Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World

A large portion of annual deaths worldwide are due to infections caused by disease-causing pathogens. These pathogens contain virulence genes, which encode mechanisms that facilitate infection and microbial survival in hosts. More recently, antimicrobial resistance (AMR) genes, also found in these p...

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Main Authors: Kevin Cui, Iris Gong, Alvin Dong, Jacob Yan, Max Wang, Zuyi Huang
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Processes
Subjects:
Online Access:https://www.mdpi.com/2227-9717/8/12/1589
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spelling doaj-c4e03087fc794881aa3e5117962b13b82020-12-03T10:52:04ZengMDPI AGProcesses2227-97172020-12-0181589158910.3390/pr8121589Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the WorldKevin Cui0Iris Gong1Alvin Dong2Jacob Yan3Max Wang4Zuyi Huang5Department of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USADepartment of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USADepartment of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USADepartment of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USADepartment of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USADepartment of Chemical and Biological Engineering, Villanova University, Villanova, PA 19805, USAA large portion of annual deaths worldwide are due to infections caused by disease-causing pathogens. These pathogens contain virulence genes, which encode mechanisms that facilitate infection and microbial survival in hosts. More recently, antimicrobial resistance (AMR) genes, also found in these pathogens, have become an increasingly large issue. While the National Center for Biotechnology Information (NCBI) Pathogen Detection Isolates Browser (NPDIB) database has been compiling genes involved in microbial virulence and antimicrobial resistance through isolate samples, few studies have identified the genes primarily responsible for virulence and compared them to those responsible for AMR. This study performed the first multivariate statistical analysis of the multidimensional NPDIB data to identify the major virulence genes from historical pathogen isolates for Australia, China, South Africa, UK, and US—the largely populated countries from five of the six major continents. The important virulence genes were then compared with the AMR genes to study whether there is correlation between their occurrences. Among the significant genes and pathogens associated with virulence, it was found that the genes <i>fdeC</i>, <i>iha</i>, <i>iss</i>, <i>iutA</i>, <i>lpfA</i>, <i>sslE</i>, <i>ybtP</i>, and <i>ybtQ</i> are shared amongst all five countries. The pathogens <i>E. coli</i> and <i>Shigella</i>, <i>Salmonella enterica</i>, and <i>Klebsiella pneumoniae</i> mostly contained these genes and were common among four of the five studied countries. Additionally, the trend of virulence was investigated by plotting historical occurrences of gene and pathogen frequency in the annual samples. These plots showed that the trends of <i>E. coli</i> and <i>Shigella</i> and <i>Salmonella enterica</i> were similar to the trends of certain virulence genes, confirming the two pathogens do indeed carry important virulence genes. While the virulence genes in the five countries are not significantly different, the US and the UK share the largest amount of important virulence genes. The plots from principal component analysis and hierarchical clustering show that the important virulence and AMR genes were not significantly correlated, with only few genes from both types of genes clustered into the same groups.https://www.mdpi.com/2227-9717/8/12/1589virulence genesantimicrobial resistanceprincipal component analysishierarchical clusteringdata analysisNCBI Pathogen Detection Isolates Browser
collection DOAJ
language English
format Article
sources DOAJ
author Kevin Cui
Iris Gong
Alvin Dong
Jacob Yan
Max Wang
Zuyi Huang
spellingShingle Kevin Cui
Iris Gong
Alvin Dong
Jacob Yan
Max Wang
Zuyi Huang
Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
Processes
virulence genes
antimicrobial resistance
principal component analysis
hierarchical clustering
data analysis
NCBI Pathogen Detection Isolates Browser
author_facet Kevin Cui
Iris Gong
Alvin Dong
Jacob Yan
Max Wang
Zuyi Huang
author_sort Kevin Cui
title Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
title_short Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
title_full Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
title_fullStr Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
title_full_unstemmed Investigation of Virulence Genes Detected in Antimicrobial-Resistance Pathogens Isolates for Five Countries across the World
title_sort investigation of virulence genes detected in antimicrobial-resistance pathogens isolates for five countries across the world
publisher MDPI AG
series Processes
issn 2227-9717
publishDate 2020-12-01
description A large portion of annual deaths worldwide are due to infections caused by disease-causing pathogens. These pathogens contain virulence genes, which encode mechanisms that facilitate infection and microbial survival in hosts. More recently, antimicrobial resistance (AMR) genes, also found in these pathogens, have become an increasingly large issue. While the National Center for Biotechnology Information (NCBI) Pathogen Detection Isolates Browser (NPDIB) database has been compiling genes involved in microbial virulence and antimicrobial resistance through isolate samples, few studies have identified the genes primarily responsible for virulence and compared them to those responsible for AMR. This study performed the first multivariate statistical analysis of the multidimensional NPDIB data to identify the major virulence genes from historical pathogen isolates for Australia, China, South Africa, UK, and US—the largely populated countries from five of the six major continents. The important virulence genes were then compared with the AMR genes to study whether there is correlation between their occurrences. Among the significant genes and pathogens associated with virulence, it was found that the genes <i>fdeC</i>, <i>iha</i>, <i>iss</i>, <i>iutA</i>, <i>lpfA</i>, <i>sslE</i>, <i>ybtP</i>, and <i>ybtQ</i> are shared amongst all five countries. The pathogens <i>E. coli</i> and <i>Shigella</i>, <i>Salmonella enterica</i>, and <i>Klebsiella pneumoniae</i> mostly contained these genes and were common among four of the five studied countries. Additionally, the trend of virulence was investigated by plotting historical occurrences of gene and pathogen frequency in the annual samples. These plots showed that the trends of <i>E. coli</i> and <i>Shigella</i> and <i>Salmonella enterica</i> were similar to the trends of certain virulence genes, confirming the two pathogens do indeed carry important virulence genes. While the virulence genes in the five countries are not significantly different, the US and the UK share the largest amount of important virulence genes. The plots from principal component analysis and hierarchical clustering show that the important virulence and AMR genes were not significantly correlated, with only few genes from both types of genes clustered into the same groups.
topic virulence genes
antimicrobial resistance
principal component analysis
hierarchical clustering
data analysis
NCBI Pathogen Detection Isolates Browser
url https://www.mdpi.com/2227-9717/8/12/1589
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