IAI SPECIAL EDITION: Infrared spectroscopy chemometric model for determination of phenolic content of plant leaf powder

Authors

  • Lestyo Wulandari University of Jember, Jember, Indonesia
  • Tyas Putri Rahmadania University of Jember, Jember, Indonesia
  • Nia Kristiningrum University of Jember, Jember, Indonesia

DOI:

https://doi.org/10.46542/pe.2022.222.160164

Keywords:

Infrared spectroscopy, Chemometrics, Phenolics, Plant leaf powder

Abstract

Introduction: The leaf is the part of the plant often used in traditional medicine because it is rich in one class of secondary metabolite compounds, namely phenolic compounds.   

Objectives: This study aims to establish a chemometric model for determining the phenolic content of plant leaf powders using the infrared spectroscopy (FTIR and NIR) method with a combination of chemometrics.   

Methods: The dried and powdered plant leaves were scanned using FTIR and NIR spectroscopy. Spectra were used to form calibration models. The calibration models were Partial Least Square (PLS), Principal Component Regression (PCR), and Support Vector Regression (SVR). The selected calibration model was validated using LOOCV and external cross-validation. The best calibration model was PCR, with R2 and RMSEC values of FTIR and NIR of 0.9918885; 0.9752648 and 0.8675906; 1.5150245, respectively.   

Results: The results of the Paired-Sample T-test analysis of actual samples determined by the selected calibration model compared to the comparison method showed no significant difference.

Author Biographies

Lestyo Wulandari, University of Jember, Jember, Indonesia

Faculty of Pharmacy

Tyas Putri Rahmadania, University of Jember, Jember, Indonesia

Faculty of Pharmacy

Nia Kristiningrum, University of Jember, Jember, Indonesia

Faculty of Pharmacy

References

Akhtar, M.S., Swamy, M.K., & Sinniah, U.R. (2019). Natural Bio-Active Compounds Volume 1: Production and Applications. Springer Nature Singapore

Asrin, H., Hasibuan, P.A.Z., & Marianne, M. (2018). Total Phenolic Content of Ethanol Extract of Artrocarpus camansi Leave and its Effect to SOD (Superoxide Dismutase) Level in Mice. Indonesian Journal of Cancer Chemoprevention, 8(3), 101-109. http://dx.doi.org/10.14499/indonesianjcanchemoprev8iss3pp101-109

Bhatla, S. & Lal. M.A. (2018). Plant Physiology, Development and Metabolism. Springer Nature Singapore Pte Ltd

Blainski, A., Lopes, G.C. & De Mello, J.C.P. (2013). Application and analysis of the folin ciocalteu method for the determination of the total phenolic content from limonium brasiliense l. Molecules. 18(6):6852–6865. http://doi10.3390/molecules18066852

Fernandes, F.H.A & Salgado, H.R.N. (2016). Gallic acid: review of the methods of determination and quantification. Critical Reviews in Analytical Chemistry. 46(3):257-265 http:/doi:10.1080/10408347.2015.1095064

Georgieva, M., Nebojan, I., Mihalev, K., Yoncheva, N., Kljusuric, J.G., & Kurtanjek, Z. (2013). Application of NIR spectroscopy and chemometric in quallity control of wild berry fruit extracts during storage. Croatian journal of food technology, biotechnology and nutrition, 8(3-4), 67-73

Haas, J. & Mizaikoff, B. (2016). Advances in mid-infrared spectroscopy for chemical analysis. Annual review of analytical chemistry (Palo Alto, Calif.), 9(1), 45–68. https://doi.org/10.1146/annurev-anchem-071015-041507

Hudz, N., Yezerska, O., Shanaida, M., Sedlackova, V.H. & Wieczorek, P.P. (2019). Application of the folin-ciocalteu method to the evaluation of salvia sclarea extracts. Pharmacia, 66(4):209-215 http:/doi.10.3897/pharmacia.66.e38976

Jadid, N., Kurniawan, E., Himayani, C.E.S., Andriyani, Prasetyowati, I., Purwani, K. I., & Tjahjaningrum, I.T.D. (2020). An ethnobotanical study of medical plants used by the Tengger tribe in Ngadisari village, Indonesia. PLOS ONE. 15(7) 1-16 http:/doi:10.1371/journal.pone.0235886

Jung, Y. & Hu, J. (2015). A k-fold averaging cross-validation procedure. Journal of Nonparametric Statistics. 27(2):167–179. http:/doi:10.1080/10485252.2015.1010532

Kumar, R., Kumar, V. & Sharma, V. (2015). Discrimination of various paper types using diffuse reflectance ultraviolet-visible near-infrared (uv-vis-nir) spectroscopy:forensic application to questioned documents. Applied Spectroscopy, 69(6):714-720 http:/doi:10.1366/14-07663

Lengkey, L. C. E. C. ; Budiastra, W., Seminar, K. B. & Purwoko, B. S. (2013). Determination of chemical properties in jatropha curcas l. seed IP-3p by partial least-square regression and near-infrared reflectance spectroscopy. International Journal of Agriculture Innovations and Research, 2(1):41–48. https://doi.org/10.17660/ActaHortic.2013.1011.42

Niceboim, B. & Vasishth, S. (2016). Statistical methods for linguistic research. Linguistics and Language Compass. 8(11): 591-631 https://doi.10.1111/Inc3.12201

Rahmawati A., Kuswandi B., & Retnaningtyas Y. (2015). Detection of Porcine Gelatin in Jelly Soft Candy Sample Using Fourier Transform Infra Red and Chemometrics. Jurnal Pustaka Kesehatan, 3(2), 278–283

Santoso, S. (2014). Panduan Lengkap SPSS Versi 20 Edisi. Jakarta: PT Elex Media Komputindo

Wulandari, L., Retnaningtyas, Y. & Lukman, H. (2016). Analysis of flavonoids in medicinal plant extract using infrared spectroscopy and chemometrics. Journal of Analytical Methods in Chemistry. 2016:1–6 https://doi.org/10.1155/2016/4696803

Wulandari, L., Kristiningrum, N., & Ratnasari, F.A. (2020). Rapid Determination of Total Phenol in Leaf Extracts of a Medicinal Plant using Infrared Spectroscopy and Chemometric Methods. Journal of Analytical Chemistry, 75(4), 479-486. https://doi.org/10.1134/S1061934820040176

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Published

31-03-2022

How to Cite

Wulandari, L. ., Rahmadania, T. P. ., & Kristiningrum, N. . (2022). IAI SPECIAL EDITION: Infrared spectroscopy chemometric model for determination of phenolic content of plant leaf powder. Pharmacy Education, 22(2), p. 160–164. https://doi.org/10.46542/pe.2022.222.160164

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Special Edition