| Literature DB >> 31717780 |
Javier Ortiz1,2, Javiera Soto1,2, Alejandra Fuentes1, Héctor Herrera1, Claudio Meneses3, César Arriagada1.
Abstract
The endophytic strain Chaetomium cupreum isolated from metal-contaminated soil was inoculated in Eucalyptus globulus roots to identify genes involved in metal stress response and plant growth promotion. We analyzed the transcriptome of E. globulus roots inoculated with C. cupreum. De novo sequencing, assembly, and analysis were performed to identify molecular mechanisms involved in metal stress tolerance and plant growth promotion. A total of 393,371,743 paired-end reads were assembled into 135,155 putative transcripts. It was found that 663 genes significantly changed their expression in the presence of treatment, of which 369 were up-regulated and 294 were down-regulated. We found differentially expressed genes (DEGs) encoding metal transporters, transcription factors, stress and defense response proteins, as well as DEGs involved in auxin biosynthesis and metabolism. Our results showed that the inoculation of C. cupreum enhanced tolerance to metals and growth promotion on E. globulus. This study provides new information to understand molecular mechanisms involved in plant-microbe interactions under metals stress.Entities:
Keywords: Chaetomium cupreum; Eucalyptus globulus roots; endophyte; metal stress; transcriptome
Year: 2019 PMID: 31717780 PMCID: PMC6920756 DOI: 10.3390/microorganisms7110490
Source DB: PubMed Journal: Microorganisms ISSN: 2076-2607
Figure 1Effect of inoculation of endophytic strain Chaetomium cupreum on shoot and root dry weight of Eucalyptus globulus (90 days post-inoculation). Values are expressed as means ± standard error. Statistical significance was evaluated with t-student test *(p ≤ 0.05).
Figure 2Detection of Chaetomium cupreum in roots of inoculated plants of Eucalyptus globulus (90 days post inoculation) observed under scanning electron microscopy. Black arrows show fungal hyphae.
Summary of de novo assembly statistics of Eucalyptus globulus roots by Trinity software.
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| |
|---|---|
| Number of transcripts | 131.155 |
| Number of components | 81.210 |
| Size | 147.15 Mbp |
| N10 | 4469 bp |
| N20 | 3580 bp |
| N30 | 3002 bp |
| N40 | 2540 bp |
| N50 | 2128 bp |
| Average length | 1121.97 bp |
| Median | 580 bp |
Summary of evaluation of the de novo assembly of Eucalyptus globulus roots by BUSCO.
| Complete BUSCOs | 1133 | 78.7% |
|---|---|---|
| -Single-copy BUSCOs | 574 | 39.9% |
| -Duplicated BUSCOs | 559 | 38.8% |
| Fragmented BUSCOs | 108 | 7.5% |
| Missing BUSCOs | 199 | 13.8% |
| Total BUSCO genes | 1.440 | 100.0% |
Figure 3Volcano plot of differentially expressed genes between control (without microbial inoculation) and treatment (with microbial inoculation) conditions in Eucalyptus globulus roots transcriptome. In red, differentially expressed genes; in black, genes without variation in expression.
Figure 4Gene ontology distribution of Eucalyptus globulus transcripts according to level 1 categories: GO, Cellular Component (CC), Biological Process (BP) and Molecular Function (MF). Genes are differentially expressed in treatment compared to control condition.
Figure 5Distribution of differentially expressed genes according PHANTER classification system. The bars show the number of genes in each protein functional class. Genes are differentially expressed in treatment compared to control condition.
Details of differential expression genes involved in response to heavy metals stress and plant growth promotion in Eucalyptus globulus roots transcriptome.
| Gene Description | Ontology | FPKM Control | FPKM Treatment | Up/Down | |
|---|---|---|---|---|---|
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| |||||
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| MF: Metal ion binding (GO:0046872) | 69932.98 | 32933.82 | 8.65 × 10−7 | Down |
|
| MF: Metal ion binding (GO:0046872), BP: Response to oxidative stress (GO:0006979) | 1370.02 | 615.98 | 1.61 × 10−135 | Down |
|
| BP: Metal ion binding (GO:0046872), Cellular response to toxic substances (GO:0097237) | 1049.91 | 451.091 | 1.63 × 10−6 | Down |
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| BP: Response to salt stress (GO:0006950) | 85.18 | 1617.25 | 0 | Up |
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| BP: Detoxification of arsenic-containing substance (GO:0071722) | 1046.34 | 318.95 | 5.68 × 10−34 | Down |
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| MF: Metal ion binding (GO:0046872) | 234.41 | 103.58 | 4.83 × 10−103 | Down |
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| MF: ATPase activity, coupled to transmembrane movement of substances (GO:0042626) | 161.09 | 71.71 | 3.79 × 10−41 | Down |
|
| MF: Cation transmembrane transporter activity (GO:0008324) | 723.47 | 280.76 | 0 | Down |
|
| BP: Response to osmotic stress (GO:0006970), response to salt stress (GO:0009651) | 120.87 | 31.99 | 4.63 × 10−68 | Down |
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| BP: Response to salt stress (GO:0009651) | 181.21 | 66 | 2.09 × 10−9 | Down |
|
| BP: Regulation of stomatal movement (GO:0010119) | 35.69 | 153.43 | 3.96 × 10−23 | Up |
|
| BP: Cellular response to heat (GO:0034605) | 298.08 | 124.75 | 7.8 × 10−30 | Down |
|
| MF: AMP binding (GO:0016208) | 62.21 | 24.3 | 2.78 × 10−10 | Down |
|
| BP: Defense response (GO:0006952) | 344.15 | 89.65 | 4.22 × 10−62 | Down |
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| BP: Defense response signaling pathway (GO:0009870) | 269.97 | 960.33 | 0.003 | Up |
|
| MF: Defense response to bacterium (GO:0042742) | 269.97 | 960.33 | 1.48 × 10−5 | Up |
|
| BP: Defense response (GO:0006952) | 70.25 | 323.33 | 5.25 × 10−21 | Up |
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| BP: Defense response (GO:0006952), response to biotic stimulus (GO:0009607) | 75.24 | 308.47 | 5.89 × 10−76 | Up |
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| BP: Defense response (GO:0006952) | 234.72 | 1139.56 | 1.69 × 10−25 | Up |
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| MF: Defense response to bacterium (GO:0042742) | 403.5 | 1270.23 | 0 | Up |
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| BP: Defense response (GO:0006952) | 239.78 | 628.32 | 7.88 × 10−22 | Up |
|
| BP: Ethylene-activated signaling pathway (GO:0009873) | 42.47 | 147.73 | 1.04 × 10−40 | Up |
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| BP: Iron ion homeostasis (GO:0055072), iron ion transmembrane transport (GO:0034755) | 1849.04 | 706.19 | 1.68 × 10−23 | Down |
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| BP: Iron ion transmembrane transport (GO:0034755) | 1613.53 | 378.21 | 3.64 × 10−34 | Down |
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| BP: Iron ion homeostasis (GO:0055072) | 1849.04 | 706.19 | 0 | Down |
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| BP: Iron ion transmembrane transport (GO:0034755) | 1613.53 | 378.21 | 7.81 × 10–6 | Down |
|
| MF: Metal ion binding (GO:0046872), BP: Metal ion transport (GO:0030001) | 2010.9 | 911.05 | 8.38 × 10–25 | Down |
|
| BP: Cellular response to nitrate (GO:0071249), nitrate transport (GO:0015706) | 156.4 | 53.16 | 4.63 × 10−22 | Down |
|
| BP: Nitrate assimilation (GO:0042128), nitrate transport (GO:0015706) | 7323.21 | 3085.33 | 8.34 × 10−49 | Down |
|
| BP: Phosphate ion transmembrane transporter activity (GO:0015114) | 2858.46 | 50.92 | 8.77 × 10−27 | Down |
|
| BP: Potassium ion transport (GO:0006813) | 2330.51 | 570.91 | 4.86 × 10−34 | Down |
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| BP: Response to osmotic stress (GO:0006970), sodium ion transport (GO:0006814) | 116.31 | 50.95 | 1.17 × 10−23 | Down |
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| BP: Magnesium ion transport (GO:0015693) | 924.34 | 365.83 | 6.95 × 10−139 | Down |
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| BP: Ammonium transmembrane transport (GO:0072488) | 3059.06 | 1050.29 | 0 | Down |
|
| MF: Secondary activate sulfate transmembrane transporter activity (GO:0008271) | 433.26 | 100.61 | 1.59 × 10−10 | Down |
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| BP: Malate transport (GO:0015743) | 379.74 | 126.8 | 3.78 × 10−22 | Down |
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| BP: Glucose homeostasis (GO:0042593) | 28.58 | 102.73 | 3.24 × 10−36 | Up |
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| MF: Water channel activity (GO:0015250), BP: Response to water deprivation (GO:0009414) | 78.13 | 1168.64 | 1.39 × 10−55 | Up |
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| MF: Water channel activity (GO:0015250), BP: Water transport (GO:0006833) | 64.88 | 252.7 | 8.49 × 10−32 | Up |
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| MF: Auxin-activated signaling pathway (GO:0009734) | 106.53 | 349.04 | 2.86 × 10−20 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734), response to auxin (GO:0009733) | 18.84 | 167.76 | 5.82 × 10−40 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734) | 18.84 | 167.76 | 3.26 × 10−45 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734) | 18.84 | 167.76 | 1.33 × 10−57 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734), auxin efflux (GO:0010315) | 10.46 | 115.46 | 0 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734) | 142.02 | 772.68 | 4.19 × 10−48 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734), regulation of growth (GO:0040008) | 18.44 | 108.18 | 1.11 × 10−15 | Up |
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| BP: Positive regulation of cell growth (GO:0030307), responsive to auxin (GO:0009733) | 46.66 | 107.16 | 2.42 × 10−22 | Up |
|
| BP: Auxin-activated signaling pathway (GO:0009734) | 147.72 | 441.66 | 1.15 × 10−60 | Up |
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| BP: Auxin homeostasis (GO:0010252) | 41.6 | 137.52 | 0 | Up |
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| BP: Response to auxin (GO:0009733), root development (GO:0048364) | 35.69 | 153.43 | 1.29 × 10−88 | Up |
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| MF: Hormone activity (GO:0005179), BP: Cell-cell signaling (GO:0007267) | 182.13 | 487.29 | 3.06 × 10−23 | Up |
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| MF: Copper ion binding (GO:0005507), oxidoreductase activity (GO:0016491) | 590.37 | 1885 | 6.34 × 10−14 | Up |
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| MF: Copper ion binding (GO:0005507), oxidoreductase activity (GO:0016491) | 675.65 | 2738.33 | 9.02 × 10−51 | Up |
|
| MF: Copper ion binding (GO:0005507), oxidoreductase activity (GO:0016491) | 675.65 | 2738.33 | 1.01 × 10−110 | Up |
Figure 6Heat map showing differential expression of the most important up/downregulated genes between control (without microbial inoculation) and inoculated treatment (with fungal inoculation) conditions in Eucalyptus globulus roots transcriptome.