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Zhou M, Hassan MJ, Peng Y, Liu L, Liu W, Zhang Y, Li Z. γ-Aminobutyric Acid (GABA) Priming Improves Seed Germination and Seedling Stress Tolerance Associated With Enhanced Antioxidant Metabolism, DREB Expression, and Dehydrin Accumulation in White Clover Under Water Stress. FRONTIERS IN PLANT SCIENCE 2021; 12:776939. [PMID: 34925419 PMCID: PMC8678086 DOI: 10.3389/fpls.2021.776939] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Accepted: 10/28/2021] [Indexed: 06/14/2023]
Abstract
As an important plant growth regulator, the role of γ-aminobutyric acid (GABA) in regulating seeds germination was less well elucidated under water stress. The present study was conducted to investigate the impact of GABA pretreatment on seeds germination of white clover (Trifolium repens) under water deficient condition. Results demonstrated that seeds pretreated with 2μmol/l GABA significantly alleviated decreases in endogenous GABA content, germination percentage, germination potential, germination index, root length, and fresh weight along with marked reduction in mean germination time after 7days of germination under drought stress. In addition, seeds priming with GABA significantly increased the accumulation of soluble sugars, non-enzymatic antioxidants [reduced ascorbate, dehydroascorbic acid, oxidized glutathione (GSSG), and reduced glutathione (GSH)], and enzymes [superoxide dismutase (SOD), peroxidase (POD), catalase (CAT), ascorbate peroxidase (APX), dehydroascorbate reductase (DHAR), glutathioe reductase, and monodehydroasorbate reductase (MDHR)] activities involved in antioxidant metabolism, which could be associated with significant reduction in osmotic potential and the accumulation of superoxide anion, hydrogen peroxide, electrical leakage, and malondialdehyde in seeds under drought stress. The GABA-pretreated seeds exhibited significantly higher abundance of dehydrin (DHN, 56 KDa) and expression levels of DHNs encoding genes (SK2, Y2K, Y2SK, and Dehydrin b) and transcription factors (DREB2, DREB3, DREB4, and DREB5) than the untreated seeds during germination under water-limited condition. These results indicated that the GABA regulated improvement in seeds germination associated with enhancement in osmotic adjustment, antioxidant metabolism, and DREB-related DHNs expression. Current study will provide a better insight about the GABA-regulated defense mechanism during seeds germination under water-limited condition.
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Fang CS, Kim KS, Yu B, Jon S, Kim MS, Yang H. Ultrasensitive Electrochemical Detection of miRNA-21 Using a Zinc Finger Protein Specific to DNA-RNA Hybrids. Anal Chem 2017; 89:2024-2031. [PMID: 28208259 DOI: 10.1021/acs.analchem.6b04609] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Both high sensitivity and high specificity are crucial for detection of miRNAs that have emerged as important clinical biomarkers. Just Another Zinc finger proteins (JAZ, ZNF346) bind preferably (but nonsequence-specifically) to DNA-RNA hybrids over single-stranded RNAs, single-stranded DNAs, and double-stranded DNAs. We present an ultrasensitive and highly specific electrochemical method for miRNA-21 detection based on the selective binding of JAZ to the DNA-RNA hybrid formed between a DNA capture probe and a target miRNA-21. This enables us to use chemically stable DNA as a capture probe instead of RNA as well as to apply a standard sandwich-type assay format to miRNA detection. High signal amplification is obtained by (i) enzymatic amplification by alkaline phosphatase (ALP) coupled with (ii) electrochemical-chemical-chemical (ECC) redox cycling involving an ALP product (hydroquinone). Low nonspecific adsorption of ALP-conjugated JAZ is obtained using a polymeric self-assembled-monolayer-modified and casein-treated indium-tin oxide electrode. The detection method can discriminate between target miRNA-21 and nontarget nucleic acids (DNA-DNA hybrid, single-stranded DNA, miRNA-125b, miRNA-155, single-base mismatched miRNA, and three-base mismatched miRNA). The detection limits for miRNA-21 in buffer and 10-fold diluted serum are approximately 2 and 30 fM, respectively, indicating that the detection method is ultrasensitive. This detection method can be readily extended to multiplex detection of miRNAs with only one ALP-conjugated JAZ probe due to its nonsequence-specific binding character. We also believe that the method could offer a promising solution for point-of-care testing of miRNAs in body fluids.
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Affiliation(s)
- Chiew San Fang
- Department of Chemistry and Chemistry Institute for Functional Materials, Pusan National University , Busan 46241, Korea
| | - Kwang-Sun Kim
- Department of Chemistry and Chemistry Institute for Functional Materials, Pusan National University , Busan 46241, Korea
| | - Byeongjun Yu
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST) , Daejeon 34141, Korea
| | - Sangyong Jon
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST) , Daejeon 34141, Korea
| | - Moon-Soo Kim
- Department of Chemistry, Western Kentucky University , Bowling Green, Kentucky 42101, United States
| | - Haesik Yang
- Department of Chemistry and Chemistry Institute for Functional Materials, Pusan National University , Busan 46241, Korea
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Mangal M, Bansal S, Sharma SK, Gupta RK. Molecular Detection of Foodborne Pathogens: A Rapid and Accurate Answer to Food Safety. Crit Rev Food Sci Nutr 2015; 56:1568-84. [DOI: 10.1080/10408398.2013.782483] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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Arabi MIE, AL-Daoude A, Shoaib A, Jawhar M. Accumulation of Transcripts Abundance after Barley Inoculation with Cochliobolus sativus. THE PLANT PATHOLOGY JOURNAL 2015; 31:72-7. [PMID: 25774113 PMCID: PMC4356608 DOI: 10.5423/ppj.oa.12.2014.0130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2014] [Revised: 02/04/2015] [Accepted: 02/05/2015] [Indexed: 06/04/2023]
Abstract
Spot blotch caused by the hemibiotrophic pathogen Cochliobolus sativus has been the major yield-reducing factor for barley production during the last decade. Monitoring transcriptional reorganization triggered in response to this fungus is an essential first step for the functional analysis of genes involved in the process. To characterize the defense responses initiated by barley resistant and susceptible cultivars, a survey of transcript abundance at early time points of C. sativus inoculation was conducted. A notable number of transcripts exhibiting significant differential accumulations in the resistant and susceptible cultivars were detected compared to the non-inoculated controls. At the p-value of 0.0001, transcripts were divided into three general categories; defense, regulatory and unknown function, and the resistant cultivar had the greatest number of common transcripts at different time points. Quantities of differentially accumulated gene transcripts in both cultivars were identified at 24 h post infection, the approximate time when the pathogen changes trophic lifestyles. The unique and common accumulated transcripts might be of considerable interest for enhancing effective resistance to C. sativus.
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Affiliation(s)
| | - Antonious AL-Daoude
- Department of Molecular Biology and Biotechnology, AECS, P. O. Box 6091, Damascus,
Syria
| | - Amina Shoaib
- Department of Molecular Biology and Biotechnology, AECS, P. O. Box 6091, Damascus,
Syria
| | - Mohammad Jawhar
- Department of Molecular Biology and Biotechnology, AECS, P. O. Box 6091, Damascus,
Syria
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Al-Daoude A, Shoaib A, Al-Shehadah E, Jawhar M, Arabi MIE. Transcriptome Analysis of the Barley-Rhynchosporium secalis Interaction. THE PLANT PATHOLOGY JOURNAL 2014; 30:425-431. [PMID: 25506307 PMCID: PMC4262295 DOI: 10.5423/ppj.nt.04.2014.0033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Revised: 07/17/2014] [Accepted: 08/14/2014] [Indexed: 06/04/2023]
Abstract
Leaf scald caused by the infection of Rhynchosporium secalis, is a worldwide crop disease resulting in significant loss of barley yield. In this study, a systematic sequencing of expressed sequence tags (ESTs) was chosen to obtain a global picture of the assembly of genes involved in pathogenesis. To identify a large number of plant ESTs, which are induced at different time points, an amplified fragment length polymorphism (AFLP) display of complementary DNA (cDNA) was utilized. Transcriptional changes of 140 ESTs were observed, of which 19 have no previously described function. Functional annotation of the transcripts revealed a variety of infection-induced host genes encoding classical pathogenesis-related (PR) or genes that play a role in the signal transduction pathway. The expression analyses by a semi-quantitative reverse transcription polymerase chain reaction (RT-PCR) revealed that Rar1 and Rpg4 are defense inducible genes, and were consistent with the cDNA-AFLP data in their expression patterns. Hence, the here presented transcriptomic approach provides novel global catalogue of genes not currently represented in the EST databases.
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Affiliation(s)
- Antonious Al-Daoude
- Corresponding author. Phone) +00963-11-2132580, FAX) 00963-11-6112289, E-mail)
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Lv Q, Cheng R, Shi T. Regulatory network rewiring for secondary metabolism in Arabidopsis thaliana under various conditions. BMC PLANT BIOLOGY 2014; 14:180. [PMID: 24993737 PMCID: PMC4105546 DOI: 10.1186/1471-2229-14-180] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2014] [Accepted: 06/25/2014] [Indexed: 05/18/2023]
Abstract
BACKGROUND Plant secondary metabolites are critical to various biological processes. However, the regulations of these metabolites are complex because of regulatory rewiring or crosstalk. To unveil how regulatory behaviors on secondary metabolism reshape biological processes, we constructed and analyzed a dynamic regulatory network of secondary metabolic pathways in Arabidopsis. RESULTS The dynamic regulatory network was constructed through integrating co-expressed gene pairs and regulatory interactions. Regulatory interactions were either predicted by conserved transcription factor binding sites (TFBSs) or proved by experiments. We found that integrating two data (co-expression and predicted regulatory interactions) enhanced the number of highly confident regulatory interactions by over 10% compared with using single data. The dynamic changes of regulatory network systematically manifested regulatory rewiring to explain the mechanism of regulation, such as in terpenoids metabolism, the regulatory crosstalk of RAV1 (AT1G13260) and ATHB1 (AT3G01470) on HMG1 (hydroxymethylglutaryl-CoA reductase, AT1G76490); and regulation of RAV1 on epoxysqualene biosynthesis and sterol biosynthesis. Besides, we investigated regulatory rewiring with expression, network topology and upstream signaling pathways. Regulatory rewiring was revealed by the variability of genes' expression: pathway genes and transcription factors (TFs) were significantly differentially expressed under different conditions (such as terpenoids biosynthetic genes in tissue experiments and E2F/DP family members in genotype experiments). Both network topology and signaling pathways supported regulatory rewiring. For example, we discovered correlation among the numbers of pathway genes, TFs and network topology: one-gene pathways (such as δ-carotene biosynthesis) were regulated by a fewer TFs, and were not critical to metabolic network because of their low degrees in topology. Upstream signaling pathways of 50 TFs were identified to comprehend the underlying mechanism of TFs' regulatory rewiring. CONCLUSION Overall, this dynamic regulatory network largely improves the understanding of perplexed regulatory rewiring in secondary metabolism in Arabidopsis.
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Affiliation(s)
- Qi Lv
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Science, East China Normal University, Shanghai 200241, China
| | - Rong Cheng
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Science, East China Normal University, Shanghai 200241, China
| | - Tieliu Shi
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Science, East China Normal University, Shanghai 200241, China
- Shanghai Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200031, China
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Hamidi-Asl E, Palchetti I, Hasheminejad E, Mascini M. A review on the electrochemical biosensors for determination of microRNAs. Talanta 2013; 115:74-83. [PMID: 24054564 DOI: 10.1016/j.talanta.2013.03.061] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Revised: 03/22/2013] [Accepted: 03/26/2013] [Indexed: 12/15/2022]
Abstract
MicroRNAs (miRNAs) are a family of non-protein-coding, endogenous, small RNAs. They are a group of gene regulators that function mainly by binding the 3' untranslated regions of specific target messenger RNA (mRNA) leading to gene inactivation by repression of mRNA transcription or induction of mRNA. Mature miRNAs are short molecules approximately 22 nucleotides in length. They regulate a wide range of biological functions from cell proliferation and death to cancer progression. Cellular miRNA expression levels can be used as biomarkers for the onset of disease states and in gene therapy for genetic disorders. Methods for detection of miRNA mainly include northern blotting, microarray, polymerase chain reaction (PCR). This review focuses on the use of electrochemical biosensors for the detection of microRNA.
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Affiliation(s)
- Ezat Hamidi-Asl
- Eletroanalytical Chemistry Research Laboratory, Department of Analytical Chemistry, Faculty of Chemistry, University of Mazandaran, Babolsar, Iran; Università degli Studi di Firenze, Dipartimento di Chimica, Via della Lastruccia 3, 50019 Sesto Fiorentino, Italy.
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Satismruti K, Senthil N, Vellaikumar S, Ranjani RV, Raveendran M. Plant Ionomics: A Platform for Identifying Novel Gene Regulating Plant Mineral Nutrition. ACTA ACUST UNITED AC 2013. [DOI: 10.4236/ajps.2013.47162] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Hoppe A. What mRNA Abundances Can Tell us about Metabolism. Metabolites 2012; 2:614-31. [PMID: 24957650 PMCID: PMC3901220 DOI: 10.3390/metabo2030614] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2012] [Revised: 08/24/2012] [Accepted: 09/04/2012] [Indexed: 01/23/2023] Open
Abstract
Inferring decreased or increased metabolic functions from transcript profiles is at first sight a bold and speculative attempt because of the functional layers in between: proteins, enzymatic activities, and reaction fluxes. However, the growing interest in this field can easily be explained by two facts: the high quality of genome-scale metabolic network reconstructions and the highly developed technology to obtain genome-covering RNA profiles. Here, an overview of important algorithmic approaches is given by means of criteria by which published procedures can be classified. The frontiers of the methods are sketched and critical voices are being heard. Finally, an outlook for the prospects of the field is given.
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Affiliation(s)
- Andreas Hoppe
- Institute for Biochemistry, Charité University Medicine Berlin, Charitéplatz 1, Berlin 10117, Germany.
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Chen SL, Jiang JG. Application of gene differential expression technology in the mechanism studies of nature product-derived drugs. Expert Opin Biol Ther 2012; 12:823-39. [DOI: 10.1517/14712598.2012.683858] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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12
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Jamil A, Riaz S, Ashraf M, Foolad MR. Gene Expression Profiling of Plants under Salt Stress. CRITICAL REVIEWS IN PLANT SCIENCES 2011; 30:435-458. [PMID: 0 DOI: 10.1080/07352689.2011.605739] [Citation(s) in RCA: 246] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
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Tzimagiorgis G, Michailidou EZ, Kritis A, Markopoulos AK, Kouidou S. Recovering circulating extracellular or cell-free RNA from bodily fluids. Cancer Epidemiol 2011; 35:580-9. [PMID: 21514265 DOI: 10.1016/j.canep.2011.02.016] [Citation(s) in RCA: 83] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2010] [Revised: 02/28/2011] [Accepted: 02/28/2011] [Indexed: 12/18/2022]
Abstract
The presence of extracellular circulating or cell-free RNA in biological fluids is becoming a promising diagnostic tool for non invasive and cost effective cancer detection. Extracellular RNA or miRNA as biological marker could be used either for the early detection and diagnosis of the disease or as a marker of recurrence patterns and surveillance. In this review article, we refer to the origin of the circulating extracellular RNA, we summarise the data on the biological fluids (serum/plasma, saliva, urine, cerebrospinal fluid and bronchial lavage fluid) of patients suffering from various types of malignancies reported to contain a substantial amount of circulating extracellular (or cell-free) RNAs and we discuss the appropriate reagents and methodologies needed to be employed in order to obtain RNA material of high quality and integrity for the majority of the experimental methods used in RNA expression analysis. Furthermore, we discuss the advantages and disadvantages of the RT-PCR or microarray methodology which are the methods more often employed in procedures of extracellular RNA analysis.
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Affiliation(s)
- Georgios Tzimagiorgis
- Laboratory of Biological Chemistry, Medical School, Aristotle University of Thessaloniki, 540 06 Thessaloniki, Greece.
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[Differential expression of genes related to bacterial wilt resistance in peanut (Arachis hypogaea L.)]. YI CHUAN = HEREDITAS 2011; 33:389-96. [PMID: 21482530 DOI: 10.3724/sp.j.1005.2011.00389] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Peanut bacterial wilt (BW) caused by Ralstonia solanacearum is one of the most devastating diseases for peanut production in the world. It is believed that breeding and subsequent planting BW-resistant cultivars of peanut (Arachis hypogaea L.) should represent the most effective and economic means of controlling the disease. To illustrate the molecular mechanism of peanut resistant to BW, a BW-resistant cultivar, 'Yuanza 9102', and a BW-sensitive one, 'Zhonghua 12', were infected with Ralstonia solanacearum and differential expression of the genes related to BW-resistance was analyzed using complementary DNA amplified length polymorphism (cDNA-AFLP) technique. The infected 3-leaflet seedlings were followed for 48 h and root samples were taken at 0, 2, 10, 24 and 48 h after inoculation, respectively. A total of 12596 transcript-derived fragments (TDFs) were amplified with 256 primer combinations, including 709 differential expressed TDFs, which were generated from 119 primer combinations. Ninety-eight TDFs were randomly chosen for DNA sequence analysis. BLASTx analysis of the obtained sequences revealed that 40 TDFs encoded gene products associated with energy, transcription, signal transduction, defense, metabolism, cell growth, cell structure or/and protein synthesis. Analysis of the expression of four genes by qRT-PCR verified the results from cDNA-AFLP. Strikingly, one of the identified TDFs, 32-54-1, occurred for 47 times in a known BW-resistant SSH library. These results suggest that resistance to BW in peanut involves multifaceted biochemical and physiological reactions, including regulation of the genes involved in different pathways, such as defense, singal transduction, metabolism, transcription and abiotic stresses. The TDF 32-54-1 was predicted to be closely related to BW resistance in peanut.
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Lee S, Lee DW, Lee Y, Mayer U, Stierhof YD, Lee S, Jürgens G, Hwang I. Heat shock protein cognate 70-4 and an E3 ubiquitin ligase, CHIP, mediate plastid-destined precursor degradation through the ubiquitin-26S proteasome system in Arabidopsis. THE PLANT CELL 2009; 21:3984-4001. [PMID: 20028838 PMCID: PMC2814507 DOI: 10.1105/tpc.109.071548] [Citation(s) in RCA: 158] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Plastid-targeted proteins pass through the cytosol as unfolded precursors. If proteins accumulate in the cytosol, they can form nonspecific aggregates that cause severe cellular damage. Here, we demonstrate that high levels of plastid precursors are degraded through the ubiquitin-proteasome system (UPS) in Arabidopsis thaliana cells. The cytosolic heat shock protein cognate 70-4 (Hsc70-4) and E3 ligase carboxy terminus of Hsc70-interacting protein (CHIP) were highly induced in plastid protein import2 plants, which had a T-DNA insertion at Toc159 and showed an albino phenotype and a severe defect in protein import into chloroplasts. Hsc70-4 and CHIP together mediated plastid precursor degradation when import-defective chloroplast-targeted reporter proteins were transiently expressed in protoplasts. Hsc70-4 recognized specific sequence motifs in transit peptides and thereby led to precursor degradation through the UPS. CHIP, which interacted with Hsc70-4, functioned as an E3 ligase in the Hsc70-4-mediated protein degradation. The physiological role of Hsc70-4 was confirmed by analyzing Hsc70-4 RNA interference plants in an hsc70-1 mutant background. Plants with lower Hsc70 levels exhibited abnormal embryogenesis, resulting in defective seedlings that displayed high levels of reactive oxygen species and monoubiquitinated Lhcb4 precursors. We propose that Hsc70-4 and CHIP mediate plastid-destined precursor degradation to prevent cytosolic precursor accumulation and thereby play a critical role in embryogenesis.
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Affiliation(s)
- Sookjin Lee
- Division of Molecular and Life Sciences, Pohang University of Science and Technology, Pohang, 790-784, Korea
| | - Dong Wook Lee
- Division of Molecular and Life Sciences, Pohang University of Science and Technology, Pohang, 790-784, Korea
| | - Yongjik Lee
- Division of Molecular and Life Sciences, Pohang University of Science and Technology, Pohang, 790-784, Korea
- Division of Integrative Biosciences and Biotechnology, Pohang University of Science and Technology, Pohang, 790-784, Korea
| | - Ulrike Mayer
- Center for Plant Molecular Biology, University of Tübingen, D-72076 Tübingen, Germany
| | - York-Dieter Stierhof
- Center for Plant Molecular Biology, University of Tübingen, D-72076 Tübingen, Germany
| | - Sumin Lee
- Division of Molecular and Life Sciences, Pohang University of Science and Technology, Pohang, 790-784, Korea
| | - Gerd Jürgens
- Center for Plant Molecular Biology, University of Tübingen, D-72076 Tübingen, Germany
| | - Inhwan Hwang
- Division of Molecular and Life Sciences, Pohang University of Science and Technology, Pohang, 790-784, Korea
- Division of Integrative Biosciences and Biotechnology, Pohang University of Science and Technology, Pohang, 790-784, Korea
- Address correspondence to
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Grönlund A, Bhalerao RP, Karlsson J. Modular gene expression in Poplar: a multilayer network approach. THE NEW PHYTOLOGIST 2009; 181:315-322. [PMID: 19121030 DOI: 10.1111/j.1469-8137.2008.02668.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
By applying a multilayer network approach to an extensive set of Poplar microarray data, a genome-wide coexpression network has been detected and explored. Multilayer networks were generated from minimum spanning trees (MSTs) using Kruskal's algorithm from random jack-knife resamplings of half of the full data set. The final network is obtained from the union of all the generated MSTs. The gene expression correlations display a highly clustered topology, which is more pronounced when introducing links appearing in relatively few of the generated MSTs. The network also reveals a modular architecture, reflecting functional groups with relatively frequent gene-to-gene communication. Furthermore, the observed modular structure overlaps with different gene activities in different tissues, and closely related tissues show similar over- and/or under-expression patterns at the modular scale. It is shown that including links that appear in a few of the generated MSTs increases the information quality of the network. In other words, a link may be 'weak' because it reflects rare signaling events rather than merely a signal weakened by noise. The method allows, from comparisons of random 'null networks', tuning to maximize the information obtainable.
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Affiliation(s)
- Andreas Grönlund
- Umeå Plant Science Center Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden;Umeå Plant Science Center, Department of Plant Physiology, Umeå University, SE-901 87 Umeå, Sweden;Computational Life Science Cluster (CLIC), KBC, Umeå University, SE-901 87 Umeå, Sweden
| | - Rishikesh P Bhalerao
- Umeå Plant Science Center Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden;Umeå Plant Science Center, Department of Plant Physiology, Umeå University, SE-901 87 Umeå, Sweden;Computational Life Science Cluster (CLIC), KBC, Umeå University, SE-901 87 Umeå, Sweden
| | - Jan Karlsson
- Umeå Plant Science Center Department of Forest Genetics and Plant Physiology, Swedish University of Agricultural Sciences, SE-901 83 Umeå, Sweden;Umeå Plant Science Center, Department of Plant Physiology, Umeå University, SE-901 87 Umeå, Sweden;Computational Life Science Cluster (CLIC), KBC, Umeå University, SE-901 87 Umeå, Sweden
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Lundén K, Eklund M, Finlay R, Stenlid J, Asiegbu F. Heterologous array analysis in Heterobasidion: Hybridisation of cDNA arrays with probe from mycelium of S, P or F-types. J Microbiol Methods 2008; 75:219-24. [DOI: 10.1016/j.mimet.2008.06.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2008] [Revised: 06/11/2008] [Accepted: 06/11/2008] [Indexed: 01/14/2023]
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Bhatnagar D, Rajasekaran K, Payne G, Brown R, Yu J, Cleveland T. The 'omics' tools: genomics, proteomics, metabolomics and their potential for solving the aflatoxin contamination problem. WORLD MYCOTOXIN J 2008. [DOI: 10.3920/wmj2008.x001] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Aflatoxins are highly carcinogenic secondary metabolites produced primarily by the fungi Aspergillus flavus and Aspergillus parasiticus. Aflatoxin contamination of food and feed is an age old problem of particular concern over the last four decades. Now, for the first time control measures for this problem appear within reach. For practical and sustainable control of aflatoxin contamination to be realised, however, additional information is needed rather rapidly, particularly for understanding the specific molecular factors (both in the plant and the fungus) involved during host plant-fungus interaction. The information derived from the use of novel tools such as genomics, proteomics and metabolomics provides us with the best and the quickest opportunity to achieve a clear understanding of the survival of toxigenic fungi in the field, the ability of the fungus to invade crops, and the process of toxin contamination under various environmental conditions. Significant progress has been made recently in understanding the genomic makeup of the most significant aflatoxin producing field fungus, namely Aspergillus flavus. Progress also has been made in the study of host crop resistance to fungal invasion through the use of proteomics. The information available on production of aflatoxin and other metabolites by Aspergillus flavus is reasonably extensive, although the application of metabolomics as a tool in this study is relatively new. In this review there is a discussion of the use of genomics, proteomics and metabolomics in deriving the requisite information for developing effective strategies to interrupt the machinery in the fungus for production of these toxins, as well as to assist in the development of host-resistance against fungal invasion and aflatoxin contamination of crops.
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Affiliation(s)
- D. Bhatnagar
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, 1100 Robert E. Lee Blvd., New Orleans, LA 70124, USA
| | - K. Rajasekaran
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, 1100 Robert E. Lee Blvd., New Orleans, LA 70124, USA
| | - G. Payne
- North Carolina State University, Raleigh, North Carolina, USA
| | - R. Brown
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, 1100 Robert E. Lee Blvd., New Orleans, LA 70124, USA
| | - J. Yu
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, 1100 Robert E. Lee Blvd., New Orleans, LA 70124, USA
| | - T. Cleveland
- United States Department of Agriculture, Agricultural Research Service, Southern Regional Research Center, 1100 Robert E. Lee Blvd., New Orleans, LA 70124, USA
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Chen J, Agrawal V, Rattray M, West MAL, St Clair DA, Michelmore RW, Coughlan SJ, Meyers BC. A comparison of microarray and MPSS technology platforms for expression analysis of Arabidopsis. BMC Genomics 2007; 8:414. [PMID: 17997849 PMCID: PMC2190774 DOI: 10.1186/1471-2164-8-414] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2007] [Accepted: 11/12/2007] [Indexed: 01/30/2023] Open
Abstract
Background Several high-throughput technologies can measure in parallel the abundance of many mRNA transcripts within a sample. These include the widely-used microarray as well as the more recently developed methods based on sequence tag abundances such as the Massively Parallel Signature Sequencing (MPSS) technology. A comparison of microarray and MPSS technologies can help to establish the metrics for data comparisons across these technology platforms and determine some of the factors affecting the measurement of mRNA abundances using different platforms. Results We compared transcript abundance (gene expression) measurement data obtained using Affymetrix and Agilent microarrays with MPSS data. All three technologies were used to analyze the same set of mRNA samples; these samples were extracted from various wild type Arabidopsis thaliana tissues and floral mutants. We calculated correlations and used clustering methodology to compare the normalized expression data and expression ratios across samples and technologies. Abundance expression measurements were more similar between different samples measured by the same technology than between the same sample measured by different technologies. However, when expression ratios were employed, samples measured by different technologies were found to cluster together more frequently than with abundance expression levels. Furthermore, the two microarray technologies were more consistent with each other than with MPSS. We also investigated probe-position effects on Affymetrix data and tag-position effects in MPSS. We found a similar impact on Affymetrix and MPSS measurements, which suggests that these effects were more likely a characteristic of the RNA sample rather than technology-specific biases. Conclusion Comparisons of transcript expression ratios showed greater consistency across platforms than measurements of transcript abundance. In addition, for measurements based on abundances, technology differences can mask the impact of biological differences between samples and tissues.
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Affiliation(s)
- Junfeng Chen
- School of Computer Science, University of Manchester, Oxford Road, Manchester, M13 9PL, UK.
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20
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Sarosh BR, Meijer J. Transcriptional profiling by cDNA-AFLP reveals novel insights during methyl jasmonate, wounding and insect attack in Brassica napus. PLANT MOLECULAR BIOLOGY 2007; 64:425-38. [PMID: 17401749 DOI: 10.1007/s11103-007-9164-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2006] [Accepted: 03/04/2007] [Indexed: 05/14/2023]
Abstract
Plants exploit a broad range of defense mechanisms to effectively combat invasion by pathogens or herbivores. Each environmental stress activates multiple signal transduction pathways to ensure an effective spatial and temporal defense response. A detailed transcriptome analysis using the cDNA-AFLP technique was performed to identify genes that are differentially expressed in oilseed rape (Brassica napus cv. Westar) leaves upon treatment with methyl jasmonate, mechanical wounding, or feeding by diamondback moth larvae (Plutella xylostella). In total, 16 different primer combinations were used, generating cDNA fragments ranging from 50 bp to 500 bp in size. This technique generated an average of 60 amplification products per reaction and therefore a total number of 5,600 fragments per treatment. Out of 16,800 bands, 124 showed qualitative differences among the treated and their respective control samples, including 95 up-regulated and 29 down-regulated bands. Expression of a selected subset of differentially expressed genes was confirmed by Northern blot analysis. Sequencing of fragments grouped many of the expressed genes in the categories of signaling and wound or pathogen response with examples like Jacalin, Strictosidine synthase and MD-2-LPS homologs. Genes with altered expression in distal tissue included those involved in cellular housekeeping functions, suggesting modified resource allocation needed to respond to different stress conditions. Differences in local and systemic response as well as among the three different challenges were observed. Several new transcripts were identified that may play a role in insect attack and other signal transduction pathways.
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Affiliation(s)
- Bejai R Sarosh
- Department of Plant Biology and Forest Genetics, Uppsala BioCenter, Swedish University of Agricultural Sciences, P.O. Box 7080, Uppsala, 750 07, Sweden.
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Golkari S, Gilbert J, Prashar S, Procunier JD. Microarray analysis of Fusarium graminearum-induced wheat genes: identification of organ-specific and differentially expressed genes. PLANT BIOTECHNOLOGY JOURNAL 2007; 5:38-49. [PMID: 17207255 DOI: 10.1111/j.1467-7652.2006.00213.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
A wheat cDNA microarray consisting of 5739 expressed sequence tags (ESTs) was used to investigate the transcriptome patterns of the glume, lemma, palea, anther, ovary and rachis dissected from infected wheat spikes after inoculation with the fungus Fusarium graminearum, the causal agent of fusarium head blight (FHB) disease. Stringent conditions were employed to reduce the false discovery rate. The significance analysis of microarrays (SAM) was used to identify transcripts that showed a differential response between fungal-challenged vs. control plants. To verify the microarray data, Northern blot analysis was carried out on randomly selected up-regulated clones. We observed 185 (3.2%) up-regulated and 16 (0.28%) down-regulated ESTs in the six organs constituting the wheat spike. Many up-regulated ESTs (46.67%) showed no homology with sequences of known functions, whereas others showed homology with genes involved in defence and stress responses, the oxidative burst of H(2)O(2), regulatory functions, protein synthesis and the phenylpropanoid pathway. The monitoring of genes in specific organs avoided the averaging of expression values over multiple organs that occurs when using data from the whole spike. Our data allowed us to uncover new up-regulated genes expressed in specific organs. The study revealed that each organ had a defined and distinctive transcriptome pattern in response to F. graminearum infection.
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Affiliation(s)
- Saber Golkari
- Cereal Research Centre, Agriculture & Agri-Food Canada, 195 Dafoe Road, Winnipeg, MB, R3T 2M9, Canada
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22
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Fofana B, Banks TW, McCallum B, Strelkov SE, Cloutier S. Temporal gene expression profiling of the wheat leaf rust pathosystem using cDNA microarray reveals differences in compatible and incompatible defence pathways. INTERNATIONAL JOURNAL OF PLANT GENOMICS 2007; 2007:17542. [PMID: 18288238 PMCID: PMC2216066 DOI: 10.1155/2007/17542] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2006] [Accepted: 07/20/2007] [Indexed: 05/08/2023]
Abstract
In this study, we detail the construction of a custom cDNA spotted microarray containing 7728 wheat ESTs and the use of the array to identify host genes that are differentially expressed upon challenges with leaf rust fungal pathogens. Wheat cultivar RL6003 (Thatcher Lr1) was inoculated with Puccinia triticina virulence phenotypes BBB (incompatible) or TJB (7-2) (compatible) and sampled at four different time points (3, 6, 12, and 24 hours) after inoculation. Transcript expression levels relative to a mock treatment were measured. One hundred ninety two genes were found to have significantly altered expression between the compatible and incompatible reactions. Among those were genes involved in photosynthesis, the production of reactive oxygen species, ubiquitination, signal transduction, as well as in the shikimate/phenylpropanoid pathway. These data indicate that various metabolic pathways are affected, some of which might be used by RL6003 to mount a coordinated defense against an incompatible fungal pathogen.
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Affiliation(s)
- Bourlaye Fofana
- Cereal Research Centre,
Agriculture and Agri-Food Canada,
195 Dafoe Road, Winnipeg, MB, Canada R3T 2M9
| | - Travis W. Banks
- Cereal Research Centre,
Agriculture and Agri-Food Canada,
195 Dafoe Road, Winnipeg, MB, Canada R3T 2M9
| | - Brent McCallum
- Cereal Research Centre,
Agriculture and Agri-Food Canada,
195 Dafoe Road, Winnipeg, MB, Canada R3T 2M9
| | - Stephen E. Strelkov
- Department of Agricultural,
Food and Nutritional Sciences,
University of Alberta, 410 Ag/For Building,
Edmonton, AB, Canada T6G 2P5
| | - Sylvie Cloutier
- Cereal Research Centre,
Agriculture and Agri-Food Canada,
195 Dafoe Road, Winnipeg, MB, Canada R3T 2M9
- *Sylvie Cloutier:
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Oh SJ, Hong BJ, Choi KY, Park JW. Surface Modification for DNA and Protein Microarrays. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2006; 10:327-43. [PMID: 17069511 DOI: 10.1089/omi.2006.10.327] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Microarrays of biomolecules are emerging as powerful tools for genomics, proteomics, and clinical assays, since they make it possible to screen biologically important binding events in a parallel and high throughput fashion. Because the microarrays are fabricated on a solid support, coating of the surface and immobilization strategy of the biomolecules are major issues for successful microarray fabrication. This review deals with both DNA microarrays and protein microarrays, and focuses on the various modification approaches for the two-dimensional surface materials and three-dimensional ones. In addition, the immobilization strategies including adsorption, covalent attachment, physical entrapment, and affinity attachment of the biomolecules are summarized, and advantage and limitation of representative efforts are discussed.
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Affiliation(s)
- Soon Jin Oh
- Department of Biomedical Science and Technology, Institute of Biomedical Science and Technology, Konkuk University, Seoul, Korea.
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Affiliation(s)
- Dong-Eun Chang
- Advanced Center for Genome Technology, The University of Oklahoma, Norman, OK 73019, USA
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25
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Cappelli K, Porceddu A, Verini-Supplizi A, Capomaccio S, Marchis FD, Falcinelli M, Gaiti A, Silvestrelli M. cDNA AFLP-based techniques for studying transcript profiles in horses. Res Vet Sci 2005; 79:105-12. [PMID: 15924927 DOI: 10.1016/j.rvsc.2004.11.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2004] [Revised: 11/08/2004] [Accepted: 11/10/2004] [Indexed: 11/30/2022]
Abstract
The identification of differentially expressed genes is a fundamental prerequisite for understanding the molecular regulation of most physiological and pathological processes. Among the procedures employed to compare mRNA populations, those that are gel-based appear to hold great promise and are considered excellent tools for studying gene expression in species, such as the equine one, for which little genomic information is available. In the present study, we evaluated two techniques for studying mRNA profiles in horse tissue, one referred to the cDNA-amplified fragment length polymorphism (AFLP) that we called C-AFLP (classical cDNA-AFLP) protocol and the other to ordered differential display (ODD) with some modifications that we named S-AFLP (systematic cDNA-AFLP). Both techniques can be applied in live animals because of the small amount of sample required. We applied the S-AFLP to investigate horse transcript profile modifications during physical exercise. We found two transcripts that are mostly expressed during exercise and immediately after the end of it.
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Affiliation(s)
- K Cappelli
- Centro di Studio del Cavallo Sportivo, Facoltà di Medicina Veterinaria, University of Perugia, Via San Costanzo 4, 06126 Perugia, Italy.
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26
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Degenkolbe T, Hannah MA, Freund S, Hincha DK, Heyer AG, Köhl KI. A quality-controlled microarray method for gene expression profiling. Anal Biochem 2005; 346:217-24. [PMID: 16213454 DOI: 10.1016/j.ab.2005.08.027] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2005] [Revised: 08/18/2005] [Accepted: 08/23/2005] [Indexed: 10/25/2022]
Abstract
Gene expression profiling on microarrays is widely used to measure the expression of large numbers of genes in a single experiment. Because of the high cost of this method, feasible numbers of replicates are limited, thus impairing the power of statistical analysis. As a step toward reducing technically induced variation, we developed a procedure of sample preparation and analysis that minimizes the number of sample manipulation steps, introduces quality control before array hybridization, and allows recovery of the prepared mRNA for independent validation of results. Sample preparation is based on mRNA separation using oligo(dT) magnetic beads, which are subsequently used for first-strand cDNA synthesis on the beads. cDNA covalently bound to the magnetic beads is used as template for second-strand cDNA synthesis, leaving the intact mRNA in solution for further analysis. The quality of the synthesized cDNA can be assessed by quantitative polymerase chain reaction using 3'- and 5'-specific primer pairs for housekeeping genes such as glyceraldehyde-3-phosphate dehydrogenase. Second-strand cDNA is chemically labeled with fluorescent dyes to avoid dye bias in enzymatic labeling reactions. After hybridization of two differently labeled samples to microarray slides, arrays are scanned and images analyzed automatically with high reproducibility. Quantile-normalized data from five biological replica display a coefficient of variation 45% for 90% of profiled genes, allowing detection of twofold changes with false positive and false negative rates of 10% each. We demonstrate successful application of the procedure for expression profiling in plant leaf tissue. However, the method could be easily adapted for samples from animal including human or from microbial origin.
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Affiliation(s)
- Thomas Degenkolbe
- Max-Planck-Institut für Molekulare Pflanzenphysiologie, D-14424 Potsdam, Germany
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Shi C, Ingvardsen C, Thümmler F, Melchinger AE, Wenzel G, Lübberstedt T. Identification by suppression subtractive hybridization of genes that are differentially expressed between near-isogenic maize lines in association with sugarcane mosaic virus resistance. Mol Genet Genomics 2005; 273:450-61. [PMID: 15891912 DOI: 10.1007/s00438-004-1103-8] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2004] [Accepted: 12/06/2004] [Indexed: 10/25/2022]
Abstract
The molecular mechanisms underlying the development and progression of sugarcane mosaic virus (SCMV) infection in maize are poorly understood. A study of differential expression was conducted to identify genes involved in resistance to SCMV. In this study, we combined suppression subtractive hybridization and macroarray hybridization to identify genes that are differently expressed in the near isogenic lines F7+ (SCMV resistant) and F7 (susceptible). Altogether, 302 differentially expressed genes were identified in four comparisons based on constitutively expressed and inducible genes, and on compatible and incompatible plant-virus interactions. Apart from genes related to metabolism, most of the functionally classified genes identified belonged to three pathogenesis-related categories: cell rescue, defense, cell death and ageing, signal transduction, and transcription. The latter three groups accounted for 56-66% of the genes classified. Some 19% (60 of 302) of the identified genes had previously been assigned to 29 bins distributed over all ten maize chromosomes. Among the mapped genes, 31% (18 of 58) were located within the Scmv2 and Scmv1 regions on chromosomes 3 and 6, respectively, which have been associated with resistance to SCMV. Promising candidate genes for Scmv1 have been identified, such as AA661457 (receptor-like kinase Xa21-binding protein 3). The implications of the genomic distribution of differentially expressed genes identified by this isogenic comparison are discussed in the context of breeding for resistance.
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Affiliation(s)
- Chun Shi
- Technical University of Munich, Am Hochanger 2, 85350, Freising, Germany
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28
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Watson L, Henry RJ. Microarray analysis of gene expression in germinating barley embryos (Hordeum vulgare L.). Funct Integr Genomics 2005; 5:155-62. [PMID: 15714320 DOI: 10.1007/s10142-005-0133-6] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2004] [Revised: 01/10/2005] [Accepted: 01/12/2005] [Indexed: 12/01/2022]
Abstract
A cDNA library containing approximately 5,000 clones from germinating barley embryos was constructed and used to examine the variation in gene expression patterns during the first 4 days postimbibition. The expression profiles of embryos (including scutellum) from 4 to 96 h postimbibition were compared to a reference profile from 24 h postimbibition using microarray analysis. A subset of clones exhibiting tenfold or greater differential expression patterns was sequenced to elucidate function. All of the sequenced clones could be identified to at least EST level with 64% exhibiting homology to published protein sequences. Almost 95% of the library exhibited similar expression levels at the 4 h time point as at the 24 h reference point. From 24 to 96 h, however, considerable fluctuations in gene expression occurred. The observed patterns of gene expression for the classified genes are consistent with the expected genetic changes required to prepare an embryo for germinative development. A replicate set of clones for the 23-kDa jasmonate-induced protein was identified. The current data not only provides conclusive evidence for the expression patterns of this abundant stress-response protein in germinating embryos, but also serves to validate previous research into JIP-23 isoforms, function and the relationship between timing of mRNA upregulation and protein abundance.
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Affiliation(s)
- Loraine Watson
- Molecular Plant Breeding CRC, Centre for Plant Conservation Genetics, Southern Cross University, Lismore, NSW, Australia
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29
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Albertini E, Marconi G, Barcaccia G, Raggi L, Falcinelli M. Isolation of candidate genes for apomixis in Poa pratensis L. PLANT MOLECULAR BIOLOGY 2004; 56:879-94. [PMID: 15821987 DOI: 10.1007/s11103-004-5211-y] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2004] [Accepted: 10/21/2004] [Indexed: 05/20/2023]
Abstract
The essential feature of apomixis is that an embryo is formed autonomously by parthenogenesis from an unreduced egg of an embryo sac generated through apomeiosis. The genetic constitution of the offspring is, therefore, usually identical to the maternal parent, a trait of great interest to plant breeders. If apomixis were well understood and harnessed, it could be exploited to indefinitely propagate superior hybrids or specific genotypes bearing complex gene sets. A fundamental contribution to the understanding of the genetic control of the apomictic pathway could be provided by a deep knowledge of molecular mechanisms that regulate the reproductive events. In Poa pratensis the cDNA-AFLP method of mRNA profiling allowed us to visualize a total of 2248 transcript-derived fragments and to isolate 179 sequences that differed qualitatively or quantitatively between apomictic and sexual genotypes at the time of flowering when the primary stages of apomixis occur. Three ESTs were chosen for further molecular characterization because of their cDNA-AFLP expression pattern and BLAST information retrieval. The full-lengths of the newly isolated genes were recovered by RACE and their temporal expression patterns were assessed by RT-PCR. Their putative role in cell signaling transduction cascades and trafficking events required during sporogenesis, gametogenesis and embryogenesis in plants is reported and discussed.
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Affiliation(s)
- Emidio Albertini
- Department of Plant Biology and Agro-environmental Biotechnology, University of Perugia, Borgo XX Giugno 74, 06121 Perugia, Italy.
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Tao W, Mallard B, Karrow N, Bridle B. Construction and application of a bovine immune-endocrine cDNA microarray. Vet Immunol Immunopathol 2004; 101:1-17. [PMID: 15261689 DOI: 10.1016/j.vetimm.2003.10.011] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2003] [Revised: 10/20/2003] [Accepted: 10/29/2003] [Indexed: 11/18/2022]
Abstract
A variety of commercial DNA arrays specific for humans and rodents are widely available; however, microarrays containing well-characterized genes to study pathway-specific gene expression are not as accessible for domestic animals, such as cattle, sheep and pigs. Therefore, a small-scale application-targeted bovine immune-endocrine cDNA array was developed to evaluate genetic pathways involved in the immune-endocrine axis of cattle during periods of altered homeostasis provoked by physiological or environmental stressors, such as infection, vaccination or disease. For this purpose, 167 cDNA sequences corresponding to immune, endocrine and inflammatory response genes were collected and categorized. Positive controls included 5 housekeeping genes (glyceraldehydes-3-phosphate dehydrogenase, hypoxanthine phosphoribosyltransferase, ribosomal protein L19, beta-actin, beta2-microglobulin) and bovine genomic DNA. Negative controls were a bacterial gene (Rhodococcus equi 17-kDa virulence-associated protein) and a partial sequence of the plasmid pACYC177. In addition, RNA extracted from un-stimulated, as well as superantigen (Staphylococcus aureus enterotoxin-A, S. aureus Cowan Pansorbin Cells) and mitogen-stimulated (LPS, ConA) bovine blood leukocytes was mixed, reverse transcribed and PCR amplified using gene-specific primers. The endocrine-associated genes were amplified from cDNA derived from un-stimulated bovine hypothalamus, pituitary, adrenal and thyroid gland tissues. The array was constructed in 4 repeating grids of 180 duplicated spots by coupling the PCR amplified 213-630 bp gene fragments onto poly-l-lysine coated glass slides. The bovine immune-endocrine arrays were standardized and preliminary gene expression profiles generated using Cy3 and Cy5 labelled cDNA from un-stimulated and ConA (5 microg/ml) stimulated PBMC of 4 healthy Holstein cows (2-4 replicate arrays/cow) in a time course study. Mononuclear cell-derived cytokine and chemokine (IL-2, IL-1alpha, TNFalpha, IFN-gamma, TGFbeta-1, MCP-1, MCP-2 and MIP-3alpha) mRNA exhibited a repeatable and consistently low expression in un-stimulated cells and at least a two-fold increased expression following 6 and 24 h ConA stimulation as compared to 0 h un-stimulated controls. In contrast, expression of antigen presenting molecules, MHC-DR, MHC-DQ and MHC-DY, were consistently at least two-fold lower following 6 and 24 h ConA stimulation. The only endocrine gene with differential expression following ConA stimulation was prolactin. Additionally, due to the high level of genetic homology between ovine, swine and bovine genes, RNA similarly acquired from sheep and pigs was evaluated and similar gene expression patterns were noted. These data demonstrate that this application-targeted array containing a set of well characterized genes can be used to determine the relative gene expression corresponding to immune-endocrine responses of cattle and related species, sheep and pigs.
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Affiliation(s)
- Wenjing Tao
- Department of Pathobiology, University of Guelph, Ontario, Canada N1G 2W1.
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Aziz A, Poinssot B, Daire X, Adrian M, Bézier A, Lambert B, Joubert JM, Pugin A. Laminarin elicits defense responses in grapevine and induces protection against Botrytis cinerea and Plasmopara viticola. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2003; 16:1118-28. [PMID: 14651345 DOI: 10.1094/mpmi.2003.16.12.1118] [Citation(s) in RCA: 233] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Grapevine (Vitis vinifera L.) is susceptible to many pathogens, such as Botrytis cinerea, Plasmopara viticola, Uncinula necator, and Eutypa lata. Phytochemicals are used intensively in vineyards to limit pathogen infections, but the appearance of pesticide-resistant pathogen strains and a desire to protect the environment require that alternative strategies be found. In the present study, the beta-1,3-glucan laminarin derived from the brown algae Laminaria digitata was shown both to be an efficient elicitor of defense responses in grapevine cells and plants and to effectively reduce B. cinerea and P. viticola development on infected grapevine plants. Defense reactions elicited by laminarin in grapevine cells include calcium influx, alkalinization of the extracellular medium, an oxidative burst, activation of two mitogen-activated protein kinases, expression of 10 defense-related genes with different kinetics and intensities, increases in chitinase and beta-1,3-glucanase activities, and the production of two phytoalexins (resveratrol and epsilon-viniferin). Several of these effects were checked and confirmed in whole plants. Laminarin did not induce cell death. When applied to grapevine plants, laminarin reduced infection by B. cinerea and P. viticola by approximately 55 and 75%, respectively. Our data describing a large set of defense reactions in grapevine indicate that the activation of defense responses using elicitors could be a valuable strategy to protect plants against pathogens.
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Affiliation(s)
- Aziz Aziz
- Unité de Recherche Vignes et Vins de Champagne, URVVC-UPRES EA 2069, UFR Sciences, Moulin de la Housse, Université de Reims Champagne-Ardenne, BP 1039, F-51687 Reims cedex 2 France
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Kuiper HA, Kok EJ, Engel KH. Exploitation of molecular profiling techniques for GM food safety assessment. Curr Opin Biotechnol 2003; 14:238-43. [PMID: 12732328 DOI: 10.1016/s0958-1669(03)00021-1] [Citation(s) in RCA: 95] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Several strategies have been developed to identify unintended alterations in the composition of genetically modified (GM) food crops that may occur as a result of the genetic modification process. These include comparative chemical analysis of single compounds in GM food crops and their conventional non-GM counterparts, and profiling methods such as DNA/RNA microarray technologies, proteomics and metabolite profiling. The potential of profiling methods is obvious, but further exploration of specificity, sensitivity and validation is needed. Moreover, the successful application of profiling techniques to the safety evaluation of GM foods will require linked databases to be built that contain information on variations in profiles associated with differences in developmental stages and environmental conditions.
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Affiliation(s)
- Harry A Kuiper
- RIKILT, Institute of Food Safety, PO Box 230, 6700 AE, Wageningen, The Netherlands.
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Goupil P, Mahamoud YS, Poulain J, Windels D, Crété P, Huss B, Rambour S. cDNA-AFLP display for the isolation of differentially expressed genes during chicory root development. JOURNAL OF PLANT PHYSIOLOGY 2003; 160:303-9. [PMID: 12749087 DOI: 10.1078/s0176-1617(04)70406-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
To identify genes expressed during root enlargment during the early vegetative growth of chicory (Cichorium intybus L.), we used the cDNA-AFLP technology. The radial pattern of chicory roots was investigated by histological analysis to determine the spatial vascular cambium setting. In young plantlets, serial root sections showed that differentiation of secondary tissues occurred along a gradient extending from the apex to the crown. The cDNA-AFLP technique was carried out on total mRNAs extracted from root tissues producing secondary structures and root tissues developing primary structures only. This study reports on the isolation of two transcript-derived fragments (TDFs) referred to as Y-16 and Y-21. Sequence analysis at the protein level showed that Y-16 carries a sequence highly homologous (93% identities) to the amino acid transporter-like protein 1 (AATL 1) from Arabidopsis and Y-21 presents 72% identity to AAD25141.1 Arabidopsis protein. The expression pattern of both these TDFs was analysed by northern blot and showed an over-expression during early development of chicory roots.
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Affiliation(s)
- Pascale Goupil
- Université des Sciences et Technologies de Lille, Physiologie et Génétique Moléculaire Végétales, Bâtiment SN2, F-59655 Villeneuve d'Ascq, France.
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Conway T, Schoolnik GK. Microarray expression profiling: capturing a genome-wide portrait of the transcriptome. Mol Microbiol 2003; 47:879-89. [PMID: 12581346 DOI: 10.1046/j.1365-2958.2003.03338.x] [Citation(s) in RCA: 120] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The bacterial transcriptome is a dynamic entity that reflects the organism's immediate, ongoing and genome-wide response to its environment. Microarray expression profiling provides a comprehensive portrait of the transcriptional world enabling us to view the organism as a 'system' that is more than the sum of its parts. The vigilance of microorganisms to environmental change, the alacrity of the transcriptional response, the short half-life of bacterial mRNA and the genome-scale nature of the investigation collectively explain the power of this method. These same features pose the most significant experimental design and execution issues which, unless surmounted, predictably generate a distorted image of the transcriptome. Conversely, the expression profile of a properly conceived and conducted microarray experiment can be used for hypothesis testing: disclosure of the metabolic and biosynthetic pathways that underlie adaptation of the organism to chang-ing conditions of growth; the identification of co-ordinately regulated genes; the regulatory circuits and signal transduction systems that mediate the adaptive response; and temporal features of developmental programmes. The study of bacterial pathogenesis by microarray expression profiling poses special challenges and opportunities. Although the technical hurdles are many, obtaining expression profiles of an organism growing in tissue will probably reveal strategies for growth and survival in the host's microenvironment. Identifying these colonization strategies and their cognate expression patterns involves a 'deconstruction' process that combines bioinformatics analysis and in vitro DNA array experimentation.
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Affiliation(s)
- Tyrrell Conway
- Advanced Center for Genome Technology, The University of Oklahoma, Norman, OK 73019-0245, USA.
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Lin F, Xu SL, Ni WM, Chu ZQ, Xu ZH, Xue HW. Identification of ABA-responsive genes in rice shoots via cDNA macroar-. Cell Res 2003; 13:59-68. [PMID: 12643350 DOI: 10.1038/sj.cr.7290151] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
Phytohormone abscisic acid (ABA) was critical for many plant growth and developmental processes including seed maturation, germination and response to environmental factors. With the purpose to detect the possible ABA related signal transduction pathways, we tried to isolate ABA-regulated genes through cDNA macroarray technology using ABA-treated rice seedling as materials (under treatment for 2, 4, 8 and 12 h). Of 6144 cDNA clones tested, 37 differential clones showing induction or suppression for at least one time, were isolated. Of them 30 and 7 were up- or down-regulated respectively. Sequence analyses revealed that the putative encoded proteins were involved in different possible processes, including transcription, metabolism and resistance, photosynthesis, signal transduction, and seed maturation. 6 cDNA clones were found to encode proteins with unknown functions. Regulation by ABA of 7 selected clones relating to signal transduction or metabolism was confirmed by reverse transcription PCR. In addition, some clones were further shown to be regulated by other plant growth regulators including auxin and brassinosteroid, which, however, indicated the complicated interactions of plant hormones. Possible signal transduction pathways involved in ABA were discussed.
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Affiliation(s)
- Fang Lin
- National Laboratory of Plant Molecular Genetics, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Science (SIBS), Chinese Academy of Sciences, 300 Fenglin Road, 200032 Shanghai, China
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Chizhikov V, Wagner M, Ivshina A, Hoshino Y, Kapikian AZ, Chumakov K. Detection and genotyping of human group A rotaviruses by oligonucleotide microarray hybridization. J Clin Microbiol 2002; 40:2398-407. [PMID: 12089254 PMCID: PMC120567 DOI: 10.1128/jcm.40.7.2398-2407.2002] [Citation(s) in RCA: 134] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A rapid and reliable method for the identification of five clinically relevant G genotypes (G1 to G4 and G9) of human rotaviruses based on oligonucleotide microarray hybridization has been developed. The genotype-specific oligonucleotides immobilized on the surface of glass slides were selected to bind to the multiple target regions within the VP7 gene that are highly conserved among individual rotavirus genotypes. Rotavirus cDNA was amplified in a PCR with primers common to all group A rotaviruses. A second round of nested PCR amplification was performed in the presence of indodicarbocyanine-dCTP and another pair of degenerate primers also broadly specific for all genotypes. The use of one primer containing 5'-biotin allowed us to prepare fluorescently labeled single-stranded hybridization probe by binding of another strand to magnetic beads. The identification of rotavirus genotype was based on hybridization with several individual genotype-specific oligonucleotides. This approach combines the high sensitivity of PCR with the selectivity of DNA-DNA hybridization. The specificity of oligonucleotide microchip hybridization was evaluated by testing 20 coded rotavirus isolates from different geographic areas for which genotypes were previously determined by conventional methods. Analysis of the coded specimens showed that this microarray-based method is capable of unambiguous identification of all rotavirus strains. Because of the presence of random mutations, each individual virus isolate produced a unique hybridization pattern capable of distinguishing different isolates of the same genotype and, therefore, subgenotype differentiation. This strain information indicates one of several advantages that microarray technology has over conventional PCR techniques.
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Affiliation(s)
- V Chizhikov
- Laboratory of Method Development, Center for Biologics Evaluation and Research, Food and Drug Administration, Kensington, Maryland 20895, USA.
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37
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Ivashuta S, Uchiyama K, Gau M, Shimamoto Y. Linear amplification coupled with controlled extension as a means of probe amplification in a cDNA array and gene expression analysis during cold acclimation in alfalfa (Medicago sativa L.). JOURNAL OF EXPERIMENTAL BOTANY 2002; 53:351-359. [PMID: 11807139 DOI: 10.1093/jexbot/53.367.351] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
This study describes a rapid and simple way to amplify limited amounts of probes used for cDNA array hybridization while maintaining the original representation of transcripts in the samples. The approach is based on linear amplification of cDNA-coupled controlled extension of amplified products and yielded a 50-75-fold increases in hybridization signal intensity. Controlled extension of products is achieved either by adjusting the amplification conditions or by using a digested template. Linear amplification with controlled extension generates a population of fragments consisting mainly of 3'-end portions of original transcripts and ranging in length from 200 to 800 nucleotides. cDNA array analysis revealed that amplified and non-amplified probes generate expression profiles with correlations ranging from r=0.857 to 0.895. Up to 90% of cDNA clones, differentially expressed during cold acclimation in alfalfa, could be detected with both types of probes. This amplification method should increase the utility of cDNA arrays for identifying novel differentially expressed genes as well as expression profiling in specialized tissues or cells when the amount of analysed material is limited. The possibility of diminishing cross-hybridization of long genes sharing high sequence homology and improving the hybridization kinetics of complex probes after amplification is also discussed.
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Affiliation(s)
- Sergey Ivashuta
- Graduate School of Agriculture, Hokkaido University, North-9 West-9, Kita-ku, Sapporo 060-8589, Japan.
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Lievens S, Goormachtig S, Holsters M. A critical evaluation of differential display as a tool to identify genes involved in legume nodulation: looking back and looking forward. Nucleic Acids Res 2001; 29:3459-68. [PMID: 11522814 PMCID: PMC55879 DOI: 10.1093/nar/29.17.3459] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2001] [Revised: 07/11/2001] [Accepted: 07/11/2001] [Indexed: 11/13/2022] Open
Abstract
Screening for differentially expressed genes is a straightforward approach to study the molecular basis of a biological system. In the last 10 years, differential screening technology has evolved rapidly and currently high-throughput tools for genome-wide transcript profiling, such as expressed sequence tags and microarray analysis, are becoming widely available. Here, an overview of this (r)evolution is given with emphasis on the differential display method, which for many years has been the preferred technique of scientists in diverse fields of research. Differential display has also been the method of choice for the identification of genes involved in the symbiotic interaction between Azorhizobium caulinodans and Sesbania rostrata. The advantages with respect to tissue specificity of this particular model system for legume nodulation and the results of a screening for early nodulation-related genes have been considered in the context of transcriptome analyses in other rhizobium-legume interactions.
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Affiliation(s)
- S Lievens
- Vakgroep Moleculaire Genetica, Departement Plantengenetica, Vlaams Interuniversitair Instituut voor Biotechnologie, Universiteit Gent, K.L. Ledeganckstraat 35, B-9000 Gent, Belgium
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Lapteva N, Ando Y, Nieda M, Hohjoh H, Okai M, Kikuchi A, Dymshits G, Ishikawa Y, Juji T, Tokunaga K. Profiling of genes expressed in human monocytes and monocyte-derived dendritic cells using cDNA expression array. Br J Haematol 2001; 114:191-7. [PMID: 11472367 DOI: 10.1046/j.1365-2141.2001.02910.x] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Using a human cDNA expression array, we obtained expression profiles of 588 genes in CD14+ monocytes and monocyte-derived dendritic cells (DCs). Overall, 22 genes were upregulated, and nine genes were downregulated in DCs of both samples from two different individuals. Many of the genes that were upregulated in DCs encode proteins that are related to differentiation, cell structure, migration, termination of cell cycle as well as proliferation, e.g. tumour necrosis factor-alpha (TNF-alpha), tumour necrosis factor receptor II (TNFRII), thymosin beta-10, epithelial discoidin domain receptor 1, replication factor C, putative transcription factor DB1, alpha catenin, transforming growth factor-beta 1, prohibitin, p53-regulating protein and neu differentiation factor. Among the downregulated genes in DCs were genes that encode proteins of cell cycle regulation: mitotic growth and transcription activator, platelet-derived growth factor receptor-beta subunit, interleukin 2 receptor (IL-2R)-gamma subunit, IL-7R-alpha subunit, leucocyte interferon-gamma (IFN-gamma) and granulocyte-macrophage colony-stimulating factor receptor (GM-CSFR). Semi-quantitative reverse transcription-polymerase chain reaction method confirmed the upregulated expression levels in DCs for TNFRII, TNF-alpha, alpha catenin and downregulation of IFN-gamma, GM-CSFR on four different donor samples of DCs and monocytes. Moreover, our data show the presence of a 'switch-on' step for the TNF-alpha and TNFRII gene expression in immature DCs for further differentiation into mature DCs.
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Affiliation(s)
- N Lapteva
- Department of Human Genetics, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
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Kazan K, Schenk PM, Wilson I, Manners JM. DNA microarrays: new tools in the analysis of plant defence responses. MOLECULAR PLANT PATHOLOGY 2001; 2:177-185. [PMID: 20573005 DOI: 10.1046/j.1364-3703.2001.00061.x] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Summary Large-scale DNA sequencing is providing information on the number and organization of genes and genomes of plant species and their pathogens. The next phase is to identify gene functions and gene networks with key roles in compatible and incompatible plant-pathogen interactions. DNA microarrays can provide information on the expression patterns of thousands of genes in parallel. The application of this technology is already revealing new features of plant-pathogen interactions and will be a key tool for a wide range of experiments in molecular plant pathology.
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Affiliation(s)
- K Kazan
- Long Pocket Laboratories, 120 Meiers Road, Indooroopilly Brisbane, QLD 4067, Australia
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Duvick J. Prospects for reducing fumonisin contamination of maize through genetic modification. ENVIRONMENTAL HEALTH PERSPECTIVES 2001; 109 Suppl 2:337-42. [PMID: 11359705 PMCID: PMC1240685 DOI: 10.1289/ehp.01109s2337] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Fumonisins (FB) are mycotoxins found in (italic)Fusarium verticillioides-infected maize grain worldwide. Attention has focused on FBs because of their widespread occurrence, acute toxicity to certain livestock, and their potential carcinogenicity. FBs are present at low levels in most field-grown maize but may spike to high levels depending on both the environment and genetics of the host plant. Among the strategies for reducing risk of FB contamination in maize supplied to the market, development and deployment of Fusarium ear mold-resistant maize germplasm is a high priority. Breeding for increased ear mold tolerance and reduced mycotoxin levels is being practiced today in both commercial and public programs, but the amount of resistance achievable may be limited due to complicated genetics and/or linkage to undesirable agronomic traits. Molecular markers can be employed to speed up the incorporation of chromosomal regions that have a quantitative effect on resistance (quantitative trait loci). Transgenic approaches to ear mold/mycotoxin resistance are now feasible as well. These potentially include genetically enhanced resistance to insect feeding, increased fungal resistance, and detoxification/prevention of mycotoxins in the grain. An example of the first of these approaches is already on the market, namely transgenic maize expressing Bacillus thuringiensis (Bt) toxin, targeted to the European corn borer. Some Bt maize hybrids have the potential to reduce FB levels in field-harvested grain, presumably through reduced feeding of Bt-susceptible insects in ear tissues. However, improved ear mold resistance per se is still an important goal, as the plant will still be vulnerable to noninsect routes of entry to (italic)Fusarium. A second approach, transgene-mediated control of the ability of Fusarium to infect and colonize the ear, could potentially be achieved through overexpression of specific antifungal proteins and metabolites, or enhancement of the plant's own defense systems in kernel tissues. This has not yet been accomplished in maize, although promising results have been obtained recently in other monocots versus other fungal and bacterial pathogens. Achieving reproducible and stable enhanced ear mold resistance under field conditions will be immensely challenging for biotechnologists. A third approach, transgene strategies aimed at preventing mycotoxin biosynthesis, or detoxifying mycotoxins in planta, could provide further protection for the grower in environments where FBs present a risk to the crop even when the maize is relatively resistant to Fusarium mold. In one example of such a strategy, enzymes that degrade FBs have been identified in a filamentous saprophytic fungus isolated from maize, and corresponding genes have been cloned and are currently being tested in transgenic maize.
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Affiliation(s)
- J Duvick
- Disease Resistance Group, Trait and Technology Division, Pioneer Hi-Bred, International, Inc., Johnston, Iowa, USA.
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Abstract
Transgenic crops are very much in the news due to the increasing public debate on their acceptance. In the scientific community though, transgenic plants are proving to be powerful tools to study various aspects of plant sciences. The emerging scientific revolution sparked by genomics based technologies is producing enormous amounts of DNA sequence information that, together with plant transformation methodology, is opening up new experimental opportunities for functional genomics analysis. An overview is provided here on the use of transgenic technology for the functional analysis of plant genes in model plants and a link made to their utilization in transgenic crops. In transgenic plants, insertional mutagenesis using heterologous maize transposons or Agrobacterium mediated T-DNA insertions, have been valuable tools for the identification and isolation of genes that display a mutant phenotype. To discover functions of genes that do not display phenotypes when mutated, insertion sequences have been engineered to monitor or change the expression pattern of adjacent genes. These gene detector insertions can detect adjacent promoters, enhancers or gene exons and precisely reflect the expression pattern of the tagged gene. Activation tag insertions can mis-express the adjacent gene and confer dominant phenotypes that help bridge the phenotype gap. Employment of various forms of gene silencing technology broadens the scope of recovering knockout phenotypes for genes with redundant function. All these transgenic strategies describing gene-phenotype relationships can be addressed by high throughput reverse genetics methods that will help provide functions to the genes discovered by genome sequencing. The gene functions discovered by insertional mutagenesis and silencing strategies along with expression pattern analysis will provide an integrated functional genomics perspective and offer unique applications in transgenic crops.
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Affiliation(s)
- A Pereira
- Plant Research International, Wageningen, The Netherlands.
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Cole J, Tsou R, Wallace K, Gibran N, Isik F. COMPARISON OF NORMAL HUMAN SKIN GENE EXPRESSION USING CDNA MICROARRAYS. Wound Repair Regen 2001; 9:77-85. [PMID: 11350645 DOI: 10.1046/j.1524-475x.2001.00077.x] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Perturbations in normal wound healing may be traced to perturbations in gene expression in uninjured skin. In order to decipher normal and abnormal genetic responses to cutaneous injury, baseline gene expression in uninjured skin must first be defined. There is little data on gene expression profiles of normal human skin, i.e., which genes tend to be variable in expression and which tend to remain comparable. Therefore this study was designed to determine the degree of variability in human skin mRNA expression. Samples of normal skin were obtained from 9 healthy females undergoing breast reduction surgery. RNA was extracted, reverse transcribed into radiolabeled cDNA and hybridized onto cDNA microarrays of approximately 4400 genes. Gene expression intensities from the 9 samples were normalized and compared as a ratio of highest/lowest expression intensity. Deviation greater than 2 standard deviations from the mean of each gene was used as a cut-off. Seventy-one genes (1.7%) were substantially variable in their expression. These included genes coding for transport proteins, gene transcription, cell signaling proteins, and cell surface proteins. We found minimal variability in the matrix genes, growth factor genes and other groups of genes that are the most often studied in wound healing research. A small but definite variability in gene expression across 9 samples of clinically comparable specimens of normal skin was detected. This is in keeping with clinical observations of the variability in normal skin across individuals. These data provide high-throughput comparison of normal skin gene expression and suggest new molecules that may be studied in skin biology and perhaps, wound repair.
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Affiliation(s)
- J Cole
- Department of Surgery, VA Puget Sound Health Care System, Harborview Medical Center and University of Washington Medical Center, Seattle, Washington 98195, USA
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44
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McLaren JS. Agricultural biotechnology: myth and measurement. MOLECULAR DIAGNOSIS : A JOURNAL DEVOTED TO THE UNDERSTANDING OF HUMAN DISEASE THROUGH THE CLINICAL APPLICATION OF MOLECULAR BIOLOGY 2000; 5:257-65. [PMID: 11172489 DOI: 10.1007/bf03262086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
The title of this article could easily have been "The Inquisition, The First 100 Million Acres, and Future Quantification Challenges." After approximately 20 years of research, transgenic crops have made it through the maze of scientific and regulatory testing to reach commercial practice and have been adopted at a rapid rate. Plant scientists and growers have quickly recognized the extensive portfolio of benefits that can be obtained: it is analogous to the discovery of electricity (biotech) in a world of candles (conventional breeding). Despite the potential for advancement, a few groups have revolted against biotechnological crops. Misinformation has been used to capture headlines, and good scientific research principles have been castigated by self-appointed judges. Conversely, the probiotech camp has not been good at communicating in a broadly understandable manner, but they have the weight of scientific evidence on their side. There are 100 million acres of commercial transgenic crops, and more than 30,000 intensive field trials have been performed, but not one shred of reproducible evidence indicates that biotechnological crops are dangerous, unsafe, or a threat to the environment. Looking ahead, dozens of new beneficial traits are being explored in laboratories across the world, and their application will bring new issues and more difficult challenges. For example, several genes may be stacked in different combinations to provide trait sets with various levels of added value. These crops will no longer be traded as bulk-mixed commodities; therefore, some mechanism will be required to measure the value at each transaction point. The need to develop standards, operating procedures, and devices for accurate, real-time quantification of multiple possible trait sets may be one of the major limitations to rapid future progress in some sectors of crop biotechnology.
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Affiliation(s)
- J S McLaren
- Inverizon International, Inc, 2214 Stoneridge Terrace Ct., Chesterfield, MO 63017, USA.
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Fiehn O, Kopka J, Dörmann P, Altmann T, Trethewey RN, Willmitzer L. Metabolite profiling for plant functional genomics. Nat Biotechnol 2000; 18:1157-61. [PMID: 11062433 DOI: 10.1038/81137] [Citation(s) in RCA: 1255] [Impact Index Per Article: 50.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Multiparallel analyses of mRNA and proteins are central to today's functional genomics initiatives. We describe here the use of metabolite profiling as a new tool for a comparative display of gene function. It has the potential not only to provide deeper insight into complex regulatory processes but also to determine phenotype directly. Using gas chromatography/mass spectrometry (GC/MS), we automatically quantified 326 distinct compounds from Arabidopsis thaliana leaf extracts. It was possible to assign a chemical structure to approximately half of these compounds. Comparison of four Arabidopsis genotypes (two homozygous ecotypes and a mutant of each ecotype) showed that each genotype possesses a distinct metabolic profile. Data mining tools such as principal component analysis enabled the assignment of "metabolic phenotypes" using these large data sets. The metabolic phenotypes of the two ecotypes were more divergent than were the metabolic phenotypes of the single-loci mutant and their parental ecotypes. These results demonstrate the use of metabolite profiling as a tool to significantly extend and enhance the power of existing functional genomics approaches.
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Affiliation(s)
- O Fiehn
- Max Planck Institute of Molecular Plant Physiology, 14424 Potsdam, Germany.
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46
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Hasegawa PM, Bressan RA, Zhu JK, Bohnert HJ. PLANTCELLULAR ANDMOLECULARRESPONSES TOHIGHSALINITY. ACTA ACUST UNITED AC 2000; 51:463-499. [PMID: 15012199 DOI: 10.1146/annurev.arplant.51.1.463] [Citation(s) in RCA: 1699] [Impact Index Per Article: 68.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Plant responses to salinity stress are reviewed with emphasis on molecular mechanisms of signal transduction and on the physiological consequences of altered gene expression that affect biochemical reactions downstream of stress sensing. We make extensive use of comparisons with model organisms, halophytic plants, and yeast, which provide a paradigm for many responses to salinity exhibited by stress-sensitive plants. Among biochemical responses, we emphasize osmolyte biosynthesis and function, water flux control, and membrane transport of ions for maintenance and re-establishment of homeostasis. The advances in understanding the effectiveness of stress responses, and distinctions between pathology and adaptive advantage, are increasingly based on transgenic plant and mutant analyses, in particular the analysis of Arabidopsis mutants defective in elements of stress signal transduction pathways. We summarize evidence for plant stress signaling systems, some of which have components analogous to those that regulate osmotic stress responses of yeast. There is evidence also of signaling cascades that are not known to exist in the unicellular eukaryote, some that presumably function in intercellular coordination or regulation of effector genes in a cell-/tissue-specific context required for tolerance of plants. A complex set of stress-responsive transcription factors is emerging. The imminent availability of genomic DNA sequences and global and cell-specific transcript expression data, combined with determinant identification based on gain- and loss-of-function molecular genetics, will provide the infrastructure for functional physiological dissection of salt tolerance determinants in an organismal context. Furthermore, protein interaction analysis and evaluation of allelism, additivity, and epistasis allow determination of ordered relationships between stress signaling components. Finally, genetic activation and suppression screens will lead inevitably to an understanding of the interrelationships of the multiple signaling systems that control stress-adaptive responses in plants.
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Affiliation(s)
- Paul M. Hasegawa
- Center for Plant Environmental Stress Physiology, 1165 Horticulture Building, Purdue University, West Lafayette, Indiana 47907-1165; e-mail: , Departments of 1 Plant Sciences and 2Biochemistry, University of Arizona, Tucson, Arizona 85721; e-mail:
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47
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Abstract
Genomic approaches are beginning to revolutionize our understanding of plant disease resistance. Large-scale sequencing will reveal the detailed organization of resistance-gene clusters and the genetic mechanisms involved in generating new resistance specificities. Global functional analyses will elucidate the complex regulatory networks and the diversity of proteins involved in resistance and susceptibility.
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Affiliation(s)
- R Michelmore
- Department of Vegetable Crops, University of California, Davis 95616, USA.
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48
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Abstract
When completed this year, the Arabidopsis genome will represent the first plant genome to be fully sequenced. This sequence information, together with the large collection of expressed sequence tags, has established the basics for new approaches to studying gene expression patterns in plants on a global scale. We can now look at biology from the perspective of the whole genome. This revolution in the study of how all genes in an organism respond to certain stimuli has encouraged us to think in new dimensions. Expression profiles can be determined over a range of experimental conditions and organized into patterns that are diagnostic for the biological state of the cell. The field of genome-wide expression in plants has yet to produce its fruit; however, the current application of microarrays in yeast and human research foreshadows the diverse applications this technology could have in plant biology and agriculture.
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Affiliation(s)
- R Schaffer
- Michigan State University, East Lansing, MI 48824, USA
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49
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Cushman JC, Bohnert HJ. Genomic approaches to plant stress tolerance. CURRENT OPINION IN PLANT BIOLOGY 2000; 3:117-24. [PMID: 10712956 DOI: 10.1016/s1369-5266(99)00052-7] [Citation(s) in RCA: 251] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Past efforts to improve plant tolerance to drought, high salinity and low-temperature through breeding and genetic engineering have had limited success owing to the genetic complexity of stress responses. Progress is now anticipated through comparative genomics studies of an evolutionarily diverse set of model organisms, and through the use of techniques such as high-throughput analysis of expressed sequence tags, large-scale parallel analysis of gene expression, targeted or random mutagenesis, and gain-of-function or mutant complementation. The discovery of novel genes, determination of their expression patterns in response to abiotic stress, and an improved understanding of their roles in stress adaptation (obtained by the use of functional genomics) will provide the basis of effective engineering strategies leading to greater stress tolerance.
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Affiliation(s)
- J C Cushman
- Department of Biochemistry/Molecular Biology, Oklahoma State University, Stillwater 74078, USA.
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50
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Richmond T, Somerville S. Chasing the dream: plant EST microarrays. CURRENT OPINION IN PLANT BIOLOGY 2000; 3:108-116. [PMID: 10712953 DOI: 10.1016/s1369-5266(99)00049-7] [Citation(s) in RCA: 56] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
DNA microarray technology is poised to make an important contribution to the field of plant biology. Stimulated by recent funding programs, expressed sequence tag sequencing and microarray production either has begun or is being contemplated for most economically important plant species. Although the DNA microarray technology is still being refined, the basic methods are well established. The real challenges lie in data analysis and data management. To fully realize the value of this technology, centralized databases that are capable of storing microarray expression data and managing information from a variety of sources will be needed. These information resources are under development and will help usher in a new era in plant functional genomics.
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Affiliation(s)
- T Richmond
- Department of Plant Biology, Carnegie Institution of Washington, Stanford 94305, USA.
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