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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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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. |
format | Online Article Text |
id | pubmed-6124768 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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