| Literature DB >> 27777513 |
Dijun Zhang1, Weina He1, Qianqian Tong1, Jun Zhou1, Xiurong Su1.
Abstract
BACKGROUND: The acquisition of iron is important for the pathogenicity of bacteria and blood. Three different culture environments (Fe stimulation, blood agar plate and normal plate) were used to stimulate Enterobacter cloacae, and their respective pathogenicities were compared at the proteomic, mRNA and metabolomic levels.Entities:
Keywords: Enterobacter cloacae; Iron; Metabolomic; Pathogenicity; Proteomic
Year: 2016 PMID: 27777513 PMCID: PMC5070189 DOI: 10.1186/s12953-016-0104-y
Source DB: PubMed Journal: Proteome Sci ISSN: 1477-5956 Impact factor: 2.480
DIGE experimental design for sample protein labeling from different treatments and internal standard
| Gel No. | Cy2 | Cy3 | Cy5 |
|---|---|---|---|
| Gel 1 | Y1 + Y2 + Y3 | Y1 | Y2 |
| Gel 2 | Y1 + Y2 + Y3 | Y2 | Y1 |
| Gel 3 | Y1 + Y2 + Y3 | Y3 | Y2 |
| Gel 4 | Y1 + Y2 + Y3 | Y1 | Y3 |
| Gel 5 | Y1 + Y2 + Y3 | Y3 | - |
Fig. 1Proteomic comparison of E. cloacae under three different culture conditions using 2D-DIGE. Protein samples (150 μg each) from total E. cloacae lysates were labeled with Cy-dyes and separated using 22-cm, pH 4–7 linear IPG strips. Note: A-gel1, B-gel2, C-gel3, D-gel4, E-gel5
The condition of the different expression of proteins and the detection of MS/MS in E. cloacae cultured in three different media
| Group | Y1 up-regulated | Y2 up-regulated | Y3 up-regulated | Success rate |
|---|---|---|---|---|
| Y1:Y2 | 35a (30)b | 67 (35) | - | 63.73 % |
| Y1:Y3 | 64 (45) | - | 91 (76) | 78.06 % |
| Y2:Y3 | - | 50 (28) | 58 (49) | 71.30 % |
aThe number of upregulated proteins. bThe number of protein which detected successfully by MS/MS
Fig. 2Proteins exhibiting significant changes were selected for MS/MS identification. A and B denote the upregulated proteins in Y1 and Y2 and in Y1 compared with Y2, respectively. C and D denote the upregulated proteins in Y1 and Y3 and in Y1 compared with Y3, respectively. E and F denote the up-regulated proteins in Y2 and Y3 and in Y2 compared with Y3, respectively
Fig. 3GO categorization of differentially expressed proteins in E. cloacae cultured under three different conditions. The proteins were classified as follows: cellular component, molecular function, and biological processes, according to the GO terms. The color of the square is related to the number of times each function was clustered by proteins; a higher frequency is represented by richer shades of each respective color
Fig. 4Details of the pathways that cluster with the differentially expressed proteins in the three groups. The color of the square is related to the number of regulated proteins clustered in the pathways; richer shades of each respective color indicate a higher number
Fig. 5Typical 600 MHz 1H NMR spectra of E. cloacae extract. 1: isoleucine; 2: ethanol; 3: leucine; 4: valine; 5: threonine; 6: lactate; 7: alanine; 8: thymine; 9: acetate; 10: glutamate; 11: methionine; 12: 2-aminoadipate; 13: pyruvate; 14: succinate; 15: 2-alanine; 16: aspartate; 17: lysine; 18: ethanolamine; 19: choline; 20: O-phosphocholine; 21: sn-glycero-3-phosphocholine; 22: betaine; 23: 3-methylxanthine; 24: phenylacetate; 25: glycine; 26: inosine; 27: adenosine; 28: uracil; 29: cytosine; 30: fumarate; 31: tyrosine; 32: phenylalanine; 33: nicotinate; 34: uridine; 35: hypoxanthine; 36: adenine; 37: formate; 38: 4-aminobutyrate
Fig. 6Venn diagram and histogram of the quantified levels of metabolites detected in E. cloacae under the three different treatment conditions
Fig. 7PCA (a) and PLS-DA (b) score plot illustrating the variance between 38 metabolites under the three treatment conditions applied to E. cloacae. 1: 2-aminoadipate, 2: 3-methylxanthine, 3: 4-aminobutyrate, 4: acetate, 5: adenine, 6: adenosine, 7: alanine, 8: aspartate, 9: betaine, 9: choline, 10: cytosine, 11: ethanolamine,12: formate, 13: fumarate, 14: glutamate, 15: glycine, 16: hypoxanthine, 17: inosine, 18: isoleucine, 19: lactate, 20: leucine, 21: lysine, 22: methanol, 23: methionine, 24: NAD+, 25: nicotinate, 26: O-phosphocholine, 27: phenylacetate, 28: phenylalanine, 29: pyruvate, 30: succinate, 31: threonine, 32: thymine, 33: tyrosine, 34: uracil, 35: uridine, 36: valine, 37: sn-glycero-3-phosphocholine, 38: 2-alanine
Validation of pathways affected by in difference expression protein by the different metabolic detected by 1H NMR (Y1 compared with Y2)
| The condition of regulated by proteins | Pathways | Upregulated Metabolites | |
|---|---|---|---|
| Y1 | Y2 | ||
| Y1 upregulated | Two-component system | 1a | 2b |
| Y2 upregulated | ABC transporters | 2c | 9d |
| Glycine, serine and threonine metabolism | - | 4g | |
| Methane metabolism | - | 5h | |
| Pentose phosphate pathway | - | 1l | |
| Phenylalanine metabolism | - | 4k | |
| Pyrimidine metabolism | 1e | 5f | |
| Y1 and Y2 Co-regulated | Bacterial chemotaxis | - | - |
| Bacterial secretion system | - | - | |
| Glycolysis / Gluconeogenesis | 1i | 2j | |
aGlutamate. bSuccinate, Fumarate. cGlutamate, 2-Alanine. dAlanine, Betaine, Glycine, Isoleucine, Leucine, Methionine, Phenylalanine, Valine, Threonine. e2-Alanine. fAlanine, Thymine, Uracil, Cytosine, Uridine. gBetaine, Glycine, Pyruvate, Threonine. hGlycine, Acetate, Formate, Pyruvate, Methanol. iLactate. jAcetate, Pyruvate. kPhenylalanine, Succinate, Fumarate, Pyruvate. lPyruvate
Verify pathways affected by in difference expression protein by the different metabolic detected by 1H NMR (Y1 compared with Y3)
| The condition of regulated by proteins | Pathways | Upregulated Metabolites | |
|---|---|---|---|
| Y1 | Y3 | ||
| Y3 upregulated | Bacterial secretion system | - | - |
| Butanoate metabolism | - | 3a | |
| Nitrogen metabolism | - | 1b | |
| Bacterial chemotaxis | - | 1c | |
| Phenylalanine metabolism | - | 4d | |
| Tyrosine metabolism | - | 2e | |
| Fructose and mannose metabolism | - | - | |
| Methane metabolism | - | 5f | |
| Oxidative phosphorylation | - | 3g | |
| Pentose phosphate pathway | - | 1h | |
| Glycine, serine and threonine metabolism | - | 6i | |
| ABC transporters | - | 13j | |
| Y1 and Y3 Co-regulated | Pyruvate metabolism | - | 5k |
| Citrate cycle | - | 3l | |
| Glutathione metabolism | - | 1m | |
| Phosphotransferase system | - | 1n | |
| RNA degradation | - | - | |
| Nicotinate and nicotinamide metabolism | - | 5° | |
| Two-component system | - | 3p | |
| Glycolysis/Gluconeogenesis | - | 2q | |
| Glycerophospholipid metabolism | 1r | 2s | |
| Pyrimidine metabolism | - | 4t | |
| Purine metabolism | - | 5u | |
aSuccinate, Fumarate, Pyruvate. bFormate. cAspartate. dPhenylalanine, Succinate, Fumarate, Pyruvate. eFumarate, Pyruvate. fGlycine, Acetate, Formate, Pyruvate, Methanol. gSuccinate, NAD+, Fumarate. hPyruvate. iAspartate, Betaine, Choline, Glycine, Pyruvate, Threonine. jAlanine, Aspartate, Betaine, Glycine, Isoleucine, Leucine, Lysine, Methionine, Phenylalanine, Choline, Succinate, Valine, Threonine. kSuccinate, Acetate, Formate, Fumarate, Pyruvate. lSuccinate, Fumarate, Pyruvate. mGlycine. nPyruvate. oAspartate, NAD+, Fumarate, Pyruvate, Nicotinate. pAspartate, Succinate, Fumarate. qAcetate, Pyruvate. rsn-Glycero-3-phosphocholine.sEthanolamine, Choline. tAlanine, Uracil, Cytosine, Uridine. uGlycine, Adenine, Adenosine, Hypoxanthine, Inosine
Verify pathways affected by in difference expression protein by the different metabolic detected by 1H NMR (Y2 compared with Y3)
| The condition of regulated by proteins | Pathways | Upregulated Metabolites | |
|---|---|---|---|
| Y2 | Y3 | ||
| Y3 upregulated | Bacterial secretion system | - | - |
| Glycolysis/Gluconeogenesis | - | - | |
| Pentose phosphate pathway | - | - | |
| Pyruvate metabolism | - | 1a | |
| Citrate cycle | - | 1b | |
| ABC transporters | 1c | 6d | |
| Y2 and Y3 Co-regulated | Phenylalanine metabolism | 1e | - |
| Glycine, serine and threonine metabolism | 1f | 3g | |
| Glutathione metabolism | - | 2h | |
| Phosphotransferase system | - | - | |
| Nicotinate and nicotinamide metabolism | - | - | |
| Pyrimidine metabolism | - | - | |
| Purine metabolism | - | - | |
aFumarate. bFumarate. cBetaine. dAspartate, Glutamate, Glycine, Leucine, Lysine, Choline. eFumarate. fBetaine. gAspartate, Glycine, Choline. hGlutamate, Glycine
Fig. 8Glycerophospholipid metabolism in Y1 compared with Y3. The enzymes shown in purple were upregulated in Y1, and those shown in yellow were upregulated in Y3