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Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model
Floor pen trials are an efficient way to evaluate the effectiveness of potential Salmonella control interventions in broiler chickens. When treatments are allocated at the pen level, and outcomes are measured at the individual bird level, floor pen studies are considered to be cluster randomized tri...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9449858/ https://www.ncbi.nlm.nih.gov/pubmed/36055032 http://dx.doi.org/10.1016/j.psj.2022.102102 |
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author | Berghaus, Roy D. Baxter, Virginia A. Jones, Matthew K. Hofacre, Charles L. |
author_facet | Berghaus, Roy D. Baxter, Virginia A. Jones, Matthew K. Hofacre, Charles L. |
author_sort | Berghaus, Roy D. |
collection | PubMed |
description | Floor pen trials are an efficient way to evaluate the effectiveness of potential Salmonella control interventions in broiler chickens. When treatments are allocated at the pen level, and outcomes are measured at the individual bird level, floor pen studies are considered to be cluster randomized trials. Estimating the sample size required to achieve a desired level of statistical power for a cluster randomized trial requires an estimate of the intra-cluster correlation (ICC) as an input. In this study, ICCs were estimated for the untreated challenged control group from 40 broiler chicken Salmonella pen trials performed using a seeder bird challenge model. The ICCs for ceca Salmonella prevalences ranged from 0.00 to 0.64, with a median of 0.17. The ICCs for ceca Salmonella log(10)(MPN/g + 1) ranged from 0.00 to 0.52, with a median of 0.14. These findings indicate that the effect of pen-level clustering is substantial in Salmonella floor pen trials, and it must be considered during both the study design and analysis. In a multivariable regression analysis, ICCs for ceca Salmonella prevalences were associated with the challenge status of sampled birds, age of birds at the time of challenge, and Salmonella serovar. ICCs were lower for studies in which a combination of direct (seeder) and indirect (horizontal) challenged birds were sampled, and for studies in which birds were challenged on the day of hatch or at one day of age. ICCs were higher for studies in which Salmonella Heidelberg was used as the challenge strain. These findings may be useful for investigators that are planning pen trials to evaluate Salmonella control interventions in broiler chickens. Choosing study design elements associated with a lower ICC may improve efficiency by leading to a larger effective sample size for the same number of experimental units. |
format | Online Article Text |
id | pubmed-9449858 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94498582022-09-08 Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model Berghaus, Roy D. Baxter, Virginia A. Jones, Matthew K. Hofacre, Charles L. Poult Sci MICROBIOLOGY AND FOOD SAFETY Floor pen trials are an efficient way to evaluate the effectiveness of potential Salmonella control interventions in broiler chickens. When treatments are allocated at the pen level, and outcomes are measured at the individual bird level, floor pen studies are considered to be cluster randomized trials. Estimating the sample size required to achieve a desired level of statistical power for a cluster randomized trial requires an estimate of the intra-cluster correlation (ICC) as an input. In this study, ICCs were estimated for the untreated challenged control group from 40 broiler chicken Salmonella pen trials performed using a seeder bird challenge model. The ICCs for ceca Salmonella prevalences ranged from 0.00 to 0.64, with a median of 0.17. The ICCs for ceca Salmonella log(10)(MPN/g + 1) ranged from 0.00 to 0.52, with a median of 0.14. These findings indicate that the effect of pen-level clustering is substantial in Salmonella floor pen trials, and it must be considered during both the study design and analysis. In a multivariable regression analysis, ICCs for ceca Salmonella prevalences were associated with the challenge status of sampled birds, age of birds at the time of challenge, and Salmonella serovar. ICCs were lower for studies in which a combination of direct (seeder) and indirect (horizontal) challenged birds were sampled, and for studies in which birds were challenged on the day of hatch or at one day of age. ICCs were higher for studies in which Salmonella Heidelberg was used as the challenge strain. These findings may be useful for investigators that are planning pen trials to evaluate Salmonella control interventions in broiler chickens. Choosing study design elements associated with a lower ICC may improve efficiency by leading to a larger effective sample size for the same number of experimental units. Elsevier 2022-08-03 /pmc/articles/PMC9449858/ /pubmed/36055032 http://dx.doi.org/10.1016/j.psj.2022.102102 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | MICROBIOLOGY AND FOOD SAFETY Berghaus, Roy D. Baxter, Virginia A. Jones, Matthew K. Hofacre, Charles L. Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title | Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title_full | Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title_fullStr | Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title_full_unstemmed | Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title_short | Intra-cluster correlations for ceca Salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
title_sort | intra-cluster correlations for ceca salmonella prevalence and enumeration from 40 experimental floor pen trials in broiler chickens using a seeder bird challenge model |
topic | MICROBIOLOGY AND FOOD SAFETY |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9449858/ https://www.ncbi.nlm.nih.gov/pubmed/36055032 http://dx.doi.org/10.1016/j.psj.2022.102102 |
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