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Tan QW, Lim PK, Chen Z, Pasha A, Provart N, Arend M, Nikoloski Z, Mutwil M. Cross-stress gene expression atlas of Marchantia polymorpha reveals the hierarchy and regulatory principles of abiotic stress responses. Nat Commun 2023; 14:986. [PMID: 36813788 PMCID: PMC9946954 DOI: 10.1038/s41467-023-36517-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 02/03/2023] [Indexed: 02/24/2023] Open
Abstract
Abiotic stresses negatively impact ecosystems and the yield of crops, and climate change will increase their frequency and intensity. Despite progress in understanding how plants respond to individual stresses, our knowledge of plant acclimatization to combined stresses typically occurring in nature is still lacking. Here, we used a plant with minimal regulatory network redundancy, Marchantia polymorpha, to study how seven abiotic stresses, alone and in 19 pairwise combinations, affect the phenotype, gene expression, and activity of cellular pathways. While the transcriptomic responses show a conserved differential gene expression between Arabidopsis and Marchantia, we also observe a strong functional and transcriptional divergence between the two species. The reconstructed high-confidence gene regulatory network demonstrates that the response to specific stresses dominates those of others by relying on a large ensemble of transcription factors. We also show that a regression model could accurately predict the gene expression under combined stresses, indicating that Marchantia performs arithmetic multiplication to respond to multiple stresses. Lastly, two online resources ( https://conekt.plant.tools and http://bar.utoronto.ca/efp_marchantia/cgi-bin/efpWeb.cgi ) are provided to facilitate the study of gene expression in Marchantia exposed to abiotic stresses.
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Affiliation(s)
- Qiao Wen Tan
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, Singapore, 637551, Singapore
| | - Peng Ken Lim
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, Singapore, 637551, Singapore
| | - Zhong Chen
- Amoeba Education Hub, 1 West Coast Road, 128020, Singapore, Singapore
| | - Asher Pasha
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, ON, M5S 3B2, Canada
| | - Nicholas Provart
- Department of Cell and Systems Biology/Centre for the Analysis of Genome Evolution and Function, University of Toronto, Toronto, ON, M5S 3B2, Canada
| | - Marius Arend
- Bioinformatics, Institute of Biochemistry and Biology, University of Potsdam, 14476, Potsdam, Germany.,Systems Biology and Mathematical Modeling, Max Planck Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Zoran Nikoloski
- Bioinformatics, Institute of Biochemistry and Biology, University of Potsdam, 14476, Potsdam, Germany.,Systems Biology and Mathematical Modeling, Max Planck Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Marek Mutwil
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, Singapore, 637551, Singapore.
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Selinski J, Scheibe R. Central Metabolism in Mammals and Plants as a Hub for Controlling Cell Fate. Antioxid Redox Signal 2021; 34:1025-1047. [PMID: 32620064 PMCID: PMC8060724 DOI: 10.1089/ars.2020.8121] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 06/15/2020] [Accepted: 06/23/2020] [Indexed: 02/06/2023]
Abstract
Significance: The importance of oxidoreductases in energy metabolism together with the occurrence of enzymes of central metabolism in the nucleus gave rise to the active research field aiming to understand moonlighting enzymes that undergo post-translational modifications (PTMs) before carrying out new tasks. Recent Advances: Cytosolic enzymes were shown to induce gene transcription after PTM and concomitant translocation to the nucleus. Changed properties of the oxidized forms of cytosolic glyceraldehyde 3-phosphate dehydrogenase, and also malate dehydrogenases and others, are the basis for a hypothesis suggesting moonlighting functions that directly link energy metabolism to adaptive responses required for maintenance of redox-homeostasis in all eukaryotes. Critical Issues: Small molecules, such as metabolic intermediates, coenzymes, or reduced glutathione, were shown to fine-tune the redox switches, interlinking redox state, metabolism, and induction of new functions via nuclear gene expression. The cytosol with its metabolic enzymes connecting energy fluxes between the various cell compartments can be seen as a hub for redox signaling, integrating the different signals for graded and directed responses in stressful situations. Future Directions: Enzymes of central metabolism were shown to interact with p53 or the assumed plant homologue suppressor of gamma response 1 (SOG1), an NAM, ATAF, and CUC transcription factor involved in the stress response upon ultraviolet exposure. Metabolic enzymes serve as sensors for imbalances, their inhibition leading to changed energy metabolism, and the adoption of transcriptional coactivator activities. Depending on the intensity of the impact, rerouting of energy metabolism, proliferation, DNA repair, cell cycle arrest, immune responses, or cell death will be induced. Antioxid. Redox Signal. 34, 1025-1047.
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Affiliation(s)
- Jennifer Selinski
- Department of Biochemistry and Physiology of Plants, Faculty of Biology, Bielefeld University, Bielefeld, Germany
| | - Renate Scheibe
- Department of Plant Physiology, Faculty of Biology/Chemistry, Osnabrueck University, Osnabrueck, Germany
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3
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Martínez-Raudales I, De La Cruz-Rodríguez Y, Alvarado-Gutiérrez A, Vega-Arreguín J, Fraire-Mayorga A, Alvarado-Rodríguez M, Balderas-Hernández V, Fraire-Velázquez S. Draft genome sequence of Bacillus velezensis 2A-2B strain: a rhizospheric inhabitant of Sporobolus airoides (Torr.) Torr ., with antifungal activity against root rot causing phytopathogens. Stand Genomic Sci 2017; 12:73. [PMID: 29225729 PMCID: PMC5717847 DOI: 10.1186/s40793-017-0289-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Accepted: 11/24/2017] [Indexed: 12/13/2022] Open
Abstract
A Bacillus velezensis strain from the rhizosphere of Sporobolus airoides (Torr.) Torr., a grass in central-north México, was isolated during a biocontrol of phytopathogens scrutiny study. The 2A-2B strain exhibited at least 60% of growth inhibition of virulent isolates of phytopathogens causing root rot. These phytopathogens include Phytophthora capsici, Fusarium solani, Fusarium oxysporum and Rhizoctonia solani. Furthermore, the 2A-2B strain is an indolacetic acid producer, and a plant inducer of PR1, which is an induced systemic resistance related gene in chili pepper plantlets. Whole genome sequencing was performed to generate a draft genome assembly of 3.953 MB with 46.36% of GC content, and a N50 of 294,737. The genome contains 3713 protein coding genes and 89 RNA genes. Moreover, comparative genome analysis revealed that the 2A-2B strain had the greatest identity (98.4%) with Bacillus velezensis.
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Affiliation(s)
- Inés Martínez-Raudales
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | - Yumiko De La Cruz-Rodríguez
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | - Alejandro Alvarado-Gutiérrez
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | | | - Ahuitz Fraire-Mayorga
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | - Miguel Alvarado-Rodríguez
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | - Victor Balderas-Hernández
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
| | - Saúl Fraire-Velázquez
- Laboratorio Biología Integrativa de Plantas y Microorganismos, Unidad Académica de Ciencias Biológicas, Universidad Autónoma de Zacatecas, Av. Preparatoria s/n, Col. Agronómica, Zac. CP, -98067 Zacatecas, Mexico
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Kazan K. The Multitalented MEDIATOR25. FRONTIERS IN PLANT SCIENCE 2017; 8:999. [PMID: 28659948 PMCID: PMC5467580 DOI: 10.3389/fpls.2017.00999] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2017] [Accepted: 05/26/2017] [Indexed: 05/19/2023]
Abstract
The multi-subunit Mediator complex, which links DNA-bound transcription factors to RNA Pol II during transcription, is an essential regulator of gene expression in all eukaryotes. Individual subunits of the Mediator complex integrate numerous endogenous and exogenous signals. In this paper, diverse regulatory functions performed by MEDIATOR25 (MED25), one of the subunits of the plant Mediator complex are reviewed. MED25 was first identified as a regulator of flowering time and named PHYTOCHROME AND FLOWERING TIME1 (PFT1). Since then, MED25 has been implicated in a range of other plant functions that vary from hormone signaling (JA, ABA, ethylene, and IAA) to biotic and abiotic stress tolerance and plant development. MED25 physically interacts with transcriptional activators (e.g., AP2/ERFs, MYCs, and ARFs), repressors (e.g., JAZs and Aux/IAAs), and other Mediator subunits (MED13 and MED16). In addition, various genetic and epigenetic interactions involving MED25 have been reported. These features make MED25 one of the most multifunctional Mediator subunits and provide new insights into the transcriptional control of gene expression in plants.
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Affiliation(s)
- Kemal Kazan
- Commonwealth Scientific and Industrial Research Organisation Agriculture and Food, BrisbaneQLD, Australia
- Queensland Alliance for Agriculture and Food Innovation, Queensland Bioscience Precinct, The University of Queensland, BrisbaneQLD, Australia
- *Correspondence: Kemal Kazan,
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Liu N, Avramova Z. Molecular mechanism of the priming by jasmonic acid of specific dehydration stress response genes in Arabidopsis. Epigenetics Chromatin 2016; 9:8. [PMID: 26918031 PMCID: PMC4766709 DOI: 10.1186/s13072-016-0057-5] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Accepted: 02/08/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Plant genes that provide a different response to a similar dehydration stress illustrate the concept of transcriptional 'dehydration stress memory'. Pre-exposing a plant to a biotic stress or a stress-signaling hormone may increase transcription from response genes in a future stress, a phenomenon known as 'gene priming'. Although known that primed transcription is preceded by accumulation of H3K4me3 marks at primed genes, what mechanism provides for their appearance before the transcription was unclear. How augmented transcription is achieved, whether/how the two memory phenomena are connected at the transcriptional level, and whether similar molecular and/or epigenetic mechanisms regulate them are fundamental questions about the molecular mechanisms regulating gene expression. RESULTS Although the stress hormone jasmonic acid (JA) was unable to induce transcription of tested dehydration stress response genes, it strongly potentiated transcription from specific ABA-dependent 'memory' genes. We elucidate the molecular mechanism causing their priming, demonstrate that stalled RNA polymerase II and H3K4me3 accumulate as epigenetic marks at the JA-primed ABA-dependent genes before actual transcription, and describe how these events occur mechanistically. The transcription factor MYC2 binds to the genes in response to both dehydration stress and to JA and determines the specificity of the priming. The MEDIATOR subunit MED25 links JA-priming with dehydration stress response pathways at the transcriptional level. Possible biological relevance of primed enhanced transcription from the specific memory genes is discussed. CONCLUSIONS The biotic stress hormone JA potentiated transcription from a specific subset of ABA-response genes, revealing a novel aspect of the JA- and ABA-signaling pathways' interactions. H3K4me3 functions as an epigenetic mark at JA-primed dehydration stress response genes before transcription. We emphasize that histone and epigenetic marks are not synonymous and argue that distinguishing between them is important for understanding the role of chromatin marks in genes' transcriptional performance. JA-priming, specifically of dehydration stress memory genes encoding cell/membrane protective functions, suggests it is an adaptational response to two different environmental stresses.
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Affiliation(s)
- Ning Liu
- School of Biological Sciences, University of Nebraska-Lincoln, Lincoln, NE 68588 USA
| | - Zoya Avramova
- School of Biological Sciences, University of Nebraska-Lincoln, Lincoln, NE 68588 USA
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Barah P, B N MN, Jayavelu ND, Sowdhamini R, Shameer K, Bones AM. Transcriptional regulatory networks in Arabidopsis thaliana during single and combined stresses. Nucleic Acids Res 2015; 44:3147-64. [PMID: 26681689 PMCID: PMC4838348 DOI: 10.1093/nar/gkv1463] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Accepted: 11/28/2015] [Indexed: 11/25/2022] Open
Abstract
Differentially evolved responses to various stress conditions in plants are controlled by complex regulatory circuits of transcriptional activators, and repressors, such as transcription factors (TFs). To understand the general and condition-specific activities of the TFs and their regulatory relationships with the target genes (TGs), we have used a homogeneous stress gene expression dataset generated on ten natural ecotypes of the model plant Arabidopsis thaliana, during five single and six combined stress conditions. Knowledge-based profiles of binding sites for 25 stress-responsive TF families (187 TFs) were generated and tested for their enrichment in the regulatory regions of the associated TGs. Condition-dependent regulatory sub-networks have shed light on the differential utilization of the underlying network topology, by stress-specific regulators and multifunctional regulators. The multifunctional regulators maintain the core stress response processes while the transient regulators confer the specificity to certain conditions. Clustering patterns of transcription factor binding sites (TFBS) have reflected the combinatorial nature of transcriptional regulation, and suggested the putative role of the homotypic clusters of TFBS towards maintaining transcriptional robustness against cis-regulatory mutations to facilitate the preservation of stress response processes. The Gene Ontology enrichment analysis of the TGs reflected sequential regulation of stress response mechanisms in plants.
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Affiliation(s)
- Pankaj Barah
- Cell, Molecular Biology and Genomics Group, Department of Biology, Norwegian University of Science and Technology, Trondheim N-7491, Norway
| | - Mahantesha Naika B N
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Naresh Doni Jayavelu
- Department of Chemical Engineering, Norwegian University of Science and Technology, Trondheim N-7491, Norway
| | - Ramanathan Sowdhamini
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Khader Shameer
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, GKVK campus, Bangalore 560 065, India
| | - Atle M Bones
- Cell, Molecular Biology and Genomics Group, Department of Biology, Norwegian University of Science and Technology, Trondheim N-7491, Norway
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Palmeros-Suárez PA, Massange-Sánchez JA, Martínez-Gallardo NA, Montero-Vargas JM, Gómez-Leyva JF, Délano-Frier JP. The overexpression of an Amaranthus hypochondriacus NF-YC gene modifies growth and confers water deficit stress resistance in Arabidopsis. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2015; 240:25-40. [PMID: 26475185 DOI: 10.1016/j.plantsci.2015.08.010] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2015] [Revised: 08/12/2015] [Accepted: 08/14/2015] [Indexed: 05/28/2023]
Abstract
Nuclear factor-Y (NF-Y), is a plant heterotrimeric transcription factor constituted by NF-YA, NF-YB and NF-YC subunits. The function of many NF-Y subunits, mostly of the A and B type, has been studied in plants, but knowledge regarding the C subunit remains fragmentary. Here, a water stress-induced NF-YC gene from Amaranthus hypochondriacus (AhNF-YC) was further characterized by its overexpression in transgenic Arabidospis thaliana plants. A role in development was inferred from modified growth rates in root, rosettes and inflorescences recorded in AhNF-YC overexpressing Arabidopsis plants, in addition to a delayed onset of flowering. Also, the overexpression of AhNF-YC caused increased seedling sensitivity to abscisic acid (ABA), and influenced the expression of several genes involved in secondary metabolism, development and ABA-related responses. An altered expression of the latter in water stressed and recovered transgenic plants, together with the observed increase in ABA sensitivity, suggested that their increased water stress resistance was partly ABA-dependent. An untargeted metabolomic analysis also revealed an altered metabolite pattern, both in normal and water stress/recovery conditions. These results suggest that AhNF-YC may play an important regulatory role in both development and stress, and represents a candidate gene for the engineering of abiotic stress resistance in commercial crops.
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Affiliation(s)
- Paola A Palmeros-Suárez
- Centro de Investigación y de Estudios Avanzados del I. P. N. (Cinvestav), Unidad Irapuato, Km 9.6 del Libramiento Norte Carretera Irapuato-León, Apartado Postal 629, C.P. 36821 Irapuato, Guanajuato, Mexico
| | - Julio A Massange-Sánchez
- Centro de Investigación y de Estudios Avanzados del I. P. N. (Cinvestav), Unidad Irapuato, Km 9.6 del Libramiento Norte Carretera Irapuato-León, Apartado Postal 629, C.P. 36821 Irapuato, Guanajuato, Mexico
| | - Norma A Martínez-Gallardo
- Centro de Investigación y de Estudios Avanzados del I. P. N. (Cinvestav), Unidad Irapuato, Km 9.6 del Libramiento Norte Carretera Irapuato-León, Apartado Postal 629, C.P. 36821 Irapuato, Guanajuato, Mexico
| | - Josaphat M Montero-Vargas
- Centro de Investigación y de Estudios Avanzados del I. P. N. (Cinvestav), Unidad Irapuato, Km 9.6 del Libramiento Norte Carretera Irapuato-León, Apartado Postal 629, C.P. 36821 Irapuato, Guanajuato, Mexico
| | - Juan F Gómez-Leyva
- Laboratorio de Biología Molecular, Instituto Tecnológico de Tlajomulco, Jalisco (ITTJ), Km 10 Carretera a San Miguel Cuyutlán, C.P. 45640 Tlajomulco de Zúñiga, Jalisco, Mexico
| | - John P Délano-Frier
- Centro de Investigación y de Estudios Avanzados del I. P. N. (Cinvestav), Unidad Irapuato, Km 9.6 del Libramiento Norte Carretera Irapuato-León, Apartado Postal 629, C.P. 36821 Irapuato, Guanajuato, Mexico.
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Cui H. Cortex proliferation in the root is a protective mechanism against abiotic stress. PLANT SIGNALING & BEHAVIOR 2015; 10:e1011949. [PMID: 26039471 PMCID: PMC4622999 DOI: 10.1080/15592324.2015.1011949] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Accepted: 01/21/2015] [Indexed: 05/25/2023]
Abstract
Although as an organ the root plays a pivotal role in nutrient and water uptake as well anchorage, individual cell types function distinctly. Cortex is regarded as the least differentiated cell type in the root, but little is known about its role in plant growth and physiology. In recent studies, we found that cortex proliferation can be induced by oxidative stress. Since all types of abiotic stress lead to oxidative stress, this finding suggests a role for cortex in coping with abiotic stress. This hypothesis was tested in this study using the spy mutant, which has an extra layer of cortex in the root. Interestingly, the spy mutant was shown to be hypersensitive to salt and oxidizing reagent applied to the leaves, but it was as tolerant as the wild type to these compounds in the soil. This result lends support to the notion that cortex has a protective role against abiotic stress arising from the soil.
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Affiliation(s)
- Hongchang Cui
- Department of Biological Science; Florida State University; Tallahassee, FL USA
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Appel HM, Fescemyer H, Ehlting J, Weston D, Rehrig E, Joshi T, Xu D, Bohlmann J, Schultz J. Transcriptional responses of Arabidopsis thaliana to chewing and sucking insect herbivores. FRONTIERS IN PLANT SCIENCE 2014; 5:565. [PMID: 25452759 PMCID: PMC4231836 DOI: 10.3389/fpls.2014.00565] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2014] [Accepted: 10/01/2014] [Indexed: 05/22/2023]
Abstract
We tested the hypothesis that Arabidopsis can recognize and respond differentially to insect species at the transcriptional level using a genome wide microarray. Transcriptional reprogramming was characterized using co-expression analysis in damaged and undamaged leaves at two times in response to mechanical wounding and four insect species. In all, 2778 (10.6%) of annotated genes on the array were differentially expressed in at least one treatment. Responses differed mainly between aphid and caterpillar and sampling times. Responses to aphids and caterpillars shared only 10% of up-regulated and 8% of down-regulated genes. Responses to two caterpillars shared 21 and 12% of up- and down-regulated genes, whereas responses to the two aphids shared only 7 and 4% of up-regulated and down-regulated genes. Overlap in genes expressed between 6 and 24 h was 3-15%, and depended on the insect species. Responses in attacked and unattacked leaves differed at 6 h but converged by 24 h. Genes responding to the insects are also responsive to many stressors and included primary metabolism. Aphids down-regulated amino acid catabolism; caterpillars stimulated production of amino acids involved in glucosinolate synthesis. Co-expression analysis revealed 17 response networks. Transcription factors were a major portion of differentially expressed genes throughout and responsive genes shared most of the known or postulated binding sites. However, cis-element composition of genes down regulated by the aphid M. persicae was unique, as were those of genes down-regulated by caterpillars. As many as 20 cis-elements were over-represented in one or more treatments, including some from well-characterized classes and others as yet uncharacterized. We suggest that transcriptional changes elicited by wounding and insects are heavily influenced by transcription factors and involve both enrichment of a common set of cis-elements and a unique enrichment of a few cis-elements in responding genes.
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Affiliation(s)
- Heidi M. Appel
- Bond Life Sciences Center and Division of Plant Sciences, University of MissouriColumbia, MO, USA
| | - Howard Fescemyer
- Department of Biology, The Pennsylvania State UniversityUniversity Park, PA, USA
| | - Juergen Ehlting
- Michael Smith Laboratories, University of British ColumbiaVancouver, BC, Canada
- Department of Biology, University of VictoriaVictoria, BC, Canada
| | - David Weston
- Biosciences Division, Oak Ridge National LaboratoryOak Ridge, TN, USA
| | - Erin Rehrig
- Biology and Chemistry Department, Fitchburg State UniversityFitchburg, MA, USA
| | - Trupti Joshi
- Department of Computer Science, Bond Life Sciences Center, Informatics Institute, University of MissouriColumbia, MO, USA
| | - Dong Xu
- Department of Computer Science, Bond Life Sciences Center, Informatics Institute, University of MissouriColumbia, MO, USA
| | - Joerg Bohlmann
- Michael Smith Laboratories, University of British ColumbiaVancouver, BC, Canada
| | - Jack Schultz
- Bond Life Sciences Center and Division of Plant Sciences, University of MissouriColumbia, MO, USA
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