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Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae

Mycoplasma synoviae (MS) is a major pathogen in chicken and turkeys, causing subclinical infection. MS infections are highly prevalent and may potentate and be involved in sinovitis, respiratory syndromes, as well as lead to eggshell apex abnormality (EAA). A deformed, inhomogeneous eggshell is susc...

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Autores principales: Lorenc, Zofia, Paśko, Sławomir, Kursa, Olimpia, Pakuła, Anna, Sałbut, Leszek
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Poultry Science Association, Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6698189/
https://www.ncbi.nlm.nih.gov/pubmed/31002107
http://dx.doi.org/10.3382/ps/pez150
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author Lorenc, Zofia
Paśko, Sławomir
Kursa, Olimpia
Pakuła, Anna
Sałbut, Leszek
author_facet Lorenc, Zofia
Paśko, Sławomir
Kursa, Olimpia
Pakuła, Anna
Sałbut, Leszek
author_sort Lorenc, Zofia
collection PubMed
description Mycoplasma synoviae (MS) is a major pathogen in chicken and turkeys, causing subclinical infection. MS infections are highly prevalent and may potentate and be involved in sinovitis, respiratory syndromes, as well as lead to eggshell apex abnormality (EAA). A deformed, inhomogeneous eggshell is susceptible to cracks and breaks through which microbes get in and additionally entails higher water loss in the egg during the entire incubation process. Not all eggs with eggshell apex abnormality possess characteristic deformation and that is why some eggs may be incorrectly classified during a visual inspection. To minimize the above risk, the spectral VIS technique and the analysis based on the classification tree method—CTM is proposed. The method makes use of specially defined parameters extracted from the shape of transmittance spectra of eggshells. Directional coefficients of the lines adjusted to the specific ranges of the transmittance spectrum are used in the process of classifying samples as those from MS-carrying hens and from healthy hens. Three CTM-based classifiers were created for a group of white, brown, and mixed shells. After comparing, it can be concluded that the best results were obtained for the group of brown shells (accuracy 88%, specificity 88%, and false negative rate 13%). The authors present a non-invasive spectral method that utilizes eggshells, i.e., the natural waste from chicken farms. The method enables entering data into the classifiers described in the article. The process provides an opportunity to correctly assign, the examined shell to the group of shells with increased risk—with approx. 86% accuracy. This means that, if a few of such results are registered, the herd is eligible more specific studies targeting MS bacteria. Regular spectral testing can support the detection of egg lesions in MS positive flocks.
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spelling pubmed-66981892019-08-22 Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae Lorenc, Zofia Paśko, Sławomir Kursa, Olimpia Pakuła, Anna Sałbut, Leszek Poult Sci Immunology, Health and Disease Mycoplasma synoviae (MS) is a major pathogen in chicken and turkeys, causing subclinical infection. MS infections are highly prevalent and may potentate and be involved in sinovitis, respiratory syndromes, as well as lead to eggshell apex abnormality (EAA). A deformed, inhomogeneous eggshell is susceptible to cracks and breaks through which microbes get in and additionally entails higher water loss in the egg during the entire incubation process. Not all eggs with eggshell apex abnormality possess characteristic deformation and that is why some eggs may be incorrectly classified during a visual inspection. To minimize the above risk, the spectral VIS technique and the analysis based on the classification tree method—CTM is proposed. The method makes use of specially defined parameters extracted from the shape of transmittance spectra of eggshells. Directional coefficients of the lines adjusted to the specific ranges of the transmittance spectrum are used in the process of classifying samples as those from MS-carrying hens and from healthy hens. Three CTM-based classifiers were created for a group of white, brown, and mixed shells. After comparing, it can be concluded that the best results were obtained for the group of brown shells (accuracy 88%, specificity 88%, and false negative rate 13%). The authors present a non-invasive spectral method that utilizes eggshells, i.e., the natural waste from chicken farms. The method enables entering data into the classifiers described in the article. The process provides an opportunity to correctly assign, the examined shell to the group of shells with increased risk—with approx. 86% accuracy. This means that, if a few of such results are registered, the herd is eligible more specific studies targeting MS bacteria. Regular spectral testing can support the detection of egg lesions in MS positive flocks. Poultry Science Association, Inc. 2019-09 2019-04-19 /pmc/articles/PMC6698189/ /pubmed/31002107 http://dx.doi.org/10.3382/ps/pez150 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of Poultry Science Association. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com.
spellingShingle Immunology, Health and Disease
Lorenc, Zofia
Paśko, Sławomir
Kursa, Olimpia
Pakuła, Anna
Sałbut, Leszek
Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title_full Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title_fullStr Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title_full_unstemmed Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title_short Spectral technique for detection of changes in eggshells caused by Mycoplasma synoviae
title_sort spectral technique for detection of changes in eggshells caused by mycoplasma synoviae
topic Immunology, Health and Disease
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6698189/
https://www.ncbi.nlm.nih.gov/pubmed/31002107
http://dx.doi.org/10.3382/ps/pez150
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