| Literature DB >> 31614507 |
Hanifeh Seyed Hajizadeh1, Bahram Heidari2, Giovanni Bertoldo3, Maria Cristina Della Lucia4, Francesco Magro5, Chiara Broccanello6, Andrea Baglieri7, Ivana Puglisi8, Andrea Squartini9, Giovanni Campagna10, Giuseppe Concheri11, Serenella Nardi12, Piergiorgio Stevanato13.
Abstract
Leonardite-based biostimulants are a large class of compounds, including humic acid substances. Foliar application of biostimulants at field level improves plant growth, yield and quality through metabolic changes and stimulation of plant proton pumps. The present study aimed at identifying optimum dosage of BLACKJAK, a humic acid-based substance, which is able to modify genes involved in sugar beet growth. Thirty-three genes belonging to various biochemical pathway categories were tested in leaves of treated sugar beet (Beta vulgaris L.) samples to assess gene expression profiling in response to BLACKJAK. Seedlings of a diploid and multigerm variety were grown in plastic pots and sprayed with two dilutions of BLACKJAK (dilution 1:500-1.0 mg C L-1 and dilution 1:1000-0.5 mg C L-1). Leaf samples were collected after 24, 48, and 72 h treatment with BLACKJAK for each dilution. RNA was extracted and the quantification of gene expression was performed while using an OpenArray platform. Results of analysis of variance demonstrated that, 15 genes out of a total of 33 genes tested with OpenArray qPCR were significantly affected by treatment and exposure time. Analysis for annotation of gene products and pathways revealed that genes belonging to the mitochondrial respiratory pathways, nitrogen and hormone metabolisms, and nutrient uptake were up-regulated in the BLACKJAK treated samples. Among the up-regulated genes, Bv_PHT2;1 and Bv_GLN1 expression exerted a 2-fold change in 1:1000 and 1:500 BLACKJAK concentrations. Overall, the gene expression data in the BLACKJAK treated leaves demonstrated the induction of plant growth-related genes that were contributed almost to amino acid and nitrogen metabolism, plant defense system, and plant growth.Entities:
Keywords: BLACKJAK; biostimulant; gene expression profiling; humic acid; sugar beet
Year: 2019 PMID: 31614507 PMCID: PMC6970231 DOI: 10.3390/ht8040018
Source DB: PubMed Journal: High Throughput ISSN: 2571-5135
Figure 1Plants grown on soil inside containers with depth-infiltration allowing for gas exchange with limited dehydration.
List of genes tested for expression profiling in sugar beet plants.
| Gene Code | Gene ID | Gene Function Category | EC Number | |
|---|---|---|---|---|
| G2 | Bv_6PGD | Mitocondrial respiratory pathway | OPP oxidative PP.6-phosphogluconate dehydrogenase | 1.1.1.44 |
| G3 | Bv_R5PI | OPPnon-reductive PP.ribose 5-phosphate isomerase | 5.3.1.6 | |
| G4 | Bv_UQCRH | mitochondrial electron transport/ATP synthesis, cytochrome c reductase | 1.10.2.2 | |
| G5 | Bv_UQCR7 | mitochondrial electron transport/ATP synthesis, cytochrome c reductase | 1.10.2.2 | |
| G6 | Bv_QCO | mitochondrial electron transport/ATP synthesis, cytochrome c | 1.10.2.2 | |
| G7 | Bv_PEI | Lipid metabolism | lipid metabolism, lipid degradation, lipases | 3.1.1.3 |
| G8 | Bv_SAC2 | lipid metabolism, lipid degradation, lysophospholipases | 3.1.1.5 | |
| G9 | Bv_AOAT1 | N-metabolism | amino acid metabolism, central amino acid metabolism, alanine, alanine aminotransferase | 2.6.1.2 |
| G10 | ATP-PRT2 | amino acid metabolism, synthesis histidine, ATP phosphoribosyl transferase | 2.4.2.17 | |
| G11 | Bv_GLT1 | N-metabolism, ammonia metabolism, glutamate synthase NADH dependent | 1.4.1.14 | |
| G12 | Bv_GLN1 | N-metabolism, ammonia metabolism, glutamine synthetase | 6.3.1.2 | |
| G13 | Bv_AREB1 | Hormone metabolism | hormone metabolism, abscisic acid, induced-regulated-responsive-activated | 244.319.5 |
| G14 | Bv_HAB1 | hormone metabolism, abscisic acid signal transduction | ||
| G15 | Bv_AHG3 | hormone metabolism, abscisic acid signal transduction | ||
| G16 | Bv_LAX1 | hormone metabolism, auxin signal transduction | ||
| G17 | Bv_ATTIR1 | hormone metabolism, auxin signal transduction | ||
| G18 | Bv_PIN1 | hormone metabolism, auxin signal transduction | ||
| G19 | Bv_LAX2 | hormone metabolism, auxin signal transduction | ||
| G20 | Bv_PIN3 | hormone metabolism, auxin signal transduction | ||
| G21 | Bv_SAUR | hormone metabolism, auxin induced-regulated-responsive-activated | ||
| G22 | Bv_CKX3 | hormone metabolism, cytokinin synthesis-degradation | 1.5.99.12 | |
| G23 | Bv_AHK2 | hormone metabolism, cytokinin signal transduction | ||
| G24 | Bv_CKDHase | hormone metabolism, cytokinin synthesis-degradation | 1.5.99.12 | |
| G25 | Bv_2OGD | hormone metabolism, gibberelin synthesis-degradation | ||
| G26 | Bv_GID1C | hormone metabolism, gibberelin signal transduction | ||
| G27 | Bv_GRP | hormone metabolism, gibberelin induced-regulated-responsive-activated | ||
| G28 | Bv_GAST1 | hormone metabolism, gibberelin induced-regulated-responsive-activated | ||
| G29 | Bv_GASA14 | hormone metabolism, gibberelin induced-regulated-responsive-activated | ||
| G30 | Bv_SAMT1 | hormone metabolism, salicylic acid synthesis-degradation | ||
| G31 | Bv_SAMT2 | hormone metabolism.salicylicacid.synthesis-degradation.synthesis.methyl-SA methyl esterase | ||
| G32 | Bv_HSP | Abiotic stress | heat stress | |
| G33 | Bv_sah | heat stress | ||
| G34 | Bv_HPO3 | cold stress | ||
| G35 | Bv_PMT21 | drought/salt stresses | ||
| G36 | Bv_PMTI4 | drought/salt stresses | ||
| G37 | Bv_TXN | Oxidative stress | redox thioredoxin | |
| G38 | Bv_APX | redox ascorbate and glutathione ascorbate | ______________ | |
| G39 | Bv_GR | redox ascorbate and glutathione glutathione | ______________ | |
| G40 | Bv_FSD | redox dismutases and catalases | 1.15.1.1/1.11.1.6 | |
| G41 | Bv_CAT | redox dismutases and catalases | 1.15.1.1/1.11.1.6 | |
| G42 | Bv_CZSOD | redox dismutases and catalases | 1.15.1.1/1.11.1.6 | |
| G43 | Bv_CBR | redox misc | ||
| G44 | Bv_TIM | DNA synthesis/repair | protein targeting mitochondria | |
| G45 | Bv_MY10 | DNA synthesis/chromatin structure | ||
| G46 | Bv_DRT111 | DNA repair | ||
| G47 | CRK27 | Signal transduction pathway | signalling receptor kinases., leucine rich repeat I | |
| G48 | IKU2 | signalling receptorkinases, leucine rich repeat XI | ||
| G51 | SFH3 | signallingin sugar and nutrient physiology | ||
| G52 | Bv_PI4K | signalling phosphinositides | ||
| G49 | ABCI6 | Protein assembly | protein targeting secretory pathway | |
| G50 | EXO | protein assembly and cofactor ligation | ||
| G53 | GABAt1 | Nutrient uptake | transport amino acids | |
| G54 | PHT1-3 | transport phosphatase | ||
| G55 | Bv_PHT2;1 | transport phosphatase | ||
| G56 | Bv_VHP1 | transport H+ transporting pyrophosphatase | 3.6.1.1 | |
Note: EC: enzyme commission number.
Mean of sugar content, yield, and processing quality related traits in BLACKJAK treated and untreated sugar beet.
| BLACKJAK | Statistic | Trait | |||
|---|---|---|---|---|---|
| Sugar Content (%) | Sugar Yield | Sodium | Potassium | ||
| Untreated | Mean | 12.74 | 12.63 | 2.26 | 3.25 |
| STDEV | 0.4 | 0.92 | 0.12 | 0.49 | |
| Treated | Mean | 12.88 | 13.55 | 2.07 | 3.14 |
| STDEV | 0.49 | 1.12 | 0.1 | 0.46 | |
Note: STDEV: standard deviation.
Results of analysis of variance (ANOVA) and relative expression analyses for genes tested with OpenArray qPCR in BLACKJAK treated sugar beet plants.
| Code | Gene ID | Mean Squares | ||||
|---|---|---|---|---|---|---|
| Treatment | Exposure | T × E | Error | Relative Expression | ||
| G2 | Bv_6PGD | 0.0043 | 0.0223 * | 0.002 | 0.0035 | 0.1416 |
| G3 | Bv_R5PI | 0.0052 | 0.0215 | 0.0045 | 0.007 | 0.1562 |
| G4 | Bv_UQCRH | 0.0265 | 0.4461 ** | 0.112 | 0.0546 | 0.447 |
| G5 | Bv_UQCR7 | 0.081 | 0.0377 | 0.1093 | 0.0325 | 0.4909 |
| G6 | Bv_QCO | 0.0008 ** | 0.0003 ** | 0.0002 ** | 0.00001 | 0.0316 |
| G7 | Bv_PEI | 0.0005 | 0.0056 | 0.0006 | 0.0013 | 0.0873 |
| G8 | Bv_SAC2 | 0.0006 ** | 0.0003 ** | 0.0005 ** | 0.00001 | 0.0281 |
| G9 | Bv_AOAT1 | 0.3806 ** | 0.5031 ** | 0.2094 ** | 0.004 | 0.458 |
| G10 | ATP-PRT2 | 0.0036 ** | 0.0066 ** | 0.0032 ** | 0.00008 | 0.0995 |
| G11 | Bv_GLT1 | 0.0067 | 0.3501 ** | 0.8100 * | 0.0174 | 0.7757 |
| G12 | Bv_GLN1 | 0.5487 ** | 1.9005 ** | 0.0561 | 0.0267 | 1.4838 |
| G13 | Bv_AREB1 | 0.00004 | 0.0002 * | 0.00001 | 0.00003 | 0.0158 |
| G14 | Bv_HAB1 | 0.000001 | 0.00004 * | 0.00001 | 0.000007 | 0.02499 |
| G15 | Bv_AHG3 | 0.0585 | 0.0427 | 0.3608 ** | 0.0339 | 0.9499 |
| G16 | Bv_LAX1 | 0.00005 | 0.00017 | 0.00006 | 0.00016 | 0.03032 |
| G17 | Bv_ATTIR1 | 0.0047 | 0.1016 | 0.0006 | 0.0397 | 0.7697 |
| G18 | Bv_PIN1 | 0.0023 | 0.0005 | 0.0258 | 0.0025 | 0.4049 |
| G19 | Bv_LAX2 | 0.000003 | 0.000005 | 0.000006 | 0.00007 | 0.0451 |
| G20 | Bv_PIN3 | 0.00000008 | 0.0000003 | 0.0000001 | 0.000001 | 0.0037 |
| G33 | Bv_sah | 0.00000008 | 0.00000003 | 0.00000001 | 0.000001 | 0.0037 |
| G42 | Bv_CZSOD | 0.0009 ** | 0.0057 ** | 0.0108 ** | 0.00003 | 0.0819 |
| G43 | Bv_CBR | 0.0004 * | 0.0016 ** | 0.0004 ** | 0.00006 | 0.0205 |
| G44 | Bv_TIM | 0.0300 ** | 0.0655 ** | 0.0139 ** | 0.0007 | 0.139 |
| G45 | Bv_MY10 | 0.0031 ** | 0.0088 ** | 0.0042 ** | 0.00009 | 0.0691 |
| G46 | Bv_DRT111 | 0.0335 ** | 0.0241 ** | 0.0103 ** | 0.0012 | 0.1162 |
| G48 | IKU2 | 0.0091 ** | 0.0150 ** | 0.0058 ** | 0.0002 | 0.0854 |
| G51 | SFH3 | 0.0464 ** | 0.767 ** | 0.0233 ** | 0.0006 | 0.1764 |
| G52 | Bv_PI4K | 0.3502 ** | 0.7668 ** | 0.1543 ** | 0.0033 | 0.436 |
| G50 | EXO | 0.00001 ** | 0.00002 ** | 0.00004 ** | 0.000001 | 0.00619 |
| G54 | PHT1-3 | 0.0857 * | 0.1624 ** | 0.0461 | 0.0166 | 0.1811 |
| G55 | Bv_PHT2;1 | 2.5789 ** | 8.8989 ** | 1.8073 ** | 0.0722 | 1.0261 |
| G56 | Bv_VHP1 | 0.0658 * | 0.1954 ** | 0.0538 * | 0.0098 | 0.1529 |
Note: * and ** stand for significant differences at 5 and 1% probability level.
Figure 2A representative amplification curve for the expression of several genes tested with OpenArray qPCR in sugar beet in response to treatment with BLACKJAK biostimulant.
Figure 3An amplification plot showing variations in ΔRn versus PCR cycles for the expression of genes tested in response to treatment with BLACKJACK in sugar beet leaves. Rn is the reporter signal normalized to the fluorescence signal dye.
Figure 4Relative expression of Bv_UQCRH and Bv_AOAT1 genes in BLACKJAK untreated and treated sugar beet in three exposure times. BJK: BLACKJAK, 500 and 1000 stand for 1.0 mg C L−1 and 0.5 mg C L−1 BLACKJAK, respectively.
Figure 5Relative expression of Bv_AHG3 and Bv_ATTIR1 genes in BLACKJAK untreated and treated sugar beet in three exposure times. BJK: BLACKJAK, 500 and 1000 stand for 1.0 mg C L−1 and 0.5 mg C L−1 BLACKJAK, respectively.
Figure 6Relative expression of Bv_GLT1 and Bv_GLN1 genes in BLACKJAK untreated and treated sugar beet in three exposure times. BJK: BLACKJAK, 500 and 1000 stand for 1.0 mg C L−1 and 0.5 mg C L−1 BLACKJAK, respectively.
Figure 7Relative expression of Bv_PIK4 and Bv_PHT2;1 genes in BLACKJAK untreated and treated sugar beet in three exposure times. BJK: BLACKJAK, 500 and 1000 stand for 1.0 mg C L−1 and 0.5 mg C L−1 BLACKJAK, respectively.
Figure 8Heat map showing the expression profiling of genes in 1:500 BLACKJAK treated samples at three exposure times (h) in sugar beet leaf. Gene codes are referred to gene ID in Table 1.
Figure 9Heat map showing the expression profiling of genes in 1:1000 BLACKJAK treated samples at three exposure time (h) in sugar beet leaf. Gene codes are referred to gene ID in Table 1.