Calibration transfer of near infrared spectrometers for the assessment of plasma ethanol precipitation process

被引:10
|
作者
Sun, Zhongyu [1 ,2 ]
Wang, Jiayue [1 ,2 ]
Nie, Lei [3 ]
Li, Lian [4 ]
Cao, Dawei [5 ]
Fan, Jiajin [5 ]
Wang, Haiyan [1 ,2 ]
Liu, Ruichen [1 ,2 ]
Zhang, Yinran [6 ]
Zang, Hengchang [1 ,2 ]
机构
[1] Shandong Univ, Sch Pharmaceut Sci, Wenhuaxi Rd 44, Jinan 250012, Shandong, Peoples R China
[2] Shandong Univ, Natl Glycoengn Res Ctr, Wenhuaxi Rd 44, Jinan 250012, Shandong, Peoples R China
[3] Shandong Univ, Sch Pharmaceut Sci & Pharmaceut Anal, Wenhuaxi Rd 44, Jinan 250012, Shandong, Peoples R China
[4] Shandong Univ, Sch Basic Med Sci, Wenhuaxi Rd 44, Jinan 250012, Shandong, Peoples R China
[5] Shandong Taibang Biol Prod Ltd Co, East Hushan Rd 14, Tai An 271000, Shandong, Peoples R China
[6] Ohio State Univ, Dept Chem & Biochem, Newman & Wolfram Lab, 100 West 18th Ave, Columbus, OH 43210 USA
基金
美国国家科学基金会;
关键词
Calibration transfer; Plasma ethanol precipitation; Near infrared spectroscopy (NIRS); Piecewise reverse standardization (PRS); Rank sample set partitioning based on joint x-y distance (Rank-SPXY); Process analytical technology (PAT); MULTIVARIATE CALIBRATION; CORRELATION-COEFFICIENT; ALCOHOL PRECIPITATION; FOURIER-TRANSFORM; NIR SPECTRA; MICRO-NIR; STANDARDIZATION; QUALITY; SPECTROSCOPY; INSTRUMENTS;
D O I
10.1016/j.chemolab.2018.08.012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Plasma ethanol precipitation process is an important step in the biopharmacy production process, and near infrared spectroscopy (NIBS) is an effective process analytical technology (PAT) tool in detecting the key quality attribute: the total protein (TP) content. But establishing a robust model is pretty complex. The aim of this study was to explore the calibration transfer strategy between master and slave spectrometers with the biopharmacy. Firstly, 8 batches of ethanol precipitation process were experimented. The changing spectra were collected by two spectrometers, reference values were measured by biuret method. Then, calibration transfer based on the PRS algorithm was carried out. Finally, before establishment of the optimal TP content partial least squares regression (PLSR) model of calibration transfer, rank sample set partitioning based on joint x-y distance (Rank-SPXY) and spectral pretreatment methods were selected after comparison. The determination coefficients of prediction (R-p(2)) and root mean squares error of prediction (RMSEP) were 0.934 and 0.8395 g/L, respectively. The results showed that Rank-SPXY-PRS was an effective calibration transfer strategy with different NIBS spectrometers. To some extent, the predictive capability of PLSR model was improved after calibration transfer, and it could provide reference for the further research in biopharmacy production process.
引用
收藏
页码:64 / 71
页数:8
相关论文
共 50 条
  • [1] CALIBRATION TRANSFER AND MEASUREMENT STABILITY OF NEAR-INFRARED SPECTROMETERS
    WANG, YD
    KOWALSKI, BR
    APPLIED SPECTROSCOPY, 1992, 46 (05) : 764 - 771
  • [2] Calibration transfer of spectra from near infrared spectrometers by Procrustes analysis
    Chu, XL
    Yuan, HF
    Lu, WZ
    CHINESE JOURNAL OF ANALYTICAL CHEMISTRY, 2002, 30 (01) : 114 - 119
  • [3] Forage calibration transfer from laboratory to portable near infrared spectrometers
    Yang, Xueping
    Cherney, J. H.
    Casler, M. D.
    Berzaghi, Paolo
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2023, 31 (03) : 126 - 140
  • [4] Calibration transfer across near infrared spectrometers for measuring hematocrit in the blood of grazing cattle
    Luo, Xuan
    Ikehata, Akifumi
    Sashida, Kunio
    Piao, Shanji
    Okura, Tsutomu
    Terada, Yutaka
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2017, 25 (01) : 15 - 25
  • [5] A PHANTOM FOR THE TESTING AND CALIBRATION OF NEAR-INFRARED SPECTROMETERS
    FIRBANK, M
    DELPY, DT
    PHYSICS IN MEDICINE AND BIOLOGY, 1994, 39 (09): : 1509 - 1513
  • [6] Calibration Transfer between Two Near-Infrared Spectrometers Based on a Wavelet Packet Transform
    Chao Tan
    Menglong Li
    Analytical Sciences, 2007, 23 : 201 - 206
  • [7] Calibration transfer between two near-infrared spectrometers based on a wavelet packet transform
    Tan, Chao
    Li, Menglong
    ANALYTICAL SCIENCES, 2007, 23 (02) : 201 - 206
  • [8] Transfer of a calibration model for the prediction of lignin in pulpwood among four portable near infrared spectrometers
    Zhang, Xiaoxue
    Chen, Xinyu
    Xiong, Zhixin
    Siesler, Heinz W.
    Liang, Long
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2022, 30 (04) : 208 - 218
  • [9] Calibration transfer between miniature photodiode array-based spectrometers in the near infrared assessment of mandarin soluble solids content
    Greensill, CV
    Walsh, KB
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, 2002, 10 (01) : 27 - 35
  • [10] Improved calibration transfer between near-Infrared (NIR) spectrometers using canonical correlation analysis
    Yang, Junxing
    Lou, Xiaoping
    Yang, Hongqi
    Yang, Huibing
    Liu, Chaoying
    Wu, Jingjing
    Bin, Jun
    ANALYTICAL LETTERS, 2019, 52 (14) : 2188 - 2202