| Literature DB >> 28438119 |
Michelle Madelung1, Tina Kronborg1, Thomas Koed Doktor1, Carsten Struve2, Karen Angeliki Krogfelt2, Jakob Møller-Jensen3.
Abstract
BACKGROUND: During infection of the urinary tract, uropathogenic Escherichia coli (UPEC) are exposed to different environments, such as human urine and the intracellular environments of bladder epithelial cells. Each environment elicits a distinct bacterial environment-specific transcriptional response. We combined differential fluorescence induction (DFI) with next-generation sequencing, collectively termed DFI-seq, to identify differentially expressed genes in UPEC strain UTI89 during growth in human urine and bladder cells.Entities:
Keywords: Amino acid biosynthesis; DFI; NGS; UPEC; UTI; Virulence
Mesh:
Substances:
Year: 2017 PMID: 28438119 PMCID: PMC5404293 DOI: 10.1186/s12866-017-1008-4
Source DB: PubMed Journal: BMC Microbiol ISSN: 1471-2180 Impact factor: 3.605
Fig. 1A promoter trap library is created using a gfp gene as reporter. The library is transformed into the bacteria of interest. The pool of transformants is both used to infect a tissue culture model and grown in vitro. From both environments, green fluorescent bacteria are enriched using a fluorescence-activated cell sorting instrument and grown over night in vitro. From the two populations plasmids are purified and PCR is performed to amplify trapped promoters. Through next-generation sequencing, host-induced promoters can be identified by comparing promoter read counts between the two conditions
DFI sorting overview. Proportion of population enriched by sorting. Sort number 1, 3, and 5 enrich for green fluorescent bacteria; sort number 2 and 4 enrich for non-fluorescent bacteria
| Sort number | Original bacterial culture | Growth medium | Proportion of population enriched by sorting |
|---|---|---|---|
| 1 | Original UTI89/pMWLib | Human urine | 2% ( |
| 2 | Fluorescent bacteria isolated during the 1. Sort | LB | 20.5% ( |
| 3 | Non-fluorescent bacteria isolated during the 2. Sort | Human urine | 7.1% ( |
| 4 | Fluorescent bacteria isolated during the 3. Sort | LB | 74.8% ( |
| 5 | Non-fluorescent bacteria isolated during the 4. Sort | Human urine | 60.9% ( |
Sequenced inserts, gene name and protein product. UTI89 genome coordinates of identified inserts, and position relative to proximal genes. Colony identifiers are ordered in accordance to sequence start and end sites. Colonies marked in bold were used for GFP expression analysis. Differential fluorescence is reported as GFP fluorescence fold change of select UTI89/pMWLib clones grown in human urine versus LB
| Gene | Protein | Gene start | Insert sequence start | Insert sequence end | Colony ID | Fold change in mean GFP signal |
|---|---|---|---|---|---|---|
|
| N-acetylglutamate synthase | 3139678 | 3139160 | 3139678 |
| 13.5 |
| 3139113 | 3139736 | 45 | ||||
|
| N-acetyl-gamma-glutamyl-phosphate reductase | 4439034 | 4438574 | 4439108 |
| 8.2 |
| 4438733 | 4439183 | 84 | ||||
|
| Acetylornithine deacetylase | 4438919 | 4439100 | 4438541 |
| 14.1 |
| 4439305 | 4438787 | 42 | ||||
|
| Argininosuccinate synthase | 3538472 | 3538296 | 3538904 | 51 | 4.3 |
| 3538143 | 3538627 |
| ||||
|
| Arginine-binding periplasmic protein 2 | 861650 | 862067 | 861578 |
| 7.9 |
|
| asparagine synthetase A | 4188023 | 4187539 | 4188150 |
| 1.4 |
|
| asparagine synthetase B | 674199 | 674321 | 673791 | 30 | Lower in urine |
| 674541 | 673908 | 35 | ||||
| 674162 | 673571 |
| ||||
|
| PTS system mannose-specific transporter subunit IID | 1930575 | 1930463 | 1930677 |
| Lower in urine |
|
| entericidin A | 4648116 | 4647814 | 4648373 |
| 2.1 |
|
| entericidin B | 4648352 | ||||
|
| Ketol-acid reductoisomerase | 4218632 | 4218651 | 4219116 | 20 | 4.5 |
| 4218333 | 4218799 |
| ||||
|
| Acetolacetate synthase 2 catalytic subunit | 4211428 | 4210930 | 4211421 |
| 13.8 |
|
| Homoserine O-succinyltransferase | 4462506 | 4462367 | 4462876 | 2 | 2.4 |
| 4462142 | 4462760 | 9, 11 | ||||
| 4462396 | 4462910 |
| ||||
| 4462388 | 4463001 | 81 | ||||
|
| Cystathionine beta-lyase | 3362694 | 3362313 | 3362827 |
| 2.7 |
|
| 5-methyltetrahydropteroyltriglutamate-homocysteine S-methyltransferase | 4277928 | 4277452 | 4277904 | 6, 26, 67 | 25.4 |
| 4277357 | 4277878 |
| ||||
| 4277611 | 4278191 | 74 | ||||
|
| 5,10-methylenetetrahydrofolate reductase | 4416931 | 4416691 | 4417181 |
| 42.5 |
|
| putrescine ABC transporter substrate-binding protein | 854834 | 854439 | 855001 |
| 2.4 |
| 854460 | 855009 | 43 | ||||
|
| D-3-phosphoglycerate dehydrogenase | 3236056 | 3236446 | 3236125 |
| 3.9 |
|
| hypothetical protein | 395196 | 395661 | 395108 | ||
|
| outer membrane heme/hemoglobin receptor | 1122532 | 1122106 | 1122627 |
| Lower in urine |
|
| hypothetical protein | 4787503 | 4787381 | 4787460 | ||
|
| ACP phosphodieterase | 439176 | 439346 | 438767 |
| Lower in urine |
|
| hypothetical protein | 617328 | 617543 | 617035 |
| 9.5 |
| 617447 | 617035 | 89 | ||||
| 617636 | 617023 | 21, 50, 56, 77 | ||||
| 617691 | 617083 | 28, 78 | ||||
| 617543 | 617107 | 61 | ||||
|
| aminotransferase | 617488 | 617206 | 617798 |
| 5.0 |
| 617323 | 617815 | 62 | ||||
|
| Hypothetical protein | 1912199 | 1912872 | 1912250 |
| 6.6 |
|
| Hypothetical protein | 4027446 | 4027775 | 4027295 |
| 5.6 |
| 4027590 | 4027356 | 68 | ||||
| Unannotated gene | 48649 | 49106 |
| Non-fluorescent | ||
| 48681 | 49177 | 63 | ||||
| Opposite strand of | 315403 | 315898 |
| Could not be cultivated in urine |
Fig. 2RT-qPCR verification of differentially expressed genes identified by DFI. RT-qPCR was performed on bacterial RNA isolated from UTI89 grown in human urine and LB, respectively. a and b Expression ratios (log2 scale) of genes differentially expressed in human urine compared to LB, with P < 0.05. c Gene expression ratios (log2 scale) of uniformly expressed genes (P > 0.05). A pairwise fixed reallocation randomisation test was performed [45] and exact p-values can be found in Additional file 10: Table S1
rLogFC values for genes upregulated in human urine. BLAST results of hypothetical proteins are represented in parentheses
| Genes upregulated during growth in human urine compared to LB | Protein | Number of genes in operon | rLogFC |
|---|---|---|---|
|
| Aminotransferase | 1 | 2.453653 |
|
| Hypothetical protein (oxidoreductase) | 1 | 2.351791 |
|
| 5-methyltetrahydropteroyltriglutamate-homocysteine S-methyltransferase | 1 | 2.285647 |
|
| DNA-binding transcriptional dual regulator for metE and MetH | 1 | 2.236911 |
|
| Hypothetical protein (acetyltransferase) | 1 | 2.137446 |
|
| Homoserine O-succinyltransferase | 1 | 2.033752 |
|
| N-acetyl-gamma-glutamyl-phosphate reductase; | 2 | 2.026239 |
|
| 5,10-methylenetetrahydrofolate reductase | 1 | 2.010415 |
|
| Acetylornithine deacetylase | 1 | 1.957286 |
|
| IlvY DNA-binding transcriptional dual regulator | 1 | 1.947862 |
|
| bifunctional N-succinyldiaminopimelate-aminotransferase/acetylornithine transaminase | 1 | 1.91199 |
|
| Hypothetical protein | 1 | 1.905502 |
|
| Arginine-binding periplasmic protein 2 | 1 | 1.808872 |
|
| Argininosuccinate synthase | 1 | 1.797071 |
|
| Acetolacetate synthase 2 catalytic subunit; acetolactate synthase 2 regulatory subunit | 2 | 1.752627 |
|
| predicted ATP-dependent protease; | 2 | 1.711417 |
|
| Hypothetical protein (membrane protein) | 1 | 1.634447 |
|
| bacteriophage V crossover junction endodeoxyribonuclease; | 5 | 1.618326 |
|
| DNA-binding transcriptional regulator Crl | 1 | 1.554786 |
|
| putrescine ABC transporter substrate-binding protein | 1 | 1.529378 |
|
| transcriptional repressor protein MetJ | 1 | 1.513308 |
|
| Hypothetical protein (membrane protein) | 1 | 1.511398 |
|
| Hypothetical protein | 1 | 1.503588 |
|
| Hypothetical protein; | 3 | 1.502547 |
BLAST results of hypothetical proteins are represented in parentheses
| Genes downregulated during growth in human urine compared to LB | Protein | Number of genes in operon | rLogFC |
|---|---|---|---|
|
| flagellar MS-ring protein; | 4 | 2.177048 |
|
| flagellar hook-basal body protein FliE | 1 | 2.158562 |
|
| Hypothetical protein (FAD-linked oxidoreductase) | 1 | 1.979745 |
|
| Hypothetical protein (hydrolase) | 1 | 1.857649 |
|
| quinolinate phosphoribosyltransferase | 1 | 1.789156 |
|
| N-acetylglucosamine-6-phosphate deacetylase | 1 | 1.739815 |
|
| O-succinylbenzoic acid-CoA ligase; | 3 | 1.731787 |
|
| DNA-binding transcriptional regulator GalS | 1 | 1.715122 |
|
| Hypothetical protein (nucleoprotein/polynucleotide-associated enzyme) | 1 | 1.701595 |
|
| multifunctional fatty acid oxidation complex subunit alpha | 1 | 1.682517 |
|
| N-acetyl-anhydromuranmyl-L-alanine amidase; | 2 | 1.671218 |
|
| respiratory nitrate reductase 1 subunit alpha; respiratory nitrate reductase 1 subunit beta; | 4 | 1.630201 |
|
| lac repressor | 1 | 1.604708 |
|
| Proline depeptidase; | 2 | 1.580097 |
|
| Hypothetical protein (6-N-hydroxylaminopurine resistance protein) | 1 | 1.559754 |
|
| Transporter YjeM | 1 | 1.536508 |
|
| phosphoribosylaminoimidazole-succinocarboxamide synthase | 1 | 1.528491 |
|
| dithiobiotin synthetase | 1 | 1.508037 |
|
| Glutaminase | 1 | 1.507194 |
|
| hemolysin A | 1 | 1.50293 |
|
| copper-transporting P-type ATPase | 1 | 1.501551 |
Fig. 3RT-qPCR verification of differentially expressed genes identified in the DFI-seq experiment. RT-qPCR was performed on bacterial RNA isolated from UTI89 grown in human urine and LB, respectively. a and b Expression ratios (log2 scale) of genes differentially expressed in human urine compared to LB, with P < 0.05. c Gene expression ratios (log2 scale) of uniformly expressed genes (P > 0.05). A pairwise fixed reallocation randomisation test was performed [45] and exact p-values can be found in Additional file 11: Table S2
Fig. 4Area-proportional Venn-diagram demonstrating the overlap between DFI and DFI-seq results. Genes included were all confirmed by RT-qPCR
Fig. 5Fitness and relative cell adhesion and invasion of select deletion mutants. a Competitive index of deletion mutants during growth in human urine. The standard error of the mean of two independent 24-h growth experiments is shown (P < 0.05), the exact p-value can be seen in Additional file 7: Additional file 7: Table S3. b Mutants with statistically significant (P < 0,05) adhesion defects to J82 cells, the exact p-value can be seen in Additional file 9: Table S4. c Mutants with statistically significant (P < 0,05) invasion defects the exact p-value can be seen in Additional file 8: Table S5. The standard error of the mean of three independent assays is shown. a, b and c Unpaired t tests with two-tailed p-values were performed using GraphPad Prism 5 software
UTI89 genes upregulated in J82 BECs. BLAST results of hypothetical proteins are represented in parentheses
| Genes upregulated during growth in J82 BECs | Protein | Number of genes in operon | rLogFC |
|---|---|---|---|
|
| Trp operon repressor | 1 | 2,332854642 |
|
| metabolite transport protein YaaU | 1 | 2,283687208 |
|
| hypothetical protein (Transposase) | 1 | 2,249895676 |
|
| hypothetical protein | 1 | 2,15066842 |
|
| 23S rRNA/tRNA pseudouridine synthase A | 1 | 2,07065298 |
|
| Proline dipeptidase; | 2 | 1,975901548 |
|
| tail component of prophage CP-933 K; | 2 | 1,86063772 |
|
| lipoate-protein ligase A | 1 | 1,852945008 |
|
| hypothetical protein | 1 | 1,840726794 |
|
| hypothetical protein | 1 | 1,83941429 |
|
| hypothetical protein (putative membrane protein) | 1 | 1,837077447 |
|
| hypothetical protein (transcriptional regulator) | 1 | 1,72527562 |
|
| hypothetical protein (Phytoene synthase) | 1 | 1,701749646 |
|
| hypothetical protein (phage protein) | 1 | 1,699919702 |
|
| thymidine phosphorylase | 1 | 1,698786977 |
|
| hypothetical protein (phage protein); | 2 | 1,689083782 |
|
| LysR family transcriptional regulator | 1 | 1,666994808 |
|
| hypothetical protein (transcriptional regulator) | 1 | 1,659851375 |
|
| hypothetical protein | 1 | 1,65493764 |
|
| ABC transporter ATP-binding protein | 1 | 1,65080455 |
|
| Phosphopentomutase; | 2 | 1,637364571 |
|
| hypothetical protein (putative membrane protein) | 1 | 1,619322431 |
|
| hypothetical protein | 1 | 1,607068129 |
|
| hypothetical protein (EEP domain-containing protein) | 1 | 1,587086745 |
|
| hypothetical protein | 1 | 1,572251909 |
|
| lytic murein transglycosylase | 1 | 1,55866374 |
|
| hypothetical protein | 1 | 1,551006847 |
|
| hypothetical protein | 1 | 1,539466639 |
|
| periplasmic protein | 1 | 1,536342614 |
|
| hypothetical protein (membrane protein) | 1 | 1,529533673 |
|
| hypothetical protein (phospholipase); | 2 | 1,525815587 |
|
| DNA replication protein DnaC | 1 | 1,525438036 |
|
| hypothetical protein | 1 | 1,510078684 |
|
| hypothetical protein (GntR family transcriptional regulator) | 1 | 1,504013167 |
UTI89 genes downregulated in J82 BECs. BLAST results of hypothetical proteins are represented in parentheses. Genes located on the UTI89 plasmid are marked in bold
| Genes downregulated during growth in J82 BECs | Protein | Number of genes in operon | rLogFC |
|---|---|---|---|
|
| replication protein | 1 | 2,011113132 |
|
| positive regulator for sigma 32 heat shock promoters | 1 | 1,890514455 |
|
| hypothetical protein (iron permease/transporter (membrane protein)) | 1 | 1,861559188 |
|
| bifunctional riboflavin kinase/FMN adenylyltransferase | 1 | 1,859516233 |
|
| hypothetical protein | 1 | 1,848940285 |
|
| hypothetical protein | 1 | 1,753697215 |
|
| DNA gyrase subunit B | 1 | 1,74780503 |
|
| right origin-binding protein | 1 | 1,738152589 |
|
| thiamine biosynthesis protein ThiI | 1 | 1,638543917 |
|
| hypothetical protein (protein CreA (Catabolite regulation protein A)) | 1 | 1,635400678 |
|
| hypothetical protein (Opacity-associated protein A) | 1 | 1,617894201 |
|
| hypothetical protein | 1 | 1,614324659 |
|
| NTPase | 1 | 1,60329406 |
|
| hypothetical protein (putative endonuclease) | 1 | 1,577892223 |
|
| hypothetical protein (ribosomal RNA large subunit methyltransferase) | 1 | 1,516636602 |
|
| hypothetical serine-threonine protein kinase | 2 | 1,513872693 |
Fig. 6Cell adhesion and invasion of UTI89ΔC5139. The standard error of the mean of a minimum of three independent assays is shown for both adhesion and invasion. P-values are indicated above columns. An unpaired t test with two-tailed p-values was performed using GraphPad Prism 5 software
Bacterial strains and plasmids used in this study
| Strain | Genotype | Source |
| UTI89 | Serotype O18:K1:H7 | [ |
| UTI89/pMW82 | AmpR | This study |
| UTI89/pMWLib | AmpR | This study |
| DH5α | F– Φ80 | Invitrogen |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| UTI89Δ | Δ | This study |
| Plasmid | Genotype | Source |
| pKD3 | Cml template plasmid | [ |
| pKD4 | Kan template plasmid | [ |
| pKD46 | Bla, λ Red recombinase expression plasmid | [ |
| pMW82 | [ | |
| pMWLib | pMW82 containing random 500−700 bp long UTI89 DNA segments |