| Literature DB >> 31293434 |
Mariangela Coppola1, Gianfranco Diretto2, Maria Cristina Digilio1,3, Sheridan Lois Woo3,4,5, Giovanni Giuliano2, Donata Molisso1, Francesco Pennacchio3,4, Matteo Lorito1,3,5, Rosa Rao1,3.
Abstract
Beneficial fungi in the genus Trichoderma are among the most widespread biocontrol agents of plant pathogens. Their role in triggering plant defenses against pathogens has been intensely investigated, while, in contrast, very limited information is available on induced barriers active against insects. The growing experimental evidence on this latter topic looks promising, and paves the way toward the development of Trichoderma strains and/or consortia active against multiple targets. However, the predictability and reproducibility of the effects that these beneficial fungi is still somewhat limited by the lack of an in-depth understanding of the molecular mechanisms underlying the specificity of their interaction with different crop varieties, and on how the environmental factors modulate this interaction. To fill this research gap, here we studied the transcriptome changes in tomato plants (cultivar "Dwarf San Marzano") induced by Trichoderma harzianum (strain T22) colonization and subsequent infestation by the aphid Macrosiphum euphorbiae. A wide transcriptome reprogramming, related to metabolic processes, regulation of gene expression and defense responses, was induced both by separate experimental treatments, which showed a synergistic interaction when concurrently applied. The most evident expression changes of defense genes were associated with the multitrophic interaction Trichoderma-tomato-aphid. Early and late genes involved in direct defense against insects were induced (i.e., peroxidase, GST, kinases and polyphenol oxidase, miraculin, chitinase), along with indirect defense genes, such as sesquiterpene synthase and geranylgeranyl phosphate synthase. Targeted and untargeted semi-polar metabolome analysis revealed a wide metabolome alteration showing an increased accumulation of isoprenoids in Trichoderma treated plants. The wide array of transcriptomic and metabolomics changes nicely fit with the higher mortality of aphids when feeding on Trichoderma treated plants, herein reported, and with the previously observed attractiveness of these latter toward the aphid parasitoid Aphidius ervi. Moreover, Trichoderma treated plants showed the over-expression of transcripts coding for several families of defense-related transcription factors (bZIP, MYB, NAC, AP2-ERF, WRKY), suggesting that the fungus contributes to the priming of plant responses against pest insects. Collectively, our data indicate that Trichoderma treatment of tomato plants induces transcriptomic and metabolomic changes, which underpin both direct and indirect defense responses.Entities:
Keywords: RNA-Seq; San Marzano; aphid; defense; semi-polarmetabolome
Year: 2019 PMID: 31293434 PMCID: PMC6599157 DOI: 10.3389/fphys.2019.00745
Source DB: PubMed Journal: Front Physiol ISSN: 1664-042X Impact factor: 4.566
Figure 1Effect of T. harzianum T22 on aphid survival over time. Survival curves (percentage) of M. euphorbiae reared on the untreated water control and the T. harzianum T22 treated tomato plants are significantly different, p < 0.05 (LogRank test).
General overview of the transcriptomic rearrangement of Dwarf San Marzano tomato plants imposed by experimental treatments compared to untreated SM plants.
| 978 | 1804 | 1527 | |
| 515 | 625 | 602 | |
| 463 | 1179 | 925 |
T22: treatment with T. harzianum T22, Aph: aphid infestation, T22 Aph: treatment with T. harzianum T22 followed by aphid infestation.
Figure 2GOs distribution of differentially expressed genes in SM plants treated with T.harzianumT22. Gene Ontology (GO) terms associated with up-regulated (red bars) and down-regulated (green bars) genes based on the “Biological Process” ontological domain (sequence cut-off: 5%).
Examples of tomato genes affected by Trichoderma T22 treatment.
| Solyc03g114930.3 | 1,525559 | Photosystem II reaction center PsbP family protein |
| Solyc09g064500.3 | 1,498658 | Photosystem II reaction center Psb28 protei |
| Solyc06g060340.3 | 1,400894 | Photosystem II subunit S |
| Solyc07g066150.1 | 1,153408 | Photosystem I reaction center subunit V family protein |
| Solyc06g084045.1 | 1,119141 | Photosystem II reaction center W |
| Solyc06g065490.3 | 1,117796 | Photosystem II reaction center PsbP family protein |
| Solyc02g069450.3 | 1,097231 | Photosystem I reaction center subunit III |
| Solyc08g006930.3 | 1,087737 | Photosystem I reaction center subunit psaK |
| Solyc12g044280.2 | 1,064617 | Photosystem I reaction center subunit VI |
| Solyc01g056780.3 | 1,463119 | 50S ribosomal protein L34 |
| Solyc11g066410.2 | 1,425305 | 50S ribosomal protein L9 |
| Solyc02g068090.3 | 1,401681 | 30S ribosomal protein S21 |
| Solyc06g082750.3 | 1,359268 | 50S ribosomal protein L17 |
| Solyc11g068820.2 | 1,283545 | 50S ribosomal protein L27 |
| Solyc04g079790.3 | 1,180683 | 30S ribosomal protein S9 |
| Solyc04g074900.3 | 1,164445 | 40S ribosomal protein S21 |
| Solyc07g062870.3 | 1,135344 | 30S ribosomal protein S20 |
| Solyc09g097910.3 | 1,111600 | 30S ribosomal protein S1 |
| Solyc08g062290.3 | 1,676942 | Light-independent protochlorophyllide reductase subunit B |
| Solyc10g007320.3 | 1,376821 | Uroporphyrinogen decarboxylase |
| Solyc10g077040.2 | 1,102132 | Magnesium-protoporphyrin monomethyl ester |
| Solyc06g074710.1 | −2,23399 | Hydroxycinnamoyl-CoA shikimate/quinate hydroxycinnamoyl transferase |
| Solyc08g061480.3 | −1,07068 | Chalcone–flavonone isomerase |
| Solyc08g005120.3 | −1,63331 | Cinnamoyl-CoA reductase-like protein |
Values of Log2 Fold Change and gene description are indicated.
Differentially expressed genes involved in phenylpropanoid biosynthesis.
| 4.3.1.24 | Solyc03g036470.2 | 4,802883 | Phenylalanine ammonia-lyase |
| 4.3.1.25 | |||
| 2.1.1.104 | Solyc02g093250.3 | 1,099098 | Caffeoyl-CoA O-methyltransferase |
| 1.11.1.7 | Solyc06g082420.3 | 1,179331 | Peroxidase |
| 1,476077 | Peroxiredoxin | ||
| 3.2.1.21 | Solyc01g060020 | 1,892951 | β-1,3-glucanase |
| Solyc02g086700 | 1,878683 | ||
| Manual curation | Solyc10g008680.2 | 2,199016 | Anthocyanin 5-aromatic acyltransferase (5AT) |
| Manual curation | Solyc10g009507.1 | 1,533819 | Anthocyanidin reductase (ANR) |
| Manual curation | Solyc01g067290.2 | 1,270974 | Isoflavone reductase-related family protein (IFR) |
| Manual curation | Solyc08g074620.3 | 1,113982 | polyphenoloxidase precursor (PPO) |
| Manual curation_2.3.1.99 | Solyc06g074710.1 | −2,234000 | hydroxycinnamoyl-CoAshikimate/quinate hydroxycinnamoyl transferase |
| Manual curation_2.1.1.104 | Solyc03g032220.3 | −1,286107 | Caffeoyl-CoA O-methyltransferase |
| Manual curation | Solyc08g074682.1 | −1,236095 | polyphenoloxidase precursor (PPO) |
| Manual curation_ 1.2.1.44 | Solyc08g005120.3 | −1,633312 | Cinnamoyl-CoA reductase-like protein |
| Manual curation | Solyc08g061480.3 | −1,070684 | Chalcone—flavonone isomerase (CHI) |
| Manual curation | Solyc08g074683.1 | −1,310960 | polyphenoloxidase precursor (PPO) |
Enzyme and gene identifiers, fold change and gene description are listed. Colors associated to enzymes refers to .
Figure 3Schematic diagram of the phenylpropanoid biosynthesis pathway as determined by DEGs in plants treated with T22 and queried to a KEGG database. The enzymes evidenced in color are encoded by genes found in the up-regulated DEGs of the tomato. A correspondence between enzymes and DEGs is shown in Table 2.
Figure 4GOs distribution of differentially expressed genes in SM plants infested byM. euphorbiae. Gene Ontology (GO) terms associated with up-regulated (red bars) and down-regulated (green bars) genes based on the “Biological Process” ontological domain (sequence cut-off: 5%).
Example of defense-related down-regulated genes by aphid infestation.
| Solyc08g078180.1 | −2,71739 | Ethylene Response Factor A.1 |
| Solyc04g071770.3 | −1,81979 | Ethylene-responsive transcription factor |
| Solyc03g020040.3 | −2,64679 | Pin-II type proteinase inhibitor 69 |
| Solyc01g099160.3 | −2,52785 | Lipoxygenase |
| Solyc08g014000.3 | −2,09537 | Lipoxygenase A |
| Solyc11g022590.1 | −1,94405 | Trypsin inhibitor-like protein precursor |
| Solyc00g187050.3 | −1,89562 | Leucine aminopeptidase 2 |
| Solyc08g074682.1 | −1,87224 | Polyphenoloxidase precursor |
| Solyc07g007250.3 | −1,8422 | Metallocarboxypeptidase inhibitor |
| Solyc09g084450.3 | −1,79009 | Proteinasi inhibitor I |
| Solyc12g010030.2 | −1,77364 | Leucine aminopeptidase |
| Solyc01g006540.3 | −1,42694 | Lipoxygenase C |
| Solyc09g008670.3 | −1,38363 | Threonine deaminase |
| Solyc04g077650.3 | −1,27008 | Serine carboxypeptidase |
| Solyc03g118540.3 | −1,25772 | Jasmonate ZIM-domain protein 7b |
| Solyc06g059930.3 | −2,17858 | Sesquiterpene synthase 1 |
| Solyc10g005410.3 | −2,1206 | Terpene synthase |
| Solyc08g005710.3 | −1,57829 | Terpene synthase 41 |
| Solyc06g074710.1 | −3,68386 | Hydroxycinnamoyl-CoAshikimate/quinate hydroxycinnamoyltransferase |
| Solyc06g084050.3 | −2,39253 | Isochorismatesynthase 2 |
| Solyc10g009380.3 | −1,03958 | Arginine N-methyltransferase |
| Solyc03g098300.1 | −2,12424 | Ornithine decarboxylase 2 |
| Solyc01g010050.3 | −1,77437 | S-adenosylmethionine decarboxylase proenzyme |
| Solyc07g039310.1 | −1,42553 | Polyamineoxidase 5 |
| Solyc07g065900.3 | −1,71894 | Fructose-bisphosphate aldolase |
| Solyc09g092130.3 | −1,0955 | Sucrose-phosphate synthase |
| Solyc02g071590.2 | −1,26851 | Trehalose-6-phosphate synthase |
| Solyc03g112500.3 | −7,11877 | Raffinose synthase |
| Solyc07g054280.1 | −3,48542 | Tyrosine decarboxylase |
| Solyc09g008670.3 | −1,38363 | Threonine deaminase |
| Solyc10g005320.3 | −1,36504 | Tryptophan synthase |
| Solyc06g019170.3 | −2,25121 | Delta-1-pyrroline-5-carboxylate synthetase |
| Solyc01g060085.1 | −3,38289 | Ribulose bisphosphate carboxylase large chain |
| Solyc07g062530.3 | −2,86058 | Phosphoenolpyruvate carboxylase 2 |
| Solyc12g013710.2 | −2,81926 | Light dependent NADH:protochlorophyllide oxidoreductase 1 |
| Solyc03g005790.2 | −2,65938 | Chlorophyll a-b binding protein |
| Solyc04g006970.3 | −2,1064 | Phosphoenolpyruvate carboxylase |
| Solyc06g053620.3 | −1,91070 | Phosphoenolpyruvate carboxylasekinase 2 |
| Solyc09g011080.3 | −1,53137 | Ribulose bisphosphate carboxylase/oxygenase activase |
| Solyc02g086650.3 | −1,30017 | Phosphoenolpyruvate/phosphate translocator |
| Solyc10g077040.2 | −1,07567 | Magnesium-protoporphyrin monomethyl ester cyclase |
Values of Log2 Fold Change and gene description are indicated.
Figure 5GOs distribution of DEGs in T22-Aph plants, first treated with T. harzianum T22 and subsequently infested with aphids (SMT22 Aph). Gene Ontology (GO) terms associated with up-regulated (red bars) and down-regulated (green bars) genes based on the “Biological Process” ontological domain (sequence cut-off: 5%).
Group of defense-related DEGs identified in San Marzano plants treated with Trichoderma T22 and infested by aphid.
| Solyc07g052135.1 | 5,569388 | Sesquiterpenesynthase |
| Solyc11g011240.1 | 1,544086 | geranylgeranylpyrophosphatesynthase 1 |
| Solyc05g051180.2 | 7,829771 | Ethylene-responsive transcription factor |
| Solyc11g045520.2 | 2,490749 | 1-aminocyclopropane-1-carboxylate oxidase-like protein |
| Solyc05g051200.1 | 2,049015 | Ethylene-responsive factor 1 |
| Solyc08g008305.1 | 1,688514 | Ethylene-responsive transcription factor ERF061 |
| Solyc08g080670.1 | 2,301690 | Pathogenesis-related 5-like protein |
| Solyc08g080660.1 | 2,286811 | Osmotin-like protein |
| Solyc07g009500.2 | 2,224245 | Chitinase |
| Solyc09g090990.2 | 2,162828 | PR10 protein |
| Solyc01g087840.3 | 2,161848 | Subtilisin-like protease |
| Solyc08g079900.3 | 1,597817 | subtilisin-like protease |
| Solyc01g005230.3 | 1,590776 | S-adenosyl-L-methionine-dependent methyltransferase superfamily protein |
| Solyc08g029000.3 | 3,645744 | Lipoxygenase |
| Solyc00g071180.3 | 2,670684 | Multicystatin |
| Solyc06g061230.3 | 1,805861 | Metallocarboxypeptidaseinhibitor |
| Solyc01g091170.3 | 1,389207 | arginase 2 ARG2 |
| Solyc12g010030.2 | 1,295502 | Leucine aminopeptidase |
| Solyc08g074620.3 | 1,144778 | polyphenoloxidase precursor |
| Solyc06g048820.1 | 1,020496 | Wound-inducedprotein 1 |
| Solyc03g036470.2 | −6,60171 | Phenylalanine ammonia-lyase |
| Solyc09g091510.3 | −2,13284 | chalconesynthase 1 |
| Solyc05g053550.3 | −1,92049 | chalconesynthase 2 |
| Solyc11g013110.2 | −1,49002 | Flavonolsynthase |
| Solyc02g085020.3 | −1,21211 | dihydroflavonol 4-reductase |
Values of Log2 Fold Change and gene description are indicated.
Figure 6Venn diagram visualization of DEGs. (A) DEGs of tomato plants infested by the aphid M. euphorbiae (Aph) are crossed to DEGs of tomato plants inoculated with T. harzianum T22 and subsequently infested by aphids (T22Aph). (B) Focus on the intersection of down-regulated genes of Aph and T22Aph plants.
Example of DEGs modulated by aphid challenge in presence of Trichoderma priming.
| Solyc12g056590.2 | 3,27892 | Ethylene Response Factor D.2 |
| Solyc06g065820.3 | 2,651662 | Ethylene Response Factor H.1 |
| Solyc11g045520.2 | 2,490749 | 1-aminocyclopropane-1-carboxylate oxidase-like protein |
| Solyc03g111620.1 | 2,051024 | S-adenosyl-L-methionine-dependent methyltransferase superfamily protein |
| Solyc05g052030.1 | 1,803781 | Ethylene responsive factor 4 |
| Solyc08g008305.1 | 1,688514 | Ethylene-responsive transcription factor ERF061 |
| Solyc08g014120.3 | 1,60402 | Ethylene responsive protein 33 |
| Solyc09g010960.3 | −3,58083 | WRKY transcription factor 49 |
| Solyc08g067360.3 | −2,65237 | WRKY transcription factor 45 |
| Solyc03g007380.2 | −2,44306 | WRKY transcription factor 52 |
| Solyc04g051690.3 | −2,19968 | WRKY transcription factor 51 |
| Solyc08g067340.3 | −1,89527 | WRKY transcription factor 46 |
| Solyc08g062490.3 | −1,22158 | WRKY transcription factor 50 |
| Solyc08g082110.3 | −1,16835 | WRKY transcription factor 54 |
| Solyc09g015770.3 | −1,07513 | WRKY transcription factor 81 |
| Solyc09g014990.3 | −1,07294 | WRKY transcription factor 33 |
Values of Log2 Fold Change and gene description are indicated.
Overturned expression of genes in dipartite interactions (tomato-aphid and tomato-T22).
| Solyc03g118310.3 | 1,02474507 | −1,95569 | bHLH transcription factor 083 |
| Solyc11g006300.2 | 1,42671042 | −1,12261 | 3-oxo-5-alpha-steroid 4-dehydrogenase family protein |
| Solyc01g099030.3 | 1,06934649 | −1,11098 | GDSL esterase/lipase |
Gene ID, Log2 Fold change in T22 and Aph samples, respectively, and gene description are listed.
Figure 7Venn diagram visualization of differentially accumulated metabolites in three comparisons between tomato plants: infested with aphids vs. water control (Aph vs. CTRL); treated with T22 vs. water control (T22 vs. CTRL); treated with T22 plus infested with aphid vs. treated with T22 (T22 Aph vs. T22).
Figure 8Hierarchical Clustering (HCL) of semi-polar metabolome of tomato leaves grown in the absence and in the presence of the aphid M. euphorbiae and the fungus T. harzianum, alone or in combination. Colored squares represent the values of log2-transformed fold changes of a metabolite with respect to the corresponding control (water control CTRL for Aph and T22 samples; T22 for T22Aph), according to the color scale shown (green: down-accumulated; red: up-accumulated). Gray squares indicate no detectable accumulation of the corresponding metabolite. Hierarchical clustering was calculated both on columns and rows, applying the One Minus Pearson correlation with the average linkage algorithm.
Figure 9Proposed summary of transcriptomic and metabolomics changes imposed by T. harzianum T22 colonization on tomato plants responsible of the promoted direct and indirect defense responses against aphids. Starting from the left side, phenylpropanoid, and SA pathways cover a central role in T22-induced defenses at transcriptional (up) and metabolomics (down) levels. Promoted pathways are the source of MeSA, a volatile compound responsible of the increased attractiveness toward the parasitoid wasp A. ervi.