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Identification of bovine respiratory disease through the nasal microbiome
BACKGROUND: Bovine respiratory disease (BRD) is an ongoing health and economic challenge in the dairy and beef cattle industries. Multiple risk factors make an animal susceptible to BRD. The presence of Mannheimia haemolytica, Pasteurella multocida, Histophilus somni, and Mycoplasma bovis in lung ti...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8862248/ https://www.ncbi.nlm.nih.gov/pubmed/35193707 http://dx.doi.org/10.1186/s42523-022-00167-y |
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author | Centeno-Martinez, Ruth Eunice Glidden, Natalie Mohan, Suraj Davidson, Josiah Levi Fernández-Juricic, Esteban Boerman, Jacquelyn P. Schoonmaker, Jon Pillai, Deepti Koziol, Jennifer Ault, Aaron Verma, Mohit S. Johnson, Timothy A. |
author_facet | Centeno-Martinez, Ruth Eunice Glidden, Natalie Mohan, Suraj Davidson, Josiah Levi Fernández-Juricic, Esteban Boerman, Jacquelyn P. Schoonmaker, Jon Pillai, Deepti Koziol, Jennifer Ault, Aaron Verma, Mohit S. Johnson, Timothy A. |
author_sort | Centeno-Martinez, Ruth Eunice |
collection | PubMed |
description | BACKGROUND: Bovine respiratory disease (BRD) is an ongoing health and economic challenge in the dairy and beef cattle industries. Multiple risk factors make an animal susceptible to BRD. The presence of Mannheimia haemolytica, Pasteurella multocida, Histophilus somni, and Mycoplasma bovis in lung tissues have been associated with BRD mortalities, but they are also commonly present in the upper respiratory tract of healthy animals. This study aims to compare the cattle nasal microbiome (diversity, composition and community interaction) and the abundance of BRD pathogens (by qPCR) in the nasal microbiome of Holstein steers that are apparently healthy (Healthy group, n = 75) or with BRD clinical signs (BRD group, n = 58). We then used random forest models based on nasal microbial community and qPCR results to classify healthy and BRD-affected animals and determined the agreement with the visual clinical signs. Additionally, co-occurring species pairs were identified in visually BRD or healthy animal groups. RESULTS: Cattle in the BRD group had lower alpha diversity than pen-mates in the healthy group. Amplicon sequence variants (ASVs) from Trueperella pyogenes, Bibersteinia and Mycoplasma spp. were increased in relative abundance in the BRD group, while ASVs from Mycoplasma bovirhinis and Clostridium sensu stricto were increased in the healthy group. Prevalence of H. somni (98%) and P. multocida (97%) was high regardless of BRD clinical signs whereas M. haemolytica (81 and 61%, respectively) and M. bovis (74 and 51%, respectively) were more prevalent in the BRD group than the healthy group. In the BRD group, the abundance of M. haemolytica and M. bovis was increased, while H. somni abundance was decreased. Visual observation of clinical signs agreed with classification by the nasal microbial community (misclassification rate of 32%) and qPCR results (misclassification rate 34%). Co-occurrence analysis demonstrated that the nasal microbiome of BRD-affected cattle presented fewer bacterial associations than healthy cattle. CONCLUSIONS: This study offers insight into the prevalence and abundance of BRD pathogens and the differences in the nasal microbiome between healthy and BRD animals. This suggests that nasal bacterial communities provide a potential platform for future studies and potential pen-side diagnostic testing. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s42523-022-00167-y. |
format | Online Article Text |
id | pubmed-8862248 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88622482022-02-23 Identification of bovine respiratory disease through the nasal microbiome Centeno-Martinez, Ruth Eunice Glidden, Natalie Mohan, Suraj Davidson, Josiah Levi Fernández-Juricic, Esteban Boerman, Jacquelyn P. Schoonmaker, Jon Pillai, Deepti Koziol, Jennifer Ault, Aaron Verma, Mohit S. Johnson, Timothy A. Anim Microbiome Research Article BACKGROUND: Bovine respiratory disease (BRD) is an ongoing health and economic challenge in the dairy and beef cattle industries. Multiple risk factors make an animal susceptible to BRD. The presence of Mannheimia haemolytica, Pasteurella multocida, Histophilus somni, and Mycoplasma bovis in lung tissues have been associated with BRD mortalities, but they are also commonly present in the upper respiratory tract of healthy animals. This study aims to compare the cattle nasal microbiome (diversity, composition and community interaction) and the abundance of BRD pathogens (by qPCR) in the nasal microbiome of Holstein steers that are apparently healthy (Healthy group, n = 75) or with BRD clinical signs (BRD group, n = 58). We then used random forest models based on nasal microbial community and qPCR results to classify healthy and BRD-affected animals and determined the agreement with the visual clinical signs. Additionally, co-occurring species pairs were identified in visually BRD or healthy animal groups. RESULTS: Cattle in the BRD group had lower alpha diversity than pen-mates in the healthy group. Amplicon sequence variants (ASVs) from Trueperella pyogenes, Bibersteinia and Mycoplasma spp. were increased in relative abundance in the BRD group, while ASVs from Mycoplasma bovirhinis and Clostridium sensu stricto were increased in the healthy group. Prevalence of H. somni (98%) and P. multocida (97%) was high regardless of BRD clinical signs whereas M. haemolytica (81 and 61%, respectively) and M. bovis (74 and 51%, respectively) were more prevalent in the BRD group than the healthy group. In the BRD group, the abundance of M. haemolytica and M. bovis was increased, while H. somni abundance was decreased. Visual observation of clinical signs agreed with classification by the nasal microbial community (misclassification rate of 32%) and qPCR results (misclassification rate 34%). Co-occurrence analysis demonstrated that the nasal microbiome of BRD-affected cattle presented fewer bacterial associations than healthy cattle. CONCLUSIONS: This study offers insight into the prevalence and abundance of BRD pathogens and the differences in the nasal microbiome between healthy and BRD animals. This suggests that nasal bacterial communities provide a potential platform for future studies and potential pen-side diagnostic testing. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s42523-022-00167-y. BioMed Central 2022-02-22 /pmc/articles/PMC8862248/ /pubmed/35193707 http://dx.doi.org/10.1186/s42523-022-00167-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Centeno-Martinez, Ruth Eunice Glidden, Natalie Mohan, Suraj Davidson, Josiah Levi Fernández-Juricic, Esteban Boerman, Jacquelyn P. Schoonmaker, Jon Pillai, Deepti Koziol, Jennifer Ault, Aaron Verma, Mohit S. Johnson, Timothy A. Identification of bovine respiratory disease through the nasal microbiome |
title | Identification of bovine respiratory disease through the nasal microbiome |
title_full | Identification of bovine respiratory disease through the nasal microbiome |
title_fullStr | Identification of bovine respiratory disease through the nasal microbiome |
title_full_unstemmed | Identification of bovine respiratory disease through the nasal microbiome |
title_short | Identification of bovine respiratory disease through the nasal microbiome |
title_sort | identification of bovine respiratory disease through the nasal microbiome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8862248/ https://www.ncbi.nlm.nih.gov/pubmed/35193707 http://dx.doi.org/10.1186/s42523-022-00167-y |
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