Application of FTIR spectroscopy and chemometrics for the prediction of radical scavenging activities of fish oils

Patin (Pangasius micronemus), Gabus (Channa striata) and Bandeng (Chanos chanos) are the freshwater fishes that are widely cultivated in Indonesia. Fish oils are believed to have biological activities including antioxidant activities. The objectives of this study were (1) to determine radical scaven...

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Bibliographic Details
Main Authors: Ikhsan, A.N (Author), Martien, R. (Author), Mustafidah, M. (Author), Putri, A.R (Author), Rohman, A. (Author), Syifa, F. (Author)
Format: Article
Language:English
Published: Universitas Gadjah Mada - Faculty of Pharmacy 2021
Subjects:
Online Access:View Fulltext in Publisher
LEADER 03063nam a2200433Ia 4500
001 10.22146-ijp.1004
008 220427s2021 CNT 000 0 und d
020 |a 23389427 (ISSN) 
245 1 0 |a Application of FTIR spectroscopy and chemometrics for the prediction of radical scavenging activities of fish oils 
260 0 |b Universitas Gadjah Mada - Faculty of Pharmacy  |c 2021 
856 |z View Fulltext in Publisher  |u https://doi.org/10.22146/ijp.1004 
520 3 |a Patin (Pangasius micronemus), Gabus (Channa striata) and Bandeng (Chanos chanos) are the freshwater fishes that are widely cultivated in Indonesia. Fish oils are believed to have biological activities including antioxidant activities. The objectives of this study were (1) to determine radical scavenging activity (RSA) of fish oils using 2,2′-diphenyl-1-picrylhydrazyl (DPPH) radicals, (2) to classify fish oils from different species and extraction methods using chemometrics of principal component analysis (PCA) and cluster analysis (CA) and (3) to predict the antiradical activities of fish oils from different species and extraction methods using FTIR spectroscopy combined with principal component regression (PCR) and partial least square regression (PLSR). The results exhibited that RSA of Patin fish oil extracted from flesh using maceration technique gave the highest RSA. PCA and CA were successfully applied for the classification of fish oils from different species and extraction based on PC1 and PC2 score plots. Based on dendrogram, the fish oils could be classified into 4 groups. The absorbance values of second derivative FTIR spectra at wavenumbers region of 1440 - 1741 cm-1 provided the highest correlation between actual values of RSA and FTIR predicted values with coefficient of determination (R2) of 0.9794, root mean square error of calibration (RMSEC) of 0.737 and root mean square error of prediction (RMSEP) of 0.927. From this study, FTIR spectroscopy combined with chemometrics can be used for classification of fish oils and for predicting the antioxidant activities of fish oils from different species and extraction method. Copyright © 2020 The Author(S). 
650 0 4 |a acetic acid ethyl ester 
650 0 4 |a antioxidant activity 
650 0 4 |a Antioxidant activity 
650 0 4 |a Article 
650 0 4 |a calibration 
650 0 4 |a chemometrics 
650 0 4 |a Chemometrics 
650 0 4 |a clustering algorithm 
650 0 4 |a controlled study 
650 0 4 |a DPPH radical scavenging 
650 0 4 |a DPPH radical scavenging assay 
650 0 4 |a extraction 
650 0 4 |a fish oil 
650 0 4 |a Fish oil 
650 0 4 |a Fourier transform infrared spectroscopy 
650 0 4 |a FTIR spectroscopy 
650 0 4 |a nonhuman 
650 0 4 |a pattern recognition 
650 0 4 |a phylogenetic tree 
650 0 4 |a prediction 
700 1 |a Ikhsan, A.N.  |e author 
700 1 |a Martien, R.  |e author 
700 1 |a Mustafidah, M.  |e author 
700 1 |a Putri, A.R.  |e author 
700 1 |a Rohman, A.  |e author 
700 1 |a Syifa, F.  |e author 
773 |t Indonesian Journal of Pharmacy