MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar

Moraxella bovoculi is the bacterium most often cultured from ocular lesions of cattle with infectious bovine keratoconjunctivitis, also known as bovine pinkeye. Some strains of M. bovoculi contain operons encoding for a repeats-in-toxin (RTX) toxin, which is a known virulence factor of multiple vete...

Full description

Bibliographic Details
Main Authors: Matthew M. Hille, Michael L. Clawson, Aaron M. Dickey, Justin H. Lowery, John Dustin Loy
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Cellular and Infection Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcimb.2021.632647/full
id doaj-ae7949aea8e94a0bb37bc234bacdeecf
record_format Article
spelling doaj-ae7949aea8e94a0bb37bc234bacdeecf2021-03-16T05:59:59ZengFrontiers Media S.A.Frontiers in Cellular and Infection Microbiology2235-29882021-03-011110.3389/fcimb.2021.632647632647MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented AgarMatthew M. Hille0Michael L. Clawson1Aaron M. Dickey2Justin H. Lowery3John Dustin Loy4School of Veterinary Medicine and Biomedical Sciences, Institute for Agriculture and Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, United StatesU.S. Meat Animal Research Center, United States Department of Agriculture, Agricultural Research Service, Clay Center, NE, United StatesU.S. Meat Animal Research Center, United States Department of Agriculture, Agricultural Research Service, Clay Center, NE, United StatesSchool of Veterinary Medicine and Biomedical Sciences, Institute for Agriculture and Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, United StatesSchool of Veterinary Medicine and Biomedical Sciences, Institute for Agriculture and Natural Resources, University of Nebraska-Lincoln, Lincoln, NE, United StatesMoraxella bovoculi is the bacterium most often cultured from ocular lesions of cattle with infectious bovine keratoconjunctivitis, also known as bovine pinkeye. Some strains of M. bovoculi contain operons encoding for a repeats-in-toxin (RTX) toxin, which is a known virulence factor of multiple veterinary pathogens. We explored the utility of MALDI-TOF MS and biomarker detection models to classify the presence or absence of an RTX phenotype in M. bovoculi. Ninety strains that had undergone whole genome sequencing were classified by the presence or absence of complete RTX operons and confirmed with a visual assessment of hemolysis on blood agar. Strains were grown on Tryptic Soy Agar (TSA) with 5% sheep blood, TSA with 5% bovine blood that was supplemented with 10% fetal bovine serum, 10 mmol/LCaCl2, or both. The formulations were designed to determine the influence of growth media on toxin production or activity, as calcium ions are required for toxin secretion and activity. Mass spectra were obtained for strains grown on each agar formulation and biomarker models were developed using ClinProTools 3.0 software. The most accurate model was developed using spectra from strains grown on TSA with 5% bovine blood and supplemented with CaCl2, which had a sensitivity and specificity of 93.3% and 73.3%, respectively, regarding RTX phenotype classification. The same biomarker model algorithm developed from strains grown on TSA with 5% sheep blood had a substantially lower sensitivity and specificity of 68.0% and 52.0%, respectively. Our results indicate that MALDI-TOF MS biomarker models can accurately classify strains of M. bovoculi regarding the presence or absence of RTX toxin operons and that agar media modifications improve the accuracy of these models.https://www.frontiersin.org/articles/10.3389/fcimb.2021.632647/fullMALDI-TOF MSMoraxella bovoculiinfectious bovine keratoconjunctivitisbiomarker modelRTX toxinMoraxella bovis
collection DOAJ
language English
format Article
sources DOAJ
author Matthew M. Hille
Michael L. Clawson
Aaron M. Dickey
Justin H. Lowery
John Dustin Loy
spellingShingle Matthew M. Hille
Michael L. Clawson
Aaron M. Dickey
Justin H. Lowery
John Dustin Loy
MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
Frontiers in Cellular and Infection Microbiology
MALDI-TOF MS
Moraxella bovoculi
infectious bovine keratoconjunctivitis
biomarker model
RTX toxin
Moraxella bovis
author_facet Matthew M. Hille
Michael L. Clawson
Aaron M. Dickey
Justin H. Lowery
John Dustin Loy
author_sort Matthew M. Hille
title MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
title_short MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
title_full MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
title_fullStr MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
title_full_unstemmed MALDI-TOF MS Biomarker Detection Models to Distinguish RTX Toxin Phenotypes of Moraxella bovoculi Strains Are Enhanced Using Calcium Chloride Supplemented Agar
title_sort maldi-tof ms biomarker detection models to distinguish rtx toxin phenotypes of moraxella bovoculi strains are enhanced using calcium chloride supplemented agar
publisher Frontiers Media S.A.
series Frontiers in Cellular and Infection Microbiology
issn 2235-2988
publishDate 2021-03-01
description Moraxella bovoculi is the bacterium most often cultured from ocular lesions of cattle with infectious bovine keratoconjunctivitis, also known as bovine pinkeye. Some strains of M. bovoculi contain operons encoding for a repeats-in-toxin (RTX) toxin, which is a known virulence factor of multiple veterinary pathogens. We explored the utility of MALDI-TOF MS and biomarker detection models to classify the presence or absence of an RTX phenotype in M. bovoculi. Ninety strains that had undergone whole genome sequencing were classified by the presence or absence of complete RTX operons and confirmed with a visual assessment of hemolysis on blood agar. Strains were grown on Tryptic Soy Agar (TSA) with 5% sheep blood, TSA with 5% bovine blood that was supplemented with 10% fetal bovine serum, 10 mmol/LCaCl2, or both. The formulations were designed to determine the influence of growth media on toxin production or activity, as calcium ions are required for toxin secretion and activity. Mass spectra were obtained for strains grown on each agar formulation and biomarker models were developed using ClinProTools 3.0 software. The most accurate model was developed using spectra from strains grown on TSA with 5% bovine blood and supplemented with CaCl2, which had a sensitivity and specificity of 93.3% and 73.3%, respectively, regarding RTX phenotype classification. The same biomarker model algorithm developed from strains grown on TSA with 5% sheep blood had a substantially lower sensitivity and specificity of 68.0% and 52.0%, respectively. Our results indicate that MALDI-TOF MS biomarker models can accurately classify strains of M. bovoculi regarding the presence or absence of RTX toxin operons and that agar media modifications improve the accuracy of these models.
topic MALDI-TOF MS
Moraxella bovoculi
infectious bovine keratoconjunctivitis
biomarker model
RTX toxin
Moraxella bovis
url https://www.frontiersin.org/articles/10.3389/fcimb.2021.632647/full
work_keys_str_mv AT matthewmhille malditofmsbiomarkerdetectionmodelstodistinguishrtxtoxinphenotypesofmoraxellabovoculistrainsareenhancedusingcalciumchloridesupplementedagar
AT michaellclawson malditofmsbiomarkerdetectionmodelstodistinguishrtxtoxinphenotypesofmoraxellabovoculistrainsareenhancedusingcalciumchloridesupplementedagar
AT aaronmdickey malditofmsbiomarkerdetectionmodelstodistinguishrtxtoxinphenotypesofmoraxellabovoculistrainsareenhancedusingcalciumchloridesupplementedagar
AT justinhlowery malditofmsbiomarkerdetectionmodelstodistinguishrtxtoxinphenotypesofmoraxellabovoculistrainsareenhancedusingcalciumchloridesupplementedagar
AT johndustinloy malditofmsbiomarkerdetectionmodelstodistinguishrtxtoxinphenotypesofmoraxellabovoculistrainsareenhancedusingcalciumchloridesupplementedagar
_version_ 1724220026397917184