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Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics

It is difficult to determine ages of eels via otoliths, because multiple alternating translucent and opaque zones in the otoliths are hard to identify. In this study, we developed an efficient age determination method for whitespotted conger (Conger myriaster), using random forest models with otolit...

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Autores principales: Mu, Xiuxia, Zhang, Chongliang, Zhang, Chi, Xu, Binduo, Xue, Ying, Ren, Yiping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124768/
https://www.ncbi.nlm.nih.gov/pubmed/30183762
http://dx.doi.org/10.1371/journal.pone.0203537
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author Mu, Xiuxia
Zhang, Chongliang
Zhang, Chi
Xu, Binduo
Xue, Ying
Ren, Yiping
author_facet Mu, Xiuxia
Zhang, Chongliang
Zhang, Chi
Xu, Binduo
Xue, Ying
Ren, Yiping
author_sort Mu, Xiuxia
collection PubMed
description It is difficult to determine ages of eels via otoliths, because multiple alternating translucent and opaque zones in the otoliths are hard to identify. In this study, we developed an efficient age determination method for whitespotted conger (Conger myriaster), using random forest models with otolith weight and length, total body length, capture location and season as predictors. 409 specimens were collected from six locations in Yellow and East China Sea between October 2016 and December 2017. Overall OOB error rate was 17.36% compared with 16.26% for the external cross-validation dataset, and the error of age was within one year. Otolith weight and total length were the most important predictors, followed by otolith length, capture locations and seasons. There were no significant differences between the results derived from otolith/somatic morphometrics and otoliths annuli in the estimation of age composition and von Betalanffy Growth Functions growth curve. Our results demonstrated that random forest model with otolith and somatic morphometrics is an efficient and reliable approach for age determination of C. myriaster, which may also be applied to other eel species.
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spelling pubmed-61247682018-09-15 Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics Mu, Xiuxia Zhang, Chongliang Zhang, Chi Xu, Binduo Xue, Ying Ren, Yiping PLoS One Research Article It is difficult to determine ages of eels via otoliths, because multiple alternating translucent and opaque zones in the otoliths are hard to identify. In this study, we developed an efficient age determination method for whitespotted conger (Conger myriaster), using random forest models with otolith weight and length, total body length, capture location and season as predictors. 409 specimens were collected from six locations in Yellow and East China Sea between October 2016 and December 2017. Overall OOB error rate was 17.36% compared with 16.26% for the external cross-validation dataset, and the error of age was within one year. Otolith weight and total length were the most important predictors, followed by otolith length, capture locations and seasons. There were no significant differences between the results derived from otolith/somatic morphometrics and otoliths annuli in the estimation of age composition and von Betalanffy Growth Functions growth curve. Our results demonstrated that random forest model with otolith and somatic morphometrics is an efficient and reliable approach for age determination of C. myriaster, which may also be applied to other eel species. Public Library of Science 2018-09-05 /pmc/articles/PMC6124768/ /pubmed/30183762 http://dx.doi.org/10.1371/journal.pone.0203537 Text en © 2018 Mu et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Mu, Xiuxia
Zhang, Chongliang
Zhang, Chi
Xu, Binduo
Xue, Ying
Ren, Yiping
Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title_full Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title_fullStr Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title_full_unstemmed Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title_short Age determination for whitespotted conger Conger myriaster through somatic and otolith morphometrics
title_sort age determination for whitespotted conger conger myriaster through somatic and otolith morphometrics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124768/
https://www.ncbi.nlm.nih.gov/pubmed/30183762
http://dx.doi.org/10.1371/journal.pone.0203537
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