Prediction of anthocyanin content and variety in plum extracts using ATR-FTIR spectroscopy and chemometrics
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作者:
Johnson, Joel B.
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Cent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, AustraliaCent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
Johnson, Joel B.
[1
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El Orche, Aimen
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Univ Sultan Moulay Slimane, Lab Organ & Analyt Chem, Beni Mellal, MoroccoCent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
El Orche, Aimen
[2
]
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Naiker, Mani
[1
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机构:
[1] Cent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
[2] Univ Sultan Moulay Slimane, Lab Organ & Analyt Chem, Beni Mellal, Morocco
The high anthocyanin content of plums is one major contributor toward their well-known health-benefiting effects. Consequently, rapid methods for measuring anthocyanin content would be greatly beneficial for quality assurance purposes. However, there are no applications of infrared spectroscopy for the prediction of anthocyanin content in solvent extracts from this crop. This study investigated the use of FTIR spectroscopy for the quantification of total anthocyanin content in ethanolic plum extracts. Partial least squares regression (PLS-R) was able to predict the anthocyanin content with acceptable accuracy in a dependent test set (R2pred = 0.84, RMSEP = 13.8 mg/L, RPD = 2.62); however, the use of support vector regression (SVR) gave superior results (R2pred = 0.93, RMSEP = 10.9 mg/L, RPD = 3.32). In addition, the plum variety could be predicted from the FTIR spectra using a support vector machine (SVM) or partial least squares discriminant analysis (PLS-DA) with a high degree of accuracy (97-100 % correct classification rate). This demonstrates the broad-ranging potential of FTIR spectroscopy for the quality assurance of plum samples based on their solvent extracts.
机构:
Univ Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Siregar, Syahril
Nurhikmat, Asep
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机构:
Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Nurhikmat, Asep
Amdani, Rima Zuriah
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Amdani, Rima Zuriah
Hatmi, Retno Utami
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Hatmi, Retno Utami
Kobarsih, Mahargono
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Kobarsih, Mahargono
Kusumaningrum, Annisa
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Kusumaningrum, Annisa
Karim, Mirwan Ardiansyah
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Karim, Mirwan Ardiansyah
Dameswari, Amarilia Harsanti
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Dameswari, Amarilia Harsanti
Siswanto, Nugroho
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Siswanto, Nugroho
Siswoprayogi, Siswoprayogi
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
Siswoprayogi, Siswoprayogi
Yuliyanto, Ponco
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Natl Res & Innovat Agcy Indonesia, Res Ctr Food Technol & Proc, Gunungkidul 55861, Yogyakarta, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Dept Phys, Depok 16424, Indonesia
机构:
Guizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Yang, Xiaorong
Wei, Xin
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机构:
Xi An Jiao Tong Univ, Coll Med & Forens, Hlth Sci Ctr, 76,West Yanta Rd, Xian 710061, Shaanxi, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Wei, Xin
Yu, Kai
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Xi An Jiao Tong Univ, Coll Med & Forens, Hlth Sci Ctr, 76,West Yanta Rd, Xian 710061, Shaanxi, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Yu, Kai
Wan, Changwu
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Guizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Wan, Changwu
Wang, Yuanhe
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Guizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Wang, Yuanhe
Huang, Shimei
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Guizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Huang, Shimei
Sun, Qinru
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Xi An Jiao Tong Univ, Coll Med & Forens, Hlth Sci Ctr, 76,West Yanta Rd, Xian 710061, Shaanxi, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
Sun, Qinru
Huang, Jiang
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Guizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R ChinaGuizhou Med Univ, Dept Forens Med, Guiyang 550025, Guizhou, Peoples R China
机构:
Univ Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
de Souza, Nikolas Mateus Pereira
da Rosa, Dhuli Kimberli Abeg
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机构:
Univ Estadual Rio Grande do Sul, Bioproc Engn & Biotechnol, Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
da Rosa, Dhuli Kimberli Abeg
de Moraes, Caroline
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Univ Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
de Moraes, Caroline
Padoin, Licerio Vicente
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Pontifical Catholic Univ Rio Grande Sul PUCRS, Postgrad Program Med & Hlth Sci, Porto Alegre, RS, Brazil
Fed Univ Santa Maria UFSM, Mastol Serv, Univ Hosp, Santa Maria, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Padoin, Licerio Vicente
Pra, Daniel
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Univ Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Univ Santa Cruz do Sul, Postgrad Program Environm Technol, Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Pra, Daniel
Fay, Andre Poisl
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Pontifical Catholic Univ Rio Grande Sul PUCRS, Postgrad Program Med & Hlth Sci, Porto Alegre, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Fay, Andre Poisl
Corbellini, Valeriano Antonio
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Univ Santa Cruz do Sul, Dept Sci Humanities & Educ, Santa Cruz Do Sul, RS, Brazil
Univ Santa Cruz Do Sul, Postgrad Program Hlth Promot, Santa Cruz do Sul, RS, Brazil
Univ Santa Cruz do Sul, Postgrad Program Environm Technol, Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Corbellini, Valeriano Antonio
Rieger, Alexandre
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Univ Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
Univ Santa Cruz Do Sul, Postgrad Program Hlth Promot, Santa Cruz do Sul, RS, Brazil
Univ Santa Cruz do Sul, Postgrad Program Environm Technol, Santa Cruz Do Sul, RS, BrazilUniv Santa Cruz do Sul, Dept Life Sci, Ave Independencia 2293,Lab 1206, BR-96815900 Santa Cruz Do Sul, RS, Brazil
机构:
Management & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Management & Sci Univ, Sch Grad Studies, Shah Alam, Selangor, MalaysiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Khei, Lim Ka
Verma, Rajesh
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Reg Forens Sci Lab, Mandi, Himachal Prades, IndiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Verma, Rajesh
Tan, Eva Lee Yin
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Management & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Management & Sci Univ, Sch Grad Studies, Shah Alam, Selangor, Malaysia
Global Affairs Management & Sci Univ, Shah Alam, Selangor, MalaysiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Tan, Eva Lee Yin
Low, Kah Hin
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Univ Malaya, Fac Sci, Dept Chem, Kuala Lumpur, MalaysiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Low, Kah Hin
Ismail, Dzulkiflee
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Univ Sains Malaysia, Sch Hlth Sci, Forens Sci Program, Hlth Campus, Kubang Kerian, Kelantan, MalaysiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia
Ismail, Dzulkiflee
Asri, Muhammad Naeim Mohamad
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机构:
Manipal Univ, Coll Malaysia, Fac Med, Dept Forens Med, Melaka, Malaysia
Manipal Univ, Coll Malaysia, Fac Med, Dept Forens Med, Jalan Batu Hampar, Melaka 75150, MalaysiaManagement & Sci Univ, Fac Hlth & Life Sci FHLS, Dept Diagnost & Allied Hlth Sci, Forens Sci Program, Shah Alam, Selangor, Malaysia