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Li P, Cao W, Fang H, Xu S, Yin S, Zhang Y, Lin D, Wang J, Chen Y, Xu C, Yang Z. Transcriptomic Profiling of the Maize ( Zea mays L.) Leaf Response to Abiotic Stresses at the Seedling Stage. FRONTIERS IN PLANT SCIENCE 2017; 8:290. [PMID: 28298920 PMCID: PMC5331654 DOI: 10.3389/fpls.2017.00290] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2017] [Accepted: 02/17/2017] [Indexed: 05/18/2023]
Abstract
Abiotic stresses, including drought, salinity, heat, and cold, negatively affect maize (Zea mays L.) development and productivity. To elucidate the molecular mechanisms of resistance to abiotic stresses in maize, RNA-seq was used for global transcriptome profiling of B73 seedling leaves exposed to drought, salinity, heat, and cold stress. A total of 5,330 differentially expressed genes (DEGs) were detected in differential comparisons between the control and each stressed sample, with 1,661, 2,019, 2,346, and 1,841 DEGs being identified in comparisons of the control with salinity, drought, heat, and cold stress, respectively. Functional annotations of DEGs suggested that the stress response was mediated by pathways involving hormone metabolism and signaling, transcription factors (TFs), very-long-chain fatty acid biosynthesis and lipid signaling, among others. Of the obtained DEGs (5,330), 167 genes are common to these four abiotic stresses, including 10 up-regulated TFs (five ERFs, two NACs, one ARF, one MYB, and one HD-ZIP) and two down-regulated TFs (one b-ZIP and one MYB-related), which suggested that common mechanisms may be initiated in response to different abiotic stresses in maize. This study contributes to a better understanding of the molecular mechanisms of maize leaf responses to abiotic stresses and could be useful for developing maize cultivars resistant to abiotic stresses.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Chenwu Xu
- *Correspondence: Zefeng Yang, Chenwu Xu,
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Royer M, Cohen D, Aubry N, Vendramin V, Scalabrin S, Cattonaro F, Bogeat-Triboulot MB, Hummel I. The build-up of osmotic stress responses within the growing root apex using kinematics and RNA-sequencing. JOURNAL OF EXPERIMENTAL BOTANY 2016; 67:5961-5973. [PMID: 27702994 PMCID: PMC5100013 DOI: 10.1093/jxb/erw350] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Molecular regulation of growth must include spatial and temporal coupling of cell production and cell expansion. The underlying mechanisms, especially under environmental challenge, remain obscure. Spatial patterns of cell processes make the root apex well suited to deciphering stress signaling pathways, and to investigating both processes. Kinematics and RNA-sequencing were used to analyze the immediate growth response of hydroponically grown Populus nigra cuttings submitted to osmotic stress. About 7400 genes and unannotated transcriptionally active regions were differentially expressed between the division and elongation zones. Following the onset of stress, growth decreased sharply, probably due to mechanical effects, before recovering partially. Stress impaired cell expansion over the apex, progressively shortened the elongation zone, and reduced the cell production rate. Changes in gene expression revealed that growth reduction was mediated by a shift in hormone homeostasis. Osmotic stress rapidly elicited auxin, ethylene, and abscisic acid. When growth restabilized, transcriptome remodeling became complex and zone specific, with the deployment of hormone signaling cascades, transcriptional regulators, and stress-responsive genes. Most transcriptional regulations fit growth reduction, but stress also promoted expression of some growth effectors, including aquaporins and expansins Together, osmotic stress interfered with growth by activating regulatory proteins rather than by repressing the machinery of expansive growth.
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Affiliation(s)
- Mathilde Royer
- UMR EEF, INRA, Université de Lorraine, 54280 Champenoux, France
| | - David Cohen
- UMR EEF, INRA, Université de Lorraine, 54280 Champenoux, France
| | - Nathalie Aubry
- UMR EEF, INRA, Université de Lorraine, 54280 Champenoux, France
| | | | | | | | | | - Irène Hummel
- UMR EEF, INRA, Université de Lorraine, 54280 Champenoux, France
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Moustafa K, Cross JM. Genetic Approaches to Study Plant Responses to Environmental Stresses: An Overview. BIOLOGY 2016; 5:biology5020020. [PMID: 27196939 PMCID: PMC4929534 DOI: 10.3390/biology5020020] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 05/02/2016] [Accepted: 05/10/2016] [Indexed: 12/31/2022]
Abstract
The assessment of gene expression levels is an important step toward elucidating gene functions temporally and spatially. Decades ago, typical studies were focusing on a few genes individually, whereas now researchers are able to examine whole genomes at once. The upgrade of throughput levels aided the introduction of systems biology approaches whereby cell functional networks can be scrutinized in their entireties to unravel potential functional interacting components. The birth of systems biology goes hand-in-hand with huge technological advancements and enables a fairly rapid detection of all transcripts in studied biological samples. Even so, earlier technologies that were restricted to probing single genes or a subset of genes still have their place in research laboratories. The objective here is to highlight key approaches used in gene expression analysis in plant responses to environmental stresses, or, more generally, any other condition of interest. Northern blots, RNase protection assays, and qPCR are described for their targeted detection of one or a few transcripts at a once. Differential display and serial analysis of gene expression represent non-targeted methods to evaluate expression changes of a significant number of gene transcripts. Finally, microarrays and RNA-seq (next-generation sequencing) contribute to the ultimate goal of identifying and quantifying all transcripts in a cell under conditions or stages of study. Recent examples of applications as well as principles, advantages, and drawbacks of each method are contrasted. We also suggest replacing the term “Next-Generation Sequencing (NGS)” with another less confusing synonym such as “RNA-seq”, “high throughput sequencing”, or “massively parallel sequencing” to avoid confusion with any future sequencing technologies.
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Affiliation(s)
- Khaled Moustafa
- Conservatoire National des Arts et Métiers, Paris 75003, France.
| | - Joanna M Cross
- Faculty of Agriculture, Inonu University, Malatya 44000, Turkey.
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Yu P, Baldauf JA, Lithio A, Marcon C, Nettleton D, Li C, Hochholdinger F. Root Type-Specific Reprogramming of Maize Pericycle Transcriptomes by Local High Nitrate Results in Disparate Lateral Root Branching Patterns. PLANT PHYSIOLOGY 2016; 170:1783-98. [PMID: 26811190 PMCID: PMC4775145 DOI: 10.1104/pp.15.01885] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 01/24/2016] [Indexed: 05/18/2023]
Abstract
The adaptability of root system architecture to unevenly distributed mineral nutrients in soil is a key determinant of plant performance. The molecular mechanisms underlying nitrate dependent plasticity of lateral root branching across the different root types of maize are only poorly understood. In this study, detailed morphological and anatomical analyses together with cell type-specific transcriptome profiling experiments combining laser capture microdissection with RNA-seq were performed to unravel the molecular signatures of lateral root formation in primary, seminal, crown, and brace roots of maize (Zea mays) upon local high nitrate stimulation. The four maize root types displayed divergent branching patterns of lateral roots upon local high nitrate stimulation. In particular, brace roots displayed an exceptional architectural plasticity compared to other root types. Transcriptome profiling revealed root type-specific transcriptomic reprogramming of pericycle cells upon local high nitrate stimulation. The alteration of the transcriptomic landscape of brace root pericycle cells in response to local high nitrate stimulation was most significant. Root type-specific transcriptome diversity in response to local high nitrate highlighted differences in the functional adaptability and systemic shoot nitrogen starvation response during development. Integration of morphological, anatomical, and transcriptomic data resulted in a framework underscoring similarity and diversity among root types grown in heterogeneous nitrate environments.
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Affiliation(s)
- Peng Yu
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Jutta A Baldauf
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Andrew Lithio
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Caroline Marcon
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Dan Nettleton
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Chunjian Li
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
| | - Frank Hochholdinger
- Department of Plant Nutrition, China Agricultural University, 100193 Beijing, China (P.Y., C.L.);Institute of Crop Science and Resource Conservation, Crop Functional Genomics, University of Bonn, 53113 Bonn, Germany (P.Y., J.A.B., C.M., F.H.); andDepartment of Statistics, Iowa State University, Ames, Iowa 50011-1210 (A.L., D.N.)
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Plant roots: new challenges in a changing world. JOURNAL OF EXPERIMENTAL BOTANY 2016; 67:991-993. [PMCID: PMC4753856 DOI: 10.1093/jxb/erw027] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
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56
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Zhu Y, Li H, Bhatti S, Zhou S, Yang Y, Fish T, Thannhauser TW. Development of a laser capture microscope-based single-cell-type proteomics tool for studying proteomes of individual cell layers of plant roots. HORTICULTURE RESEARCH 2016; 3:16026. [PMID: 27280026 PMCID: PMC4888759 DOI: 10.1038/hortres.2016.26] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Revised: 04/17/2016] [Accepted: 04/18/2016] [Indexed: 05/19/2023]
Abstract
Single-cell-type proteomics provides the capability to revealing the genomic and proteomics information at cell-level resolution. However, the methodology for this type of research has not been well-developed. This paper reports developing a workflow of laser capture microdissection (LCM) followed by gel-liquid chromatography-tandem mass spectrometry (GeLC-MS/MS)-based proteomics analysis for the identification of proteomes contained in individual cell layers of tomato roots. Thin-sections (~10-μm thick, 10 sections per root tip) were prepared for root tips of tomato germinating seedlings. Epidermal and cortical cells (5000-7000 cells per tissue type) were isolated under a LCM microscope. Proteins were isolated and then separated by SDS-polyacrylamide gel electrophoresis followed by in-gel-tryptic digestion. The MS and MS/MS spectra generated using nanoLC-MS/MS analysis of the tryptic peptides were searched against ITAG2.4 tomato protein database to identify proteins contained in each single-cell-type sample. Based on the biological functions, proteins with proven functions in root hair development were identified in epidermal cells but not in the cortical cells. Several of these proteins were found in Al-treated roots only. The results demonstrated that the cell-type-specific proteome is relevant for tissue-specific functions in tomato roots. Increasing the coverage of proteomes and reducing the inevitable cross-contamination from adjacent cell layers, in both vertical and cross directions when cells are isolated from slides prepared using intact root tips, are the major challenges using the technology in proteomics analysis of plant roots.
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Affiliation(s)
- Yingde Zhu
- Department of Agricultural and Environmental Sciences, College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, TN 37209, USA
| | - Hui Li
- Department of Agricultural and Environmental Sciences, College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, TN 37209, USA
| | - Sarabjit Bhatti
- Department of Agricultural and Environmental Sciences, College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, TN 37209, USA
| | - Suping Zhou
- Department of Agricultural and Environmental Sciences, College of Agriculture, Human and Natural Sciences, Tennessee State University, Nashville, TN 37209, USA
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| | - Yong Yang
- R. W. Holley Center for Agriculture and Health, USDA-ARS, 538 Tower Road, New York, NY 14853 Ithaca, New York, USA
| | - Tara Fish
- R. W. Holley Center for Agriculture and Health, USDA-ARS, 538 Tower Road, New York, NY 14853 Ithaca, New York, USA
| | - Theodore W Thannhauser
- R. W. Holley Center for Agriculture and Health, USDA-ARS, 538 Tower Road, New York, NY 14853 Ithaca, New York, USA
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