| Literature DB >> 28778147 |
Shiri Barad1,2, Noa Sela3, Amit K Dubey1, Dilip Kumar1, Neta Luria1, Dana Ment1, Shahar Cohen4, Arthur A Schaffer4, Dov Prusky5.
Abstract
BACKGROUND: The destructive phytopathogen Colletotrichum gloeosporioides causes anthracnose disease in fruit. During host colonization, it secretes ammonia, which modulates environmental pH and regulates gene expression, contributing to pathogenicity. However, the effect of host pH environment on pathogen colonization has never been evaluated. Development of an isogenic tomato line with reduced expression of the gene for acidity, SlPH (Solyc10g074790.1.1), enabled this analysis. Total RNA from C. gloeosporioides colonizing wild-type (WT) and RNAi-SlPH tomato lines was sequenced and gene-expression patterns were compared.Entities:
Keywords: Fungal pH regulation; Host pH regulation; Induced pathogenicity
Mesh:
Substances:
Year: 2017 PMID: 28778147 PMCID: PMC5545021 DOI: 10.1186/s12864-017-3961-6
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
pH and total acids (TA) of healthy WT and RNAi–SlPH tomato lines
| WT | RNAi– | |
|---|---|---|
| pH | 4.17 ± 0.04 | 5.96 ± 0.02 |
| (%)TA | 0.85 ± 0.04 | 0.29 ± 0.02 |
Fig. 1Colonization patterns, ammonia accumulation and pH changes induced by C. gloeosporioides on WT and RNAi–SlPH tomato lines. a WT and RNAi–SlPH tomato tissue colonized by C. gloeosporioides 3 days postinfection (PI). b Decay development on the two infected tomato lines (average of four to five infected fruits reported). c Ammonia accumulation and pH changes in the WT compared to the RNAi–SlPH tomato lines. For inoculation, 10 μl of 106 spore ml−1 suspension was placed in 1-mm deep, 2-mm diameter holes, and incubated at 25 °C under high humidity. Average ± SD of four to five replicates of one experiment out of three repeated experiments is presented
Fig. 2a Heat map of Pearson correlation between expression levels of genes in different samples. Red – highly correlated samples, green – low correlation. The correlation was calculated using the R ‘cor’ function and visualized using the ‘ggplots’ package. b Heat map of expression matrix logCPM value (which is log2 counts per million, normalized for library sizes) clustered for both genes and samples
Fig. 3a Venn diagram of differential gene expression between healthy vs. C. gloeosporioides-infected WT tomato line and healthy vs. C. gloeosporioides-infected RNAi–SlPH tomato line. b Upregulated expression. c Downregulated expression. The Venn diagrams were calculated using VENNY 2.1 software [72]
Upregulated and downregulated pathways in C. gloeosporioides-infected WT lines compared to RNAi–SlPH lines
| Pathway name |
| |
|---|---|---|
| Upregulated | 13-LOX and 13-HPL pathway | 0.0074119 |
| oleate biosynthesis I (plants) | 0.0113267 | |
| jasmonic acid biosynthesis | 0.0144936 | |
| wax ester biosynthesis | 0.0170085 | |
| glutamate biosynthesis IV | 0.0253189 | |
| Downregulated | phenylethanol biosynthesis | 2.302E-05 |
| ethylene biosynthesis from methionine | 0.0002738 | |
| suberin biosynthesis | 0.0005621 | |
| simple coumarin biosynthesis | 0.0019152 | |
| hydroxycinnamic acid tyramine amide biosynthesis | 0.0022188 | |
| chlorogenic acid biosynthesis II | 0.0027091 | |
| wound-induced proteolysis I | 0.0086595 | |
| alanine biosynthesis III | 0.0086595 | |
| seed germination protein turnover | 0.0086595 | |
| purine degradation | 0.0094942 | |
| phenylpropanoid biosynthesis, initial reactions | 0.0136983 | |
| fatty acid α-oxidation | 0.0160793 | |
| aesculetin biosynthesis | 0.0174724 | |
| glutamate degradation II | 0.0422702 | |
| ternatin C5 biosynthesis | 0.0422702 |
Upregulated and downregulated pathways in C. gloeosporioides-infected RNAi–SlPH lines compared to WT lines
| Pathway name |
| |
|---|---|---|
| Upregulated | matairesinol biosynthesis | 0.0049779 |
| UDP-D-galacturonate biosynthesis I (from UDP-D-glucuronate) | 0.0165126 | |
| free phenylpropanoid acid biosynthesis | 0.0246834 | |
| gibberellin inactivation | 0.0408552 | |
| Downregulated | glyoxylate cycle | 0.0012551 |
| glycolate and glyoxylate degradation II | 0.0015753 | |
| cytokinin degradation | 0.003706 | |
| superpathway of glyoxylate cycle | 0.0070379 | |
| wax ester biosynthesis II | 0.0117932 | |
| anthocyanin biosynthesis (delphinidin 3-O-glucoside) | 0.0181857 | |
| L-arabinose degradation II | 0.0209389 | |
| anthocyanin biosynthesis (pelargonidin 3-O-glucoside, cyanidin 3-O-glucoside) | 0.0218204 | |
| leucopelargonidin and leucocyanidin biosynthesis | 0.0263502 | |
| leucodelphinidin biosynthesis | 0.0263502 | |
| glycogen degradation I | 0.0320831 | |
| melibiose degradation | 0.0414508 |
Fig. 6Validation of RNA-Seq results by qRT-PCR. Eight differentially expressed genes (four from the host and four from the fungus) were examined by qRT-PCR at the same time points analyzed by the RNA-Seq. a Tomato genes of healthy vs. C. gloeosporioides-colonized WT tissue. Cytochrome P450 and phenylalanine ammonia lyase (pal) were downregulated while lipoxygenase (lox) and glutamate synthase were upregulated. Values were normalized to the values obtained from healthy tissue. b Fungal genes from the C. gloeosporioides colonizing WT vs. RNAi–SlPH tissue. pacC showed no differential effect, NAD+-specific glutamate dehydrogenase (gdh2) and ammonia transporter (amet) were downregulated during infection of the RNAi–SlPH line, and pectate lyase B (pelB) was upregulated during infection of the RNAi–SlPH line. Values were normalized to those obtained with the infected WT line. Primer list is provided in Additional file 1
Fig. 4a Heat map of Pearson correlation analysis between all differentially expressed fungal genes of libraries from C. gloeosporioides-infected WT and RNAi–SlPH lines with threshold described in the manuscript. b Heat map of differentially expressed genes
Upregulated fungal GO categories during C. gloeosporioides infection of RNAi–SlPH lines
| GO term | Gene description |
|---|---|
| nitrate metabolic process | nitrate reductase |
| nitrite reductase | |
| nia_beaba ame: full = nitrate reductase short = nr |
Upregulated fungal GO categories during C. gloeosporioides infection of the WT lines
| GO term | Gene description |
|---|---|
| nitrogen compound transport | choline transport |
| amino acid permease | |
| purine-cytosine permease | |
| choline transport | |
| ---NA--- | |
| choline transport | |
| ncs1 nucleoside transporter | |
| urea active transporter | |
| amino-acid permease inda1 | |
| amino acid permease | |
| c6 finger domain | |
| amino-acid permease inda1 | |
| amino acid | |
| urea transporter | |
| hypothetical protein [Tuber melanosporum Mel28] | |
| cytosine-purine permease | |
| amino acid | |
| amino acid permease | |
| mfs peptide putative | |
| peptide transporter ptr2-a | |
| ammonium transporter mep1 | |
| dicarboxylic amino acid permease | |
| amino acid permease | |
| ammonium transporter | |
| large neutral amino acids transporter small subunit 1 | |
| ammonium transporter mep2 | |
| uridine permease | |
| amino-acid permease inda1 | |
| proline-specific permease | |
| amino acid permease family | |
| amino acid permease | |
| uracil permease | |
| peptide transporter ptr2-a | |
| ncs1 nucleoside transporter family protein | |
| choline transport protein | |
| polyamine transporter tpo5 | |
| ammonium transporter | |
| amino acid permease | |
| uracil permease | |
| ncs1 allantoate transporter | |
| ncs1 allantoate transporter | |
| tpa: amino acid transporter | |
| anion transmembrane transport | choline transport |
| amino acid permease | |
| choline transport | |
| ---NA--- | |
| choline transport | |
| amino-acid permease inda1 | |
| amino acid permease | |
| c6 finger domain | |
| amino-acid permease inda1 | |
| amino acid | |
| amino-acid permease inda1 | |
| proline-specific permease | |
| amino acid permease family | |
| amino acid permease | |
| amino acid | |
| amino acid permease | |
| choline transport protein | |
| polyamine transporter tpo5 | |
| amino acid permease | |
| dicarboxylic amino acid permease | |
| amino acid permease | |
| mitochondrial phosphate carrier protein | |
| tpa: amino acid transporter | |
| large neutral amino acids transporter small subunit 1 | |
| ion transmembrane transport | choline transport |
| amino acid permease | |
| choline transport | |
| ---NA--- | |
| choline transport | |
| membrane zinc transporter | |
| amino-acid permease inda1 | |
| amino acid permease | |
| potassium transporter | |
| c6 finger domain | |
| amino-acid permease inda1 | |
| amino acid | |
| p-type calcium ATPase | |
| amino acid | |
| amino acid permease | |
| ammonium transporter mep1 | |
| dicarboxylic amino acid permease | |
| amino acid permease | |
| ammonium transporter | |
| ---NA--- | |
| large neutral amino acids transporter small subunit 1 | |
| ammonium transporter mep2 | |
| potassium uptake transporter | |
| amino-acid permease inda1 | |
| proline-specific permease | |
| amino acid permease family | |
| amino acid permease | |
| choline transport protein | |
| polyamine transporter tpo5 | |
| ammonium transporter | |
| amino acid permease | |
| mitochondrial phosphate carrier protein | |
| tpa: amino acid transporter | |
| oxidation-reduction process | general amidase |
| cytochrome p450 | |
| glyoxylate reductase | |
| short chain | |
| short-chain | |
| flavin-containing amine | |
| cytochrome p450 | |
| FAD dependent | |
| D-amino acid | |
| 2-deoxy-D-gluconate 3-dehydrogenase | |
| aryl-alcohol dehydrogenase | |
| 3-ketoacyl-acyl carrier protein | |
| polyketide synthase | |
| glycerate dehydrogenase | |
| aldehyde dehydrogenase | |
| D-amino-acid oxidase | |
| sorbitol dehydrogenase | |
| FAD binding domain-containing protein | |
| trichothecene c-15 hydroxylase | |
| trichothecene c-15 hydroxylase | |
| short-chain dehydrogenase reductase | |
| copper amine oxidase | |
| xanthine dehydrogenase | |
| integral membrane protein | |
| cytochrome p450 monooxygenase | |
| integral membrane protein | |
| superoxide dismutase | |
| chlorocatechol -dioxygenase | |
| NADPH dehydrogenase | |
| hypothetical protein [Podospora anserina S mat+] | |
| 2og-fe oxygenase superfamily protein | |
| cysteine dioxygenase | |
| cytochrome b5 | |
| isocitrate dehydrogenase | |
| terpene synthase metal binding domain protein | |
| benzoate 4-monooxygenase cytochrome p450 | |
| copper amine oxidase | |
| naphthalene -dioxygenase subunit alpha | |
| succinate-semialdehyde dehydrogenase | |
| Fe-containing alcohol | |
| copper amine oxidase | |
| short chain dehydrogenase | |
| cytochrome p450 | |
| alcohol dehydrogenase | |
| FAD binding domain protein | |
| aldehyde dehydrogenase family | |
| l-ornithine 5-monooxygenase | |
| short-chain dehydrogenase reductase family | |
| proline oxidase | |
| potassium uptake transporter | |
| peroxisomal copper amine oxidase | |
| benzoate 4-monooxygenase cytochrome p450 | |
| pigment biosynthesis protein ayg1 | |
| FAD dependent oxidoreductase | |
| histidine acid phosphatase | |
| alpha-ketoglutarate dependent xanthine dioxygenase | |
| NAD-specific glutamate dehydrogenase | |
| amino acid transporter | |
| NAD-specific glutamate dehydrogenase | |
| bifunctional purine biosynthesis protein | |
| FAD dependent oxidoreductase superfamily | |
| short-chain dehydrogenase reductase sdr | |
| alcohol dehydrogenase | |
| glycine dehydrogenase | |
| aldehyde dehydrogenase | |
| short-chain dehydrogenase | |
| l-amino-acid oxidase | |
| NADP-specific glutamate dehydrogenase | |
| aerobactin siderophore biosynthesis protein iucb | |
| endoribonuclease l-psp | |
| cytochrome p450 oxidoreductase | |
| ferric-chelate reductase | |
| cytochrome b2 | |
| aerobactin siderophore biosynthesis protein iucb | |
| short chain dehydrogenase | |
| glyoxylate reductase | |
| short-chain dehydrogenase reductase sdr | |
| peroxisomal dehydratase | |
| FAD binding domain-containing protein | |
| FAD binding domain-containing protein | |
| gtp-binding protein | |
| glycerate-and formate-dehydrogenase | |
| copper amine oxidase | |
| cytochrome b2 | |
| cytochrome b2 | |
| salicylate hydroxylase | |
| multicopper oxidase | |
| 3-oxoacyl-(acyl-carrier-protein) reductase | |
| transcriptional activator protein acu- | |
| membrane copper amine | |
| ---NA--- | |
| dimethylglycine oxidase | |
| sarcosine oxidase | |
| FAD dependent oxidoreductase superfamily | |
| succinate-semialdehyde dehydrogenase | |
| aldehyde dehydrogenase | |
| rieske 2fe-2 s family protein | |
| short chain dehydrogenase | |
| rieske 2fe-2 s family protein | |
| ankyrin repeat-containing protein | |
| short chain dehydrogenase | |
| saccharopine dehydrogenase | |
| 2og-fe oxygenase | |
| FAD binding domain containing protein | |
| major facilitator superfamily transporter | |
| hypothetical protein GLRG_11952 [Glomerella graminicola M1.001] | |
| aminobenzoyl-glutamate utilization protein b | |
| 12-oxophytodienoate reductase | |
| ---NA--- | |
| Mfs | |
| FAD binding domain-containing protein | |
| benzoate 4-monooxygenase cytochrome p450 | |
| FAD binding domain protein | |
| FAD dependent oxidoreductase superfamily | |
| cytochrome p450 alkane | |
| 2og-fe oxygenase family | |
| oxidoreductase domain containing protein | |
| c6 transcription | |
| 2og-fe oxygenase family | |
| short-chain dehydrogenase reductase | |
| 3-hydroxyacyl-NAD binding | |
| alcohol dehydrogenase | |
| FAD binding domain-containing protein | |
| FAD binding domain-containing protein | |
| alcohol dehydrogenase | |
| Aldehyde | |
| cytochrome p450 alkane | |
| short chain dehydrogenase | |
| n-alkane-inducible cytochrome p450 | |
| streptomycin biosynthesis protein | |
| methylmalonate-semialdehyde dehydrogenase | |
| flavin dependent | |
| Carbonyl | |
| 2og-fe oxygenase superfamily protein | |
| short chain dehydrogenase reductase family | |
| homoisocitrate dehydrogenase | |
| flavin-binding monooxygenase | |
| phosphoadenosine phosphosulfate reductase | |
| phosphoadenosine phosphosulfate reductase | |
| sarcosine oxidase | |
| D-lactate mitochondrial precursor | |
| FAD-binding domain protein | |
| alpha-ketoglutarate dependent xanthine dioxygenase | |
| ammonium transmembrane transport | ammonium transporter |
| ammonium transporter mep2 | |
| ammonium transporter mep1 | |
| ammonium transporter | |
| gamma-aminobutyric acid metabolic process | succinate-semialdehyde dehydrogenase |
| 4-aminobutyrate aminotransferase | |
| 4-aminobutyrate aminotransferase | |
| 4-aminobutyrate aminotransferase | |
| succinate-semialdehyde dehydrogenase | |
| ion transport | choline transport |
| amino acid permease | |
| choline transport | |
| ---NA--- | |
| choline transport | |
| membrane zinc transporter | |
| urea active transporter | |
| amino-acid permease inda1 | |
| amino acid permease | |
| potassium transporter | |
| c6 finger domain | |
| amino-acid permease inda1 | |
| amino acid | |
| hypothetical protein [Tuber melanosporum Mel28] | |
| p-type calcium ATPase | |
| plasma membrane h + −ATPase pma1 | |
| amino acid | |
| amino acid permease | |
| ammonium transporter mep1 | |
| dicarboxylic amino acid permease | |
| amino acid permease | |
| zip zinc transporter | |
| udp-galactose transporter | |
| ammonium transporter | |
| ---NA--- | |
| large neutral amino acids transporter small subunit 1 | |
| ammonium transporter mep2 | |
| potassium uptake transporter | |
| amino-acid permease inda1 | |
| proline-specific permease | |
| amino acid permease family | |
| amino acid permease | |
| choline transport protein | |
| polyamine transporter tpo5 | |
| ammonium transporter | |
| amino acid permease | |
| mitochondrial phosphate carrier protein | |
| tpa: amino acid transporter | |
| organonitrogen compound catabolic process | urea active transporter |
| proline oxidase | |
| ---NA--- | |
| methylmalonate-semialdehyde dehydrogenase | |
| urease | |
| glycosyl family | |
| succinate-semialdehyde dehydrogenase | |
| dimethylglycine oxidase | |
| NAD-specific glutamate dehydrogenase | |
| succinate-semialdehyde dehydrogenase | |
| dihydropyrimidinase | |
| 4-aminobutyrate aminotransferase | |
| NAD-specific glutamate dehydrogenase | |
| aldehyde dehydrogenase | |
| 3-hydroxyacyl-NAD binding | |
| carbamoyl-phosphate synthase | |
| guanine deaminase | |
| glycine dehydrogenase | |
| aspartate family amino acid metabolic process | L-serine dehydratase |
| homocysteine synthase | |
| L-asparaginase | |
| ---NA--- | |
| threonine dehydratase | |
| benzoate 4-monooxygenase cytochrome p450 | |
| dimethylglycine oxidase | |
| argininosuccinate synthase | |
| threonine ammonia-lyase precursor | |
| 4-aminobutyrate aminotransferase | |
| aldehyde dehydrogenase | |
| 3-hydroxyacyl-NAD binding | |
| D-amino-acid oxidase | |
| s-adenosylmethionine synthetase | |
| phosphoadenosine phosphosulfate reductase | |
| phosphoadenosine phosphosulfate reductase | |
| aminobenzoyl-glutamate utilization protein b | |
| 5-methyltetrahydropteroyltriglutamate-homocysteine methyltransferase | |
| cellular amino acid catabolic process | dimethylglycine oxidase |
| NAD-specific glutamate dehydrogenase | |
| succinate-semialdehyde dehydrogenase | |
| 4-aminobutyrate aminotransferase | |
| NAD-specific glutamate dehydrogenase | |
| proline oxidase | |
| aldehyde dehydrogenase | |
| methylmalonate-semialdehyde dehydrogenase | |
| 3-hydroxyacyl-NAD binding | |
| carbamoyl-phosphate synthase | |
| succinate-semialdehyde dehydrogenase | |
| glycine dehydrogenase | |
| gamma-aminobutyric acid catabolic process | succinate-semialdehyde dehydrogenase |
| 4-aminobutyrate aminotransferase | |
| succinate-semialdehyde dehydrogenase |
Fig. 5Heat map of numbers of carbohydrate enzyme (CAZyme) repertoires which were found to be differentially expressed. GH – glycoside hydrolase; GT – glycosyl transferase; PL – polysaccharide lyase; CE – carbohydrate esterase; AA – auxiliary activities; CBM – carbohydrate-binding modules. Upregulated genes represent genes with higher expression levels in RNAi–SlPH compared to the WT line. Downregulated genes represent lower expression levels in RNAi–SlPH vs. the WT line