Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods
Sea cucumber is the major tonic seafood worldwide, and geographical origin traceability is an important part of its quality and safety control. In this work, a non-destructive method for origin traceability of sea cucumber (Apostichopus japonicus) from northern China Sea and East China Sea using nea...
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doaj-3929a9c3e9e648d5886bf63fc3567a052020-11-25T04:10:00ZengThe Royal SocietyRoyal Society Open Science2054-57032018-01-015110.1098/rsos.170714170714Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methodsXiuhan GuoRui CaiShisheng WangBo TangYueqing LiWeijie ZhaoSea cucumber is the major tonic seafood worldwide, and geographical origin traceability is an important part of its quality and safety control. In this work, a non-destructive method for origin traceability of sea cucumber (Apostichopus japonicus) from northern China Sea and East China Sea using near infrared spectroscopy (NIRS) and multivariate analysis methods was proposed. Total fat contents of 189 fresh sea cucumber samples were determined and partial least-squares (PLS) regression was used to establish the quantitative NIRS model. The ordered predictor selection algorithm was performed to select feasible wavelength regions for the construction of PLS and identification models. The identification model was developed by principal component analysis combined with Mahalanobis distance and scaling to the first range algorithms. In the test set of the optimum PLS models, the root mean square error of prediction was 0.45, and correlation coefficient was 0.90. The correct classification rates of 100% were obtained in both identification calibration model and test model. The overall results indicated that NIRS method combined with chemometric analysis was a suitable tool for origin traceability and identification of fresh sea cucumber samples from nine origins in China.https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.170714apostichopus japonicusgeographical origintraceabilitytotal fat contentnear infrared spectroscopychemometrics |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xiuhan Guo Rui Cai Shisheng Wang Bo Tang Yueqing Li Weijie Zhao |
spellingShingle |
Xiuhan Guo Rui Cai Shisheng Wang Bo Tang Yueqing Li Weijie Zhao Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods Royal Society Open Science apostichopus japonicus geographical origin traceability total fat content near infrared spectroscopy chemometrics |
author_facet |
Xiuhan Guo Rui Cai Shisheng Wang Bo Tang Yueqing Li Weijie Zhao |
author_sort |
Xiuhan Guo |
title |
Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
title_short |
Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
title_full |
Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
title_fullStr |
Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
title_full_unstemmed |
Non-destructive geographical traceability of sea cucumber (Apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
title_sort |
non-destructive geographical traceability of sea cucumber (apostichopus japonicus) using near infrared spectroscopy combined with chemometric methods |
publisher |
The Royal Society |
series |
Royal Society Open Science |
issn |
2054-5703 |
publishDate |
2018-01-01 |
description |
Sea cucumber is the major tonic seafood worldwide, and geographical origin traceability is an important part of its quality and safety control. In this work, a non-destructive method for origin traceability of sea cucumber (Apostichopus japonicus) from northern China Sea and East China Sea using near infrared spectroscopy (NIRS) and multivariate analysis methods was proposed. Total fat contents of 189 fresh sea cucumber samples were determined and partial least-squares (PLS) regression was used to establish the quantitative NIRS model. The ordered predictor selection algorithm was performed to select feasible wavelength regions for the construction of PLS and identification models. The identification model was developed by principal component analysis combined with Mahalanobis distance and scaling to the first range algorithms. In the test set of the optimum PLS models, the root mean square error of prediction was 0.45, and correlation coefficient was 0.90. The correct classification rates of 100% were obtained in both identification calibration model and test model. The overall results indicated that NIRS method combined with chemometric analysis was a suitable tool for origin traceability and identification of fresh sea cucumber samples from nine origins in China. |
topic |
apostichopus japonicus geographical origin traceability total fat content near infrared spectroscopy chemometrics |
url |
https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.170714 |
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