Abstract
In this research, near-infrared (NIR) spectroscopy in combination with moving window partial least squares-discrimination analysis (MWPLS-DA) was utilized to discriminate the variety of turmeric based on DNA markers, which correlated to the quantity of curcuminoid. Curcuminoid was used as a marker compound in variety identification due to the most pharmacological properties of turmeric possessed from it. MWPLS-DA optimized informative NIR spectral regions for the fitting and prediction to {-1/1 {-coded turmeric varieties, indicating variables in the development of latent variables in discrimination analysis. Consequently, MWPLS-DA benefited in the selection of combined informative NIR spectral regions of 1100- 1260, 1300- 1500 and 1880-2500 nm for classification modeling of turmeric variety with 148 calibration samples, and yielded the results better than that obtained from a partial least squares-discrimination analysis (PLS-DA) model built by using the whole NIR spectral region. An effective and rapid strategy of using NIR in combination with MWPLS-DA provided the best variety identification results of 100% in both specificity and total accuracy for 48 test samples.
Similar content being viewed by others
References
M. Ekor, Front. Pharmacol., 2013, 4, 177.
J. Hong, M. Bose, J. Ju, J. H. Ryu, X. C. Chen, and S. Sang, Carcinogenesis, 2004, 25, 1671.
H. Yamamoto, K. Hanada, K. Kawasaki, and M. Nishijima, FEBS Lett., 1997, 477, 196.
A. Zafir and N. Banu, Eur. J. Pharmacol., 2007, 572, 23.
A. Kuhad and K. Chopra, Eur. J. Pharmacol., 2007, 567, 34.
C. Fan, X. Wo, Y. Qian, J. Yin, and L. Gao, J. Ethnopharmacol., 2006, 705, 251.
M. Garcia-Alloza, L. A. Borrelli, A. Rozkalne, B. T. Hyman, and B. J. Bacskai, J. Neurochem., 2007, 702, 1095.
J. W. Purseglove, E. G. Brown, C. L. Green, and S. R. J. Robbins, “Turmeric”, 1981, Species Vol. II, Tropical Agriculture Series, Longman Inc., New York.
S. Wiriyakarun, W. Yodpetch, K. Komatsu, S. Zhu, N. Ruangrungsi, and S. Sukrong, J. Nat. Med., 2013, 67, 562.
V. Keeratinijakal, M. Kladmook, and K. Laosatit, J. Med. Plants Res, 2010, 4, 2651.
S. J. Kim, C. H. Lee, J. Kim, and K. S. Kim, Sci. Hortic., 2014, 775, 278.
H. Lin, Q. Chen, J. Zhao, and P. Zhou, J. Pharm. Biomed. Anal., 2009, 50, 803.
Y. Chen, M. Xie, H. Zhang, Y. Wang, S. Nie, and C. Li, Food Chem, 2012, 735, 268.
Q. S. Shao, A. L. Zhang, W. W. Ye, H. P. Guo, and R. H. Hua, Spectrochim. Acta, Part A, 2014, 720, 499.
Y.-A. Woo, H.-J. Kim, K.-R. Ze, and H. Chung, J. Pharm. Biomed. Anal., 2005, 36, 955.
R. Teraoka, H. Abe, T. Sugama, K. Ito, M. Aburada, and M. Otsuka, J. Nat. Med., 2012, 66, 329.
S. Kasemsumran, V. Keeratinijakal, W. Thanapase, and Y. Ozaki, J. Near Infrared Spectrosc., 2010, 78, 263.
S. Kasemsumran, W. Apiwatanapiwat, N. Suthiwijitpukdee, V. Vaithanomsat, and W. Thanapase, J. Near Infrared Spectrosc., 2014, 22, 113.
K. Tanaka, Y. Kuba, T. Sasaki, F. Hiwatashi, and K. Komatsu, J. Agric. Food Chem., 2008, 56, 8787.
Y.-J. Kim, H. J. Lee, H.-S. Shin, and Y. Shin, Phytochem. Anal., 2014, 25, 445.
H. Martens, “Multivariate Calibration”, 1989, John Wiley and Sons, New York, Chichester, Brisbane, Toronto.
B. K. Alsberg, D. B. Kell, and R. Goodacre, Anal. Chem., 1998, 70, 4126.
J. H. Jiang, R. J. Berry, H. W. Siesler, and Y. Ozaki, Anal. Chem., 2002, 74, 3555.
S. Kasemsumran, Y. P. Du, K. Murayama, M. Huehne, and Y. Ozaki, Analyst, 2003, 728, 1471.
H. Chen, G. Tang, Q. Song, and W. Ai, Anal. Lett., 2013, 46, 2060.
N. Kang, S. Kasemsumran, Y. A. Woo, H. J. Kim, and Y. Ozaki, Chemom. Intell. Lab. Syst., 2006, 82, 90.
H.-Y. Fu, S.-Y. Huan, L. Xu, Li-J. Tang, J.-H. Jiang, H.-L. Wu, G.-L. Shen, and R.-Q. Yu, J. Near Infrared Spectrosc., 2007, 75, 291.
J. J. Doyle and J. L. Doyle, Focus., 1990, 72, 13.
G. Caetano-Anolles, L. M. Callahan, and P. M. Gresshoff, Crop Sci., 1997, 37, 81.
P. C. Painter, L. E. Mosher, and C. Rhoads, Biopolymers, 1981, 20, 243.
J. Workman and L. Weyer, “Practical Guide to Interpretive Near-infrared Spectroscopy”, 2007, CRC Press Inc., Florida.
Á. L. Santana, M. Angela, and A. Meireles, Food Pub. Health., 2014, 4, 229.
K. V. Peter, “Turmeric: Handbook of Herbs and Spices”, 2001, Vol. 1, Woodhead Publishing, Cambridge, UK.
Acknowledgments
S. K. would like to thank the Thailand Research Fund (TRF) for financial support.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kasemsumran, S., Suttiwuitpukdee, N. & Keeratinuakal, V. Rapid Classification of Turmeric Based on DNA Fingerprint by Near-Infrared Spectroscopy Combined with Moving Window Partial Least Squares-Discrimination Analysis. ANAL. SCI. 33, 111–115 (2017). https://doi.org/10.2116/analsci.33.111
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.2116/analsci.33.111