The GO Ontology analysis that was inclusive of biological processes, molecular functions and cellular components, was used to classify the functions of the DEGs between WT and ΔnirS. Based on the sequence homology, the dominant groups for up-regulated DEGs in these three categories were revealed to be metabolic process, catalytic activity and cell, respectively (Fig. 3). For down-regulated DEGs, on the other hand, metabolic processes, catalytic activity, and membranes sub-groups were revealed in each of the three main categories, respectively (Fig. 3). In addition, DEGs were mapped to the terms in the KEGG database to elucidate the enriched signal transduction pathways. All the DEGs were divided into a total of 90 KEGG pathways and the top 20 from pathway enrichment are illustrated in Fig. 4. Notably, DEGs significantly enriched carbon metabolism together with glyoxylate and dicarboxylate metabolisms (p < 0.05, Q < 0.05; Fig. 4). The three central carbon metabolism cycles in P. aeruginosa are comprised of glycolysis, pentose phosphate pathway and tricarboxylic acid cycle. It was found that a majority of enzymes involved in TCA cycle (including PA0794, PA0854, PA1581, PA1582, PA1583 and PA5445; Table 3) were repressed in ΔnirS. On the contrary, several of the enzymes contributing to the pentose phosphate pathway (including PA2261, PA2263, PA2323, PA3181, PA3182, PA3183, and PA3194) and glycolysis (PA2323, PA3193, PA3195, PA5015, and PA5016) were found activated in ΔnirS (Table 3).
Histogram representation of GO classification of differently expressed genes between P. aeruginosa WT and ΔnirS. The 694 differently expressed genes were categorized into three groups: Biological process, Molecular function and Cellular component. The x axis indicates the number of genes in each category. The three categories include 10, 9 and 7 functional groups, respectively. The predominant genes with up-regulation belonged to the functional groups of metabolic process, catalytic activity and cell for the categories of biological process, molecular function, and cellular component, respectively. Similarly, the predominantly down-regulated sub-groups in the three main categories are metabolic process, catalytic activity and membrane, respectively
Fig. 3

Histogram representation of GO classification of differently expressed genes between P. aeruginosa WT and ΔnirS. The 694 differently expressed genes were categorized into three groups: Biological process, Molecular function and Cellular component. The x axis indicates the number of genes in each category. The three categories include 10, 9 and 7 functional groups, respectively. The predominant genes with up-regulation belonged to the functional groups of metabolic process, catalytic activity and cell for the categories of biological process, molecular function, and cellular component, respectively. Similarly, the predominantly down-regulated sub-groups in the three main categories are metabolic process, catalytic activity and membrane, respectively

 
Classification of enriched KEGG pathways classification of differently expressed genes between P. aeruginosa ATCC 9027 WT and ΔnirS. Q value is the p value after multiple hypothesis tests. With value ranges from 0 to 1, a number closer to zero indicates significant enrichment. The graph is drawn with the top 20 pathways of Q value ranging from small to large. The rich factor represents the ratio of the number of enriched genes to the number of all background genes in a corresponding pathway. Higher the rich factor, greater is the degree of enrichment
Fig. 4

Classification of enriched KEGG pathways classification of differently expressed genes between P. aeruginosa ATCC 9027 WT and ΔnirS. Q value is the p value after multiple hypothesis tests. With value ranges from 0 to 1, a number closer to zero indicates significant enrichment. The graph is drawn with the top 20 pathways of Q value ranging from small to large. The rich factor represents the ratio of the number of enriched genes to the number of all background genes in a corresponding pathway. Higher the rich factor, greater is the degree of enrichment

 

List of the altered genes of glycolysis pathway, Kreb’s Cycle and pentose phosphate pathway revealed by RNA-seq

Locus tagLog2 (FC)Gene nameDescription
Glycolysis
 PA0887− 1.33acsAAcetyl-CoA synthetase
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA3001− 1.21Glyceraldehyde-3-phosphate dehydrogenase
 PA31931.27glkGlucokinase
 PA31952.60gapAGlyceraldehyde 3-phosphate dehydrogenase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Kreb’s Cycle
 PA0794− 1.30Aconitate hydratase
 PA0854− 1.05fumC2Fumarate hydratase
 PA1581− 1.13sdhCSuccinate dehydrogenase subunit C
 PA1582− 1.39sdhDSuccinate dehydrogenase subunit D
 PA1583− 1.05sdhASuccinate dehydrogenase flavoprotein subunit
 PA5445− 1.34Coenzyme A transferase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Pentose phosphate pathway
 PA1950− 1.09rbsKRibokinase
 PA22611.992-Ketogluconate kinase
 PA22631.97Bifunctional glyoxylate/hydroxypyruvate reductase B
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA31812.66Keto-hydroxyglutarate-aldolase/keto-deoxy-phosphogluconate aldolase
 PA31822.45pgl6-Phosphogluconolactonase
 PA31831.74zwfGlucose-6-phosphate 1-dehydrogenase
 PA31941.69eddPhosphogluconate dehydratase
Locus tagLog2 (FC)Gene nameDescription
Glycolysis
 PA0887− 1.33acsAAcetyl-CoA synthetase
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA3001− 1.21Glyceraldehyde-3-phosphate dehydrogenase
 PA31931.27glkGlucokinase
 PA31952.60gapAGlyceraldehyde 3-phosphate dehydrogenase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Kreb’s Cycle
 PA0794− 1.30Aconitate hydratase
 PA0854− 1.05fumC2Fumarate hydratase
 PA1581− 1.13sdhCSuccinate dehydrogenase subunit C
 PA1582− 1.39sdhDSuccinate dehydrogenase subunit D
 PA1583− 1.05sdhASuccinate dehydrogenase flavoprotein subunit
 PA5445− 1.34Coenzyme A transferase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Pentose phosphate pathway
 PA1950− 1.09rbsKRibokinase
 PA22611.992-Ketogluconate kinase
 PA22631.97Bifunctional glyoxylate/hydroxypyruvate reductase B
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA31812.66Keto-hydroxyglutarate-aldolase/keto-deoxy-phosphogluconate aldolase
 PA31822.45pgl6-Phosphogluconolactonase
 PA31831.74zwfGlucose-6-phosphate 1-dehydrogenase
 PA31941.69eddPhosphogluconate dehydratase

List of the altered genes of glycolysis pathway, Kreb’s Cycle and pentose phosphate pathway revealed by RNA-seq

Locus tagLog2 (FC)Gene nameDescription
Glycolysis
 PA0887− 1.33acsAAcetyl-CoA synthetase
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA3001− 1.21Glyceraldehyde-3-phosphate dehydrogenase
 PA31931.27glkGlucokinase
 PA31952.60gapAGlyceraldehyde 3-phosphate dehydrogenase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Kreb’s Cycle
 PA0794− 1.30Aconitate hydratase
 PA0854− 1.05fumC2Fumarate hydratase
 PA1581− 1.13sdhCSuccinate dehydrogenase subunit C
 PA1582− 1.39sdhDSuccinate dehydrogenase subunit D
 PA1583− 1.05sdhASuccinate dehydrogenase flavoprotein subunit
 PA5445− 1.34Coenzyme A transferase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Pentose phosphate pathway
 PA1950− 1.09rbsKRibokinase
 PA22611.992-Ketogluconate kinase
 PA22631.97Bifunctional glyoxylate/hydroxypyruvate reductase B
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA31812.66Keto-hydroxyglutarate-aldolase/keto-deoxy-phosphogluconate aldolase
 PA31822.45pgl6-Phosphogluconolactonase
 PA31831.74zwfGlucose-6-phosphate 1-dehydrogenase
 PA31941.69eddPhosphogluconate dehydratase
Locus tagLog2 (FC)Gene nameDescription
Glycolysis
 PA0887− 1.33acsAAcetyl-CoA synthetase
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA3001− 1.21Glyceraldehyde-3-phosphate dehydrogenase
 PA31931.27glkGlucokinase
 PA31952.60gapAGlyceraldehyde 3-phosphate dehydrogenase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Kreb’s Cycle
 PA0794− 1.30Aconitate hydratase
 PA0854− 1.05fumC2Fumarate hydratase
 PA1581− 1.13sdhCSuccinate dehydrogenase subunit C
 PA1582− 1.39sdhDSuccinate dehydrogenase subunit D
 PA1583− 1.05sdhASuccinate dehydrogenase flavoprotein subunit
 PA5445− 1.34Coenzyme A transferase
 PA50151.28aceEPyruvate dehydrogenase
 PA50161.34aceFDihydrolipoamide acetyltransferase
Pentose phosphate pathway
 PA1950− 1.09rbsKRibokinase
 PA22611.992-Ketogluconate kinase
 PA22631.97Bifunctional glyoxylate/hydroxypyruvate reductase B
 PA23232.51Glyceraldehyde-3-phosphate dehydrogenase
 PA31812.66Keto-hydroxyglutarate-aldolase/keto-deoxy-phosphogluconate aldolase
 PA31822.45pgl6-Phosphogluconolactonase
 PA31831.74zwfGlucose-6-phosphate 1-dehydrogenase
 PA31941.69eddPhosphogluconate dehydratase
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