Improving Detection Ability of Near Infrared Spectroscopy to Detect the Low concentration Phorbol esters in Jatropha seed
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บทคัดย่อ
Phorbol esters (PEs) is the crucial toxic compound of jatropha that can be tumor promotors, even in low concentration. The reference method for determining the PEs was HPLC. The method requires an experienced analyst, chemical solvent, many steps of sample preparation, high cost and time consumption. However breeding jatropha for animal feed and biodiesel production needs rapid and efficient methods to determine the phorbol esters (PEs) content of a large number of seed samples. Near-infrared spectroscopy (NIRS) has been proven as a powerful analytical tool which is fast, accurate, cost-effective, non-destructive and less chemicals used. In the current study, a calibration set of 130 sample of jatropha interspecific breeding lines was investigated using NIRS technique to determine phorbol esters (PEs) contents. In the pre-concentration step, the effective performance of calibration models for PEs prediction were compared between with and without using dry-extraction spectroscopy for near infrared technique (DESIR). The model for the PEs obtained using DESIR showed the coefficient of determination (Rv), standard error of prediction (SEP) and ratio of standard error of validation to the standard deviation (RPD) of 0.80, 0.24 mg/g DW and 1.70. While the parameters without DESIR were 0.62, 0.27 mg/g DW and 1.26, respectively. Statistical testing for performance measurement based on ISO12099:2017 of the model for PEs prediction, the NIR-predicted values using DESIR were not different from the actual values at the 95% confident interval. Thus NIRS using DESIR could potentially be used for predicting PEs contents in jatropha seed.
Article Details
สมาคมวิศวกรรมเกษตรแห่งประเทศไทย
Thai Socities of Agricultural Engineering
References
Burns, D.A., Ciurczak, E.W., 2008. Handbook of Near-Infrared analysis. 3rd ed. CRC Press of Taylor & Francis Group, New York.
Devappa, R. K., Makkar, H.P.S., Becker. K., 2010. Optimization of conditions for the extraction of phorbol esters from Jatropha oil. Biomass Bioenergy. 34, 1125-1133.
Flores, P.L., Tintoréa, S.G., Feriaa, J.S., Ortízb, G.D., Guerreroc, L.C., Ayalaa, A.M., 2012. Biochemical evaluation of protein fractions from physic nut (Jatropha curcas L.). Grasas y aceites 63(3), 253-259.
Gübitz, G.M., Mittelbach, M., Trabi, M., 1998. Exploitation of the tropical oil seed plant Jatropha curcas L. Biores. Technol. 67, 73-82.
Hass W., Mittelbach, M., 2000. Detoxification experiments with the seed oil from Jatropha curcas L. Crops and Products 12, 111-118.
ISO 12099, Standard Method for Animal Feeding Stuffs, Cereals and Milled Cereal Products - Guidelines for Application of Near Infrared Spectrometry. The International Organization for Standardization. 1st ed. 2017. Available Source:
https://www.iso.org/search.html?q=12099, June
11, 2018.
King, A.J., He, W., Cuevas, J.A., Freundenberger, M., Ramiaramanana, D., Graham, I.A., 2009. Potential of Jatropha curcas as source of renewable oil and animal feed. J. Exp. Bot. 60, 2897-2905.
Makkar, H.P.S., Becker, K., 2009. Jatropha curcas, a promising crop for the generation of biodiesel and value-added coproducts. Eur J. Lipid Sci Techno. 111, 773-787.
Makkar, H.P.S., Francis, G., Becker, K., 2007. Bioactivity of phytochemicals in some lesser-known plants and their effects and potential applications in livestock and aquaculture production systems. Animal 1(9), 1371-1391.
Montes, J.M., Technow, F., Bohlinger, B., Becker, K., 2013. Grain quality determination by means of near infrared spectroscopy in Jatropha curcas L. Industrial Crops and Products 43, 301-305.
Osborne, B.G., Fearn, T., Hindle, P.H., 1993. Practical NIR Spectroscopy with Application in Food and Beverage Analysis. Longman Scientific & Technical, Singapore.
Roque, J. V., Dias, L.A.S., Teófilo, R.F., 2017. Multivariate calibration to determine phorbol esters in seeds of Jatropha curcas L. using near infrared and ultraviolet spectroscopies. J. Braz. Chem. Soc. 28, 1506-1516.
Sadubthummarak, U., Parkpian, P., Ruchirawat, M., Kongchum, M. and Delaune, R. D., 2013. Potential treatments to reduce phorbol esters levels in jatropha seed cake for improving the value added product. J. Environ. Sci. Health. 48, 974-982.
Siesler, H.W., Ozaki, Y., Kawata, S., Heise, H.M., 2006. Near-infrared spectroscopy 3rd. Weinheim, Germany, pp. 269-284.
Sujatha, M., 2006. Genetic improvement of Jatropha curcas L. possibilities and prospects. India J. Agroforest. 8, 58-65.
Wink, M., C. Koschmieder, M. Sauerwein and F. Sporer. 1997. Phorbol esters of Jatropha curcas-biological activities and potential applications. In: Biofuels and Industrial Products from Jatropha curcas. ed. Gübitz, G. M., Mittelbach, M., Trabi, M., Dbv-Verlag University of Graz, 160-166.
Zhang, X., Ren, Y., Du, Y., Li, X., Geng, J., Li, W., Iqbal, J., 2013. Assessment of ability to detect low concentration analyte with near-infrared spectroscopy based on pre-concentration technique. Chemometrics and Intelligent Laboratory System. 124, 1-8.