Rapid determination of hyaluronic acid concentration in fermentation broth with near-infrared spectroscopy

被引:11
|
作者
Dong, Qin [1 ,2 ]
Zang, Hengchang [1 ,2 ]
Zang, Lixuan [1 ,2 ]
Liu, Aihua [3 ]
Shi, Yanli [3 ]
Zhang, Hui [1 ,2 ]
机构
[1] Shandong Univ, Sch Pharmaceut Sci, Jinan 250012, Peoples R China
[2] Natl Glycoengn Res Ctr, Jinan 250012, Peoples R China
[3] Bloomage Freda Biopharmaceut Ltd Co, Jinan 250101, Peoples R China
关键词
Near infrared spectroscopy; fermentation; hyaluronic acid; CHEMOMETRICS;
D O I
10.1142/S1793545814500126
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Hyaluronic acid (HA) concentration is an important parameter in fermentation process. Currently, carbazole assay is widely used for HA content determination in routine analysis. However, this method is time-consuming, environment polluting and has the risk of microbial contamination, as well as the results lag behind fermentation process. This paper attempted the feasibility to predict the concentration of HA in fermentation broth by using near infrared (NIR) spectroscopy in transmission mode. In this work, a total of 56 samples of fermentation broth from 7 batches were analyzed, which contained HA in the range of 2.35-9.69 g/L. Different data preprocessing methods were applied to construct calibration models. The final optimal model was obtained with first derivative using Savitzky-Golay smoothing (9 points window, second-order polynomial) and partial least squares (PLS) regression with leave-one-block-out cross validation. The correlation coefficient and Root Mean Square Error of prediction set is 0.98 and 0.43 g/L, respectively, which show the possibility of NIR as a rapid method for microanalysis and to be a promising tool for a rapid assay in HA fermentation.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] Rapid determination of immunoglobulin G concentration in cold ethanol precipitation process of raw plasma with near-infrared spectroscopy
    Zhang, Hui
    Liu, Aihua
    Zang, Hengchang
    Li, Hu
    Jiang, Wei
    Li, Lian
    Wang, Jinfeng
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2013, 116 : 370 - 373
  • [22] Rapid determination of crocins in saffron by near-infrared spectroscopy combined with chemometric techniques
    Li, Shuailing
    Shao, Qingsong
    Lu, Zhonghua
    Duan, Chengli
    Yi, Haojun
    Su, Liyang
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2018, 190 : 283 - 289
  • [23] Rapid determination of lumbrokinase potency in the earthworm extract intermediate by near-infrared spectroscopy
    Gao, Lingling
    Li, Tongtong
    Li, Lian
    Li, Zhen
    Nie, Lei
    Zhou, Haiyang
    Sun, Zhongyu
    Ye, Suyan
    Liu, Ruichen
    Zang, Hengchang
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2019, 185 : 59 - 64
  • [24] Near-Infrared Spectroscopy Predicts Compositional and Mechanical Properties of Hyaluronic Acid-Based Engineered Cartilage Constructs
    Yousefi, Farzad
    Kim, Minwook
    Nahri, Syeda Yusra
    Mauck, Robert L.
    Pleshko, Nancy
    TISSUE ENGINEERING PART A, 2018, 24 (1-2) : 106 - 116
  • [25] Rapid determination of acidity index of peanuts by near-infrared spectroscopy technology: Comparing the performance of different near-infrared spectral models
    Jiang, Hui
    Liu, Liangyuan
    Chen, Quansheng
    INFRARED PHYSICS & TECHNOLOGY, 2022, 125
  • [26] Feasibility study for the rapid determination of the amylose content in starch by near-infrared spectroscopy
    Fertig, CC
    Podczeck, F
    Jee, RD
    Smith, MR
    EUROPEAN JOURNAL OF PHARMACEUTICAL SCIENCES, 2004, 21 (2-3) : 155 - 159
  • [27] Rapid Determination of Paeoniflorin and Moisture in Xiaoyao Pills (Concentrated)) by Near-infrared Spectroscopy
    Bai, Yan
    Gong, Haiyan
    Li, Xiaoqing
    Xie, Caixia
    Duan, Xiaoyan
    Lei, Jingwei
    ENVIRONMENTAL PROTECTION AND RESOURCES EXPLOITATION, PTS 1-3, 2013, 807-809 : 1972 - 1977
  • [28] Potential of Near-Infrared Spectroscopy for the Determination of Olive Oil Quality
    Garcia Martin, Juan Francisco
    SENSORS, 2022, 22 (08)
  • [29] Near-Infrared Spatially Resolved Spectroscopy for Tablet Quality Determination
    Igne, Benoit
    Talwar, Sameer
    Feng, Hanzhou
    Drennen, James K.
    Anderson, Carl A.
    JOURNAL OF PHARMACEUTICAL SCIENCES, 2015, 104 (12) : 4074 - 4081
  • [30] DETERMINATION OF NUTRIENT LEVELS IN A BIOPROCESS USING NEAR-INFRARED SPECTROSCOPY
    BRIMMER, PJ
    HALL, JW
    CANADIAN JOURNAL OF APPLIED SPECTROSCOPY, 1993, 38 (06): : 155 - 162