| Literature DB >> 31272369 |
Wenlong Cai1, Leonardo De La Fuente2, Covadonga R Arias3.
Abstract
BACKGROUND: Flavobacterium columnare is the causative agent of columnaris disease that affects cultured freshwater fishes worldwide. F. columnare easily colonizes surfaces by forming biofilm, which helps the pathogen resist antibiotic and disinfectant treatments. Previously, we had shown that increasing concentrations of calcium (Ca2+) promoted biofilm formation by F. columnare. The objective of this study was to further characterize the role of Ca2+ on biofilm formation and to compare the transcriptome profiles of planktonic and biofilm cells.Entities:
Keywords: Biofilm; Calcium; Flavobacterium columnare; RNA-seq; Water hardness
Mesh:
Substances:
Year: 2019 PMID: 31272369 PMCID: PMC6610971 DOI: 10.1186/s12866-019-1533-4
Source DB: PubMed Journal: BMC Microbiol ISSN: 1471-2180 Impact factor: 3.605
Fig. 1Biofilm formation of F. columnare in Erlenmeyer flasks after 48 h inoculation under different calcium concentrations. Visually, there was a positive correlation between Ca2+ and biofilm formation in the flasks and a negative correlation between Ca2+ and planktonic cells. There was no observable biofilm in control medium while no turbidity was seen at the highest Ca2+ concentration
Fig. 2Principal Component Analysis of biological replicates after mapping to reference sequence Flavobacterium columnare 94–081. P, planktonic samples in control medium; P/Ca, Ca-supplemented medium (4.5 mM); B/Ca, biofilm samples in Ca-supplemented medium (4.5 mM)
Fig. 3PlotSmear graph of the samples. Panel a Genes expressed in planktonic cells cultured in Ca-supplemented medium (up) vs planktonic cells cultured in control medium (down). Panel b Genes expressed in planktonic cells cultured in Ca-supplemented medium (up) vs biofilm in Ca-supplemented medium (down). Panel c Genes expressed in planktonic cells cultured in control medium (up) vs biofilm in Ca-supplemented medium (down). The red dots represent DEGs with p > 0.05, and the blue lines set threshold with a fold change > 2
Fig. 4Venn diagram of the number of significant DEGs among the different biological groups. Three comparison were made: B/Ca:P/Ca; B/Ca:P: P/Ca:P
Selected genes in key functional categories differentially expressed in biofilm compared to planktonic cells (both cultured in 4.5 mM [Ca2+]). Genes were selected based on fold change and their functional relevance
| Functional group | RefSeq | Product | Fold change (log2) | FDR (adjusted |
|---|---|---|---|---|
| EPS/LPS biosynthesis | ||||
| WP_060381967.1 | 1,4-polygalactosaminidase | 1.72 | 1.1E-19 | |
| WP_060381836.1 | UDP-N-acetylmuramate--alanine ligase | 1.24 | 4.1E-05 | |
| WP_060381978.1 | SAM-dependent methyltransferase | 1.04 | 3.8E-07 | |
| WP_060382475.1 | Glycosyltransferase | − 1.99 | 9.3E-03 | |
| Amino acid metabolism | ||||
| WP_060383852.1 | Branched-chain amino acid aminotransferase | −1.53 | 3.52E-16 | |
| WP_060382313.1 | Anthranilate synthase | −1.35 | 2.71E-10 | |
| WP_060382314.1 | Anthranilate phosphoribosyltransferase | −1.03 | 1.18E-06 | |
| WP_060382792.1 | Glycyl aminopeptidase M61 | 1.11 | 2.2E-11 | |
| WP_060382658.1 | Von 25illebrand factore type protein | 1.54 | 5.8E-10 | |
| T9SS | ||||
| WP_060383582.1 | T9SS C-terminal target domain-containing protein | −1.53 | 3.52E-16 | |
| WP_060383402.1 | T9SS C-terminal target domain-containing protein | −1.13 | 3.07E-05 | |
| Nutrient limitation | ||||
| WP_060381920.1 | Abortive phage infection protein | 1.17 | 5.0E-08 | |
| WP_060383199.1 | Ribosome inactivating protein | 1.30 | 9.27E-10 | |
| WP_060381977.1 | Protein-tryosine-phosphatase | 1.04 | 1.39E-09 | |
| WP_060382448.1 | DNA starvation protect protein under stressful or poor nutriention conditions | 2.08 | 8.3E-23 | |
| Regulatory functions | ||||
| WP_060382614.1 | AraC family transcriptional regulator | 1.71 | 2.9E-11 | |
| WP_060381931.1 | Transcriptional regulator | 1.31 | 5.4E-08 | |
| WP_060381980.1 | ArsR family iron regulation transcriptional regulator | 1.54 | 4.7E-4 | |
| Oxidative stress response | ||||
| WP_060381974.1 | Catalase | 2.16 | 8.71E-10 | |
| WP_060381975.1 | Alkyl hydroperoxide reductase | 1.50 | 8.29E-15 | |
| WP_060382235.1 | Cytochrome c peroxidase | 1.41 | 1.31E-10 | |
| WP_014164670.1 | Thiol reductase thioredoxin | 1.03 | 2.35E-09 | |
| Respiratory metabolism | ||||
| WP_060381919.1 | O-succinylbenzoic acid CoA ligase | 1.11 | 7.3E-03 | |
| WP_060382480.1 | Cytochrome C oxidase subunit III | −2.12 | 7.45E-06 | |
| WP_060382479.1 | Cytochrome c oxidase accessory protein CcoG | −2.03 | 2.9E-06 | |
| WP_060382481.1 | Cytochrome C oxidase subunit IV | −1.74 | 2.3E-05 | |
| WP_060382478.1 | Cytochrome C oxidase Cbb3 | −1.74 | 1.94E-03 | |
| WP_060381577.1 | Cytochrome c oxidase subunit I | − 1.50 | 1.7E-02 | |
| WP_060381570.1 | Cytochrome C | −1.39 | 3.7E-04 | |
| WP_060381576.1 | Cytochrome C oxidase subunit II | −1.39 | 2.6E-02 | |
| WP_060381561.1 | NADH dehydrogenase | −1.27 | 6.5E-03 | |
| WP_060381560.1 | NADH oxidoreductase (quinone) subunit F | −1.18 | 6.1E-03 | |
| WP_060381566.1 | NADH-quinone oxidoreductase subunit L | −1.07 | 1.7E-03 | |
| WP_060381562.1 | NADH:ubiquinone oxidoreductase subunit H | −1.06 | 1.1E-02 | |
| WP_014164161.1 | NADH-quinone oxidoreductase subunit I | −1.00 | 9.1E-03 | |
Selected genes in key functional categories differentially expressed in planktonic cells cultured in 4.5 mM [Ca2+] compared to planktonic cells cultured in control medium
| Functional group | RefSeq | Product | Fold change (log2) | FDR (adjusted |
|---|---|---|---|---|
| Siderophore synthesis | ||||
| WP_060383187.1 | Siderophore alcaligin biosynthesis protein | 8.20 | 4.1E-41 | |
| WP_060383190.1 | LucA/lucC family siderophore biosynthesis protein | 5.64 | 1.7E-44 | |
| WP_060383888.1 | Siderophore biosynthesis protein | 7.21 | 6.4E-61 | |
| Iron transfer | ||||
| WP_060383657.1 | Iron transporter | 2.45 | 3.7E-13 | |
| WP_060383656.1 | Ferrous iron transport protein B | 1.53 | 3.2E-09 | |
| WP_060381373.1 | NifU family protein (iron-sulfur cluster binding) | 1.19 | 4.7E-10 | |
| T9SS secretion | ||||
| WP_060382679.1 | T9SS C-terminal target domain-containing protein | 7.61 | 8.0E-43 | |
| WP_060383582.1 | T9SS C-terminal target domain-containing protein | 1.58 | 2.8E-05 | |
| WP_060383035.1 | T9SS C-terminal target domain-containing protein | 1.65 | 6.6E-10 | |
| TonB-dependent receptor | ||||
| WP_060383861.1 | TonB-dependent receptor | 6.03 | 6.9E-40 | |
| WP_060383182.1 | TonB-dependent receptor | 6.01 | 4.4E-49 | |
| WP_060383101.1 | TonB-dependent receptor | 5.18 | 3.7E-33 | |
| WP_060382917.1 | TonB-dependent receptor | −1.22 | 5.7E-04 | |
| WP_060382921.1 | TonB-dependent receptor | −1.59 | 4.4E-02 | |
| Calcium homeostasis | ||||
| WP_060383353.1 | ABC transporter permease | 1.56 | 1.9E-11 | |
| WP_060383434.1 | Outmembrane efflux protein | 1.46 | 2.3E-08 | |
| WP_060383433.1 | Efflux transporter periplasmic adaptor | 1.21 | 1.7E-07 | |
| Integral membrane component | ||||
| WP_060381689.1 | Flagellar motor protein MotA | 1.47 | 2.9E-06 | |
| WP_060383854.1 | Aquaporin | 1.69 | 1.9E-11 | |
| Respiration system | ||||
| WP_060381562.1 | NADH:ubiquinone oxidoreductase subunit H | −1.01 | 1.4E-02 | |
| WP_060381556.1 | NADH dehydrogenase | −1.02 | 2.4E-03 | |
| WP_060381560.1 | NADH oxidoreductase (quinone) subunit F | −1.12 | 9.2E-03 | |
| WP_060381555.1 | NADH-quinone oxidoreductase subunit A | −1.12 | 5.3E-03 | |
| WP_060381577.1 | Cytochrome c oxidase subunit I | −1.20 | 5.4E-02 | |
| WP_060381576.1 | Cytochrome C oxidase subunit II | −1.23 | 3.5E-02 | |
| WP_060381574.1 | Cytochrome C | −1.30 | 3.2E-02 | |
| WP_060382919.1 | Cytochrome-c peroxidase | −1.31 | 8.7E-03 | |
| WP_060381571.1 | Quinol:cytochrome C oxidoreductase | −1.41 | 3.2E-02 | |
| WP_060381575.1 | Quinol:cytochrome C oxidoreductase | −1.32 | 2.9E-02 | |
| Gliding motility | WP_060383259.1 | Gliding motility protein GldN | −1.01 | 1.5E-02 |
| Quorum sensing | WP_060383185.1 | LuxR family transcriptional regulator | 3.94 | 2.8E-29 |
Fig. 5Comparison of relative fold change between RNA-seq and qPCR results using DEGs in P/Ca and P, and B/Ca and P/Ca. Protein coding sequences abbreviations: Siderophore alcaligin biosynthesis protein (WP_060383187), siderophore; T9SS secretion (WP_060382679), T9SS; Ton-B dependent receptor (WP_060383861), TonB; Quorum sensing (WP_060383185), QS; NADH subunit H (WP_060381562), NADH562; Protein-tyrosine-phosphate (WP_060381977), ptp; Cytochrome c oxidase accessory (WP_060382479), ccoa; Catalase (WP_060381974), catalase; DNA starvation protect protein (WP_060382448), Dstv