| Literature DB >> 27437031 |
Neil Andrew Brown1, Laure N A Ries2, Thaila F Reis2, Ranjith Rajendran3, Renato Augusto Corrêa Dos Santos4, Gordon Ramage3, Diego Mauricio Riaño-Pachón4, Gustavo H Goldman2.
Abstract
BACKGROUND: Sugarcane is one of the world's most profitable crops. Waste steam-exploded sugarcane bagasse (SEB) is a cheap, abundant, and renewable lignocellulosic feedstock for the next-generation biofuels. In nature, fungi seldom exist as planktonic cells, similar to those found in the nutrient-rich environment created within an industrial fermenter. Instead, fungi predominantly form biofilms that allow them to thrive in hostile environments.Entities:
Keywords: Biofilm; Fungi; Hydrolytic enzymes; Hydrophobin; Sugarcane bagasse
Year: 2016 PMID: 27437031 PMCID: PMC4950808 DOI: 10.1186/s13068-016-0558-2
Source DB: PubMed Journal: Biotechnol Biofuels ISSN: 1754-6834 Impact factor: 6.040
Fig. 1Growth of Aspergillus nidulans on steam-exploded sugarcane bagasse (SEB). a A. nidulans was grown in 1 % fructose liquid media for 24 h and then transferred to a semi-solid SEB media for 6–120 h at 37 °C. b Growth profile of A. nidulans grown on fructose (0 h) and post transfer to SEB for 24, 72, and 120 h shows the reduction of fungal growth and increased secretion post transfer to SEB. Presented are the mean total protein measurements of the solid and liquid fractions (plus one standard deviation) representative of fungal biomass and fungal secretion. c RNA-sequencing identifies the genes significantly up, or down, regulated post transfer to SEB for 6 or 12 h. d Venn analysis reveals a significant correlation in the modulation of transcription post 6 or 12 h growth on SEB
Summary of the GO terms over-represented in the lists of gene up (↗) or down (↘) regulated post transfer from fructose to SEB for 6 h
| GO term | Description |
| Class | Reg. |
|---|---|---|---|---|
| Alternative carbon usage and autophagy | ||||
| GO:0019439 | Aromatic compound catabolic process | 0.002559 | BP | ↗ |
| GO:0009083 | Branched chain family amino acid catabolic process | 0.000445 | BP | ↗ |
| GO:0033539 | Fatty acid beta-oxidation using acyl-CoA dehydrogenase | 0.004303 | BP | ↗ |
| GO:0045493 | Xylan catabolic process | 0.004047 | BP | ↗ |
| GO:0044247 | Cellular polysaccharide catabolic process | 0.001386 | BP | ↗ |
| GO:0004553 | Hydrolase activity, hydrolyzing O-glycosyl compounds | 0.000516 | MF | ↗ |
| GO:0034727 | Piecemeal microautophagy of nucleus | 3.8E−05 | BP | ↗ |
| GO:0000407 | Pre-autophagosomal structure | 0.004047 | CC | ↗ |
| Sporulation | ||||
| GO:0043938 | Positive regulation of sporulation | 0.000876 | BP | ↗ |
| GO:2000243 | Positive regulation of reproductive process | 0.004954 | BP | ↗ |
| GO:0045597 | Positive regulation of cell differentiation | 0.003258 | BP | ↗ |
| GO:0034305 | Regulation of asexual sporulation | 0.00405 | BP | ↗ |
| GO:0048315 | Conidium formation | 0.001015 | BP | ↗ |
| GO:0019953 | Sexual reproduction | 0.005001 | BP | ↗ |
| Signal transduction and transcriptional regulation | ||||
| GO:0045859 | Regulation of protein kinase activity | 0.002559 | BP | ↗ |
| GO:0004672 | Protein kinase activity | 4.65E−05 | MF | ↗ |
| GO:0006355 | Regulation of transcription, DNA-dependent | 0.000713 | BP | ↗ |
| GO:0005667 | Transcription factor complex | 0.005477 | CC | ↗ |
| GO:0030528 | Transcription regulator activity | 1.47E−06 | MF | ↗ |
| GO:0003700 | Sequence-specific DNA binding transcription factor activity | 1.39E−05 | MF | ↗ |
| GO:0000077 | DNA damage checkpoint | 0.000601 | BP | ↗ |
| GO:0042770 | Signal transduction in response to DNA damage | 0.000232 | BP | ↗ |
| Protein translation | ||||
| GO:0000027 | Ribosomal large subunit assembly | 1.43E−08 | BP | ↘ |
| GO:0005763 | Mitochondrial small ribosomal subunit | 1.35E−05 | CC | ↘ |
| GO:0030687 | Preribosome, large subunit precursor | 4.87E−07 | CC | ↘ |
| GO:0022627 | Cytosolic small ribosomal subunit | 2.89E−06 | CC | ↘ |
| GO:0022625 | Cytosolic large ribosomal subunit | 4.15E−05 | CC | ↘ |
| GO:0003735 | Structural constituent of ribosome | 5.37E−25 | MF | ↘ |
| GO:0043614 | Multi-eIF complex | 0.004466 | CC | ↘ |
| Respiration | ||||
| GO:0006096 | Glycolysis | 0.00425 | BP | ↘ |
| GO:0015986 | ATP synthesis coupled proton transport | 0.00231 | BP | ↘ |
| GO:0033617 | Mitochondrial respiratory chain complex IV assembly | 0.004466 | BP | ↘ |
| GO:0042775 | Mitochondrial ATP synthesis coupled electron transport | 0.006022 | BP | ↘ |
| GO:0033615 | Mitochondrial proton-transporting ATP synthase complex assembly | 0.001028 | BP | ↘ |
| GO:0000275 | Mitochondrial proton-transporting ATP synthase complex, catalytic core F(1) | 0.004077 | CC | ↘ |
| GO:0005751 | Mitochondrial respiratory chain complex IV | 0.0135 | CC | ↘ |
| GO:0045254 | Pyruvate dehydrogenase complex | 0.004077 | CC | ↘ |
| GO:0016491 | Oxidoreductase activity | 2.57E−06 | MF | ↘ |
For the full list refer to Additional file 6: File S2
BP, MF, and CC denote biological process, molecular function, and cellular component, respectively
Summary of the GO terms over-represented in the lists of gene up (↗) or down (↘) regulated post transfer from fructose to SEB for 12 h
| GO term | Description |
| Class | Reg. |
|---|---|---|---|---|
| Alternative carbon usage and autophagy | ||||
| GO:0034727 | Piecemeal microautophagy of nucleus | 0.00092 | BP | ↗ |
| GO:0033539 | Fatty acid beta-oxidation using acyl-CoA dehydrogenase | 0.002012 | BP | ↗ |
| GO:0009083 | Branched chain family amino acid catabolic process | 0.000123 | BP | ↗ |
| GO:0019439 | Aromatic compound catabolic process | 0.00059 | BP | ↗ |
| Sporulation | ||||
| GO:0043941 | Positive regulation of sexual sporulation resulting in formation of a cellular spore | 0.001234 | BP | ↗ |
| GO:0075307 | Positive regulation of conidium formation | 0.002775 | BP | ↗ |
| Signal transduction and transcriptional regulation | ||||
| GO:0031667 | Response to nutrient levels | 0.001154 | BP | ↗ |
| GO:0005667 | Transcription factor complex | 0.002173 | CC | ↗ |
| GO:0044212 | Transcription regulatory region DNA binding | 5.56E−05 | MF | ↗ |
| GO:0010843 | Promoter binding | 5.56E−05 | MF | ↗ |
| GO:0030528 | Transcription regulator activity | 4.54E−09 | MF | ↗ |
| GO:0003700 | Sequence-specific DNA binding transcription factor activity | 6.17E−07 | MF | ↗ |
| GO:0006468 | Protein phosphorylation | 0.002164 | BP | ↗ |
| GO:0004674 | Protein serine/threonine kinase activity | 0.000797 | MF | ↗ |
| GO:0042770 | Signal transduction in response to DNA damage | 0.00092 | BP | ↗ |
| GO:0000077 | DNA damage checkpoint | 0.002455 | BP | ↗ |
| Protein translation | ||||
| GO:0000028 | Ribosomal small subunit assembly | 0.002859 | BP | ↘ |
| GO:0000027 | Ribosomal large subunit assembly | 9.06E−07 | BP | ↘ |
| GO:0005763 | Mitochondrial small ribosomal subunit | 4.47E−05 | CC | ↘ |
| GO:0022627 | Cytosolic small ribosomal subunit | 2.43E−06 | CC | ↘ |
| GO:0022625 | Cytosolic large ribosomal subunit | 0.000133 | CC | ↘ |
| GO:0005762 | Mitochondrial large ribosomal subunit | 6E−08 | CC | ↘ |
| GO:0003735 | Structural constituent of ribosome | 9.5E−25 | MF | ↘ |
| Respiration | ||||
| GO:0006007 | Glucose catabolic process | 0.000946 | BP | ↘ |
| GO:0006099 | Tricarboxylic acid cycle | 0.004933 | BP | ↘ |
| GO:0006119 | Oxidative phosphorylation | 0.000164 | BP | ↘ |
| GO:0016491 | Oxidoreductase activity | 4.81E−05 | MF | ↘ |
| GO:0045254 | Pyruvate dehydrogenase complex | 0.006285 | CC | ↘ |
| GO:0015986 | ATP synthesis coupled proton transport | 0.005186 | BP | ↘ |
| GO:0033617 | Mitochondrial respiratory chain complex IV assembly | 0.008028 | BP | ↘ |
| GO:0005746 | Mitochondrial respiratory chain | 0.00779 | CC | ↘ |
| GO:0000275 | Mitochondrial proton-transporting ATP synthase complex, catalytic core F(1) | 0.006285 | CC | ↘ |
For the full list refer to Additional file 7: File S3
BP, MF, and CC denote biological process, molecular function, and cellular component, respectively
Fig. 2Transcriptional analyses reveal how Aspergillus nidulans adapts to growth on SEB. a Significant transcriptional modulation of genes encoding for transcription factors involved in alternative carbon usage, starvation responses, and morphological adaptations post transfer to SEB. b Transcriptional induction of an array of CAZymes post transfer to SEB, in particular those from the GH families which target hemicellulose GH2, GH3, GH10, GH11, GH43, GH62) or lignin (GH61 now reclassified as AA9). c Transcriptional induction of numerous putative and characterised sugar transporter encoding genes post transfer to SEB. d RT-qPCR analysis of 17 putative sugar transporter encoding genes validates RNA-seq data. A heatmap of the RT-qPCR analysis showing the expression of 17 genes during growth on 1 % fructose, 0.1 % xylose, 1 % xylose, and 0.5 % SEB. The majority of genes showed higher expression levels at low xylose concentrations implying that they encoded putative high affinity transporters
Fig. 3Involvement of hydrophobins in the growth of A. nidulans on SEB. a Transcriptional modulation of hydrophobin encoding genes post transfer to SEB reveals induction of rodA and dewC. b Radial growth on complete media is not affected by the absence of RodA or DewC. c Growth of A. nidulans on SEB is reduced in the absence of RodA or DewC. d Western blot showing the retention of RodA::mRFP within the solid fraction of the submerged cultivation of A. nidulans on SEB for 1–5 days. Arrows present the two RodA isoforms, potentially including a hydrophobin dimer. C denotes the coomassie stained 4–12 % Bis–Tris gel. Statistical significance: *p < 0.05
Fig. 4Scanning electron microscopy (SEM) of A. nidulans biofilms grown on SEB. a SEB (0.5 %) was deposited on 12 mm adhesive discs and transferred into a 24 well plate containing liquid media (without any carbon source) plus 5 × 105 conidia/ml for 48 h at 37 °C. Biofilms were washed, fixed, and sputter-coated with gold prior to SEM. b Wild-type A. nidulans forms a biofilm on the SEB particles (500×). c Absence of RodA or DewC results in the reduction in biofilm formation on SEB (1000×) and the alteration of the appearance of the hyphal surface (12,000×)
Fig. 5Solid-state fermentation (SSF) of A. nidulans on SEB. a Representative image of SSF. Autoclaved and dried SEB was mixed with 5 ml of liquid media without any carbon source plus 1 × 107 conidia and then incubated at 37 °C for 10 days. Proteins were extracted from solid SEB cultures. The resulting supernatants were used for the respective Megazyme assays. b Accumulative production of cellulolytic (blue) and xylanolytic (red) enzymes by the wild-type A. nidulans strain throughout the 10 days SSF. c Recovery of lignocellulolytic enzymes (predominantly xylanases) from the A. nidulans biofilm was increased in the absence of RodA or DewC, or the in the presence of the non-functional StuA1 mutation, during the SSF of SEB. Enzyme activity is presented in relation to the biomass of the fungal colony. Statistical significance: *p < 0.05, **p < 0.01, ***p < 0.001
Fig. 6Redundancy in hydrophobin transcription during SSF of SEB. The absence of RodA, and in particular DewC, induced the transcription of alternative hydrophobin encoding genes (rodA and dewA-E). The regulation of multiple hydrophobin encoding genes was influenced by the presence of the non-functional StuA1 mutation. Presented is the relative expression of the hydrophobin encoding genes (cDNA hydrophobin/cDNA tubC) ± one standard deviation. Statistical significance: **p < 0.01, ***p < 0.001