Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans
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Authors
Milivojević, Dušan
Šumonja, Neven

Medić, Strahinja
Pavić, Aleksandar B.
Morić, Ivana
Vasiljević, Branka

Senerović, Lidija

Nikodinović-Runić, Jasmina

Article (Published version)

© FEMS 2018
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Pseudomonas aeruginosa has been amongst the top 10 'superbugs' worldwide and is causing infections with poor outcomes in both humans and animals. From 202 P. aeruginosa isolates (n = 121 animal and n = 81 human), 40 were selected on the basis of biofilm-forming ability and were comparatively characterized in terms of virulence determinants to the type strain P. aeruginosa PAO1. Biofilm formation, pyocyanin and hemolysin production, and bacterial motility patterns were compared with the ability to kill human cell line A549 in vitro. On average, there was no significant difference between levels of animal and human cytotoxicity, while human isolates produced higher amounts of pyocyanin, hemolysins and showed increased swimming ability. Non-parametric statistical analysis identified the highest positive correlation between hemolysis and the swarming ability. For the first time an ensemble machine learning approach used on the in vitro virulence data determined the highest relative predict...ive importance of the submerged biofilm formation for the cytotoxicity, as an indicator of the infection ability. The findings from the in vitro study were validated in vivo using zebrafish (Danio rerio) embryos. This study highlighted no major differences between P. aeruginosa species isolated from animal and human infections and the importance of pyocyanin production in cytotoxicity and infection ability. © FEMS 2018.
Keywords:
Pseudomonas aeruginosa / biofilm / virulence factors / infection / animal isolates / human isolatesSource:
Pathogens and Disease, 2018, 76, 4, fty041-Funding / projects:
- Microbial diversity study and characterization of beneficial environmental microorganisms (RS-173048)
- Application of the EIIP/ISM bioinformatics platform in discovery of novel therapeutic targets and potential therapeutic molecules (RS-173001)
DOI: 10.1093/femspd/fty041
ISSN: 2049-632X
PubMed: 29684116
WoS: 000439774500015
Scopus: 2-s2.0-85050798463
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https://academic.oup.com/femspd/article/doi/10.1093/femspd/fty041/4978417https://vinar.vin.bg.ac.rs/handle/123456789/7822
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VinčaTY - JOUR AU - Milivojević, Dušan AU - Šumonja, Neven AU - Medić, Strahinja AU - Pavić, Aleksandar B. AU - Morić, Ivana AU - Vasiljević, Branka AU - Senerović, Lidija AU - Nikodinović-Runić, Jasmina PY - 2018 UR - https://academic.oup.com/femspd/article/doi/10.1093/femspd/fty041/4978417 UR - https://vinar.vin.bg.ac.rs/handle/123456789/7822 AB - Pseudomonas aeruginosa has been amongst the top 10 'superbugs' worldwide and is causing infections with poor outcomes in both humans and animals. From 202 P. aeruginosa isolates (n = 121 animal and n = 81 human), 40 were selected on the basis of biofilm-forming ability and were comparatively characterized in terms of virulence determinants to the type strain P. aeruginosa PAO1. Biofilm formation, pyocyanin and hemolysin production, and bacterial motility patterns were compared with the ability to kill human cell line A549 in vitro. On average, there was no significant difference between levels of animal and human cytotoxicity, while human isolates produced higher amounts of pyocyanin, hemolysins and showed increased swimming ability. Non-parametric statistical analysis identified the highest positive correlation between hemolysis and the swarming ability. For the first time an ensemble machine learning approach used on the in vitro virulence data determined the highest relative predictive importance of the submerged biofilm formation for the cytotoxicity, as an indicator of the infection ability. The findings from the in vitro study were validated in vivo using zebrafish (Danio rerio) embryos. This study highlighted no major differences between P. aeruginosa species isolated from animal and human infections and the importance of pyocyanin production in cytotoxicity and infection ability. © FEMS 2018. T2 - Pathogens and Disease T1 - Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans VL - 76 IS - 4 SP - fty041 DO - 10.1093/femspd/fty041 ER -
@article{ author = "Milivojević, Dušan and Šumonja, Neven and Medić, Strahinja and Pavić, Aleksandar B. and Morić, Ivana and Vasiljević, Branka and Senerović, Lidija and Nikodinović-Runić, Jasmina", year = "2018", abstract = "Pseudomonas aeruginosa has been amongst the top 10 'superbugs' worldwide and is causing infections with poor outcomes in both humans and animals. From 202 P. aeruginosa isolates (n = 121 animal and n = 81 human), 40 were selected on the basis of biofilm-forming ability and were comparatively characterized in terms of virulence determinants to the type strain P. aeruginosa PAO1. Biofilm formation, pyocyanin and hemolysin production, and bacterial motility patterns were compared with the ability to kill human cell line A549 in vitro. On average, there was no significant difference between levels of animal and human cytotoxicity, while human isolates produced higher amounts of pyocyanin, hemolysins and showed increased swimming ability. Non-parametric statistical analysis identified the highest positive correlation between hemolysis and the swarming ability. For the first time an ensemble machine learning approach used on the in vitro virulence data determined the highest relative predictive importance of the submerged biofilm formation for the cytotoxicity, as an indicator of the infection ability. The findings from the in vitro study were validated in vivo using zebrafish (Danio rerio) embryos. This study highlighted no major differences between P. aeruginosa species isolated from animal and human infections and the importance of pyocyanin production in cytotoxicity and infection ability. © FEMS 2018.", journal = "Pathogens and Disease", title = "Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans", volume = "76", number = "4", pages = "fty041", doi = "10.1093/femspd/fty041" }
Milivojević, D., Šumonja, N., Medić, S., Pavić, A. B., Morić, I., Vasiljević, B., Senerović, L.,& Nikodinović-Runić, J.. (2018). Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans. in Pathogens and Disease, 76(4), fty041. https://doi.org/10.1093/femspd/fty041
Milivojević D, Šumonja N, Medić S, Pavić AB, Morić I, Vasiljević B, Senerović L, Nikodinović-Runić J. Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans. in Pathogens and Disease. 2018;76(4):fty041. doi:10.1093/femspd/fty041 .
Milivojević, Dušan, Šumonja, Neven, Medić, Strahinja, Pavić, Aleksandar B., Morić, Ivana, Vasiljević, Branka, Senerović, Lidija, Nikodinović-Runić, Jasmina, "Biofilm-forming ability and infection potential of Pseudomonas aeruginosa strains isolated from animals and humans" in Pathogens and Disease, 76, no. 4 (2018):fty041, https://doi.org/10.1093/femspd/fty041 . .