De Vries
- Plant Physiology, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Robert C Schuurink
- Plant Physiology, Swammerdam Institute for Life Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Katherine Denby
- Warwick Systems Biology Centre, University of Warwick, Coventry CV4 7AL, United Kingdom
- School of Life Sciences, University of Warwick, Coventry CV4 7AL, United Kingdom
- Department of Biology, University of York, York YO10 5DD, United Kingdom
| | - Corné M J Pieterse
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
| | - Saskia C M Van Wees
- Plant-Microbe Interactions, Department of Biology, Utrecht University, 3508 TB, Utrecht, The Netherlands
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331
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Lu Z, Hofmeister BT, Vollmers C, DuBois RM, Schmitz RJ. Combining ATAC-seq with nuclei sorting for discovery of cis-regulatory regions in plant genomes. Nucleic Acids Res 2017; 45:e41. [PMID: 27903897 PMCID: PMC5389718 DOI: 10.1093/nar/gkw1179] [Citation(s) in RCA: 178] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Accepted: 11/15/2016] [Indexed: 12/27/2022] Open
Abstract
Chromatin structure plays a pivotal role in facilitating proper control of gene expression. Transcription factor (TF) binding of cis-elements is often associated with accessible chromatin regions. Therefore, the ability to identify these accessible regions throughout plant genomes will advance understanding of the relationship between TF binding, chromatin status and the regulation of gene expression. Assay for Transposase Accessible Chromatin sequencing (ATAC-seq) is a recently developed technique used to map open chromatin zones in animal genomes. However, in plants, the existence of cell walls, subcellular organelles and the lack of stable cell lines have prevented routine application of this technique. Here, we describe an assay combining ATAC-seq with fluorescence-activated nuclei sorting (FANS) to identify and map open chromatin and TF-binding sites in plant genomes. FANS-ATAC-seq compares favorably with published DNaseI sequencing (DNase-seq) results and it requires less than 50 000 nuclei for accurate identification of accessible genomic regions. Summary: Application of ATAC-seq to sorted nuclei identifies accessible regions genome-wide.
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Affiliation(s)
- Zefu Lu
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
| | | | - Christopher Vollmers
- Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, CA 95064, USA
| | - Rebecca M DuBois
- Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, CA 95064, USA
| | - Robert J Schmitz
- Department of Genetics, University of Georgia, Athens, GA 30602, USA
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332
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Wong DCJ, Lopez Gutierrez R, Gambetta GA, Castellarin SD. Genome-wide analysis of cis-regulatory element structure and discovery of motif-driven gene co-expression networks in grapevine. DNA Res 2017; 24:311-326. [PMID: 28119334 PMCID: PMC5499852 DOI: 10.1093/dnares/dsw061] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Accepted: 12/13/2016] [Indexed: 11/29/2022] Open
Abstract
Coordinated transcriptional and metabolic reprogramming ensures a plant’s continued growth and survival under adverse environmental conditions. Transcription factors (TFs) act to modulate gene expression through complex cis-regulatory element (CRE) interactions. Genome-wide analysis of known plant CREs was performed for all currently predicted protein-coding gene promoters in grapevine (Vitis vinifera L.). Many CREs such as abscisic acid (ABA)-responsive, drought-responsive, auxin-responsive, and evening elements, exhibit bona fide CRE properties such as strong position bias towards the transcription start site (TSS) and over-representation when compared with random promoters. Genes containing these CREs are enriched in a large repertoire of plant biological pathways. Large-scale transcriptome analyses also show that these CREs are highly implicated in grapevine development and stress response. Numerous CRE-driven modules in condition-specific gene co-expression networks (GCNs) were identified and many of these modules were highly enriched for plant biological functions. Several modules corroborate known roles of CREs in drought response, pathogen defense, cell wall metabolism, and fruit ripening, whereas others reveal novel functions in plants. Comparisons with Arabidopsis suggest a general conservation in promoter architecture, gene expression dynamics, and GCN structure across species. Systems analyses of CREs provide insights into the grapevine cis-regulatory code and establish a foundation for future genomic studies in grapevine.
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Affiliation(s)
| | | | - Gregory Alan Gambetta
- Ecophysiologie et Génomique Fonctionnelle de la Vigne, Bordeaux Sciences Agro, INRA, Université de Bordeaux, 33140 Villenave d'Ornon, France
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333
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Smaczniak C, Muiño JM, Chen D, Angenent GC, Kaufmann K. Differences in DNA Binding Specificity of Floral Homeotic Protein Complexes Predict Organ-Specific Target Genes. THE PLANT CELL 2017; 29:1822-1835. [PMID: 28733422 PMCID: PMC5590503 DOI: 10.1105/tpc.17.00145] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Revised: 05/30/2017] [Accepted: 07/18/2017] [Indexed: 05/20/2023]
Abstract
Floral organ identities in plants are specified by the combinatorial action of homeotic master regulatory transcription factors. However, how these factors achieve their regulatory specificities is still largely unclear. Genome-wide in vivo DNA binding data show that homeotic MADS domain proteins recognize partly distinct genomic regions, suggesting that DNA binding specificity contributes to functional differences of homeotic protein complexes. We used in vitro systematic evolution of ligands by exponential enrichment followed by high-throughput DNA sequencing (SELEX-seq) on several floral MADS domain protein homo- and heterodimers to measure their DNA binding specificities. We show that specification of reproductive organs is associated with distinct binding preferences of a complex formed by SEPALLATA3 and AGAMOUS. Binding specificity is further modulated by different binding site spacing preferences. Combination of SELEX-seq and genome-wide DNA binding data allows differentiation between targets in specification of reproductive versus perianth organs in the flower. We validate the importance of DNA binding specificity for organ-specific gene regulation by modulating promoter activity through targeted mutagenesis. Our study shows that intrafamily protein interactions affect DNA binding specificity of floral MADS domain proteins. Differential DNA binding of MADS domain protein complexes plays a role in the specificity of target gene regulation.
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Affiliation(s)
- Cezary Smaczniak
- Laboratory of Molecular Biology, Wageningen University, Wageningen 6708PB, The Netherlands
- Institute for Biochemistry and Biology, Potsdam University, Potsdam 14476, Germany
| | - Jose M Muiño
- Computational Molecular Biology, Max Planck Institute for Molecular Genetics, Berlin 14195, Germany
| | - Dijun Chen
- Institute for Biochemistry and Biology, Potsdam University, Potsdam 14476, Germany
| | - Gerco C Angenent
- Laboratory of Molecular Biology, Wageningen University, Wageningen 6708PB, The Netherlands
- Bioscience, Wageningen Plant Research, Wageningen 6708PB, The Netherlands
| | - Kerstin Kaufmann
- Institute for Biochemistry and Biology, Potsdam University, Potsdam 14476, Germany
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334
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Simonini S, Bencivenga S, Trick M, Østergaard L. Auxin-Induced Modulation of ETTIN Activity Orchestrates Gene Expression in Arabidopsis. THE PLANT CELL 2017; 29:1864-1882. [PMID: 28804059 PMCID: PMC5590509 DOI: 10.1105/tpc.17.00389] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Revised: 07/07/2017] [Accepted: 08/07/2017] [Indexed: 05/18/2023]
Abstract
The phytohormone auxin governs crucial developmental decisions throughout the plant life cycle. Auxin signaling is effectuated by auxin response factors (ARFs) whose activity is repressed by Aux/IAA proteins under low auxin levels, but relieved from repression when cellular auxin concentrations increase. ARF3/ETTIN (ETT) is a conserved noncanonical Arabidopsis thaliana ARF that adopts an alternative auxin-sensing mode of translating auxin levels into multiple transcriptional outcomes. However, a mechanistic model for how this auxin-dependent modulation of ETT activity regulates gene expression has not yet been elucidated. Here, we take a genome-wide approach to show how ETT controls developmental processes in the Arabidopsis shoot through its auxin-sensing property. Moreover, analysis of direct ETT targets suggests that ETT functions as a central node in coordinating auxin dynamics and plant development and reveals tight feedback regulation at both the transcriptional and protein-interaction levels. Finally, we present an example to demonstrate how auxin sensitivity of ETT-protein interactions can shape the composition of downstream transcriptomes to ensure specific developmental outcomes. These results show that direct effects of auxin on protein factors, such as ETT-TF complexes, comprise an important part of auxin biology and likely contribute to the vast number of biological processes affected by this simple molecule.
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Affiliation(s)
- Sara Simonini
- Crop Genetics Department, John Innes Centre, NR4 7UH Norwich, United Kingdom
| | - Stefano Bencivenga
- Crop Genetics Department, John Innes Centre, NR4 7UH Norwich, United Kingdom
| | - Martin Trick
- Computational and System Biology Department, John Innes Centre, NR4 7UH Norwich, United Kingdom
| | - Lars Østergaard
- Crop Genetics Department, John Innes Centre, NR4 7UH Norwich, United Kingdom
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335
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Molina-Hidalgo FJ, Medina-Puche L, Cañete-Gómez C, Franco-Zorrilla JM, López-Vidriero I, Solano R, Caballero JL, Rodríguez-Franco A, Blanco-Portales R, Muñoz-Blanco J, Moyano E. The fruit-specific transcription factor FaDOF2 regulates the production of eugenol in ripe fruit receptacles. JOURNAL OF EXPERIMENTAL BOTANY 2017; 68:4529-4543. [PMID: 28981772 DOI: 10.1093/jxb/erx257] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Only a few transcription factors have been described in the regulation of the strawberry (Fragaria x ananassa) fruit ripening process. Using a transcriptomic approach, we identified and functionally characterized FaDOF2, a DOF-type ripening-related transcription factor, which is hormonally regulated and specific to the receptacle, though high expression levels were also found in petals. The expression pattern of FaDOF2 correlated with eugenol content, a phenylpropanoid volatile, in both fruit receptacles and petals. When FaDOF2 expression was silenced in ripe strawberry receptacles, the expression of FaEOBII and FaEGS2, two key genes involved in eugenol production, were down-regulated. These fruits showed a concomitant decrease in eugenol content, which confirmed that FaDOF2 is a transcription factor that is involved in eugenol production in ripe fruit receptacles. By using the yeast two-hybrid system and bimolecular fluorescence complementation, we demonstrated that FaDOF2 interacts with FaEOBII, a previously reported regulator of eugenol production, which determines fine-tuning of the expression of key genes that are involved in eugenol production. These results provide evidence that FaDOF2 plays a subsidiary regulatory role with FaEOBII in the expression of genes encoding enzymes that control eugenol production. Taken together, our results provide new insights into the regulation of the volatile phenylpropanoid pathway in ripe strawberry receptacles.
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Affiliation(s)
- Francisco Javier Molina-Hidalgo
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | - Laura Medina-Puche
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba, Spain
- Shanghai Center for Plant Stress Biology, Shanghai Institutes of Biological Sciences, University of Chinese Academy of Sciences, Shanghai 200031, China
| | - Carlos Cañete-Gómez
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | | | | | - Roberto Solano
- Department of Plant Molecular Genetics, Centro Nacional de Biotecnología-CSIC, Darwin 3, 28049-Madrid, Spain
| | - José Luis Caballero
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | - Antonio Rodríguez-Franco
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | - Rosario Blanco-Portales
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | - Juan Muñoz-Blanco
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
| | - Enriqueta Moyano
- Departamento de Bioquímica y Biología Molecular, Edificio Severo Ochoa, Campus Universitario de Rabanales y Campus de Excelencia Internacional Agroalimentario CEIA3, Universidad de Córdoba, 14071 Córdoba,Spain
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336
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Savoi S, Wong DCJ, Degu A, Herrera JC, Bucchetti B, Peterlunger E, Fait A, Mattivi F, Castellarin SD. Multi-Omics and Integrated Network Analyses Reveal New Insights into the Systems Relationships between Metabolites, Structural Genes, and Transcriptional Regulators in Developing Grape Berries ( Vitis vinifera L.) Exposed to Water Deficit. FRONTIERS IN PLANT SCIENCE 2017; 8:1124. [PMID: 28740499 DOI: 10.2174/9781608059300117010001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 06/12/2017] [Indexed: 05/24/2023]
Abstract
Grapes are one of the major fruit crops and they are cultivated in many dry environments. This study comprehensively characterizes the metabolic response of grape berries exposed to water deficit at different developmental stages. Increases of proline, branched-chain amino acids, phenylpropanoids, anthocyanins, and free volatile organic compounds have been previously observed in grape berries exposed to water deficit. Integrating RNA-sequencing analysis of the transcriptome with large-scale analysis of central and specialized metabolites, we reveal that these increases occur via a coordinated regulation of key structural pathway genes. Water deficit-induced up-regulation of flavonoid genes is also coordinated with the down-regulation of many stilbene synthases and a consistent decrease in stilbenoid concentration. Water deficit activated both ABA-dependent and ABA-independent signal transduction pathways by modulating the expression of several transcription factors. Gene-gene and gene-metabolite network analyses showed that water deficit-responsive transcription factors such as bZIPs, AP2/ERFs, MYBs, and NACs are implicated in the regulation of stress-responsive metabolites. Enrichment of known and novel cis-regulatory elements in the promoters of several ripening-specific/water deficit-induced modules further affirms the involvement of a transcription factor cross-talk in the berry response to water deficit. Together, our integrated approaches show that water deficit-regulated gene modules are strongly linked to key fruit-quality metabolites and multiple signal transduction pathways may be critical to achieve a balance between the regulation of the stress-response and the berry ripening program. This study constitutes an invaluable resource for future discoveries and comparative studies, in grapes and other fruits, centered on reproductive tissue metabolism under abiotic stress.
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Affiliation(s)
- Stefania Savoi
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund MachSan Michele all'Adige, Italy
| | - Darren C J Wong
- Wine Research Centre, The University of British Columbia, VancouverBC, Canada
| | - Asfaw Degu
- The Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the NegevSede Boqer, Israel
| | - Jose C Herrera
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Barbara Bucchetti
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Enrico Peterlunger
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Aaron Fait
- The Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the NegevSede Boqer, Israel
| | - Fulvio Mattivi
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund MachSan Michele all'Adige, Italy
- Center Agriculture Food Environment, University of TrentoSan Michele all'Adige, Italy
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337
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Savoi S, Wong DCJ, Degu A, Herrera JC, Bucchetti B, Peterlunger E, Fait A, Mattivi F, Castellarin SD. Multi-Omics and Integrated Network Analyses Reveal New Insights into the Systems Relationships between Metabolites, Structural Genes, and Transcriptional Regulators in Developing Grape Berries ( Vitis vinifera L.) Exposed to Water Deficit. FRONTIERS IN PLANT SCIENCE 2017; 8:1124. [PMID: 28740499 PMCID: PMC5502274 DOI: 10.3389/fpls.2017.01124] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 06/12/2017] [Indexed: 05/19/2023]
Abstract
Grapes are one of the major fruit crops and they are cultivated in many dry environments. This study comprehensively characterizes the metabolic response of grape berries exposed to water deficit at different developmental stages. Increases of proline, branched-chain amino acids, phenylpropanoids, anthocyanins, and free volatile organic compounds have been previously observed in grape berries exposed to water deficit. Integrating RNA-sequencing analysis of the transcriptome with large-scale analysis of central and specialized metabolites, we reveal that these increases occur via a coordinated regulation of key structural pathway genes. Water deficit-induced up-regulation of flavonoid genes is also coordinated with the down-regulation of many stilbene synthases and a consistent decrease in stilbenoid concentration. Water deficit activated both ABA-dependent and ABA-independent signal transduction pathways by modulating the expression of several transcription factors. Gene-gene and gene-metabolite network analyses showed that water deficit-responsive transcription factors such as bZIPs, AP2/ERFs, MYBs, and NACs are implicated in the regulation of stress-responsive metabolites. Enrichment of known and novel cis-regulatory elements in the promoters of several ripening-specific/water deficit-induced modules further affirms the involvement of a transcription factor cross-talk in the berry response to water deficit. Together, our integrated approaches show that water deficit-regulated gene modules are strongly linked to key fruit-quality metabolites and multiple signal transduction pathways may be critical to achieve a balance between the regulation of the stress-response and the berry ripening program. This study constitutes an invaluable resource for future discoveries and comparative studies, in grapes and other fruits, centered on reproductive tissue metabolism under abiotic stress.
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Affiliation(s)
- Stefania Savoi
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund MachSan Michele all’Adige, Italy
| | - Darren C. J. Wong
- Wine Research Centre, The University of British Columbia, VancouverBC, Canada
| | - Asfaw Degu
- The Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the NegevSede Boqer, Israel
| | - Jose C. Herrera
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Barbara Bucchetti
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Enrico Peterlunger
- Department of Agricultural, Food, Environmental and Animal Sciences, University of UdineUdine, Italy
| | - Aaron Fait
- The Jacob Blaustein Institutes for Desert Research, Ben-Gurion University of the NegevSede Boqer, Israel
| | - Fulvio Mattivi
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund MachSan Michele all’Adige, Italy
- Center Agriculture Food Environment, University of TrentoSan Michele all’Adige, Italy
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338
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Cytokinin induces genome-wide binding of the type-B response regulator ARR10 to regulate growth and development in Arabidopsis. Proc Natl Acad Sci U S A 2017; 114:E5995-E6004. [PMID: 28673986 DOI: 10.1073/pnas.1620749114] [Citation(s) in RCA: 133] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The plant hormone cytokinin affects a diverse array of growth and development processes and responses to the environment. How a signaling molecule mediates such a diverse array of outputs and how these response pathways are integrated with other inputs remain fundamental questions in plant biology. To this end, we characterized the transcriptional network initiated by the type-B ARABIDOPSIS RESPONSE REGULATORs (ARRs) that mediate the cytokinin primary response, making use of chromatin immunoprecipitation sequencing (ChIP-seq), protein-binding microarrays, and transcriptomic approaches. By ectopic overexpression of ARR10, Arabidopsis lines hypersensitive to cytokinin were generated and used to clarify the role of cytokinin in regulation of various physiological responses. ChIP-seq was used to identify the cytokinin-dependent targets for ARR10, thereby defining a crucial link between the cytokinin primary-response pathway and the transcriptional changes that mediate physiological responses to this phytohormone. Binding of ARR10 was induced by cytokinin with binding sites enriched toward the transcriptional start sites for both induced and repressed genes. Three type-B ARR DNA-binding motifs, determined by use of protein-binding microarrays, were enriched at ARR10 binding sites, confirming their physiological relevance. WUSCHEL was identified as a direct target of ARR10, with its cytokinin-enhanced expression resulting in enhanced shooting in tissue culture. Results from our analyses shed light on the physiological role of the type-B ARRs in regulating the cytokinin response, mechanism of type-B ARR activation, and basis by which cytokinin regulates diverse aspects of growth and development as well as responses to biotic and abiotic factors.
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339
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Singh A, Sharma AK, Singh NK, Sharma TR. PpTFDB: A pigeonpea transcription factor database for exploring functional genomics in legumes. PLoS One 2017. [PMID: 28651001 PMCID: PMC5484553 DOI: 10.1371/journal.pone.0179736] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Pigeonpea (Cajanus cajan L.), a diploid legume crop, is a member of the tribe Phaseoleae. This tribe is descended from the millettioid (tropical) clade of the subfamily Papilionoideae, which includes many important legume crop species such as soybean (Glycine max), mung bean (Vigna radiata), cowpea (Vigna ungiculata), and common bean (Phaseolus vulgaris). It plays major role in food and nutritional security, being rich source of proteins, minerals and vitamins. We have developed a comprehensive Pigeonpea Transcription Factors Database (PpTFDB) that encompasses information about 1829 putative transcription factors (TFs) and their 55 TF families. PpTFDB provides a comprehensive information about each of the identified TFs that includes chromosomal location, protein physicochemical properties, sequence data, protein functional annotation, simple sequence repeats (SSRs) with primers derived from their motifs, orthology with related legume crops, and gene ontology (GO) assignment to respective TFs. (PpTFDB: http://14.139.229.199/PpTFDB/Home.aspx) is a freely available and user friendly web resource that facilitates users to retrieve the information of individual members of a TF family through a set of query interfaces including TF ID or protein functional annotation. In addition, users can also get the information by browsing interfaces, which include browsing by TF Categories and by, GO Categories. This PpTFDB will serve as a promising central resource for researchers as well as breeders who are working towards crop improvement of legume crops.
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Affiliation(s)
- Akshay Singh
- National Research Centre on Plant Biotechnology, Pusa Campus, New Delhi, India
- Dr. A. P. J. Abdul Kalam Technical University, Lucknow, Uttar Pradesh, India
| | - Ajay Kumar Sharma
- Meerut Institute of Engineering and Technology, Meerut, Uttar Pradesh, India
| | | | - Tilak Raj Sharma
- National Research Centre on Plant Biotechnology, Pusa Campus, New Delhi, India
- * E-mail: ,
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340
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Becker MG, Walker PL, Pulgar-Vidal NC, Belmonte MF. SeqEnrich: A tool to predict transcription factor networks from co-expressed Arabidopsis and Brassica napus gene sets. PLoS One 2017; 12:e0178256. [PMID: 28575075 PMCID: PMC5456048 DOI: 10.1371/journal.pone.0178256] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Accepted: 05/10/2017] [Indexed: 01/08/2023] Open
Abstract
Transcription factors and their associated DNA binding sites are key regulatory elements of cellular differentiation, development, and environmental response. New tools that predict transcriptional regulation of biological processes are valuable to researchers studying both model and emerging-model plant systems. SeqEnrich predicts transcription factor networks from co-expressed Arabidopsis or Brassica napus gene sets. The networks produced by SeqEnrich are supported by existing literature and predicted transcription factor–DNA interactions that can be functionally validated at the laboratory bench. The program functions with gene sets of varying sizes and derived from diverse tissues and environmental treatments. SeqEnrich presents as a powerful predictive framework for the analysis of Arabidopsis and Brassica napus co-expression data, and is designed so that researchers at all levels can easily access and interpret predicted transcriptional circuits. The program outperformed its ancestral program ChipEnrich, and produced detailed transcription factor networks from Arabidopsis and Brassica napus gene expression data. The SeqEnrich program is ideal for generating new hypotheses and distilling biological information from large-scale expression data.
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Affiliation(s)
- Michael G. Becker
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Philip L. Walker
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Mark F. Belmonte
- Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
- * E-mail:
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341
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Zhang H, Sonnewald U. Differences and commonalities of plant responses to single and combined stresses. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2017; 90:839-855. [PMID: 28370754 DOI: 10.1111/tpj.13557] [Citation(s) in RCA: 128] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Revised: 03/20/2017] [Accepted: 03/27/2017] [Indexed: 05/21/2023]
Abstract
In natural or agricultural environments, plants are constantly exposed to a wide range of biotic and abiotic stresses. Given the forecasted global climate changes, plants will cope with heat waves, drought periods and pathogens at the same time or consecutively. Heat and drought cause opposing physiological responses, while pathogens may or may not profit from climate changes depending on their lifestyle. Several studies have been conducted to find stress-specific signatures or stress-independent commonalities. Previously this has been done by comparing different single stress treatments. This approach has been proven difficult since most studies, comparing single and combined stress conditions, have come to the conclusion that each stress treatment results in specific transcriptional changes. Although transcriptional changes at the level of individual genes are highly variable and stress-specific, central metabolic and signaling responses seem to be common, often leading to an overall reduced plant growth. Understanding how specific transcriptional changes are linked to stress adaptations and identifying central hubs controlling this interaction will be the challenge for the coming years. In this review, we will summarize current knowledge on plant responses to different individual and combined stresses and try to find a common thread potentially underlying these responses. We will begin with a brief summary of known physiological, metabolic, transcriptional and hormonal responses to individual stresses, elucidate potential commonalities and conflicts and finally we will describe results obtained during combined stress experiments. Here we will concentrate on simultaneous application of stress conditions but we will also touch consequences of sequential stress treatments.
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Affiliation(s)
- Haina Zhang
- Department of Biology, Friedrich-Alexander-University Erlangen-Nuremberg, Staudtstrasse 5, 91058, Erlangen, Germany
| | - Uwe Sonnewald
- Department of Biology, Friedrich-Alexander-University Erlangen-Nuremberg, Staudtstrasse 5, 91058, Erlangen, Germany
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342
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Uygun S, Seddon AE, Azodi CB, Shiu SH. Predictive Models of Spatial Transcriptional Response to High Salinity. PLANT PHYSIOLOGY 2017; 174:450-464. [PMID: 28373393 PMCID: PMC5411138 DOI: 10.1104/pp.16.01828] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2016] [Accepted: 03/27/2017] [Indexed: 05/12/2023]
Abstract
Plants are exposed to a variety of environmental conditions, and their ability to respond to environmental variation depends on the proper regulation of gene expression in an organ-, tissue-, and cell type-specific manner. Although our knowledge of how stress responses are regulated is accumulating, a genome-wide model of how plant transcription factors (TFs) and cis-regulatory elements control spatially specific stress response has yet to emerge. Using Arabidopsis (Arabidopsis thaliana) as a model, we identified a set of 1,894 putative cis-regulatory elements (pCREs) that are associated with high-salinity (salt) up-regulated genes in the root or the shoot. We used these pCREs to develop computational models that can better predict salt up-regulated genes in the root and shoot compared with models based on known TF binding motifs. In addition, we incorporated TF binding sites identified via large-scale in vitro assays, chromatin accessibility, evolutionary conservation, and pCRE combinatorial relationships in machine learning models and found that only consideration of pCRE combinations led to better performance in salt up-regulation prediction in the root and shoot. Our results suggest that the plant organ transcriptional response to high salinity is regulated by a core set of pCREs and provide a genome-wide view of the cis-regulatory code of plant spatial transcriptional responses to environmental stress.
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Affiliation(s)
- Sahra Uygun
- Genetics Program (S.U., S.-H.S.), Department of Plant Biology (A.E.S., C.B.A., S.-H.S.), and Ecology, Evolutionary Biology, and Behavior Program (S.-H.S.), Michigan State University, East Lansing, Michigan 48824
| | - Alexander E Seddon
- Genetics Program (S.U., S.-H.S.), Department of Plant Biology (A.E.S., C.B.A., S.-H.S.), and Ecology, Evolutionary Biology, and Behavior Program (S.-H.S.), Michigan State University, East Lansing, Michigan 48824
| | - Christina B Azodi
- Genetics Program (S.U., S.-H.S.), Department of Plant Biology (A.E.S., C.B.A., S.-H.S.), and Ecology, Evolutionary Biology, and Behavior Program (S.-H.S.), Michigan State University, East Lansing, Michigan 48824
| | - Shin-Han Shiu
- Genetics Program (S.U., S.-H.S.), Department of Plant Biology (A.E.S., C.B.A., S.-H.S.), and Ecology, Evolutionary Biology, and Behavior Program (S.-H.S.), Michigan State University, East Lansing, Michigan 48824
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343
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Inukai S, Kock KH, Bulyk ML. Transcription factor-DNA binding: beyond binding site motifs. Curr Opin Genet Dev 2017; 43:110-119. [PMID: 28359978 PMCID: PMC5447501 DOI: 10.1016/j.gde.2017.02.007] [Citation(s) in RCA: 200] [Impact Index Per Article: 28.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Revised: 02/02/2017] [Accepted: 02/07/2017] [Indexed: 12/12/2022]
Abstract
Sequence-specific transcription factors (TFs) regulate gene expression by binding to cis-regulatory elements in promoter and enhancer DNA. While studies of TF-DNA binding have focused on TFs' intrinsic preferences for primary nucleotide sequence motifs, recent studies have elucidated additional layers of complexity that modulate TF-DNA binding. In this review, we discuss technological developments for identifying TF binding preferences and highlight recent discoveries that elaborate how TF interactions, local DNA structure, and genomic features influence TF-DNA binding. We highlight novel approaches for characterizing functional binding site motifs that promise to inform our understanding of how TF binding controls gene expression and ultimately contributes to phenotype.
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Affiliation(s)
- Sachi Inukai
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Kian Hong Kock
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Program in Biological and Biomedical Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Martha L Bulyk
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Program in Biological and Biomedical Sciences, Harvard University, Cambridge, MA 02138, USA; Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
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344
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Zhang X, Ivanova A, Vandepoele K, Radomiljac J, Van de Velde J, Berkowitz O, Willems P, Xu Y, Ng S, Van Aken O, Duncan O, Zhang B, Storme V, Chan KX, Vaneechoutte D, Pogson BJ, Van Breusegem F, Whelan J, De Clercq I. The Transcription Factor MYB29 Is a Regulator of ALTERNATIVE OXIDASE1a. PLANT PHYSIOLOGY 2017; 173:1824-1843. [PMID: 28167700 PMCID: PMC5338668 DOI: 10.1104/pp.16.01494] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Accepted: 01/30/2017] [Indexed: 05/18/2023]
Abstract
Plants sense and integrate a variety of signals from the environment through different interacting signal transduction pathways that involve hormones and signaling molecules. Using ALTERNATIVE OXIDASE1a (AOX1a) gene expression as a model system of retrograde or stress signaling between mitochondria and the nucleus, MYB DOMAIN PROTEIN29 (MYB29) was identified as a negative regulator (regulator of alternative oxidase1a 7 [rao7] mutant) in a genetic screen of Arabidopsis (Arabidopsis thaliana). rao7/myb29 mutants have increased levels of AOX1a transcript and protein compared to wild type after induction with antimycin A. A variety of genes previously associated with the mitochondrial stress response also display enhanced transcript abundance, indicating that RAO7/MYB29 negatively regulates mitochondrial stress responses in general. Meta-analysis of hormone-responsive marker genes and identification of downstream transcription factor networks revealed that MYB29 functions in the complex interplay of ethylene, jasmonic acid, salicylic acid, and reactive oxygen species signaling by regulating the expression of various ETHYLENE RESPONSE FACTOR and WRKY transcription factors. Despite an enhanced induction of mitochondrial stress response genes, rao7/myb29 mutants displayed an increased sensitivity to combined moderate light and drought stress. These results uncover interactions between mitochondrial retrograde signaling and the regulation of glucosinolate biosynthesis, both regulated by RAO7/MYB29. This common regulator can explain why perturbation of the mitochondrial function leads to transcriptomic responses overlapping with responses to biotic stress.
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345
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Ramirez-Parra E, Perianez-Rodriguez J, Navarro-Neila S, Gude I, Moreno-Risueno MA, Del Pozo JC. The transcription factor OBP4 controls root growth and promotes callus formation. THE NEW PHYTOLOGIST 2017; 213:1787-1801. [PMID: 27859363 DOI: 10.1111/nph.14315] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2016] [Accepted: 09/26/2016] [Indexed: 05/27/2023]
Abstract
Plant growth and development require a continuous balance between cell division and differentiation. In root meristems, differentiated cells acquire specialized functions, losing their mitotic potential. Some plant cells, such as pericycle cells, have a remarkable plasticity to regenerate new organs. The molecular mechanisms underlying cell reprogramming are not completely known. In this work, a functional screening of transcription factors identified Arabidopsis OBP4 (OBF Binding Protein 4) as a novel regulator of root growth and cell elongation and differentiation. Overexpression of OBP4 regulates the levels of a large number of transcripts in roots, many involved in hormonal signaling and callus formation. OBP4 controls cell elongation and differentiation in root cells. OBP4 does not induce cell division in the root meristem, but promotes pericycle cell proliferation, forming callus-like structures at the root tip, as shown by the expression of stem cell markers. Callus formation is enhanced by ectopic expression of OBP4 in the wild-type or alf4-1, but is significantly reduced in roots that have lower levels of OBP4. Our data provide molecular insights into how differentiated root cells acquire the potential to generate callus, a pluripotent mass of cells that can regenerate fully functional plant organs.
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Affiliation(s)
- Elena Ramirez-Parra
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
| | - Juan Perianez-Rodriguez
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
| | - Sara Navarro-Neila
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
| | - Inmaculada Gude
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
| | - Miguel A Moreno-Risueno
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
| | - Juan C Del Pozo
- Centro de Biotecnología y Genómica de Plantas (CBGP) INIA-UPM, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria-Universidad Politécnica de Madrid, Campus de Montegancedo, Pozuelo de Alarcón, 28223, Madrid, Spain
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346
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Lin CW, Huang LY, Huang CL, Wang YC, Lai PH, Wang HV, Chang WC, Chiang TY, Huang HJ. Common Stress Transcriptome Analysis Reveals Functional and Genomic Architecture Differences Between Early and Delayed Response Genes. PLANT & CELL PHYSIOLOGY 2017; 58:546-559. [PMID: 28115496 DOI: 10.1093/pcp/pcx002] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Accepted: 01/02/2017] [Indexed: 06/06/2023]
Abstract
To identify the similarities among responses to diverse environmental stresses, we analyzed the transcriptome response of rice roots to three rhizotoxic perturbations (chromium, ferulic acid and mercury) and identified common early-transient, early-constant and delayed gene inductions. Common early response genes were mostly associated with signal transduction and hormones, and delayed response genes with lipid metabolism. Network component analysis revealed complicated interactions among common genes, the most highly connected signaling hubs being PP2C68, MPK5, LRR-RLK and NPR1. Gene architecture studies revealed different conserved promoter motifs and a different ratio of CpG island distribution between early and delayed genes. In addition, early-transient genes had more exons and a shorter first exon. IMEter was used to calculate the transcription regulation effects of introns, with greater effects for the first introns of early-transient than delayed genes. The higher Ka/Ks (non-synonymous/synonymous mutation) ratio of early-constant genes than early-transient, delayed and the genome median demonstrates the rapid evolution of early-constant genes. Our results suggest that finely tuned transcriptional control in response to environmental stress in rice depends on genomic architecture and signal intensity and duration.
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Affiliation(s)
- Chung-Wen Lin
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Li-Yao Huang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Chao-Li Huang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Yong-Chuan Wang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Pei-Hsuan Lai
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Hao-Ven Wang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Wen-Chi Chang
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Tzen-Yuh Chiang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
| | - Hao-Jen Huang
- Department of Life Sciences, National Cheng Kung University, Tainan, Taiwan
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan, Taiwan
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347
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Rodríguez-Martínez JA, Reinke AW, Bhimsaria D, Keating AE, Ansari AZ. Combinatorial bZIP dimers display complex DNA-binding specificity landscapes. eLife 2017; 6:e19272. [PMID: 28186491 PMCID: PMC5349851 DOI: 10.7554/elife.19272] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Accepted: 02/06/2017] [Indexed: 01/06/2023] Open
Abstract
How transcription factor dimerization impacts DNA-binding specificity is poorly understood. Guided by protein dimerization properties, we examined DNA binding specificities of 270 human bZIP pairs. DNA interactomes of 80 heterodimers and 22 homodimers revealed that 72% of heterodimer motifs correspond to conjoined half-sites preferred by partnering monomers. Remarkably, the remaining motifs are composed of variably-spaced half-sites (12%) or 'emergent' sites (16%) that cannot be readily inferred from half-site preferences of partnering monomers. These binding sites were biochemically validated by EMSA-FRET analysis and validated in vivo by ChIP-seq data from human cell lines. Focusing on ATF3, we observed distinct cognate site preferences conferred by different bZIP partners, and demonstrated that genome-wide binding of ATF3 is best explained by considering many dimers in which it participates. Importantly, our compendium of bZIP-DNA interactomes predicted bZIP binding to 156 disease associated SNPs, of which only 20 were previously annotated with known bZIP motifs.
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Affiliation(s)
| | - Aaron W Reinke
- Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
| | - Devesh Bhimsaria
- Department of Biochemistry, University of Wisconsin-Madison, Madison, United States
- Department of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, Unites States
| | - Amy E Keating
- Department of Biology, Massachusetts Institute of Technology, Cambridge, United States
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, United States
| | - Aseem Z Ansari
- Department of Biochemistry, University of Wisconsin-Madison, Madison, United States
- The Genome Center of Wisconsin, University of Wisconsin-Madison, Madison, United States
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348
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Yang L, Teixeira PJPL, Biswas S, Finkel OM, He Y, Salas-Gonzalez I, English ME, Epple P, Mieczkowski P, Dangl JL. Pseudomonas syringae Type III Effector HopBB1 Promotes Host Transcriptional Repressor Degradation to Regulate Phytohormone Responses and Virulence. Cell Host Microbe 2017; 21:156-168. [PMID: 28132837 PMCID: PMC5314207 DOI: 10.1016/j.chom.2017.01.003] [Citation(s) in RCA: 91] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2016] [Revised: 11/02/2016] [Accepted: 12/19/2016] [Indexed: 01/29/2023]
Abstract
Independently evolved pathogen effectors from three branches of life (ascomycete, eubacteria, and oomycete) converge onto the Arabidopsis TCP14 transcription factor to manipulate host defense. However, the mechanistic basis for defense control via TCP14 regulation is unknown. We demonstrate that TCP14 regulates the plant immune system by transcriptionally repressing a subset of the jasmonic acid (JA) hormone signaling outputs. A previously unstudied Pseudomonas syringae (Psy) type III effector, HopBB1, interacts with TCP14 and targets it to the SCFCOI1 degradation complex by connecting it to the JA signaling repressor JAZ3. Consequently, HopBB1 de-represses the TCP14-regulated subset of JA response genes and promotes pathogen virulence. Thus, HopBB1 fine-tunes host phytohormone crosstalk by precisely manipulating part of the JA regulon to avoid pleiotropic host responses while promoting pathogen proliferation.
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Affiliation(s)
- Li Yang
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Paulo José Pereira Lima Teixeira
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Surojit Biswas
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Omri M Finkel
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Yijian He
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Isai Salas-Gonzalez
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Marie E English
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Petra Epple
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Piotr Mieczkowski
- Carolina Center for Genome Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jeffery L Dangl
- Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Carolina Center for Genome Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Curriculum in Genetics and Molecular Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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349
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Banf M, Rhee SY. Enhancing gene regulatory network inference through data integration with markov random fields. Sci Rep 2017; 7:41174. [PMID: 28145456 PMCID: PMC5286517 DOI: 10.1038/srep41174] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2016] [Accepted: 12/16/2016] [Indexed: 02/06/2023] Open
Abstract
A gene regulatory network links transcription factors to their target genes and represents a map of transcriptional regulation. Much progress has been made in deciphering gene regulatory networks computationally. However, gene regulatory network inference for most eukaryotic organisms remain challenging. To improve the accuracy of gene regulatory network inference and facilitate candidate selection for experimentation, we developed an algorithm called GRACE (Gene Regulatory network inference ACcuracy Enhancement). GRACE exploits biological a priori and heterogeneous data integration to generate high- confidence network predictions for eukaryotic organisms using Markov Random Fields in a semi-supervised fashion. GRACE uses a novel optimization scheme to integrate regulatory evidence and biological relevance. It is particularly suited for model learning with sparse regulatory gold standard data. We show GRACE’s potential to produce high confidence regulatory networks compared to state of the art approaches using Drosophila melanogaster and Arabidopsis thaliana data. In an A. thaliana developmental gene regulatory network, GRACE recovers cell cycle related regulatory mechanisms and further hypothesizes several novel regulatory links, including a putative control mechanism of vascular structure formation due to modifications in cell proliferation.
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Affiliation(s)
- Michael Banf
- Department of Plant Biology, Carnegie Institution for Science, 93405 Stanford, USA
| | - Seung Y Rhee
- Department of Plant Biology, Carnegie Institution for Science, 93405 Stanford, USA
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350
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Jin J, Tian F, Yang DC, Meng YQ, Kong L, Luo J, Gao G. PlantTFDB 4.0: toward a central hub for transcription factors and regulatory interactions in plants. Nucleic Acids Res 2017; 45:D1040-D1045. [PMID: 27924042 DOI: 10.1093/nar/gkw98] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Accepted: 10/12/2016] [Indexed: 05/22/2023] Open
Abstract
With the goal of providing a comprehensive, high-quality resource for both plant transcription factors (TFs) and their regulatory interactions with target genes, we upgraded plant TF database PlantTFDB to version 4.0 (http://planttfdb.cbi.pku.edu.cn/). In the new version, we identified 320 370 TFs from 165 species, presenting a more comprehensive genomic TF repertoires of green plants. Besides updating the pre-existing abundant functional and evolutionary annotation for identified TFs, we generated three new types of annotation which provide more directly clues to investigate functional mechanisms underlying: (i) a set of high-quality, non-redundant TF binding motifs derived from experiments; (ii) multiple types of regulatory elements identified from high-throughput sequencing data; (iii) regulatory interactions curated from literature and inferred by combining TF binding motifs and regulatory elements. In addition, we upgraded previous TF prediction server, and set up four novel tools for regulation prediction and functional enrichment analyses. Finally, we set up a novel companion portal PlantRegMap (http://plantregmap.cbi.pku.edu.cn) for users to access the regulation resource and analysis tools conveniently.
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Affiliation(s)
- Jinpu Jin
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
| | - Feng Tian
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
- Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, P.R. China
| | - De-Chang Yang
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
| | - Yu-Qi Meng
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
| | - Lei Kong
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
| | - Jingchu Luo
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
| | - Ge Gao
- State Key Laboratory of Protein and Plant Gene Research, College of Life Sciences, Center for Bioinformatics, Beijing 100871, P.R. China
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