Expensive milk such as horse's milk (HM) may be the target of adulteration by other milk such as goat's milk (GM) and cow's milk (CM). FTIR spectroscopy in combination with chemometrics of linear discriminant analysis (LDA) and multivariate calibrations of partial least square regression (PLSR) and principal component regression (PCR) was used for authentication of HM from GM and CM. Milk was directly subjected to attenuated total reflectance (ATR) spectral measurement at midinfrared regions (4000-650 cm(-1)). Results showed that LDA could make clear discrimination between HM and HM adulterated with CM and GM without any misclassification observed. PLSR using 2nd derivative spectra at 3200-2800 and 1300-1000 cm(-1) provided the best model for the relationship between actual values of GM and FTIR predicted values than PCR. At this condition, R2 values for calibration and validation models obtained were 0.9995 and 0.9612 with RMSEC and RMSEP values of 0.0093 and 0.0794. PLSR using normal FTIR spectra at 3800-3000 and 1500-1000 cm(-1) offered R2 for the relationship between actual values of CM and FTIR predicted values of > 0.99 in calibration and validation models with low errors of RMSEC of 0.0164 and RMSEP of 0.0336 during authentication of HM from CM. Therefore, FTIR spectroscopy in combination with LDA and PLSR is an effective method for authentication of HM from GM and CM.
机构:
Univ Putra Malaysia, Halal Prod Res Inst, Upm Serdang 43400, Selangor, Malaysia
Univ Putra Malaysia, Dept Food Technol, Fac Food Sci & Technol, Upm Serdang 43400, Selangor, MalaysiaGadjah Mada Univ, Fac Pharm, Dept Pharmaceut Chem, Yogyakarta 55281, Indonesia
Man, Y. B. Che
Yusof, Farahwahida Mohd.
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Univ Teknol Malaysia, Ctr Res Fiqh Sci & Technol CFiRST, Skudai, MalaysiaGadjah Mada Univ, Fac Pharm, Dept Pharmaceut Chem, Yogyakarta 55281, Indonesia
机构:
Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Shanxi Univ Tradit Chinese Med, Inst Pharmaceut & Food Engn, Jinzhong, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Guo, Lili
Wu, Yajun
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Wu, Yajun
Liu, Mingchang
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Liu, Mingchang
Ge, Yiqiang
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ChinaAgr Univ, Coll Food Sci & Nutr Engn, Beijing, Peoples R China
China Rural Technol Dev Ctr, Beijing, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Ge, Yiqiang
Chen, Ying
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
机构:
Univ Putra Malaysia, Halal Prod Res Inst, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Halal Prod Res Inst, Serdang 43400, Selangor, Malaysia
Man, Yaakob B. Che
Riyanto, Sugeng
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Gadjah Mada Univ, Dept Pharmaceut Chem, Fac Pharm, Yogyakarta 55281, IndonesiaUniv Putra Malaysia, Halal Prod Res Inst, Serdang 43400, Selangor, Malaysia
机构:
Univ Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, IndonesiaUniv Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, Indonesia
Riswanto, Florentinus Dika Octa
Windarsih, Anjar
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Res Ctr Food Technol & Proc PRTPP, Natl Res & Innovat Agcy BRIN, Yogyakarta 55861, IndonesiaUniv Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, Indonesia
Windarsih, Anjar
Putri, Dina Christin Ayuning
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Univ Sanata Dharma, Fac Pharm, Div Pharmaceut Technol, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, IndonesiaUniv Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, Indonesia
Putri, Dina Christin Ayuning
Gani, Michael Raharja
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Univ Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, IndonesiaUniv Sanata Dharma, Fac Pharm, Div Pharmaceut Anal & Med Chem, Campus Paingan 3, Maguwoharjo, Sleman 55282, Yogyakarta, Indonesia
Gani, Michael Raharja
INDONESIAN JOURNAL OF PHARMACY,
2023,
34
(02):
: 205
-
217
机构:
Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Saji, Rakendhu
Gandhi, Kamal
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Gandhi, Kamal
Sharma, Rajan
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Sharma, Rajan
Bajaj, Rajesh
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Bajaj, Rajesh
Mann, Bimlesh
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h-index: 0
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Indian Council Agr Res ICAR, New Delhi, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Mann, Bimlesh
Ramani, Akshay
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India