| Literature DB >> 30429516 |
Fernando Corona1, Jose Antonio Reales-Calderón2,3, Concha Gil2, José Luis Martínez4.
Abstract
Bacterial physiology is regulated at different levels, from mRNA synthesis to translational regulation and protein modification. Herein, we propose a parameter, dubbed post-transcriptional variation (PTV), that allows extracting information on post-transcriptional regulation from the combined analysis of transcriptomic and proteomic data. We have applied this parameter for getting a deeper insight in the regulon of the Pseudomonas aeruginosa post-transcriptional regulator Crc. P. aeruginosa is a free-living microorganism, and part of its ecological success relies on its capability of using a large number of carbon sources. The hierarchical assimilation of these sources when present in combination is regulated by Crc that, together with Hfq (the RNA-binding chaperon in the complex), impedes their translation when catabolite repression is triggered. Most studies on Crc regulation are based either in transcriptomics or in proteomics data, which cannot provide information on post-transcriptional regulation when analysed independently. Using the PTV parameter, we present a comprehensive map of the Crc post-transcriptional regulon. In addition of controlling the use of primary and secondary carbon sources, Crc regulates as well cell respiration, c-di-GMP mediated signalling, and iron utilization. Thus, besides controlling the hyerarchical assimilation of carbon sources, Crc is an important element for keeping bacterial homeostasis and, consequently, metabolic robustness.Entities:
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Year: 2018 PMID: 30429516 PMCID: PMC6235884 DOI: 10.1038/s41598-018-34741-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Global analysis of the post-transcriptional changes associated to the inactivation of Crc. (A) Detected genes. Number of genes whose transcripts or proteins were detected in the transcriptome and proteome analysis. The transcripts/proteins were classified depending on their changes in the level of expression between the ∆crc mutant and the wild-type strain. Black, transcripts/proteins presenting an increasing expression in the ∆crc mutant as compared with the wild type strain (log2 fold change >1). Pale grey transcripts/proteins presenting a lower expression in the ∆crc mutant as compared with the wild type strain (log2 fold change <−1). Dark grey transcripts/proteins not showing relevant changes in their expression levels (log2 fold change between −1 and 1, NC). ND No detected. (B) PC & PCnormalized vs TC. All the PC values of each of the genes were plotted against the TC values and the slope is represented. The new PCnormalized values present a slope = 1 when represented against TC. (C) Genes with assigned PTV. Number of genes that have an assigned PTV. Black, genes presenting an increasing PTV in the ∆crc mutant as compared with the wild type strain (log2 fold change >1). Pale grey genes presenting a lower PTV in the ∆crc mutant as compared with the wild type strain (log2 fold change <−1). Dark grey genes not showing relevant changes in their PTVs (log2 fold change between −1 and 1, NC). ND No detected.
Figure 2Validation of RNA-seq analysis by RT-qPCR. The results represent the fold change of the selected genes by RT-qPCR of tree biological samples (log2 of fold change value calculated by the 2−ΔΔCt method[35]), and the result of RNA-seq (log2 of RPKMΔ/RPKMPAO1).
Figure 3Relationship between PTV and either TC or PC. (A) PTV vs TC. The values of PTV are plotted against TC. The Spearman coefficient is indicated. (B) PTV vs PC. The values of PTV are plotted against PC. The Spearman coefficient is indicated.
Transcriptomic, proteomic and post-transcriptional changes for selected genes.
| Category | Name | ID | Description | TC | PC | PTV |
|---|---|---|---|---|---|---|
| Catabolism |
|
| 3-Oxopropanoate dehydrogenase | −1,02 | 1,03 | 3,94 |
| Catabolism |
|
| Beta-alanine: pyruvate transaminase | −1,36 | 1,41 | 5,37 |
| Other |
|
| SiaD | 1,27 | 1,05 | 1,72 |
| Other |
|
| Hypothetical protein | 1,39 | 0,96 | 1,33 |
| Other |
|
| Hypothetical protein | 1,5 | 1,44 | 2,6 |
| Catabolism |
| PA0266 | Delta-aminovalerate aminotransferase | −1,69 | −0,21 | 1,1 |
| Catabolism |
|
| Probable glutamine amidotransferase | −0,39 | 0,6 | 2,11 |
| Catabolism |
|
| Glutamylpolyamine synthetase | −0,51 | 0,53 | 2,01 |
| Catabolism |
|
| Polyamine:pyruvate transaminase | −0,57 | 0,31 | 1,46 |
| Transport |
|
| Polyamine transport protein | −0,02 | 0,49 | 1,4 |
| Catabolism |
|
| Conserved hypothetical protein | 1,55 | 1,43 | 2,52 |
| Catabolism |
|
| Glutaryl-CoA dehydrogenase | 2,64 | 1,09 | 0,48 |
| Iron |
| PA0470 | Ferrichrome receptor FiuA | −0,24 | 1,05 | 3,22 |
| Transport |
|
| AgtA | −6,4 | −0,12 | 6,07 |
| Transport |
|
| AgtB | −5,35 | 0,05 | 5,5 |
| Transport |
|
| AgtC | −5,14 | 0,08 | 5,36 |
| Iron |
| PA0672 | Heme oxygenase | 0,51 | 2,55 | 6,75 |
| Catabolism | — | PA0744 | Probable enoyl-CoA hydratase/isomerase | 1,86 | 1,28 | 1,78 |
| Transport |
|
| Hypothetical protein | 0,06 | 2,8 | 7,9 |
| Transport |
|
| Cis-aconitate porin OpdH | −0,5 | 2,54 | 7,72 |
| Catabolism |
|
| Proline dehydrogenase PutA | −3,29 | 1,79 | 8,38 |
| Transport |
|
| Sodium/proline symporter PutP | −0,79 | 1,58 | 5,3 |
| Transport |
|
| Probable amino acid permease | 0,38 | 0,86 | 2,08 |
| Iron |
|
| Ferric enterobactin receptor PirA | 0,29 | 0,97 | 2,48 |
| Transport |
|
| TolQ protein | 0,41 | 1,03 | 2,52 |
| Transport |
|
| TolR protein | 0,33 | 0,62 | 1,43 |
| Transport |
| PA1051 | Probable transporter | −2,46 | 0,33 | 3,4 |
| Transport |
|
| Branched-chain amino acid transport protein BraG | 0,94 | 0,79 | 1,32 |
| Transport |
|
| Branched-chain amino acid transport protein BraF | 1,06 | 1,07 | 2 |
| Transport |
|
| Branched-chain amino acid transport protein BraC | 0,96 | 1,47 | 3,21 |
| Transport |
| PA1288 | Probable outer membrane protein precursor | −0,13 | 0,57 | 1,74 |
| Catabolism |
| PA1421 | Guanidinobutyrase | −3,52 | −0,37 | 2,45 |
| Transport |
| PA1634 | Potassium-transporting ATPase | 3,46 | 1,19 | −0,06 |
| Catabolism |
|
| Glutamine amidotransferase class I | −0,68 | 0,55 | 2,23 |
| Transport |
| PA1808 | NppC | 0,66 | 0,65 | 1,18 |
| Catabolism |
| PA1818 | Lysine decarboxylase | 1,28 | 1,49 | 2,96 |
| Transport |
| PA1863 | Molybdate-binding periplasmic protein precursor ModA | 0,21 | 0,76 | 1,94 |
| Catabolism |
|
| Dehydrocarnitine CoA transferase | 4,29 | 2,37 | 2,46 |
| Catabolism |
|
| Dehydrocarnitine CoA transferase | 4,07 | 1,99 | 1,61 |
| Catabolism |
|
| Acetyl-CoA acetyltransferase | 3,42 | 2,44 | 3,51 |
| Transport |
|
| Conserved hypothetical protein | 3,7 | 2,84 | 4,37 |
| Catabolism |
|
| Maleylacetoacetate isomerase | 3,66 | 1,86 | 1,62 |
| Catabolism |
|
| Fumarylacetoacetase | 3,24 | 2,58 | 4,09 |
| Catabolism |
|
| Homogentisate 1-2dioxygenase | 3,36 | 1,68 | 1,43 |
| Catabolism |
|
| Putative 3-methylglutaconyl-CoA hydratase | 2,27 | 1,76 | 2,74 |
| Catabolism |
|
| Methylcrotonyl-CoA carboxylase | 2,37 | 1,32 | 1,39 |
| Catabolism |
|
| Putative isovaleryl-CoA dehydrogenase | 2,16 | 2,06 | 3,69 |
| Catabolism |
| PA2040 | Glutamylpolyamine synthetase | −1 | 0,16 | 1,47 |
| Catabolism |
| PA2080 | Kynureninase KynU | 0,48 | 0,54 | 1,05 |
| Transport |
| PA2113 | Pyroglutamate porin OpdO | 7,97 | 3,03 | 0,65 |
| Transport | — | PA2204 | Probable binding protein component of ABC transporter | 2,01 | 1,33 | 1,77 |
| Other |
|
| PslA | 1,56 | 1,16 | 1,74 |
| Other |
|
| PslD | 2,03 | 1,44 | 2,06 |
| Other |
|
| PslE | 1,93 | 1,2 | 1,49 |
| Other |
|
| PslF | 2,03 | 1,08 | 1,05 |
| Other |
|
| PslH | 2,19 | 1,23 | 1,3 |
| Catabolism |
|
| 2-oxoisovalerate dehydrogenase (alpha subunit) | 3,61 | 1,96 | 5,58 |
| Catabolism |
|
| 2-oxoisovalerate dehydrogenase (beta subunit) | 3,98 | 2,79 | 7,95 |
| Catabolism |
|
| Branched-chain alpha-keto acid dehydrogenase (lipoamide component) | 3,99 | 2,17 | 6,18 |
| Catabolism |
|
| Lipoamide dehydrogenase-Val | 4,12 | 2,35 | 6,69 |
| Transport |
|
| Probable AGCS sodium/alanine/glycine symporter | −3,32 | 0,89 | 5,85 |
| Catabolism |
|
| L-asparaginase I | −2,19 | 0,31 | 3,07 |
| CCM/catabolism |
|
| Glucose dehydrogenase | 0,8 | 0,7 | 1,2 |
| Transport |
|
| Probable glucose-sensitive porin | 1,37 | 2,56 | 5,91 |
| Iron |
| PA2386 | L-ornithine N5-oxygenase | 1,39 | 3,11 | 7,46 |
| Iron |
| PA2396 | Pyoverdine synthetase F | 0,58 | 2,01 | 5,14 |
| Iron |
| PA2398 | Ferripyoverdine receptor | 1,2 | 1,11 | 1,96 |
| Iron |
| PA2399 | Pyoverdine synthetase D | 1,14 | 0,93 | 1,52 |
| Catabolism |
|
| Glycine cleavage system protein T2 | 2,63 | 1,7 | 2,2 |
| Catabolism |
|
| Serine hydroxymethyltransferase | 2,37 | 1,15 | 0,9 |
| Catabolism |
|
| Glycine cleavage system protein P2 | 2,51 | 1,98 | 3,13 |
| Catabolism |
|
| Glycine cleavage system protein H2 | 2,68 | 2,37 | 4,08 |
| Catabolism | — |
| Probable acyl-CoA dehydrogenase | 3,27 | 1,72 | 1,61 |
| Catabolism | — |
| Probable acyl-CoA thiolase | 4,09 | 2,36 | 2,63 |
| Transport |
| PA2760 | OprQ | 0,33 | 0,89 | 2,21 |
| Catabolism |
| PA2776 | FAD-dependent oxidoreductase | −1,55 | 0,2 | 2,13 |
| CCM/catabolism |
|
| 2-keto-3-deoxy-6-phosphogluconate aldolase | −0,29 | 1,6 | 4,84 |
| CCM/catabolism |
|
| 6-phosphogluconolactonase | −0,64 | 1,71 | 5,53 |
| CCM/catabolism |
|
| Glucose-6-phosphate 1-dehydrogenase | −1,18 | 1,63 | 5,83 |
| Transport |
|
| Glucose/carbohydrate outer membrane porin OprB precursor | 2,35 | 2,76 | 5,5 |
| Transport |
|
| Probable ATP-binding component of ABC transporter | −0,22 | 2,29 | 6,75 |
| Transport |
|
| Probable permease of ABC sugar transporter | −0,46 | 3,56 | 10,6 |
| Transport |
|
| Probable binding protein component of ABC sugar transporter | 0,2 | 2,92 | 8,1 |
| CCM/catabolism |
|
| Glucokinase | 0,02 | 1,11 | 3,15 |
| CCM/catabolism |
|
| Phosphogluconate dehydratase | −1,07 | 1,11 | 4,22 |
| CCM |
|
| Glyceraldehyde 3-phosphate dehydrogenase | −0,1 | 2,08 | 6,02 |
| Transport | — | PA3271 | Probable two-component sensor | −2,75 | −0,32 | 1,85 |
| Catabolism |
| PA3356 | Glutamylpolyamine synthetase | −0,85 | 0,13 | 1,21 |
| Catabolism |
|
| Aliphatic amidase | 1,95 | 1,72 | 2,95 |
| Catabolism | — | PA3579 | Probable carbohydrate kinase | −1,76 | −0,23 | 1,1 |
| Catabolism |
| PA3582 | Glycerol kinase | −1,93 | 1,44 | 6,02 |
| Catabolism |
|
| Glycerol-3-phosphate dehydrogenase | −2,87 | 0,16 | 3,31 |
| Transport | — | PA3690 | Probable metal-transporting P-type ATPase | −0,46 | 1,02 | 3,36 |
| Transport | — | PA3760 | N-Acetyl-D-Glucosamine phosphotransferase system transporter | −0,5 | 0,44 | 1,76 |
| Transport | — | PA3779 | Hypothetical protein | 0 | 0,89 | 2,54 |
| Transport | — | PA3838 | Probable ATP-binding component of ABC transporter | −0,44 | 0,49 | 1,84 |
| Iron |
| PA3901 | Fe(III) dicitrate transport protein FecA | −0,44 | 1,36 | 4,31 |
| Catabolism | — | PA3925 | Probable acyl-CoA thiolase | 0,33 | 0,85 | 2,1 |
| Catabolism | — | PA4198 | Probable AMP-binding enzyme | −0,83 | 0,88 | 3,32 |
| CCM |
| PA4470 | Fumarate hydratase | −0,24 | 1,3 | 3,71 |
| Transport | — | PA4496 | Probable binding protein component of ABC transporter | 1,45 | 1,72 | 3,44 |
| Transport | — |
| Probable binding protein component of ABC transporter | 3,37 | 2,33 | 3,27 |
| Transport |
|
| Glycine-glutamate dipeptide porin OpdP | 4,52 | 2,52 | 2,66 |
| Transport | — |
| Probable binding protein component of ABC transporter | 4,52 | 2,58 | 2,83 |
| Transport | — |
| Dipeptide ABC transporter permease DppB | 4,43 | 2,3 | 2,12 |
| Transport | — |
| Dipeptide ABC transporter permease DppC | 4,85 | 2,37 | 1,88 |
| Transport | — |
| Dipeptide ABC transporter ATP-binding protein DppD | 4,61 | 2,35 | 2,08 |
| Transport | — |
| Dipeptide ABC transporter ATP-binding protein DppF | 4,55 | 2,16 | 1,59 |
| Iron |
|
| Probable oxidoreductase | 0,66 | 0,84 | 1,73 |
| Iron |
|
| Probable outer membrane receptor for iron transport | 0,87 | 1,99 | 4,8 |
| Iron |
| PA4515 | Conserved hypothetical protein | 0,73 | 0,93 | 1,91 |
| Iron |
| PA4675 | ChtA | −0,11 | 1,03 | 3,03 |
| Iron/transport |
|
| Heme-transport protein | 0,22 | 1,91 | 5,22 |
| Iron/transport |
|
| PhuS | 0,29 | 1,98 | 5,33 |
| Iron/transport |
| PA4710 | Heme/Hemoglobin uptake outer membrane receptor PhuR precursor | −0,46 | 2,31 | 7,03 |
| CCM |
| PA5015 | Pyruvate dehydrogenase | 0,5 | 0,56 | 1,09 |
| Transport | — |
| Probable ATP-binding component of ABC transporter | −0,09 | 1,2 | 3,51 |
| Transport | — |
| Amino acid (lysine/arginine/ornithine/histidine/octopine) ABC transporter periplasmic binding protein | 0,8 | 1,32 | 2,95 |
| Transport |
|
| DctP | 2,07 | 2,44 | 4,87 |
| Transport |
|
| DctQ | 1,98 | 2 | 3,72 |
| Transport | — | PA5217 | Probable binding protein component of ABC iron transporter | −0,01 | 0,83 | 2,37 |
| Catabolism |
|
| Catabolic alanine racemase | 1,34 | 1,41 | 2,67 |
| Catabolism |
|
| D-amino acid dehydrogenase | 0,99 | 1,32 | 2,76 |
| Catabolism |
| PA5309 | FAD-dependent oxidoreductase | −0,73 | 0,14 | 1,14 |
| Catabolism |
| PA5312 | Aldehyde dehydrogenase | −1,49 | 0,2 | 2,07 |
| Transport |
|
| ATP-binding component of ABC phosphate transporter | −0,44 | 0,24 | 1,13 |
| Transport |
|
| Membrane protein component of ABC phosphate transporter | 0 | 0,5 | 1,42 |
| Transport |
|
| Phosphate ABC transporter | −0,22 | 0,28 | 1,02 |
| Catabolism |
| PA5429 | Aspartate ammonia-lyase | −0,05 | 0,6 | 1,76 |
| CCM |
|
| Probable transcarboxylase subunit | 1,69 | 1,05 | 1,29 |
| CCM |
|
| Probable biotin carboxylase subunit of a transcarboxylase | 1,09 | 0,88 | 1,4 |
| Transport | — | PA5504 | D-methionine ABC transporter membrane protein | −0,19 | 0,29 | 1,01 |
| Catabolism |
|
| Glutamylpolyamine synthetase homologue | −4,03 | 0,8 | 6,32 |
| Transport | — |
| Probable transporter | −2,56 | 0,44 | 3,82 |
| Catabolism | — | PA5523 | Probable aminotransferase | −0,55 | 0,33 | 1,49 |
| Iron |
| PA5531 | TonB1 | 0,28 | 1,18 | 3,08 |
| Transport | — | PA5545 | Conserved hypothetical protein | −0,19 | 0,86 | 2,64 |
ID: Gene code as annotated in http://pseudomonas.com, TC: transcript change; PC: protein change; PTV: post-transcriptional variation parameter. CCM: Central carbon metabolism. Underlined, genes that have been described as potential Crc targets in[10]. Highlighted in bold contiguous genes, transcribed in the same strand, which can form operons.
Figure 4Targets of Crc on bacterial metabolism and on the transport of carbon sources. The diagram represents schematically the main pathways of central carbon metabolism, some pathways of carbon sources catabolism, some of which elements are regulated by Crc, and transporters repressed by Crc. In black, key metabolites within central carbon metabolism, underlined the 12 precursors of biomolecules[30]. In blue, genes encoding enzymes of central carbon metabolism which translation repress the protein Crc (PTV > 1), including Zwf (glucose-6-P 1-dehydrogenase), PgI (6-phosphogluconolactonase), Edd (6-phosphogluconate dehydratase), Eda (KDPG aldolase), Glk (glucokinase), Gcd (glucose dehydrogenase), GapA (GA3P dehydrogenase), AceE (pyruvate dehydrogenase), PycAB (pyruvate carboxylase), and FumC1 (fumarase). In grey, other pathways of central carbon metabolism that are not controlled by Crc. In yellow, secondary carbon sources which degradation is controlled by Crc, including a simplified pathway indicating its connection to central carbon metabolism and the number of enzymes which production is controlled by Crc. In red, the number of proteins related with the transport of such carbon source. This scheme has been done with the information of the databases Pseudomonas Genome database[61], MetaCyc[62] and TransportDB[63] and the information of the bibliography, specially refs[38,64]. G6P, glucose-6-P; F6P, fructose-6-P; FBP, fructose-1,6-P2; GA3P, glyceraldehyde-3-P; DHAP, dihydroxyacetone-P; BPG, 1,3-biphosphoglycerate; 2PG, 2-P-glycerate; 3PG, 3-P-glycerate; PEP, phosphoenolpyruvate; AcCoA, acetyl-coenzyme A; 6PG, 6-P-gluconate; KDPG, 2-keto-3-deoxy-6-P-gluconate; αKG, α-ketoglutarate; SucCoA, succinyl-coenzyme A; OAA, oxaloacetate; E4P, erythrose-4-P; R5P, ribulose-5-P; G3P, glycerol-3-P; D-Ala, D-alanine; β-Ala, β-alanine; γ-AB, γ-aminobutyrate.
Figure 5Effect of Crc on iron uptake. (A) Pyoverdine formation. Pyoverdine formation by the wild type strain and the Δcrc mutant was measured during growth in LB medium. The fluorescence was measured according to reference[60] and the values are plotted against the bacterial growth. Error bars represent the standard deviation of three biological replicates. (FU: fluorescence units). (B) Susceptibility to streptonigrin. The wild type strain and the Δcrc mutant strain were grown in LB medium, LB supplemented with 5 µg/ml of streptonigrin (LB - St) and LB supplemented with 5 µg/ml of streptonigrin and 1 mM of FeCl3. (LB-Fe-St). Bacterial growth was measured recording the OD600 every 10 min, although average values corresponding to three biological replicates each hour are represented in the graph. Error bars represent the standard deviation.
Figure 6Twitching motility. (A) Twitching motility of the wild-type strain and the Δcrc mutant was assayed using the subsurface agar method and visualized with Coomassie brilliant blue R250. (B) Quantification of the radius (cm) of three independent replicates. The differences were statistically significant (***p < 0.001).