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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Main Authors: Xiuhan Guo, Rui Cai, Shisheng Wang, Bo Tang, Yueqing Li, Weijie Zhao
Format: Article
Language:English
Published: The Royal Society 2018-01-01
Series:Royal Society Open Science
Subjects:
Online Access:https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.170714
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spelling 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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