Quantification of soluble protein content and characterization of protein secondary structure by Raman spectroscopy combined with chemometrics
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作者:
Wang, Fengqing
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机构:
Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Wang, Fengqing
[1
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Cao, Xinyue
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机构:
Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Sichuan Univ Sci & Engn, Liquor Brewing Biotechnol & Applicat Key Lab Sichu, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Cao, Xinyue
[1
,2
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Qiu, Ran
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机构:
China Resources Snow Breweries Co Ltd, Beijing 100000, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Qiu, Ran
[3
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Zhou, Xianjiang
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Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Zhou, Xianjiang
[1
]
Wang, Yi
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Wuliangye Grp Co Ltd, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Wang, Yi
[4
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Zhang, Haoran
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Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Sichuan Univ Sci & Engn, Liquor Brewing Biotechnol & Applicat Key Lab Sichu, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Zhang, Haoran
[1
,2
]
Li, Li
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Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Li, Li
[1
]
Zong, Xuyan
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机构:
Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Sichuan Univ Sci & Engn, Liquor Brewing Biotechnol & Applicat Key Lab Sichu, Yibin 644000, Sichuan, Peoples R ChinaSichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
Zong, Xuyan
[1
,2
]
机构:
[1] Sichuan Univ Sci & Engn, Coll Bioengn, Yibin 644000, Sichuan, Peoples R China
[2] Sichuan Univ Sci & Engn, Liquor Brewing Biotechnol & Applicat Key Lab Sichu, Yibin 644000, Sichuan, Peoples R China
[3] China Resources Snow Breweries Co Ltd, Beijing 100000, Peoples R China
[4] Wuliangye Grp Co Ltd, Yibin 644000, Sichuan, Peoples R China
In the large-scale industrialized production of soymilk, the accurate monitoring of protein content and its secondary structure is crucial to guarantee product quality and enhance nutritional value, while traditional protein detection methods have significant limitations. In this study, Raman spectroscopy was used to characterize the changes in the relative content of protein secondary structures during boiling, in which the alpha-helix structure was converted to other unstable secondary structures, indicating that the protein was thermally denatured. The study also accurately predicted the soluble protein content of soymilk for the first time by combining Raman spectroscopy and chemometrics based on algorithms such as Partial Least Squares (PLS), Least Squares Support Vector Machines (LSSVM), and Artificial Neural Networks (ANN). The results showed that the relative percentage deviation (RPD) values of all models were greater than 2, indicating that the models all possessed a certain degree of robustness; The PLS-based regression prediction model (with an average RPD value of 3.5592 and an average R2p of 0.9597) had the best overall prediction. The study's results can guide the soymilk production industry into online monitoring of soymilk quality.
机构:
Univ Lorraine, LMOPS, EA 4423, F-57070 Metz, France
Supelec, LMOPS, EA 4423, F-57070 Metz, France
Total Petrochem France, F-92047 Paris, FranceUniv Lorraine, LMOPS, EA 4423, F-57070 Metz, France
Brun, N.
Bourson, P.
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机构:
Univ Lorraine, LMOPS, EA 4423, F-57070 Metz, France
Supelec, LMOPS, EA 4423, F-57070 Metz, FranceUniv Lorraine, LMOPS, EA 4423, F-57070 Metz, France
Bourson, P.
Margueron, S.
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机构:
Univ Lorraine, LMOPS, EA 4423, F-57070 Metz, France
Supelec, LMOPS, EA 4423, F-57070 Metz, FranceUniv Lorraine, LMOPS, EA 4423, F-57070 Metz, France
机构:
Saratov NG Chernyshevskii State Univ, Inst Chem, Saratov, RussiaSaratov NG Chernyshevskii State Univ, Inst Chem, Saratov, Russia
Burmistrova, Natalia A.
Ilicheva, Polina M.
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Saratov NG Chernyshevskii State Univ, Inst Chem, Saratov, RussiaSaratov NG Chernyshevskii State Univ, Inst Chem, Saratov, Russia
Ilicheva, Polina M.
Presnyakov, Kirill Yu.
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Saratov NG Chernyshevskii State Univ, Inst Chem, Saratov, RussiaSaratov NG Chernyshevskii State Univ, Inst Chem, Saratov, Russia
Presnyakov, Kirill Yu.
Pidenko, Pavel S.
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Saratov NG Chernyshevskii State Univ, Inst Chem, Saratov, RussiaSaratov NG Chernyshevskii State Univ, Inst Chem, Saratov, Russia
Pidenko, Pavel S.
Rutledge, Douglas N.
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机构:
Museum Natl Hist Nat, Unite Mol Commun & Adaptat Microorganismes, Paris, France
Univ Paris Saclay, Fac Pharm, Orsay, FranceSaratov NG Chernyshevskii State Univ, Inst Chem, Saratov, Russia
机构:
Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Yin, Yanshan
Yin, Huixia
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Yin, Huixia
Wu, Zihua
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Wu, Zihua
Qi, Caiwen
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机构:
Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Qi, Caiwen
Tian, Hong
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Tian, Hong
Zhang, Wei
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Zhang, Wei
Hu, Zhangmao
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
Hu, Zhangmao
Feng, Leihua
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Changsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R ChinaChangsha Univ Sci & Technol, Sch Energy & Power Engn, Changsha 410114, Hunan, Peoples R China
机构:
Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Yu, Dai-xin
Qu, Cheng
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Qu, Cheng
Xu, Jia-yi
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Xu, Jia-yi
Lu, Jia-yu
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Lu, Jia-yu
Wu, Di-di
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Wu, Di-di
Wu, Qi-nan
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Nanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, Sch Pharm, Nanjing 210023, Peoples R China
Nanjing Univ Chinese Med, State Key Lab Technol Chinese Med Pharmaceut Proc, Nanjing 210023, Peoples R ChinaNanjing Univ Chinese Med, Jiangsu Collaborat Innovat Ctr, Chinese Med Resources Industrializat, Nanjing 210023, Peoples R China
机构:
Foshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China
Yang, Quannu
Yang, Xinhao
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Jinan Univ, Dept Optoelect Engn, Guangdong Prov Key Lab Opt Fiber Sensing & Commun, Guangzhou 510632, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China
Yang, Xinhao
Zhang, Qianling
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Foshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China
Zhang, Qianling
Wang, Yunbo
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Foshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China
Wang, Yunbo
Song, Han
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Jinan Univ, Dept Optoelect Engn, Guangdong Prov Key Lab Opt Fiber Sensing & Commun, Guangzhou 510632, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China
Song, Han
Huang, Furong
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机构:
Jinan Univ, Dept Optoelect Engn, Guangdong Prov Key Lab Opt Fiber Sensing & Commun, Guangzhou 510632, Peoples R China
Jinan Univ Dongguan, Res Inst, Dongguan 523000, Peoples R ChinaFoshan Univ, CIMMYT China Trop Maize Res Ctr, Foshan 528231, Peoples R China