118
Views
0
CrossRef citations to date
0
Altmetric
Near-Infrared Spectroscopy

Rapid Qualitative and Quantitative Characterization of Arnebiae Radix by Near-Infrared Spectroscopy (NIRS) with Partial Least Squares—Discriminant Analysis (PLS-DA)

ORCID Icon, , , , , , & show all
Pages 656-668 | Received 21 Mar 2022, Accepted 28 Jun 2022, Published online: 06 Jul 2022

References

  • Barnes, R. J., M. S. Dhanoa, and S. J. Lister. 1989. Standard normal variate transformation and detrending of near-infrared diffuse reflectance spectra. Applied Spectroscopy 43 (5):772–7. doi:10.1366/0003702894202201.
  • Boulos, J. C., M. Rahama, M.-E F. Hegazy, and T. Efferth. 2019. Shikonin derivatives for cancer prevention and therapy. Cancer Letters 459:248–67. doi:10.1016/j.canlet.2019.04.033.
  • Breiman, L. 1996. Bagging prediction. Machine Learning 24 (2):123–40. doi:10.1007/BF00058655.
  • Chen, H., Z. Lin, and C. Tan. 2018. Fast discrimination of the geographical origins of notoginseng by near-infrared spectroscopy and chemometrics. Journal of Pharmaceutical and Biomedical Analysis 161:239–45. doi:10.1016/j.jpba.2018.08.052.
  • Commission, C. P. 2020. Pharmacopoeia of the People's Republic of China 355. Beijing: The Medicine Science and Technology Press of China.
  • Deng, B., Y. Yun, P. Ma, C. Lin, D. Ren, and Y. Liang. 2015. A new method for wavelength interval selection that intelligently optimizes the locations, widths and combinations of the intervals. The Analyst 140 (6):1876–85. doi:10.1039/c4an02123a.
  • Faber, N. K. M. 1999. Multivariate sensitivity for the interpretation of the effect of spectral pretreatment methods on near-infrared calibration model predictions. Analytical Chemistry 71 (3):557–65. doi:10.1021/ac980415r.
  • Fan, C., X. Zhang, and Z. Upton. 2018. Anti-inflammatory effects of shikonin in human periodontal ligament cells. Pharmaceutical Biology 56 (1):415–21. doi:10.1080/13880209.2018.1506482.
  • Fan, L., Y. Huang, R. Zhao, W. Fan, M. Zhang, H. Zhang, X. Yan, L. Li, and C. Wu. 2019. Geographical-origin discrimination and volatile oil quantitative analysis of Zanthoxylum bungeanum Maxim. with a portable near-infrared spectrometer. Analytical Methods 11 (41):5301–10. doi:10.1039/C9AY01520E.
  • Feng, J., P. Yu, Q. Zhou, Z. Tian, M. Sun, X. Li, X. Wang, and H. Jiang. 2020. An integrated data filtering and identification strategy for rapid profiling of chemical constituents, with Arnebiae Radix as an example. Journal of Chromatography. A 1629:461496. doi:10.1016/j.chroma.2020.461496.
  • Geladi, P., D. Macdougall, and H. Martens. 1985. Linearization and scatter-correction for near-infrared reflectance spectra of meat. Applied Spectroscopy 39 (3):491–500. doi:10.1366/0003702854248656.
  • Guo, H., J. Sun, D. Li, Y. Hu, X. Yu, H. Hua, X. Jing, F. Chen, Z. Jia, and J. Xu. 2019. Shikonin attenuates acetaminophen-induced acute liver injury via inhibition of oxidative stress and inflammation. Biomedicine & Pharmacotherapy = Biomedecine & Pharmacotherapie 112:108704. doi:10.1016/j.biopha.2019.108704.
  • Lan, Z., Y. Zhang, Y. Sun, D. Ji, S. Wang, T. Lu, H. Cao, and J. Meng. 2020. A mid-level data fusion approach for evaluating the internal and external changes determined by FT-NIR, electronic nose and colorimeter in Curcumae Rhizoma processing. Journal of Pharmaceutical and Biomedical Analysis 188:113387. doi:10.1016/j.jpba.2020.113387.
  • Nørgaard, L., A. Saudland, J. Wagner, J. P. Nielsen, L. Munck, and S. B. Engelsen. 2000. Interval partial least-squares Regression (iPLS): A comparative chemometric study with an example from near-infrared spectroscopy. Applied Spectroscopy 54 (3):413–9. doi:10.1366/0003702001949500.
  • Patrizia, F., B. Remo, M. Federico, and B. Alessandra. 2019. Authentication of "avola almonds" by near infrared (NIR) spectroscopy and chemometrics. Journal of Food Composition and Analysis 82:103235.
  • Savitzky, A., and M. J. E. Golay. 1964. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry 36 (8):1627–39. doi:10.1021/ac60214a047.
  • Sun, F., Y. Chen, K. Wang, S. Wang, and S. Liang. 2020. Identification of genuine and adulterated pinellia ternata by mid-infrared (MIR) and near-infrared (NIR) spectroscopy with partial least squares - discriminant analysis (PLS-DA. Analytical Letters 53 (6):937–59. ) doi:10.1080/00032719.2019.1687507.
  • Williams, P. 2014. The RPD statistic: A tutorial note. NIR News 25 (1):22–6. doi:10.1255/nirn.1419.
  • Wold, S., M. Sjöström, and L. Eriksson. 2001. PLS-regression: A basic tool of chemometrics. Chemometrics and Intelligent Laboratory Systems 58 (2):109–30. doi:10.1016/S0169-7439(01)00155-1.
  • Xu, C., D. Li, Y. Wang, C. Wang, B. Sun, and Y. Wen. 2014. Research development of food pigment biosynthesis. Journal of Chinese Institute of Food Science and Technology 14:225–33.
  • Xu, H., P. Li, G. Ren, Y. Wang, D. Jiang, and C. Liu. 2021. Authentication of three source spices of arnebiae radix using DNA barcoding and HPLC. Frontiers in Pharmacology 12:677014. doi:10.3389/fphar.2021.677014.
  • Xue, J., Y. Shi, L. Ye, Q. Yang, C. Li, X. Chen, and Y. Jing. 2018. Near-infrared spectroscopy for rapid and simultaneous determination of five main active components in rhubarb of different geographical origins and processing. Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy 205:419–27. doi:10.1016/j.saa.2018.07.055.
  • Yu, F., N. Zhao, Z. Wu, M. Huang, D. Wang, Y. Zhang, H. Xuan, X. Chen, L. Huang, and Y. Pang. 2017. NIR rapid assessments of Blumea balsamifera (Ai-na-xiang) in China. Molecules 22 (10):1730. doi:10.3390/molecules22101730.
  • Zeng, Q., F. Qiu, Y. Chen, C. Liu, H. Liu, C. Liang, Q. Zhang, and Z. Dai. 2019. Shikonin prolongs allograft survival via induction of CD4(+)FoxP3(+) regulatory T cells. Frontiers in Immunology 10:652. doi:10.3389/fimmu.2019.00652.
  • Zhang, Q., D. Cai, L. Wang, X. Yang, S. Fan, and K. Zhang. 2018. Rapid and sensitive determination of shikonin and its derivatives in the roots of Arnebia euchroma (Royle) Johnst using matrix solid-phase dispersion extraction and ultrahigh-performance liquid chromatography with photodiode array detector. Journal of Liquid Chromatography & Related Technologies 41 (9):489–97. doi:10.1080/10826076.2018.1467836.
  • Zhao, N., L. Ma, X. Huang, X. Liu, Y. Qiao, and Z. Wu. 2018. Pharmaceutical analysis model robustness from bagging-PLS and PLS using systematic tracking Mapping. Frontiers in Chemistry 6:262. doi:10.3389/fchem.2018.00262.
  • Zhao, N., Z. Wu, Q. Zhang, X. Shi, Q. Ma, and Y. Qiao. 2015. Optimization of parameter selection for partial least squares model development. Scientific Reports 5:11647. doi:10.1038/srep11647.
  • Zhao, X., Y. Zhou, L. Wang, M. Li, D. Shi, D. Li, and J. Wang. 2017. Shikonin alleviates the biotoxicity produced by pneumococcal pneumolysin. Life Sciences 177:1–7. doi:10.1016/j.lfs.2017.04.002.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.