Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA
Staphylococcus aureus is a major agent of nosocomial infections. Especially in methicillin-resistant strains, conventional treatment options are limited and expensive, which has fueled a growing interest in phage therapy approaches. We have tested the susceptibility of 207 clinical S. aureus strains...
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doaj-9a6ea40c133c47a8943380b42caf1e322020-11-24T23:03:32ZengMDPI AGAntibiotics2079-63822018-01-0171910.3390/antibiotics7010009antibiotics7010009Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSAHenrike Zschach0Mette V. Larsen1Henrik Hasman2Henrik Westh3Morten Nielsen4Ryszard Międzybrodzki5Ewa Jończyk-Matysiak6Beata Weber-Dąbrowska7Andrzej Górski8Department of Bio and Health Informatics, Technical University of Denmark, 2800 Kgs. Lyngby, DenmarkGoSeqIt ApS, Ved Klaedebo 9, 2970 Hoersholm, DenmarkDepartment of Bacteria, Fungi and Parasites, Statens Serum Institut, 2300 Copenhagen S, DenmarkDepartment of Clinical Microbiology, MRSA Knowledge Center, Hvidovre Hospital, 2650 Hvidovre, DenmarkDepartment of Bio and Health Informatics, Technical University of Denmark, 2800 Kgs. Lyngby, DenmarkBacteriophage Laboratory, Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, 53-114 Wroclaw, PolandBacteriophage Laboratory, Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, 53-114 Wroclaw, PolandBacteriophage Laboratory, Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, 53-114 Wroclaw, PolandBacteriophage Laboratory, Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, 53-114 Wroclaw, PolandStaphylococcus aureus is a major agent of nosocomial infections. Especially in methicillin-resistant strains, conventional treatment options are limited and expensive, which has fueled a growing interest in phage therapy approaches. We have tested the susceptibility of 207 clinical S. aureus strains to 12 (nine monovalent) different therapeutic phage preparations and subsequently employed linear regression models to estimate the influence of individual host gene families on resistance to phages. Specifically, we used a two-step regression model setup with a preselection step based on gene family enrichment. We show that our models are robust and capture the data’s underlying signal by comparing their performance to that of models build on randomized data. In doing so, we have identified 167 gene families that govern phage resistance in our strain set and performed functional analysis on them. This revealed genes of possible prophage or mobile genetic element origin, along with genes involved in restriction-modification and transcription regulators, though the majority were genes of unknown function. This study is a step in the direction of understanding the intricate host-phage relationship in this important pathogen with the outlook to targeted phage therapy applications.http://www.mdpi.com/2079-6382/7/1/9phage therapybacterial phage resistanceregression modelingMRSA |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Henrike Zschach Mette V. Larsen Henrik Hasman Henrik Westh Morten Nielsen Ryszard Międzybrodzki Ewa Jończyk-Matysiak Beata Weber-Dąbrowska Andrzej Górski |
spellingShingle |
Henrike Zschach Mette V. Larsen Henrik Hasman Henrik Westh Morten Nielsen Ryszard Międzybrodzki Ewa Jończyk-Matysiak Beata Weber-Dąbrowska Andrzej Górski Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA Antibiotics phage therapy bacterial phage resistance regression modeling MRSA |
author_facet |
Henrike Zschach Mette V. Larsen Henrik Hasman Henrik Westh Morten Nielsen Ryszard Międzybrodzki Ewa Jończyk-Matysiak Beata Weber-Dąbrowska Andrzej Górski |
author_sort |
Henrike Zschach |
title |
Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA |
title_short |
Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA |
title_full |
Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA |
title_fullStr |
Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA |
title_full_unstemmed |
Use of a Regression Model to Study Host-Genomic Determinants of Phage Susceptibility in MRSA |
title_sort |
use of a regression model to study host-genomic determinants of phage susceptibility in mrsa |
publisher |
MDPI AG |
series |
Antibiotics |
issn |
2079-6382 |
publishDate |
2018-01-01 |
description |
Staphylococcus aureus is a major agent of nosocomial infections. Especially in methicillin-resistant strains, conventional treatment options are limited and expensive, which has fueled a growing interest in phage therapy approaches. We have tested the susceptibility of 207 clinical S. aureus strains to 12 (nine monovalent) different therapeutic phage preparations and subsequently employed linear regression models to estimate the influence of individual host gene families on resistance to phages. Specifically, we used a two-step regression model setup with a preselection step based on gene family enrichment. We show that our models are robust and capture the data’s underlying signal by comparing their performance to that of models build on randomized data. In doing so, we have identified 167 gene families that govern phage resistance in our strain set and performed functional analysis on them. This revealed genes of possible prophage or mobile genetic element origin, along with genes involved in restriction-modification and transcription regulators, though the majority were genes of unknown function. This study is a step in the direction of understanding the intricate host-phage relationship in this important pathogen with the outlook to targeted phage therapy applications. |
topic |
phage therapy bacterial phage resistance regression modeling MRSA |
url |
http://www.mdpi.com/2079-6382/7/1/9 |
work_keys_str_mv |
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