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. 2021 Mar 29;10:e61885. doi: 10.7554/eLife.61885

Figure 2. Comparison of different TF-binding modes.

(A) Histogram shows the distribution of the lengths of all PWM models, using red for odds numbers and blue for even numbers for better illustration. (B) Pie chart shows the category of different TF-binding modes. Classification of all binding models into non-repetitive sites (monomer) and sites with two similar subsequences (dimer). The dimeric types are further classified as head-to-head (two TF protein molecules bind to opposite orientation on DNA) and head-to-tail (two TF protein molecules bind consecutively on the same orientation on DNA). (C) Bar chart shows the number of the binding sites per TF. Note that most of TFs target fewer than 100 genes, while eight TFs exceptionally bind to more than 1000 sites in the genome. The inset histogram shows the prevalence of TFs with the corresponding number of predicted TFBSs. (D) The position annotation of binding sites of all 182 TFs in the P. aeruginosa genome using pie charts. The pie chart area is proportional to the percentage of predicted binding site location for all TFs, either inside (blue) or outside (orange) gene body regions. The inset shows the fraction of gene body (blue) and intergenic (orange) regions in the genome, reflected by the area of the two colors in the pie chart. (E) The number of TFs potentially significantly associated with nine virulence-associated pathways. The corresponding transcriptional regulatory network and validation details for each pathway are indicated in the parenthesis (display item). Note that newly associated TFs indicate that the TFs are uncharacterized genes. Also see Figure 2—figure supplement 12.

Figure 2—source data 1. Source data for Figure 2A.
Figure 2—source data 2. Source data for Figure 2C.

Figure 2.

Figure 2—figure supplement 1. Validation of different modes of TF binding, related to Figure 2.

Figure 2—figure supplement 1.

(A) Electrophoretic mobility shift assay (EMSA) validation (head-to-head) for the predicted binding of PA4984 in the promoters of the genes PA4889 and arnB. By contrast, the promoter fragment of qslA is used as the negative control for PA4984. (B) EMSA validation (head-to-head) for the predicted binding of AlgB in the promoters of the genes PA2137. By contrast, the promoter fragment of arnB is used as the negative control for AlgB. (C) EMSA validation (monomer) for predicted binding of PA5403 in five promoters (PA5402, PA2439, PA4070, PA2784, and oprQ). By contrast, the promoter fragment of pslA is used as the negative control for PA5403. (D) EMSA validation (head-to-tail) for predicted binding of AmgR in PA0123 promoter. By contrast, the promoter fragment of triA is used as the negative control for AmgR. (E) EMSA validation (head-to-tail) for predicted binding of KdpE in the promoters of the gene PA3762. By contrast, the promoter fragment of PA2078 is used as the negative control for KdpE. (F) EMSA validation (head-to-tail) for the predicted binding of BqsR in the promoters of the gene dppA3. By contrast, the promoter fragment of PA2078 is used as the negative control for BqsR. Note that the up-shift bands of DNA in gel were observed for all samples. By contrast, the promoter fragments of negative control DNA showing no binding to PA4984, AlgB, PA5403, AmgR, KdpE, and BqsR, respectively. The TF motifs are shown in the upper panel of EMSA, respectively. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 2. Validation of different modes of PhoB binding, related to Figure 2.

Figure 2—figure supplement 2.

Electrophoretic mobility shift assay (EMSA) validation (head-to-tail) for the predicted binding of PhoB in the promoters of PA0136, PA2803, PA2548, PA0842, PA3940, PA1631, phoA, PA0730, PA2428, PA3250, ctpL, PA5473, aer, yrfI, aspA, PA1736, panB, PA1769, and PA3258. By contrast, the promoter fragment of triA is used as the negative control for PhoB binding. Note that the up-shift bands of DNA in gel were observed in all experiments. By contrast, the fragments of negative control DNA showed no binding to PhoB. The TF motif of PhoB is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 3. Validation of different modes of CpxR binding, related to Figure 2.

Figure 2—figure supplement 3.

Electrophoretic mobility shift assay (EMSA) validation (head-to-tail) for the predicted binding of CpxR in the promoters of PA3965, PA3794, PA4513, muxA, nirS, nrdA, PA3205, and PA3575. By contrast, the promoter fragment of PA2078 is used as the negative control for CpxR binding. Note that the up-shift bands of DNA in gel are observed in all experiments. By contrast, the fragments of negative control DNA showed no binding to CpxR. The TF motif of CpxR is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 4. Transcriptional regulation in biofilm pathway, related to Figure 2.

Figure 2—figure supplement 4.

(A) Electrophoretic mobility shift assay (EMSA) validation (head-to-head) for predicted binding of PA4984 in the promoter of iptF. By contrast, the promoter fragment of qslA is used as the negative control for PA4984. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to PA4984. The TF motif of PA4984 is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding (left). EMSA validation (head-to-head) for predicted binding of AlgB in the promoter of algB. By contrast, the promoter fragment of arnB is used as the negative control for AlgB. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to AlgB. The TF motif of AlgB is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding (middle). EMSA validation (head-to-tail) for predicted binding of BqsR in the promoter of algD. By contrast, the promoter fragment of PA2078 is used as the negative control for BqsR. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to BqsR. The TF motif of BqsR is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding (right). (B) Crystal violet assay for 53 transposon insertion mutants. Bar chart shows the biofilm production of the 53 transposon insertion mutant strains in relative to the wild-type strain. *p<0.05, **p<0.01, NS, not significant. The significant mutants were highlighted in yellow color.
Figure 2—figure supplement 4—source data 1. Source data for Figure 2—figure supplement 4B.
Figure 2—figure supplement 5. Transcriptional regulation in QS pathway, related to Figure 2.

Figure 2—figure supplement 5.

(A) The network illustrates rest of the regulatory relationship between TFs and their target genes in QS pathway. Circles indicate TF proteins, and squares indicate target genes. Diamond highlights the gene with auto-regulation. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. To save space, ‘PA’ is omitted in the names of all TFs and their target genes. (B–F) The electrophoretic mobility shift assay (EMSA) validation of predicted binding of PA0479 (B), CatR (C), PA1315 (D), PA2758 (E), and PA2206 (F) to the promoter of qslA, respectively. By contrast, the promoter fragment of katB, nrdA, rocA1, nrdA, and PA3829 were used as the negative controls, respectively. Note that the up-shift bands of DNA in gel were observed in the experiments but not in negative controls. The TF motifs for TFs are respectively shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding. (G) EMSA validation (head-to-tail) for predicted binding of CprR to the promoter of higB. By contrast, the promoter fragment of desT is used as the negative control for CprR. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to CprR. The TF motif of CprR is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding. (H) EMSA validation (head-to-head) for predicted binding of CreB to the promoters of pstS and mvaU. By contrast, the promoter fragment of PA0530 is used as the negative control for CreB binding. Note that the up-shift bands of DNA in gel were observed in the experiments. The fragments of negative control DNA showed no binding to CreB. The TF motif of CreB is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding. (I) EMSA validation (head-to-head) for predicted binding of PA1864 to the promoter of PA0506. By contrast, the promoter fragment of PA3360 is used as the negative control for PA1864. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to PA1864. The TF motif of PA1864 is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 6. Transcriptional regulation in motility pathway.

Figure 2—figure supplement 6.

(A) Network illustrates the regulatory relationship between TFs and their target genes in motility pathway. Circles indicate TF proteins, and squares indicate target genes. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. Black arrows indicate that we did electrophoretic mobility shift assay (EMSA) validation, demonstrated in panel B. To save space, ‘PA’ is removed in the names of all TFs and their target genes. (B) EMSA validation (head-to-head) for predicted binding of PA3594 to the promoter of flgB. By contrast, the promoter fragment of katB is used as the negative control for P PA3594. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to PA3594. The TF motif of PA3594 is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 7. Transcriptional regulation in antibiotic resistance pathway.

Figure 2—figure supplement 7.

(A) Network illustrates part of the regulatory relationship between TFs and their target genes in antibiotic resistance pathway. The other part is shown in Figure 2—figure supplement 8. Circles indicate TF proteins, and squares indicate target genes. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. Black arrows indicate that we did experimental validations, demonstrated in panels B–E. To save space, ‘PA’ is removed in the names of all TFs and their target genes. (B) The validation on the binding of PhoB to the shared promoter of PA0959 or oprD. Electrophoretic mobility shift assay (EMSA) experiment (left) validated the binding of PhoB to the promoter. Note that a binding-caused up-shift of the DNA bands in gel was observed. By contrast, the promoter fragment of triA was used as the negative control showing no binding to PhoB. The motif of PhoB is shown in above the EMSA result. Arrows indicate half-sites in dimeric binding. The right panel validates the binding of PhoB to a predicted site in the promoter of the PA0959 orthologue TF PA14_51860 in Pseudomonas aeruginosa UCBPP-PA14, by a ChIP-seq peak identified in an independent study (Bielecki et al., 2015). (C) The validation on the binding of PhoB to the promoter of PA3515-PA3519 operon. EMSA experiment (left) validated the binding of PhoB to the promoter of PA3515–PA3519 operon. The binding-caused up-shift of the DNA bands in gel was observed. The negative control is the same as panel B. The right panel validates the binding of PhoB to a predicted site in the promoter of the PA3515-PA3519 operon orthologue TF PA14_18810 in Pseudomonas aeruginosa UCBPP-PA14, by a ChIP-seq peak identified in an independent study (Bielecki et al., 2015). (D and E) Binding of PhoB to a predicted site in the promoters of pstCAB operon (D) and the shared promoter of czcCB operon and PA2523 orthologue PA14_31960 (E) is supported by a ChIP-seq peak identified in an independent study (Bielecki et al., 2015).
Figure 2—figure supplement 8. Transcriptional regulation in antibiotic resistance pathway, related to Figure 2—figure supplement 7.

Figure 2—figure supplement 8.

The remaining network illustrates the regulatory relationship between TFs and their target genes in antibiotic resistance pathway. Circles indicate TF proteins, and squares indicate target genes. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. To save space, ‘PA’ is removed in the names of all TFs and their target genes.
Figure 2—figure supplement 9. Transcriptional regulation in siderophore synthesis pathway.

Figure 2—figure supplement 9.

(A) Network illustrates the regulatory relationship between TFs and their target genes in siderophore synthesis pathway. Circles indicate TF proteins, and squares indicate target genes. Diamond highlights the gene with auto-regulation. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. Black arrows highlight the binding with additional experimental validation, shown in panels B and C. To save space, ‘PA’ is removed in the names of all TFs and their target genes. (B) Electrophoretic mobility shift assay (EMSA) experiment validates the binding of PA1315 (head-to-head) in its own promoter. By contrast, the promoter fragment of rocA1 is used as the negative control. Note that the up-shift bands of DNA in gel were observed in the experiment. The fragments of negative control DNA showed no binding to PA1315. The TF motif of PA1315 is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding. (C) Validation of the predicted binding for PA1413 (head-to-head) in the promoters of PA2384 were conducted using EMSA. Note that a binding-caused up-shift of the DNA bands were observed. By contrast, the promoter of PA4842 was used as the negative controls showing no binding. The TF motif of PA1413 is shown in the upper panel of EMSA. Arrows indicate half-sites in dimeric binding.
Figure 2—figure supplement 10. Transcriptional regulation in T3SS, ROS, and SR and persister pathways.

Figure 2—figure supplement 10.

Networks illustrate the regulatory relationship between TFs and their target genes in T3SS (A), ROS (B), SR and persister (C) pathways. Circles indicate TF proteins, and squares indicate target genes. Red arrows show the binding sites located in the putative promoters of the target genes, establishing the regulatory relationship. Black arrows highlight the binding with additional experimental validation and indicating the panels of the experimental results. To save space, ‘PA’ is removed in the names of all TFs and their target genes.
Figure 2—figure supplement 11. Comparison of motifs derived from HT-SELEX and other methods.

Figure 2—figure supplement 11.

(A) A table lists motifs derived from different methods, such as ChIP-seq, ChIP-chip, and sequence alignment. (B) Bar chart shows the area under the precision-recall curve for the 10 TFs that were analyzed by both ChIP-seq and HT-SELEX.
Figure 2—figure supplement 12. Significant association of putative TFs with various virulence-associated pathways.

Figure 2—figure supplement 12.

Radar plots show the putative regulators significantly associated with different virulence pathways (from top left to bottom right): antibiotic resistance, biofilm production, motility, quorum sensing, oxidative stress resistance, siderophore, stringent response and persisters, type III secretion system, and type VI secretion system. Each radiation line represents one TF, and the length of colored radius is proportional to the -log10 (p-value), reflecting the significance of the enrichment of the network analysis-predicted TF targets within the pathway-associated genes. The names of regulators are marked in red type-face.