A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment

The use of heavy metals in economic and social development can create an accumulation of toxic waste in the environment. High concentrations of heavy metals can damage human and animal health, lead to the development of antibiotic resistance, and possibly change in bovine microbiota. It is important...

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Main Authors: Natalia Carrillo Gaeta, Emily Bean, Asha Marie Miles, Daniel Ubriaco Oliveira Gonçalves de Carvalho, Mario Augusto Reyes Alemán, Jeferson Silva Carvalho, Lilian Gregory, Erika Ganda
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-11-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2020.590325/full
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language English
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author Natalia Carrillo Gaeta
Emily Bean
Emily Bean
Asha Marie Miles
Daniel Ubriaco Oliveira Gonçalves de Carvalho
Mario Augusto Reyes Alemán
Jeferson Silva Carvalho
Lilian Gregory
Erika Ganda
spellingShingle Natalia Carrillo Gaeta
Emily Bean
Emily Bean
Asha Marie Miles
Daniel Ubriaco Oliveira Gonçalves de Carvalho
Mario Augusto Reyes Alemán
Jeferson Silva Carvalho
Lilian Gregory
Erika Ganda
A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
Frontiers in Microbiology
shotgun sequencing
metagenomics
microbiome
heavy metals
antimicrobial resistance
dairy cattle
author_facet Natalia Carrillo Gaeta
Emily Bean
Emily Bean
Asha Marie Miles
Daniel Ubriaco Oliveira Gonçalves de Carvalho
Mario Augusto Reyes Alemán
Jeferson Silva Carvalho
Lilian Gregory
Erika Ganda
author_sort Natalia Carrillo Gaeta
title A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
title_short A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
title_full A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
title_fullStr A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
title_full_unstemmed A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated Environment
title_sort cross-sectional study of dairy cattle metagenomes reveals increased antimicrobial resistance in animals farmed in a heavy metal contaminated environment
publisher Frontiers Media S.A.
series Frontiers in Microbiology
issn 1664-302X
publishDate 2020-11-01
description The use of heavy metals in economic and social development can create an accumulation of toxic waste in the environment. High concentrations of heavy metals can damage human and animal health, lead to the development of antibiotic resistance, and possibly change in bovine microbiota. It is important to investigate the influence of heavy metals in food systems to determine potential harmful effects environmental heavy metal contamination on human health. Because of a mining dam rupture, 43 million cubic meters of iron ore waste flowed into the Doce river basin surrounding Mariana City, Brazil, in 2015. Following this environmental disaster, we investigated the consequences of long-term exposure to contaminated drinking water on the microbiome and resistome of dairy cattle. We identified bacterial antimicrobial resistance (AMR) genes in the feces, rumen fluid, and nasopharynx of 16 dairy cattle 4 years after the environmental disaster. Cattle had been continuously exposed to heavy metal contaminated water until sample collection (A) and compared them to analogous samples from 16 dairy cattle in an unaffected farm, 356 km away (B). The microbiome and resistome of farm A and farm B differed in many aspects. The distribution of genes present in the cattle’s nasopharynx, rumen, and feces conferring AMR was highly heterogeneous, and most genes were present in only a few samples. The relative abundance and prevalence (presence/absence) of AMR genes were higher in farm A than in farm B. Samples from farm A had a higher prevalence (presence) of genes conferring resistance to multiple drugs, metals, biocides, and multi-compound resistance. Fecal samples had a higher relative abundance of AMR genes, followed by rumen fluid samples, and the nasopharynx had the lowest relative abundance of AMR genes detected. Metagenome functional annotation suggested that selective pressures of heavy metal exposure potentially skewed pathway diversity toward fewer, more specialized functions. This is the first study that evaluates the consequences of a Brazilian environmental accident with mining ore dam failure in the microbiome of dairy cows. Our findings suggest that the long-term persistence of heavy metals in the environment may result in differences in the microbiota and enrichment of antimicrobial-resistant bacteria. Our results also suggest that AMR genes are most readily detected in fecal samples compared to rumen and nasopharyngeal samples which had relatively lower bacterial read counts. Since heavy metal contamination has an effect on the animal microbiome, environmental management is warranted to protect the food system from hazardous consequences.
topic shotgun sequencing
metagenomics
microbiome
heavy metals
antimicrobial resistance
dairy cattle
url https://www.frontiersin.org/articles/10.3389/fmicb.2020.590325/full
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spelling doaj-7d1493f1ebf241e1beabbe1d2fa514de2020-11-25T04:03:44ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2020-11-011110.3389/fmicb.2020.590325590325A Cross-Sectional Study of Dairy Cattle Metagenomes Reveals Increased Antimicrobial Resistance in Animals Farmed in a Heavy Metal Contaminated EnvironmentNatalia Carrillo Gaeta0Emily Bean1Emily Bean2Asha Marie Miles3Daniel Ubriaco Oliveira Gonçalves de Carvalho4Mario Augusto Reyes Alemán5Jeferson Silva Carvalho6Lilian Gregory7Erika Ganda8Department of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, BrazilDepartment of Animal Science, College of Agricultural Sciences, Pennsylvania State University, State College, PA, United StatesIntercollege Graduate Degree Program in Integrative and Biomedical Physiology, Pennsylvania State University, State College, PA, United StatesDepartment of Animal Science, College of Agricultural Sciences, Pennsylvania State University, State College, PA, United StatesDepartment of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, BrazilDepartment of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, BrazilDepartment of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, BrazilDepartment of Internal Medicine, School of Veterinary Medicine and Animal Science, University of São Paulo, São Paulo, BrazilDepartment of Animal Science, College of Agricultural Sciences, Pennsylvania State University, State College, PA, United StatesThe use of heavy metals in economic and social development can create an accumulation of toxic waste in the environment. High concentrations of heavy metals can damage human and animal health, lead to the development of antibiotic resistance, and possibly change in bovine microbiota. It is important to investigate the influence of heavy metals in food systems to determine potential harmful effects environmental heavy metal contamination on human health. Because of a mining dam rupture, 43 million cubic meters of iron ore waste flowed into the Doce river basin surrounding Mariana City, Brazil, in 2015. Following this environmental disaster, we investigated the consequences of long-term exposure to contaminated drinking water on the microbiome and resistome of dairy cattle. We identified bacterial antimicrobial resistance (AMR) genes in the feces, rumen fluid, and nasopharynx of 16 dairy cattle 4 years after the environmental disaster. Cattle had been continuously exposed to heavy metal contaminated water until sample collection (A) and compared them to analogous samples from 16 dairy cattle in an unaffected farm, 356 km away (B). The microbiome and resistome of farm A and farm B differed in many aspects. The distribution of genes present in the cattle’s nasopharynx, rumen, and feces conferring AMR was highly heterogeneous, and most genes were present in only a few samples. The relative abundance and prevalence (presence/absence) of AMR genes were higher in farm A than in farm B. Samples from farm A had a higher prevalence (presence) of genes conferring resistance to multiple drugs, metals, biocides, and multi-compound resistance. Fecal samples had a higher relative abundance of AMR genes, followed by rumen fluid samples, and the nasopharynx had the lowest relative abundance of AMR genes detected. Metagenome functional annotation suggested that selective pressures of heavy metal exposure potentially skewed pathway diversity toward fewer, more specialized functions. This is the first study that evaluates the consequences of a Brazilian environmental accident with mining ore dam failure in the microbiome of dairy cows. Our findings suggest that the long-term persistence of heavy metals in the environment may result in differences in the microbiota and enrichment of antimicrobial-resistant bacteria. Our results also suggest that AMR genes are most readily detected in fecal samples compared to rumen and nasopharyngeal samples which had relatively lower bacterial read counts. Since heavy metal contamination has an effect on the animal microbiome, environmental management is warranted to protect the food system from hazardous consequences.https://www.frontiersin.org/articles/10.3389/fmicb.2020.590325/fullshotgun sequencingmetagenomicsmicrobiomeheavy metalsantimicrobial resistancedairy cattle