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1.
BMC Plant Biol ; 23(1): 283, 2023 May 27.
Article in English | MEDLINE | ID: mdl-37245001

ABSTRACT

BACKGROUND: With ongoing climate change, drought events are severely limiting barley production worldwide and pose a significant risk to the malting, brewing and food industry. The genetic diversity inherent in the barley germplasm offers an important resource to develop stress resiliency. The purpose of this study was to identify novel, stable, and adaptive Quantitative Trait Loci (QTL), and candidate genes associated with drought tolerance. A recombinant inbred line (RIL) population (n = 192) developed from a cross between the drought tolerant 'Otis' barley variety, and susceptible 'Golden Promise'(GP) was subjected to short-term progressive drought during heading in the biotron. This population was also evaluated under irrigated and rainfed conditions in the field for yields and seed protein content. RESULTS: Barley 50k iSelect SNP Array was used to genotype the RIL population to elucidate drought-adaptive QTL. Twenty-three QTL (eleven for seed weight, eight for shoot dry weight and four for protein content) were identified across several barley chromosomes. QTL analysis identified genomic regions on chromosome 2 and 5 H that appear to be stable across both environments and accounted for nearly 60% variation in shoot weight and 17.6% variation in seed protein content. QTL at approximately 29 Mbp on chromosome 2 H and 488 Mbp on chromosome 5 H are in very close proximity to ascorbate peroxidase (APX) and in the coding sequence of the Dirigent (DIR) gene, respectively. Both APX and DIR are well-known key players in abiotic stress tolerance in several plants. In the quest to identify key recombinants with improved tolerance to drought (like Otis) and good malting profiles (like GP), five drought tolerant RILs were selected for malt quality analysis. The selected drought tolerant RILs exhibited one or more traits that were outside the realms of the suggested limits for acceptable commercial malting quality. CONCLUSIONS: The candidate genes can be used for marker assisted selection and/or genetic manipulation to develop barley cultivars with improved tolerance to drought. RILs with genetic network reshuffling necessary to generate drought tolerance of Otis and favorable malting quality attributes of GP may be realized by screening a larger population.


Subject(s)
Hordeum , Quantitative Trait Loci , Quantitative Trait Loci/genetics , Chromosome Mapping , Hordeum/genetics , Droughts , Gene Regulatory Networks , Phenotype , Seeds/genetics
2.
Genomics ; 112(2): 1829-1839, 2020 03.
Article in English | MEDLINE | ID: mdl-31669702

ABSTRACT

One of the major mechanisms of post-transcriptional gene regulation is achieved by proteins bearing well-defined sequence motifs involved in 'RNA binding'. In eukaryotes, RNA binding proteins (RBPs) are key players of RNA metabolism that includes synthesis, processing, editing, modifying, transport, storage and stability of RNA. In plants, the family of RBPs is vastly expanded compared to other eukaryotes including humans. In this study we identified 363 RBPs in the barley genome. Gene ontology enrichment analysis of barley RBPs indicated these proteins were in all the major cellular compartments and associated with key biological processes including translation, splicing, seed development and stress signaling. Members with the classical RNA binding motifs such as the RNA recognition motif (RRM), KH domain, Helicase, CRM, dsRNA and Pumilio were identified in the repertoire of barley RBPs. Similar to Arabidopsis, the RRM containing RBPs were the most abundant in barley genome. In-depth analysis of the RRM containing proteins - polyA binding proteins, Ser/Arg rich proteins and Glycine-rich RBPs were undertaken. Reanalysis of the proteome dataset of various stages during barley malting identified 38 RBPs suggesting an important role for these proteins during the malting process. This survey provides a systematic analysis of barley RBPs and serves as the basis for the further functional characterization of this important family of proteins.


Subject(s)
Genome, Plant , Hordeum/genetics , Plant Proteins/genetics , RNA-Binding Proteins/genetics , RNA/metabolism , Binding Sites , Germination , Hordeum/growth & development , Hordeum/metabolism , Plant Proteins/chemistry , Plant Proteins/metabolism , Protein Binding , RNA Splicing , RNA-Binding Proteins/chemistry , RNA-Binding Proteins/metabolism , Signal Transduction
3.
Physiol Plant ; 165(2): 277-289, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30238998

ABSTRACT

Drought and heat stress are two major abiotic stresses that tend to co-occur in nature. Recent climate change models predict that the frequency and duration of periods of high temperatures and moisture-deficits are on the rise and can be detrimental to crop production and hence a serious threat for global food security. In this study we examined the impact of short-term heat, drought and combined heat and drought stress on four barley varieties. These stresses were applied during vegetative stage or during heading stages. The impact on root and shoot biomass as well as seed yields were analyzed. This study demonstrated that sensitivity to combined stress was generally greater than heat or drought individually, and greater when imposed at heading than at the vegetative stages. Micromalted seeds collected from plants stressed during heading showed differences in malt extract, beta-glucan content and percent soluble protein. Screening barley germplasm during heading stage is recommended to identify novel sources of tolerance to combined stress. Apart from seed yield, assessing the seed quality traits of concern for the stakeholders and/or consumers should be an integral part of breeding programs for developing new barley varieties with improved heat and drought stress tolerance.


Subject(s)
Droughts , Environment, Controlled , Hordeum/growth & development , Hordeum/physiology , Hot Temperature , Biomass , Plant Proteins/metabolism , Plant Roots/physiology , Plant Shoots/physiology , Seeds/growth & development , Stress, Physiological
4.
Int J Mol Sci ; 21(1)2019 Dec 26.
Article in English | MEDLINE | ID: mdl-31887991

ABSTRACT

Barley seeds are one of the main ingredients of the malting industry for brewing beer. The barley rootlets that are separated from the kilned seeds at the end of the malting process and used as animal feed are one of the byproducts of this industry. In this study, the proteome of rootlets derived from two stages of the malting process, germination and kilning, from a popular malting barley variety were analyzed. A label-free shotgun proteomics strategy was used to identify more than 800 proteins from the barley rootlets. A high coverage and high confidence Gene Ontology annotations of the barley genome was used to facilitate the functional annotation of the proteins that were identified in the rootlets. An analysis of these proteins using Kellogg Encyclopedia of Genes and Genomes (KEGG) and Plant Reactome databases indicated the enrichment of pathways associated with phytohormones, protein biosynthesis, secondary metabolism, and antioxidants. Increased levels of jasmonic acid and auxin in the rootlets further supported the in silico analysis. As a rich source of proteins and amino acids use of these by-products of the malting industry for animal feed is validated. This study also indicates rootlets as a potential source of naturally occurring phenylpropanoids and antioxidants that can be further exploited in the development of functional foods.


Subject(s)
Hordeum/growth & development , Plant Proteins/metabolism , Proteomics/methods , Antioxidants/metabolism , Biosynthetic Pathways , Chromatography, Liquid , Cyclopentanes/metabolism , Germination , Hordeum/metabolism , Indoleacetic Acids/metabolism , Molecular Sequence Annotation , Oxylipins/metabolism , Propanols/metabolism , Seeds/growth & development , Seeds/metabolism , Tandem Mass Spectrometry
5.
Proteomics ; 18(15): e1800025, 2018 08.
Article in English | MEDLINE | ID: mdl-29952130

ABSTRACT

Malt derived from barley malting is an essential raw material for beer brewing. In this study, we performed the first dynamic proteome survey during barley malting using a gel-free proteomics approach. This entailed in-solution tryptic digestion of precipitated proteins and analysis of peptides by nanoliquid chromatography coupled with tandem mass spectrometry. A total of 1418 proteins were identified from the five malting stages: Steep, 1, 3, 5 days after germination, and end of Kiln. About 900 proteins identified in this analysis were uncharacterized or predicted proteins. Integrating information from Uniprot90, Uniprot50, Pfam, Interpro databases and gene ontologies from EnsemblPlants, 796 of the predicted and uncharacterized proteins were provided functional annotations. Nearly 63% of the identified proteins were present during all the five time points suggesting a coordinated activation of major metabolic pathways during malting. GO enrichment analysis showed over-representation of proteins associated with translation, carbohydrate metabolism, and stress response. Analysis of variance of the spectral counts of proteins present in all the five malting stages identified 205 proteins with significant differences in their abundance. Proteins associated with carbohydrate metabolism especially enzyme activity regulation provide novel targets for malting barley breeding and for predicting malting quality.


Subject(s)
Hordeum/metabolism , Mass Spectrometry/methods , Plant Proteins/metabolism , Proteome/analysis , Seeds/metabolism , Spatio-Temporal Analysis , Gene Ontology , Hordeum/genetics , Hordeum/growth & development , Plant Proteins/genetics , Seeds/growth & development
6.
BMC Genomics ; 18(1): 44, 2017 01 06.
Article in English | MEDLINE | ID: mdl-28061743

ABSTRACT

BACKGROUND: Barley seed proteins are of prime importance to the brewing industry, human and animal nutrition and in plant breeding for cultivar identification. To obtain comprehensive proteomic data from seeds, total protein from a two-rowed (Conrad) and a six-rowed (Lacey) barley cultivar were precipitated in acetone, digested in-solution, and the resulting peptides were analyzed by nano-liquid chromatography coupled with tandem mass spectrometry. RESULTS: The raw mass spectra data searched against Uniprot's Barley database using in-house Mascot search engine identified 1168 unique proteins. Gene Ontology (GO) analysis indicated that the majority of the seed proteins were cytosolic, with catalytic activity and associated with carbohydrate metabolism. Spectral counting analysis showed that there are 20 differentially abundant seed proteins between the two-rowed Conrad and six-rowed Lacey cultivars. CONCLUSION: This study paves the way for the use of a top-down gel-free proteomics strategy in barley for investigating more complex traits such as malting quality. Differential abundance of hordoindoline proteins impact the seed hardness trait of barley cultivars.


Subject(s)
Hordeum/metabolism , Proteomics/methods , Seeds/metabolism , Chromatography, Liquid , Gene Ontology , Hordeum/genetics , Mass Spectrometry , Plant Proteins/genetics , Plant Proteins/metabolism , Proteome/genetics , Proteome/metabolism
7.
Genomics ; 105(1): 31-8, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25451743

ABSTRACT

Arabidopsis nudix hydrolase 7 (AtNudt7) plays an important role in regulating redox homeostasis during stress/defense signaling and seed germination. The early responsiveness of AtNudt7 provides a useful marker especially during oxidative cell death in plants. Nuclear run-on assays demonstrate that AtNudt7 is transcriptionally regulated. AtNUDT7 promoter-GUS transgenic plants show rapid inducibility in response to ozone and pathogens. A 16-bp insertion containing a GCC-box motif was identified in the promoter of a Ws-2 ecotype and was absent in Col-0. The 16-bp sequence was identified in 5% of the Arabidopsis ecotypes used in the 1001 genome sequencing project. The kinetics of expression of Ethylene Response Factor 1 (ERF1), a GCC-box binding factor is in synchrony with expression of AtNudt7 in response to ozone stress. ERF1 protein binds to the GCC-box motif in the AtNUDT7 promoter. In silico analysis of erf1 mutant and overexpressor lines supports a role for this protein in regulating AtNUDT7 expression.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/enzymology , Oxidants, Photochemical/pharmacology , Ozone/pharmacology , Peptide Termination Factors/metabolism , Pyrophosphatases/genetics , Arabidopsis/classification , Arabidopsis/genetics , Arabidopsis/physiology , Arabidopsis Proteins/genetics , Computer Simulation , Ecotype , Gene Expression Regulation, Plant , Nucleotide Motifs , Plants, Genetically Modified/enzymology , Plants, Genetically Modified/genetics , Promoter Regions, Genetic , Pyrophosphatases/metabolism , Nudix Hydrolases
8.
BMC Bioinformatics ; 15 Suppl 11: S15, 2014.
Article in English | MEDLINE | ID: mdl-25350584

ABSTRACT

BACKGROUND: Laccases (E.C. 1.10.3.2) are multi-copper oxidases that have gained importance in many industries such as biofuels, pulp production, textile dye bleaching, bioremediation, and food production. Their usefulness stems from the ability to act on a diverse range of phenolic compounds such as o-/p-quinols, aminophenols, polyphenols, polyamines, aryl diamines, and aromatic thiols. Despite acting on a wide range of compounds as a family, individual Laccases often exhibit distinctive and varied substrate ranges. This is likely due to Laccases involvement in many metabolic roles across diverse taxa. Classification systems for multi-copper oxidases have been developed using multiple sequence alignments, however, these systems seem to largely follow species taxonomy rather than substrate ranges, enzyme properties, or specific function. It has been suggested that the roles and substrates of various Laccases are related to their optimal pH. This is consistent with the observation that fungal Laccases usually prefer acidic conditions, whereas plant and bacterial Laccases prefer basic conditions. Based on these observations, we hypothesize that a descriptor-based unsupervised learning system could generate homology independent classification system for better describing the functional properties of Laccases. RESULTS: In this study, we first utilized unsupervised learning approach to develop a novel homology independent Laccase classification system. From the descriptors considered, physicochemical properties showed the best performance. Physicochemical properties divided the Laccases into twelve subtypes. Analysis of the clusters using a t-test revealed that the majority of the physicochemical descriptors had statistically significant differences between the classes. Feature selection identified the most important features as negatively charges residues, the peptide isoelectric point, and acidic or amidic residues. Secondly, to allow for classification of new Laccases, a supervised learning system was developed from the clusters. The models showed high performance with an overall accuracy of 99.03%, error of 0.49%, MCC of 0.9367, precision of 94.20%, sensitivity of 94.20%, and specificity of 99.47% in a 5-fold cross-validation test. In an independent test, our models still provide a high accuracy of 97.98%, error rate of 1.02%, MCC of 0.8678, precision of 87.88%, sensitivity of 87.88% and specificity of 98.90%. CONCLUSION: This study provides a useful classification system for better understanding of Laccases from their physicochemical properties perspective. We also developed a publically available web tool for the characterization of Laccase protein sequences (http://lacsubpred.bioinfo.ucr.edu/). Finally, the programs used in the study are made available for researchers interested in applying the system to other enzyme classes (https://github.com/tweirick/SubClPred).


Subject(s)
Laccase/classification , Software , Artificial Intelligence , Bacteria/enzymology , Computer Simulation , Fungi/enzymology , Laccase/chemistry , Laccase/genetics , Phylogeny , Plants/enzymology , Protein Structure, Tertiary , Sequence Alignment , Sequence Analysis, Protein
9.
Planta ; 239(5): 1015-25, 2014 May.
Article in English | MEDLINE | ID: mdl-24504697

ABSTRACT

Arabidopsis nudix hydrolase 7 (Atnudt7) mutants exhibit reduced seed germination phenotype following after-ripening. The role of AtNUDT7 in seeds and during early stages of imbibition was examined. Seeds of Atnudt7-1 and Col-0 following 3 days of imbibition were used to profile changes in NADH- and ADP-ribose pyrophosphohydrolase enzyme activities, expression of nudix family genes closely related to AtNudt7, and AtNUDT7 protein levels. Changes in pyridine nucleotides, phytohormones, reactive oxygen species and poly(ADP-ribose) levels in after-ripened seeds and 1 day after imbibition were also analyzed. Changes in AtNUDT7 gene expression, protein levels and enzyme activities in WT seeds and during early stages of imbibition were correlated. Atnudt7-1 seeds lacked NADH pyrophosphohydrolase activity that led to very high catabolic redox charge. Abscisic acid (ABA) levels were higher in Atnudt7-1 mutant while salicylic acid, gibberellic acid, and reactive oxygen species (ROS) levels were higher in WT seeds. In Atnudt7-1, there was excess ROS accumulation 1 day after imbibition. PAR levels were significantly higher in Atnudt7-1 mutant when compared to WT during imbibition. Based on these observations, we conclude NADH pyrophosphohydrolase activity conferred by AtNUDT7 is important for NAD:NADH homeostasis in seeds. Perturbations to this key redox couple alter ABA and ROS levels in the seeds that in turn lowers germination.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/enzymology , Arabidopsis/growth & development , Germination , Pyrophosphatases/metabolism , Seeds/enzymology , Seeds/growth & development , Abscisic Acid/metabolism , Arabidopsis Proteins/genetics , DNA, Bacterial/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant , Genes, Plant , Germination/genetics , Gibberellins/metabolism , Models, Biological , Mutagenesis, Insertional/genetics , Mutation/genetics , NAD/metabolism , Poly Adenosine Diphosphate Ribose/metabolism , Pyrophosphatases/genetics , Reactive Oxygen Species/metabolism , Real-Time Polymerase Chain Reaction
10.
J Exp Bot ; 65(8): 2093-106, 2014 May.
Article in English | MEDLINE | ID: mdl-24700621

ABSTRACT

The moss Physcomitrella patens is an ideal model plant to study plant developmental processes. To better understand the mechanism of protoplast regeneration, a phosphoproteome analysis was performed. Protoplasts were prepared from protonemata. By 4 d of protoplast regeneration, the first cell divisions had ensued. Through a highly selective titanium dioxide (TiO2)-based phosphopeptide enrichment method and mass spectrometric technology, more than 300 phosphoproteins were identified as protoplast regeneration responsive. Of these, 108 phosphoproteins were present on day 4 but not in fresh protoplasts or those cultured for 2 d. These proteins are catalogued here. They were involved in cell-wall metabolism, transcription, signal transduction, cell growth/division, and cell structure. These protein functions are related to cell morphogenesis, organogenesis, and development adjustment. This study presents a comprehensive analysis of phosphoproteome involved in protoplast regeneration and indicates that the mechanism of plant protoplast regeneration is similar to that of postembryonic development.


Subject(s)
Bryopsida/physiology , Phosphoproteins/genetics , Plant Proteins/genetics , Proteome/genetics , Protoplasts/physiology , Bryopsida/genetics , Bryopsida/growth & development , Chromatography, Liquid , Phosphoproteins/metabolism , Plant Proteins/metabolism , Polymerase Chain Reaction , Proteome/metabolism , Protoplasts/cytology , Regeneration , Tandem Mass Spectrometry
11.
BMC Plant Biol ; 13: 153, 2013 Oct 06.
Article in English | MEDLINE | ID: mdl-24093800

ABSTRACT

BACKGROUND: Global warming predictions indicate that temperatures will increase by another 2-6°C by the end of this century. High temperature is a major abiotic stress limiting plant growth and productivity in many areas of the world. Switchgrass (Panicum virgatum L.) is a model herbaceous bioenergy crop, due to its rapid growth rate, reliable biomass yield, minimal requirements of water and nutrients, adaptability to grow on marginal lands and widespread distribution throughout North America. The effect of high temperature on switchgrass physiology, cell wall composition and biomass yields has been reported. However, there is void in the knowledge of the molecular responses to heat stress in switchgrass. RESULTS: We conducted long-term heat stress treatment (38°/30°C, day/night, for 50 days) in the switchgrass cultivar Alamo. A significant decrease in the plant height and total biomass was evident in the heat stressed plants compared to controls. Total RNA from control and heat stress samples were used for transcriptome analysis with switchgrass Affymetrix genechips. Following normalization and pre-processing, 5365 probesets were identified as differentially expressed using a 2-fold cutoff. Of these, 2233 probesets (2000 switchgrass unigenes) were up-regulated, and 3132 probesets (2809 unigenes) were down-regulated. Differential expression of 42 randomly selected genes from this list was validated using RT-PCR. Rice orthologs were retrieved for 78.7% of the heat stress responsive switchgrass probesets. Gene ontology (GOs) enrichment analysis using AgriGO program showed that genes related to ATPase regulator, chaperone binding, and protein folding was significantly up-regulated. GOs associated with protein modification, transcription, phosphorus and nitrogen metabolic processes, were significantly down-regulated by heat stress. CONCLUSIONS: Plausible connections were identified between the identified GOs, physiological responses and heat response phenotype observed in switchgrass plants. Comparative transcriptome analysis in response to heat stress among four monocots - switchgrass, rice, wheat and maize identified 16 common genes, most of which were associated with protein refolding processes. These core genes will be valuable biomarkers for identifying heat sensitive plant germplasm since they are responsive to both short duration as well as chronic heat stress treatments, and are also expressed in different plant growth stages and tissue types.


Subject(s)
Panicum/genetics , Gene Expression Regulation, Plant , Heat-Shock Response/genetics , Heat-Shock Response/physiology , Oryza/genetics , Oryza/physiology , Panicum/physiology , Plant Proteins/genetics , Transcriptome , Triticum/genetics , Triticum/physiology
12.
Plant Cell Environ ; 36(3): 706-20, 2013 Mar.
Article in English | MEDLINE | ID: mdl-22946485

ABSTRACT

Drought and tropospheric ozone are escalating climate change problems that can co-occur. In this study, we observed Medicago truncatula cultivar Jemalong that is sensitive to ozone and drought stress when applied singly, showed tolerance when subjected to a combined application of these stresses. Lowered stomatal conductance may be a vital tolerance mechanism to overcome combined ozone and drought. Sustained increases in both reduced ascorbate and glutathione in response to combined stress may play a role in lowering reactive oxygen species and nitric oxide toxicity. Transcriptome analysis indicated that genes associated with glucan metabolism, responses to temperature and light signalling may play a role in dampening ozone responses due to drought-induced stomatal closure during combined occurrence of these two stresses. Gene ontologies for jasmonic acid signalling and innate immunity were enriched among the 300 differentially expressed genes unique to combined stress. Differential expression of transcription factors associated with redox, defence signalling, jasmonate responses and chromatin modifications may be important for evoking novel gene networks during combined occurrence of drought and ozone. The alterations in redox milieu and distinct transcriptome changes in response to combined stress could aid in tweaking the metabolome and proteome to annul the detrimental effects of ozone and drought in Jemalong.


Subject(s)
Droughts , Medicago truncatula/metabolism , Ozone/metabolism , Water/physiology , Chlorophyll/metabolism , Dehydroascorbic Acid/metabolism , Gene Expression , Gene Expression Regulation, Plant , Glutathione/metabolism , Nitric Oxide/metabolism , Phenotype , Photosynthesis , Plant Stomata/physiology , Plant Transpiration , Reactive Oxygen Species/metabolism
13.
Front Plant Sci ; 13: 1066421, 2022.
Article in English | MEDLINE | ID: mdl-36570886

ABSTRACT

Drought and heat stress substantially impact plant growth and productivity. When subjected to drought or heat stress, plants exhibit reduction in growth resulting in yield losses. The occurrence of these two stresses together intensifies their negative effects. Unraveling the molecular changes in response to combined abiotic stress is essential to breed climate-resilient crops. In this study, transcriptome profiles were compared between stress-tolerant (Otis), and stress-sensitive (Golden Promise) barley genotypes subjected to drought, heat, and combined heat and drought stress for five days during heading stage. The major differences that emerged from the transcriptome analysis were the overall number of differentially expressed genes was relatively higher in Golden Promise (GP) compared to Otis. The differential expression of more than 900 transcription factors in GP and Otis may aid this transcriptional reprogramming in response to abiotic stress. Secondly, combined heat and water deficit stress results in a unique and massive transcriptomic response that cannot be predicted from individual stress responses. Enrichment analyses of gene ontology terms revealed unique and stress type-specific adjustments of gene expression. Weighted Gene Co-expression Network Analysis identified genes associated with RNA metabolism and Hsp70 chaperone components as hub genes that can be useful for engineering tolerance to multiple abiotic stresses. Comparison of the transcriptomes of unstressed Otis and GP plants identified several genes associated with biosynthesis of antioxidants and osmolytes were higher in the former that maybe providing innate tolerance capabilities to effectively combat hostile conditions. Lines with different repertoire of innate tolerance mechanisms can be effectively leveraged in breeding programs for developing climate-resilient barley varieties with superior end-use traits.

14.
Front Plant Sci ; 12: 608541, 2021.
Article in English | MEDLINE | ID: mdl-33679826

ABSTRACT

Controlled generation of reactive oxygen species (ROS) is pivotal for normal plant development and adaptation to changes in the external milieu. One of the major enzymatic sources of ROS in plants are the plasma-membrane localized NADPH oxidases, also called as Respiratory Burst Oxidase Homologs (RBOH). In addition to the six previously reported, seven new members of RBOH gene family were identified in barley using in silico analysis. Conservation of genomic structure and key residues important for catalytic activity and co-factor binding was observed in barley RBOH genes. Phylogenetic analysis of plant RBOHs revealed distinct clades for monocot and dicot RBOH proteins. Hence, we propose to use the rice nomenclature for naming barley RBOH genes. Temporal changes in ROS profiles were observed during barley malting and was accompanied by changes in protein carbonylation, lipid peroxidation, and antioxidant capacity. Among the nine differentially expressed HvRBOHs during various malting stages, HvRBOHA and HvRBOHC showed most significant sustained changes in expression. RNAi knockdown lines with reduced expression of HvRBOHA/C gene exhibited genetic compensation via inducible expression of other gene family members during malting. However, the physiological consequence of reduced expression of HvRBOHA/C manifested as a poor malting quality profile attributable to low alpha-amylase activity and high levels of beta-glucan. We propose that the HvRBOHs play a critical role in modulating the redox milieu during the early stages of malting, which in turn can significantly impact carbohydrate metabolism.

15.
BMC Plant Biol ; 10: 173, 2010 Aug 12.
Article in English | MEDLINE | ID: mdl-20704736

ABSTRACT

BACKGROUND: Nudix hydrolases play a key role in maintaining cellular homeostasis by hydrolyzing various nuceloside diphosphate derivatives and capped mRNAs. Several independent studies have demonstrated that Arabidopsis nudix hydrolase 7 (AtNUDT7) hydrolyzes NADH and ADP-ribose. Loss of function Atnudt7-1 mutant plants (SALK_046441) exhibit stunted growth, higher levels of reactive oxygen species, enhanced resistance to pathogens. However, using the same T-DNA line, two other groups reported that mutant plants do not exhibit any visible phenotypes. In this study we analyze plausible factors that account for differences in the observed phenotypes in Atnudt7. Secondly, we evaluate the biochemical and molecular consequences of increased NADH levels due to loss of function of AtNUDT7 in Arabidopsis. RESULTS: We identified a novel conditional phenotype of Atnudt7-1 knockout plants that was contingent upon nutrient composition of potting mix. In nutrient-rich Metro-Mix, there were no phenotypic differences between mutant and wild-type (WT) plants. In the nutrient-poor mix (12 parts vermiculite: 3 parts Redi-earth and 1 part sand), mutant plants showed the characteristic stunted phenotype. Compared with WT plants, levels of glutathione, NAD+, NADH, and in turn NADH:NAD+ ratio were higher in Atnudt7-1 plants growing in 12:3:1 potting mix. Infiltrating NADH and ADP-ribose into WT leaves was sufficient to induce AtNUDT7 protein. Constitutive over-expression of AtNudt7 did not alter NADH levels or resistance to pathogens. Transcriptome analysis identified nearly 700 genes differentially expressed in the Atnudt7-1 mutant compared to WT plants grown in 12:3:1 potting mix. In the Atnudt7-1 mutant, genes associated with defense response, proteolytic activities, and systemic acquired resistance were upregulated, while gene ontologies for transcription and phytohormone signaling were downregulated. CONCLUSIONS: Based on these observations, we conclude that the differences observed in growth phenotypes of the Atnudt7-1 knockout mutants can be due to differences in the nutrient composition of potting mix. Our data suggests AtNUDT7 plays an important role in maintaining redox homeostasis, particularly for maintaining NADH:NAD+ balance for normal growth and development. During stress conditions, rapid induction of AtNUDT7 is important for regulating the activation of stress/defense signaling and cell death pathways.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/growth & development , Homeostasis , Pyrophosphatases/metabolism , Adenosine Diphosphate Ribose/metabolism , Arabidopsis/genetics , Arabidopsis/metabolism , Arabidopsis Proteins/genetics , DNA, Bacterial/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant , Mutation , NAD/metabolism , Oxidation-Reduction , Plants, Genetically Modified/genetics , Plants, Genetically Modified/growth & development , Plants, Genetically Modified/metabolism , Pyrophosphatases/genetics , RNA, Plant/genetics , Reactive Oxygen Species/metabolism , Signal Transduction , Nudix Hydrolases
16.
Plant Genome ; 13(3): e20039, 2020 11.
Article in English | MEDLINE | ID: mdl-33217201

ABSTRACT

Tocochromanols (tocols for short), commonly called Vitamin E, are lipid-soluble plant antioxidants vital for regulating lipid peroxidation in chloroplasts and seeds. Barley (Hordeum vulgare L.) seeds contain all eight different isoforms of tocols; however, the extent of natural variation in their composition and their underlying genetic basis is not known. Tocol levels in barley seeds were quantified in diverse H. vulgare panels comprising 297 wild lines from a diversity panel and 160 cultivated spring-type accessions from the mini-core panel representing the genetic diversity of the USDA barley germplasm collection. Significant differences were observed in the concentration of tocols between the two panels. To identify the genes associated with tocols, genome-wide association analysis was conducted with single nucleotide polymorphisms (SNPs) from Illumina arrays for the mini-core panel and genotyping-by-sequencing for the wild barley panel. Forty unique SNPs in the wild barley and 27 SNPs in the mini-core panel were significantly associated with various tocols. Marker-trait associations (MTAs) were identified on chromosomes 1, 6, and 7 for key genes in the tocol biosynthesis pathway, which have also been reported in other studies. Several novel MTAs were identified on chromosomes 2, 3, 4 and 5 and were found to be in proximity to genes involved in the generation of precursor metabolites required for tocol biosynthesis. This study provides a valuable resource for barley breeding programs targeting specific isoforms of seed tocols and for investigating the physiological roles of these metabolites in seed longevity, dormancy, and germination.


Subject(s)
Genome-Wide Association Study , Hordeum , Chromosome Mapping , Hordeum/genetics , Phenotype , Seeds/genetics
17.
BMC Plant Biol ; 8: 46, 2008 Apr 23.
Article in English | MEDLINE | ID: mdl-18433496

ABSTRACT

BACKGROUND: Tropospheric ozone, the most abundant air pollutant is detrimental to plant and animal health including humans. In sensitive plant species even a few hours of exposure to this potent oxidant (200-300 nL. L-1) leads to severe oxidative stress that manifests as visible cell death. In resistant plants usually no visible symptoms are observed on exposure to similar ozone concentrations. Naturally occurring variability to acute ozone in plants provides a valuable resource for examining molecular basis of the differences in responses to ozone. From our earlier study in Medicago truncatula, we have identified cultivar Jemalong is ozone sensitive and PI 464815 (JE154) is an ozone-resistant accession. Analyses of transcriptome changes in ozone-sensitive and resistant accession will provide important clues for understanding the molecular changes governing the plant responses to ozone. RESULTS: Acute ozone treatment (300 nL L-1 for six hours) led to a reactive oxygen species (ROS) burst in sensitive Jemalong six hours post-fumigation. In resistant JE154 increase in ROS levels was much reduced compared to Jemalong. Based on the results of ROS profiling, time points for microarray analysis were one hour into the ozone treatment, end of treatment and onset of an ozone-induced ROS burst at 12 hours. Replicated temporal transcriptome analysis in these two accessions using 17 K oligonucleotide arrays revealed more than 2000 genes were differentially expressed. Significantly enriched gene ontologies (GOs) were identified using the Cluster Enrichment analysis program. A striking finding was the alacrity of JE154 in altering its gene expression patterns in response to ozone, in stark contrast to delayed transcriptional response of Jemalong. GOs involved in signaling, hormonal pathways, antioxidants and secondary metabolism were altered in both accessions. However, the repertoire of genes responding in each of these categories was different between the two accessions. Real-time PCR analysis confirmed the differential expression patterns of a subset of these genes. CONCLUSION: This study provided a cogent view of the unique and shared transcriptional responses in an ozone-resistant and sensitive accession that exemplifies the complexity of oxidative signaling in plants. Based on this study, and supporting literature in Arabidopsis we speculate that plants sensitive to acute ozone are impaired in perception of the initial signals generated by the action of this oxidant. This in turn leads to a delayed transcriptional response in the ozone sensitive plants. In resistant plants rapid and sustained activation of several signaling pathways enables the deployment of multiple mechanisms for minimizing the toxicity effect of this reactive molecule.


Subject(s)
Gene Expression Profiling , Gene Expression Regulation, Plant/drug effects , Medicago truncatula/drug effects , Medicago truncatula/genetics , Ozone/pharmacology , Cluster Analysis , Cyclopentanes/pharmacology , Flavonoids/metabolism , Genes, Plant , Oligonucleotide Array Sequence Analysis , Oxylipins/pharmacology , Plant Leaves/drug effects , Plant Leaves/genetics , Reactive Oxygen Species/metabolism , Reverse Transcriptase Polymerase Chain Reaction , Salicylic Acid/pharmacology
18.
Plant Physiol Biochem ; 45(1): 70-9, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17270456

ABSTRACT

Oxidative signaling mediated by reactive oxygen species (ROS) is a central component of biotic and abiotic stresses in plants. Acute ozone (O(3)) fumigation is a useful non-invasive treatment for eliciting endogenous ROS in planta. In this study, 38 different accessions of the model legume, Medicago truncatula, from various geographical regions were fumigated with 300 nmol mol(-1) of O(3) for a period of six hours. Phenotypic symptoms were evaluated 24 and 48 h after the end of treatment. A majority of the accessions showed distinct visible damage. Eight accessions showing varying sensitivities to ozone were subjected to biochemical analysis to evaluate correlations between ozone damage and levels of ROS, antioxidants, and lipid peroxidation. Two-way analysis of variance indicated highly significant interactions between O(3) damage and levels of ROS, ascorbate, glutathione and lipid peroxidation. There were significant differences among the accessions for these traits before and after the end of O(3) fumigation, as indicated by equal variance Student's t-test. This study suggests that multiple physiological and biochemical mechanisms may govern O(3) tolerance or sensitivity. Surveying a large collection of germplasm led to identification of multiple resistant and sensitive lines for investigating molecular basis of O(3) phytotoxicity. The most resistant JE154 accession also showed enhanced tolerance to chronic O(3) and dehydration stress, suggesting germplasm with increased tolerance to acute O(3) can be a useful resource for improving resistance to multiple abiotic stressors.


Subject(s)
Medicago truncatula/physiology , Oxidative Stress/drug effects , Ozone/pharmacology , Ascorbic Acid/metabolism , Dehydroascorbic Acid/metabolism , Lipid Peroxidation/drug effects , Medicago truncatula/classification , Medicago truncatula/drug effects , Oxidative Stress/physiology , Phenotype , Photosynthesis/drug effects , Plant Leaves/drug effects , Plant Leaves/physiology , Reactive Oxygen Species/metabolism
19.
Methods Mol Biol ; 1631: 151-161, 2017.
Article in English | MEDLINE | ID: mdl-28735396

ABSTRACT

Alteration of gene expression is an essential mechanism, which allows plants to respond and adapt to adverse environmental conditions. Transcriptome and proteome analyses in plants exposed to abiotic stresses revealed that protein levels are not correlated with the changes in corresponding mRNAs, indicating regulation at translational level is another major regulator for gene expression. Analysis of translatome, which refers to all mRNAs associated with ribosomes, thus has the potential to bridge the gap between transcriptome and proteome. Polysomal RNA profiling and recently developed ribosome profiling (Ribo-seq) are two main methods for translatome analysis at global level. Here, we describe the classical procedure for polysomal RNA isolation by sucrose gradient ultracentrifugation followed by highthroughput RNA-seq to identify genes regulated at translational level. Polysomal RNA can be further used for a variety of downstream applications including Northern blot analysis, qRT-PCR, RNase protection assay, and microarray-based gene expression profiling.


Subject(s)
Genes, Plant , Plants , Polyribosomes , Protein Biosynthesis/physiology , RNA, Plant , Sequence Analysis, RNA/methods , Stress, Physiological/physiology , Plants/genetics , Plants/metabolism , Polyribosomes/chemistry , Polyribosomes/genetics , Polyribosomes/metabolism , RNA, Plant/chemistry , RNA, Plant/genetics , RNA, Plant/isolation & purification , RNA, Plant/metabolism
20.
Insect Biochem Mol Biol ; 62: 194-210, 2015 Jul.
Article in English | MEDLINE | ID: mdl-25263765

ABSTRACT

The insect fat body and the adipose tissue of vertebrates store fatty acids (FA) as triacylglycerols (TG). However, the fat body of most insects has the unique ability to rapidly produce and secrete large amounts of diacylglycerol (DG). Monoacylglycerol acyltransferase (MGAT), which catalyzes the synthesis of DG from MG, and a diacylglycerol acyltransferase (DGAT), which catalyzes the synthesis of TG from DG, are key enzymes in the metabolism of neutral glycerides. However, very little is known about these acyltransferases in insects. In the present study we have cloned two predicted MGATs and a DGAT from Manduca sexta and compared their sequences with predicted MGAT and DGAT homologs from a number of insect species. The comparison suggested that insects may only have a single DGAT gene, DGAT1. The apparent absence of a DGAT2 gene in insects would represent a major difference with vertebrates, which contain DGAT1 and DGAT2 genes. Insects seem to have a single MGAT gene which is similar to the MGAT2 of vertebrates. A number of conserved phosphorylation sites of potential physiological significance were identified among insect proteins and among insect and vertebrate proteins. DGAT1 and MGAT are expressed in fat body, midgut and ovaries. The relative rates of utilization of FAs for the synthesis of DG and TG correlated with the relative expression levels of MGAT and DGAT suggesting that regulation of the expression levels of these acyltransferases could be determining whether the fat body secretes DG or stores fatty acids as TG. The expression patterns of the acyltransferases suggest a role of the monoacylglycerol pathway in the production and mobilization of DG in M. sexta fat body.


Subject(s)
Acyltransferases/genetics , Diacylglycerol O-Acyltransferase/genetics , Diglycerides/biosynthesis , Manduca/metabolism , Monoglycerides/biosynthesis , Triglycerides/biosynthesis , Acyltransferases/metabolism , Animals , Diacylglycerol O-Acyltransferase/metabolism , Fat Body/metabolism , Female , Gastrointestinal Tract/metabolism , Gene Expression Regulation , Male , Manduca/genetics , Ovary/metabolism
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