Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method
Abstract Gelatin is a protein substance that is widely used in food and pharmaceutical industries. Gelatin is mainly derived from bovine and porcine sources. Fish gelatin is becoming alternative source of gelatin due to concern on health issue and religious constraints. Numerous studies for identifi...
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2021-05-01
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doaj-5c43761f7ec84888a1354369c79b3e142021-05-09T11:34:19ZengNature Publishing GroupScientific Reports2045-23222021-05-0111111010.1038/s41598-021-89358-2Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph methodNurfarhana Hassan0Tahir Ahmad1Norhidayu M. Zain2Siti Rahmah Awang3Department of Mathematical Sciences, Faculty of Science, Universiti Teknologi MalaysiaDepartment of Mathematical Sciences, Faculty of Science, Universiti Teknologi MalaysiaIslamic Civilization Academy, Faculty of Social Sciences and Humanities, Universiti Teknologi MalaysiaAzman Hashim International Business School, Universiti Teknologi MalaysiaAbstract Gelatin is a protein substance that is widely used in food and pharmaceutical industries. Gelatin is mainly derived from bovine and porcine sources. Fish gelatin is becoming alternative source of gelatin due to concern on health issue and religious constraints. Numerous studies for identification of gelatin sources have been reported. In this study, Fourier transform infrared (FTIR) spectroscopy was used in combination with chemometrics fuzzy autocatalytic set (c-FACS) to distinguish between bovine, porcine and fish gelatins. The gelatin spectra at Amide and 1600–1000 cm−1 regions were analyzed using c-FACS and the results were compared to principal component analysis (PCA) and linear discriminant analysis (LDA). The results obtained from c-FACS method showed that each bovine, porcine and fish gelatin possessed dominant wavenumbers at 1470–1475 cm−1, 1444–1450 cm−1 and 1496–1500 cm−1 respectively, which represent their unique signatures. Furthermore, a clear distinction for porcine gelatin was observed in coordinated FACS. The c-FACS method is rigor and faster than PCA and LDA in differentiating the gelatin sources. The novel method promises at least another chemometrics method for FTIR related analysis and the possibilities for other applications are endless.https://doi.org/10.1038/s41598-021-89358-2 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Nurfarhana Hassan Tahir Ahmad Norhidayu M. Zain Siti Rahmah Awang |
spellingShingle |
Nurfarhana Hassan Tahir Ahmad Norhidayu M. Zain Siti Rahmah Awang Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method Scientific Reports |
author_facet |
Nurfarhana Hassan Tahir Ahmad Norhidayu M. Zain Siti Rahmah Awang |
author_sort |
Nurfarhana Hassan |
title |
Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
title_short |
Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
title_full |
Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
title_fullStr |
Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
title_full_unstemmed |
Identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
title_sort |
identification of bovine, porcine and fish gelatin signatures using chemometrics fuzzy graph method |
publisher |
Nature Publishing Group |
series |
Scientific Reports |
issn |
2045-2322 |
publishDate |
2021-05-01 |
description |
Abstract Gelatin is a protein substance that is widely used in food and pharmaceutical industries. Gelatin is mainly derived from bovine and porcine sources. Fish gelatin is becoming alternative source of gelatin due to concern on health issue and religious constraints. Numerous studies for identification of gelatin sources have been reported. In this study, Fourier transform infrared (FTIR) spectroscopy was used in combination with chemometrics fuzzy autocatalytic set (c-FACS) to distinguish between bovine, porcine and fish gelatins. The gelatin spectra at Amide and 1600–1000 cm−1 regions were analyzed using c-FACS and the results were compared to principal component analysis (PCA) and linear discriminant analysis (LDA). The results obtained from c-FACS method showed that each bovine, porcine and fish gelatin possessed dominant wavenumbers at 1470–1475 cm−1, 1444–1450 cm−1 and 1496–1500 cm−1 respectively, which represent their unique signatures. Furthermore, a clear distinction for porcine gelatin was observed in coordinated FACS. The c-FACS method is rigor and faster than PCA and LDA in differentiating the gelatin sources. The novel method promises at least another chemometrics method for FTIR related analysis and the possibilities for other applications are endless. |
url |
https://doi.org/10.1038/s41598-021-89358-2 |
work_keys_str_mv |
AT nurfarhanahassan identificationofbovineporcineandfishgelatinsignaturesusingchemometricsfuzzygraphmethod AT tahirahmad identificationofbovineporcineandfishgelatinsignaturesusingchemometricsfuzzygraphmethod AT norhidayumzain identificationofbovineporcineandfishgelatinsignaturesusingchemometricsfuzzygraphmethod AT sitirahmahawang identificationofbovineporcineandfishgelatinsignaturesusingchemometricsfuzzygraphmethod |
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