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. 2020 May 21;11:592. doi: 10.3389/fpls.2020.00592

TABLE 1.

Overview of proteins and metabolites important for biotechnological improvement of alfalfa as revealed by proteomic and metabolomic studies.

Treatment, stress, condition Sample Methodological approach Proteins and metabolites of biotechnological importance References
Seed germination and osmopriming Seeds 2-D gel electrophoresis (nano-LC MS/MS) Carbohydrate metabolism: UDP glucose pyrophosphorylase Protein destination and storage: HSP70 and HSP20, GroEL-like chaperone, ATPase, vicilin, protein disulfide-isomerase precursor Stress response: annexin, peroxiredoxins, manganese superoxide dismutase, glyoxalase, lipoxygenase, glutathione S-transferase, thioredoxin Yacoubi et al. (2011)
Proteolysis: peptidase T1A, proteasome beta subunit, peptidase A1 pepsin
Osmoprimed seeds germinating under salt stress Seeds 2-D gel electrophoresis (nano-LC MS/MS) Small HSPs: 18.2 kDa class I HSP Methionine synthesis: methionine synthase, cysteine synthase Dehydration defense: LEA proteins, PM22 Others: annexin, RNA-binding protein, heme oxygenase, glutathione S-transferase 9 Yacoubi et al. (2013)
PEG-induced osmotic stress Roots of varieties contrasting in drought tolerance iTRAQ (strong cation exchange fractionation and LC MS/MS) Stress and defense: glutathione S-transferases, disease resistance response protein, epoxide hydrolase, chitinase, reticuline oxidase-like protein, low-temperature-induced 65 kDa protein, aldo/keto reductase, pirin-like plant protein, glucan endo-1,3-beta-glucosidase Protein metabolism: HSPs, lysine-ketoglutarate reductase/saccharopine dehydrogenase, phosphatidylethanolamine-binding protein, homoglutathione synthetase Zhang and Shi (2018)
Signal transduction: monooxygenases, cysteine-rich RLK (receptor-like kinase) protein, 12-oxophytodienoate reductase
Cell wall: beta xylosidase, xyloglucan-specific endoglucanase inhibitor protein, expansin-B1-like protein
Salt stress Roots of two cultivars contrasting in salt resistance 2-D gel electrophoresis (MALDI TOF/TOF) Oxidative stress: peroxidase, peroxiredoxin Protein folding: protein disulfide isomerase Metabolism: NAD synthetase, UTP-glucose 1 phosphate uridylyltransferase Fatty acid metabolism: biotin carboxylase 3 Rahman et al. (2015)
Membrane transport: V-ATPase
Salt and drought stress Seedlings 2-D gel electrophoresis (MALDI TOF-MS/MS) Salt stress: caffeoyl-CoA 3-O-methyltransferase, peroxiredoxin, ubiquitin-conjugating enzyme, UV excision repair protein rad23, glutathione peroxidase Ma et al. (2017)
Drought stress: ubiquitin-conjugating enzyme, putative alcohol dehydrogenase, chaperonin 10
Drought stress Leaves of plants inoculated by S. meliloti Proteomics: 2-D gel electrophoresis (LCMS/MS analysis) Metabolomics: GC TOF-MS Rubisco availability and regeneration: rubisco activase, sedoheptulose-1,7-bisphosphatase, ribulose-phosphate 3-epimerase and phosphoribulokinase Nitrogen metabolism: glutamine synthetase Aranjuelo et al. (2011)
Stress and defense response: superoxide dismutase, dehydroascorbate reductase, 2-cys peroxiredoxin-like protein, 14-3-3-like protein
Osmoprotectant metabolites: proline, pinitol
Drought stress Nodules, roots, leaves Proteomics: 2-D gel electrophoresis (LCMS/MS analysis) Metabolomics: GC TOF-MS Nodule proteome: alpha 1,4-glucan protein synthase, lipoxygenase, PEP-carboxylase Nodule N containing metabolites: glutamine, asparagine Nodule osmoprotectant metabolites: glycerol, galactinol, myo-inositol, proline, sucrose, raffinose, fumaric acid and malate Nodule metabolites with antioxidant capacity: ascorbate, threonate Aranjuelo et al. (2013)
Water deficit stress Roots 2-D gel electrophoresis (MALDI TOF) Nitrogen metabolism: glutamine synthetase, ferredoxin-dependent glutamate synthase Rahman et al. (2016)
ABA biosynthesis: 9-cis-epoxycarotenoid dioxygenase
Stress response and oxidative stress: ascorbate peroxidase, peroxiredoxin, calreticulin, stress-induced phosphoprotein, annexin
Transcription: basic helix-loop-helix (bHLH) transcription factor, agamous-like 65 Other functions: inward-rectifying potassium channel, auxin-independent growth promoter
Heat stress Leaves 2-D gel electrophoresis (MALDI TOF/TOF) Rubisco availability: Rubisco activase isoforms Nitrogen metabolism: aspartate aminotransferase and glutamine synthetase Li W. et al. (2013)
Protein synthesis and processing: peptidyl-prolyl cistrans isomerases, protein disulfide isomerase-like protein precursor, porin, proteasome subunit β type, eukaryotic translation initiation factor 3 subunit I, BiP isoform A/glycine max, cysteine proteinase, outer plastidial membrane protein porin
Intracellular traffic, cell structure: protein TOC75, translocon Tic40, profilin
Defense response: 17 kDa HSP, 18.2 kDa class I HSP, 20 kDa chaperonin, HSP23, HSP70, thaumatin-like protein, ubiquitin, ascorbate peroxidases, glucan endo-1,3-beta-glucosidase
Cold acclimation Leaves of cultivars tolerant or sensitive to freezing 2-D gel electrophoresis (MALDI TOF/TOF) Oxidative stress: monodehydroascorbate reductase, glutathione peroxidase, peptide methionine sulfoxide reductases A3, thioredoxin-like protein CDSP32, 2-cys peroxiredoxin BAS1-like Chen et al. (2015)
Methionine biosynthesis: 5-methyltetrahydropteroyltriglutamate-homocysteine methyltransferase
Lignin and terpenoid biosynthesis: cinnamoyl-CoA reductase, 1-deoxy-D-xylulose 5-phosphate reductoisomerase
Photosynthesis and Rubisco availability: Rubisco large subunit-binding protein subunit beta, Rubisco activase B, chlorophyll A/B binding protein, oxygen-evolving enhancer protein 1, cytochrome b6-f complex iron-sulfur subunit
Protein folding and disassembling: chaperone protein ClpC, GTPase, peptidyl-prolyl cistrans isomerase CYP20-3
Cadmium stress Cell walls and soluble proteins from stems 2-D DIGE (MALDI TOF/TOF) Cell wall modification: sucrose synthase, pectinesterase/pectinesterase inhibitor, polygalacturonase non-catalytic protein, polygalacturonase-inhibiting protein 1, b-xylosidase/alpha-L-arabinofuranosidase, trichome birefringence-like protein, xyloglucan endotransglucosylase/hydrolase family protein, dirigent protein 21-like Gutsch et al. (2018a)
Defense: chitinase (Class Ib)/hevein, chitinase, class I chitinase, disease resistance response protein, pathogenesis-related protein 1, pathogenesis-related thaumatin family protein, plant basic secretory protein (BSP) family protein, pre-hevein-like protein, stromal 70 kDa heat shock-related protein, CAP, cysteine-rich secretory protein, antigen 5
Oxidation-reduction process: anionic peroxidase swpb3 protein, class III peroxidase, peroxidase family protein, peroxidase1b, peroxidase2
Cadmium stress Stems (soluble and cell wall enriched proteins) 2-D DIGE (MALDI TOF/TOF) Cell wall modification: pectinesterase/pectinesterase inhibitor, polygalacturonase non-catalytic protein, polygalacturonase-inhibiting protein 1 Chloroplast protein degradation: chloroplastic aspartyl protease isoforms Cell wall: class III peroxidase, lignin biosynthetic peroxidase, chitinases Gutsch et al. (2018b)
Stem growth Different regions of stems (apical, intermediate, and basal) 2-D gel electrophoresis (MALDI TOF/TOF) Chloroplast protein synthesis: CSP41-b, EF-Tu, EF-G, Cpn 60, HSP70 Lignin biosynthesis: transketolase, enolase Cytoplasmic protein synthesis: eIF-5a, endoplasmic protein disulfide isomerase, HSP90, ribosomal protein P3-like Printz et al. (2015)
Vesicular trafficking: clathrin light chain
Stress response: peroxisomal membrane protein, monodehydroascorbate reductase, flavoprotein wrbA-like, Pprg2
Sieve element development: sieve element occlusion by forisomes 3
Cadmium stress and hydrogen- rich water Roots iTRAQ (nano-LC MS/MS) Defense response: mitogen-activated protein kinase, pathogenesis-related thaumatin family protein, pathogenesis-related protein bet V I family protein, disease-resistance response protein Nitrogen metabolism: glutamate dehydrogenase Sulfur compound metabolic process: cysteine synthase, ATP sulfurylase Dai et al. (2017)
Secondary metabolism: chalcone-flavonone isomerase family protein
Waterlogging Leaves of two cultivars contrasting in tolerance to waterlogging iTRAQ (reverse-phase HPLC fractionation and LC-MS/MS) Cell wall and defense response: acidic endochitinase, expansin-like B1, early nodulin-like protein 2, thaumatin-like protein, 1,4 alpha-glucan-branching enzyme 1, pathogenesis-related protein Stress response: glutathione S-transferase, protein C2-DOMAIN ABA-RELATED 9, aldo-keto reductase family 4 member C9, Fe superoxide dismutase 2, 1 aminocyclopropane-1-carboxylate oxidase homolog 5, Zeng et al. (2019)
Proteolysis: vacuolar-processing enzyme
Different developmental stages (budding and mid-flowering) Leaves TMT labeling (nano-LC MS/MS) Metabolites: D-mannose hemicellulose precursor (upregulated in mid flowering), L-phenylalanine, L-tyrosine, L-phenylalanine Metabolism: alpha glucosidase, alpha amylase Cell wall modification: UDP-glucuronic acid decarboxylase (xylan production), cinnamyl alcohol dehydrogenase (lignin biosynthesis) Fan et al. (2018)
Fall dormancy Terminal buds of fall dormant and non-fall dormant cultivars iTRAQ (SCX fractionation, LC MS/MS) Nitrogen metabolism: L-asparaginase Auxin polar transport: stilbene synthase family protein, monothiol glutaredoxin-S17 protein Lignin biosynthesis: cinnamyl alcohol dehydrogenase Pyruvate metabolism and transport: pyruvate carrier protein Du et al. (2018)
Vitamin B1 metabolism: thiazole biosynthetic enzyme