Fast determination of three components in milk thistle extract with a hand-held NIR spectrometer and chemometrics tools

Abstract Milk thistle extract that is widely supplied in the market has three main active ingredients, including silybin, silychristin and silydianin (SS), and isosilybin, they have a lot of valuable functions for the human body. The determination of these active ingredients is of great significance for customers, so it is urgent to develop convenient, fast, and on-site analytical methods. In this study, we developed a fast method to detect the active ingredients using a hand-held NIR spectrometer MicroNIR 1700 to record spectra and applied multiple pretreatment methods to process them. The random frog (RG) method was used to optimize wavelength variables with high information, and the partial least square (PLS) regression was used to calibrate the spectra data of silybin, SS, and isosilybin. The results showed that the standard normal variate transformation (SNV), SNV+ first derivative, and first derivative were the best pretreatment methods for silybin, SS, and isosilybin. The calibration performances of selected wavelength variables were significantly improved compared to the whole wavelength variables. The the minimum limit of quantification (LOQmin) of the silybin, SS, and isosilybin were 9.53%, 10.86%, and 2.64%, respectively. For the validation of new unknown samples, the root mean squared error of prediction (RMSEP) of silybin, SS, and isosilybin were 0.666%, 0.510%, and 0.157%, and the corresponding R2 were 0.992, 0.898, and 0.936, respectively, it demonstrated that the proposed methods are accurate and robust. Benefiting from the portable hand-held NIR spectrometer and the reliable algorithm, the present method offers a promising approach for the determination of the active ingredients in milk thistle extract because it is rapid, convenient, non-polluting, and on-site, does not require professional skills and expensive apparatus.

[1]  Lajos Helyes,et al.  Estimation of antioxidant components of tomato using VIS-NIR reflectance data by handheld portable spectrometer , 2014 .

[2]  A L Pomerantsev,et al.  Chemometric aided NIR portable instrument for rapid assessment of medicine quality. , 2016, Journal of pharmaceutical and biomedical analysis.

[3]  M. Sánchez,et al.  Simultaneous detection of quality and safety in spinach plants using a new generation of NIRS sensors , 2020 .

[4]  A. Riva,et al.  Antitumour activity of the silybin-phosphatidylcholine complex, IdB 1016, against human ovarian cancer. , 2003, European journal of cancer.

[5]  Maria Fernanda Pimentel,et al.  Comparing the analytical performances of Micro-NIR and FT-NIR spectrometers in the evaluation of acerola fruit quality, using PLS and SVM regression algorithms. , 2017, Talanta.

[6]  Nam-Cheol Kim,et al.  Complete isolation and characterization of silybins and isosilybins from milk thistle (Silybum marianum). , 2003, Organic & biomolecular chemistry.

[7]  S. Materazzi,et al.  MicroNIR/Chemometrics Assessement of Occupational Exposure to Hydroxyurea , 2018, Front. Chem..

[8]  S. Bhattacharya Phytotherapeutic properties of milk thistle seeds: An overview , 2011 .

[9]  L. Schomburg,et al.  Silychristin, a Flavonolignan Derived From the Milk Thistle, Is a Potent Inhibitor of the Thyroid Hormone Transporter MCT8. , 2016, Endocrinology.

[10]  Heinz W. Siesler,et al.  Identification Performance of Different Types of Handheld Near-Infrared (NIR) Spectrometers for the Recycling of Polymer Commodities , 2018, Applied spectroscopy.

[11]  Cheng Guo,et al.  Rapid Detection of Volatile Oil in Mentha haplocalyx by Near-Infrared Spectroscopy and Chemometrics , 2017, Pharmacognosy magazine.

[12]  Qing-Song Xu,et al.  The continuity of sample complexity and its relationship to multivariate calibration: A general perspective on first-order calibration of spectral data in analytical chemistry , 2013 .

[13]  C. Huck,et al.  Evaluation of the performance of three hand-held near-infrared spectrometer through investigation of total antioxidant capacity in gluten-free grains. , 2018, Talanta.

[14]  S. Schiavone,et al.  "Click and Screen" Technology for the Detection of Explosives on Human Hands by a Portable MicroNIR-Chemometrics Platform. , 2018, Analytical chemistry.

[15]  Maria Fernanda Pimentel,et al.  Rapid and non-destructive determination of quality parameters in the 'Tommy Atkins' mango using a novel handheld near infrared spectrometer. , 2016, Food chemistry.

[16]  Lan Sun,et al.  Pharmaceutical Raw Material Identification Using Miniature Near-Infrared (MicroNIR) Spectroscopy and Supervised Pattern Recognition Using Support Vector Machine , 2016, Applied spectroscopy.

[17]  Ying Dou,et al.  Simultaneous non-destructive determination of two components of combined paracetamol and amantadine hydrochloride in tablets and powder by NIR spectroscopy and artificial neural networks. , 2005, Journal of pharmaceutical and biomedical analysis.

[18]  Lian Li,et al.  Study on feasibility of determination of glucosamine content of fermentation process using a micro NIR spectrometer. , 2018, Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy.

[19]  Qing-Song Xu,et al.  libPLS: An integrated library for partial least squares regression and linear discriminant analysis , 2018 .

[20]  S. Andrade,et al.  Multivariate Classification of UHT Milk as to the Presence of Lactose Using Benchtop and Portable NIR Spectrometers , 2018, Food Analytical Methods.

[21]  K. Kelly,et al.  Advances in the Use of Milk Thistle (Silybum marianum) , 2007, Integrative cancer therapies.

[22]  Baohua Zhang,et al.  Effect of spectrum measurement position variation on the robustness of NIR spectroscopy models for soluble solids content of apple , 2016 .

[23]  Fernanda Araújo Honorato,et al.  Authenticity assessment of banknotes using portable near infrared spectrometer and chemometrics. , 2018, Forensic science international.

[24]  S. Gravina,et al.  Application of NIR Reflectance Spectroscopy to the Identification of Drugs Derived from Plants , 1990 .

[25]  R. Agarwal,et al.  Isosilybin B and isosilybin A inhibit growth, induce G1 arrest and cause apoptosis in human prostate cancer LNCaP and 22Rv1 cells. , 2007, Carcinogenesis.

[26]  Hui Yan,et al.  Hand-held near-infrared spectrometers: State-of-the-art instrumentation and practical applications , 2018, NIR news.

[27]  Eric R. Ziegel,et al.  Tsukuba Meeting: Largest Attendance Ever , 2004, Technometrics.

[28]  D. Arslan,et al.  Phenolic profile and in vitro antioxidant power of different milk thistle [Silybum marianum (L.) Gaertn.] cultivars , 2016 .

[29]  T. Fearn Assessing Calibrations: SEP, RPD, RER and R2 , 2002 .

[30]  Quansheng Chen,et al.  Feasibility study on qualitative and quantitative analysis in tea by near infrared spectroscopy with multivariate calibration. , 2006, Analytica chimica acta.

[31]  C. Hurburgh,et al.  Limitations and current applications of Near Infrared Spectroscopy for single seed analysis. , 2014, Talanta.

[32]  David J. Hewson,et al.  Classifying NIR spectra of textile products with kernel methods , 2007, Eng. Appl. Artif. Intell..

[33]  James Rodgers,et al.  Measurement comparison of cotton fiber micronaire and its components by portable near infrared spectroscopy instruments , 2017 .

[34]  V. Křen,et al.  Silybin and silymarin--new effects and applications. , 2005, Biomedical papers of the Medical Faculty of the University Palacky, Olomouc, Czechoslovakia.

[35]  R. Meder,et al.  Technical Note: Handheld near Infared Spectroscopy for the Prediction of Leaf Physiological Status in Tree Seedlings , 2014 .

[36]  Bai Xiao-ju Suggestion on Selection of Chinese Patent Medicine Lists Recorded in Pharmacopoeia of People's Republic of China Volume I(2015 Version) , 2012 .

[37]  Lembe S. Magwaza,et al.  Non-destructive evaluation of avocado fruit maturity using near infrared spectroscopy and PLS regression models , 2016 .

[38]  Franco Allegrini,et al.  IUPAC-consistent approach to the limit of detection in partial least-squares calibration. , 2014, Analytical chemistry.

[39]  Kazuo Itô,et al.  Total Synthesis of Silychristin, an Antihepatotoxic Flavonolignan , 1989 .

[40]  L. Radko,et al.  Application of silymarin in human and animal medicine , 2007 .

[41]  Heinz W. Siesler,et al.  New Developments and Applications of Handheld Raman, Mid-Infrared, and Near-Infrared Spectrometers , 2012 .

[42]  Heinz W. Siesler,et al.  Quantitative analysis of a pharmaceutical formulation: Performance comparison of different handheld near‐infrared spectrometers , 2018, Journal of pharmaceutical and biomedical analysis.

[43]  R. Heshmat,et al.  The efficacy of Silybum marianum (L.) Gaertn. (silymarin) in the treatment of type II diabetes: a randomized, double‐blind, placebo‐controlled, clinical trial , 2006, Phytotherapy research : PTR.

[44]  Valeria A. Lozano,et al.  Simultaneous determination of quality parameters in yerba mate (Ilex paraguariensis) samples by application of near-infrared (NIR) spectroscopy and partial least squares (PLS) , 2020 .

[45]  Tigist Worku,et al.  Evaluation of a miniaturized NIR spectrometer for cultivar identification: The case of barley, chickpea and sorghum in Ethiopia , 2018, PloS one.

[46]  J. Braga,et al.  Determination of the country of origin of true mahogany (Swietenia macrophylla King) wood in five Latin American countries using handheld NIR devices and multivariate data analysis , 2018 .

[47]  Roman M. Balabin,et al.  Gasoline classification by source and type based on near infrared (NIR) spectroscopy data , 2008 .

[48]  Radigya M. Correia,et al.  Portable near infrared spectroscopy applied to quality control of Brazilian coffee. , 2018, Talanta.

[49]  Jamilah Bakar,et al.  Classification and quantification of palm oil adulteration via portable NIR spectroscopy. , 2017, Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy.

[50]  Maria Fernanda Pimentel,et al.  Evaluation and identification of blood stains with handheld NIR spectrometer , 2017 .

[51]  Yizeng Liang,et al.  A perspective demonstration on the importance of variable selection in inverse calibration for complex analytical systems. , 2013, The Analyst.

[52]  C. Huck,et al.  Principles and Applications of Miniaturized Near‐Infrared (NIR) Spectrometers , 2020, Chemistry.

[53]  Claudete Fernandes Pereira,et al.  Portable near‐infrared instruments: Application for quality control of polymorphs in pharmaceutical raw materials and calibration transfer , 2017, Journal of pharmaceutical and biomedical analysis.

[54]  Z. Dvořák,et al.  Effect of Silybin and its congeners on human liver microsomal cytochrome P450 activities , 2002, Phytotherapy research : PTR.