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Relative response factors and multiple regression models in liquid chromatography to quantify low-dosed components using alternative standards—proof of concept: total Δ9-THC content in cannabis flowers using CBD as reference

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Abstract

A classical quantitative analysis in liquid chromatography is performed using either a one-point calibration or a calibration line, prepared using a reference standard of the compound(s) of interest. However, in some cases, adequate reference standards may be very expensive, rare to obtain, or have limited shelf-life properties. Also, in herbal matrices, multiple compounds could be necessary to be quantified, needing a whole series of different (related) reference standards. In these cases, the use of relative response (sometimes called relative correction factors) factors (RRFs) towards reference standards, different of the compound to be quantified, gained attraction. This study performed a comparison of the use of RRFs and linear relative response factor models (LRRFM) for the quantification of targeted low-dosed compounds using an alternative standard, since it is known that classical RRFs often fail in lower concentration ranges. For this purpose, the determination of the total Δ9-tetrahydrocannabinol (Δ9-THC + Δ9-THC-A) content in dried cannabis flowers, using UHPLC-DAD, was used as a case study. A chromatographic method was implemented and validated, and the use of classical calibration lines, classical RRF, and the LRRFM was applied and compared, with special focus on the concentration around 0.2% (w/w) total Δ9-THC, the legal limit (in most European countries) in these products. Results showed that the newly presented and validated LRRFM approach outperformed the classical RRFs, especially in the low-concentration ranges and that concentrations obtained with the LRRFM were in accordance with the interpolation results obtained with a calibration line.

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References

  1. Yang TW, Zhao C, Fan Y, Qi LW, Li P. Design of ultraviolet wavelength and standard solution concentrations in relative response factors for simultaneous determination of multi-components with single reference standard in herbal medicines. J Pharm Biomed Anal. 2015. https://doi.org/10.1016/j.jpba.2015.05.028.

    Article  PubMed  Google Scholar 

  2. Ph.Eur. 8.0 (01/2014), Accessed 14 Feb 2022.

  3. C. Pharmacopoeia, The Chinese pharmacopoeia 2015 English edition. https://www.usp.org/products/chinese-pharmacopoeia. Accessed 14 Feb 2022.

  4. United States Pharmacopoeial Convention, https://www.usp.org. Accessed 14 Feb 2022.

  5. The United States Pharmacopeia 37- National Formulary 32, vol.4, United States, Baltimore (USA), 2014.

  6. Van Beek TA, Scheeren HA, Rantio T, Melger WC, Lelyveld GP. Determination of ginkgolides and bilobalide in Ginkgo biloba leaves and phytopharmaceuticals. J Chromatogr A. 1991. https://doi.org/10.1016/S0021-9673(01)95789-9.

    Article  Google Scholar 

  7. Liu LS, Mouallem A, Xiao KP, Meisel J. Assay of active pharmaceutical ingredients in drug products based on relative response factors: instrumentation insights and practical considerations. J Pharm Biomed Anal. 2021. https://doi.org/10.1016/j.jpba.2020.113760.

    Article  PubMed  PubMed Central  Google Scholar 

  8. Sun P, Wang X, Alquier L, Maryanoff CA. Determination of relative response factors of impurities in paclitaxel with high performance liquid chromatography equipped with ultraviolet and charged aerosol detectors. J Chromatogr A. 2008. https://doi.org/10.1016/j.chroma.2007.11.035.

    Article  PubMed  Google Scholar 

  9. Wang Z, Gao H, Fu X, Wang W. Multi-components quantitation by one marker new method for quality evaluation of Chinese herbal medicine. Zhongguo Zhong Yao Za Zhi. 2006;31:1925–8.

    PubMed  Google Scholar 

  10. Gao XY, Jiang Y, Lu JQ, Tu PF. One single standard substance for the determination of multiple anthraquinone derivatives in rhubarb using high-performance liquid chromatography-diode array detection. J Chromatogr A. 2009. https://doi.org/10.1016/j.chroma.2008.11.104.

    Article  PubMed  Google Scholar 

  11. Hou JJ, Wu WY, Da J, Yao S, Long HL, Yang Z, Cai LY, Yang M, Liu X, Jiang BH, Guo DA. Ruggedness and robustness of conversion factors in method of simultaneous determination of multi-components with single reference standard. J Chromatogr A. 2011. https://doi.org/10.1016/j.chroma.2011.06.058.

    Article  PubMed  Google Scholar 

  12. Webster GK, Marsden I, Pommerening CA, Tyrakowski CM, Tobias B. Determination of relative response factors for chromatographic investigations using NMR spectrometry. J Pharm Biomed Anal. 2009. https://doi.org/10.1016/j.jpba.2009.02.027.

    Article  PubMed  Google Scholar 

  13. Duchateau C, Kauffmann J-M, Canfyn M, Stévigny C, De Braekeleer K, Deconinck E. Discrimination of legal and illegal Cannabis spp. according to European legislation using near infrared spectroscopy and chemometrics. Drug Test Anal. 2020. https://doi.org/10.1002/dta.2865.

    Article  PubMed  Google Scholar 

  14. European Monitoring Centre for Drugs and Drug Addiction. Low-THC cannabis products in Europe. Publ Off Eur Union. 2020. https://doi.org/10.2810/69625.

    Article  Google Scholar 

  15. European Monitoring Centre for Drugs and Drug Addiction Cannabis legislation in Europe : an overview. 2017 https://doi.org/10.2810/566650

  16. Citti C, Braghiroli D, Vandelli M, Cannazza G. Pharmaceutical and biomedical analysis of cannabinoids : a critical review. J Pharm Biomed Anal. 2018. https://doi.org/10.1016/j.jpba.2017.06.003.

    Article  PubMed  Google Scholar 

  17. European Commission, Regulation (UE) o 1307/2013 of the European Parliament and the Council establishing rules for THC content, 2003 (2013) 608–670.

  18. Layton C., Aubin A.J., Application note : UPLC separation for the analysis of cannabinoid content in cannabis flower and extracts. Waters, USA, 1–6.

  19. Barhdadi S, Desmedt B, Courselle P, Rogiers V, Vanhaecke T, Deconinck E. A simple dilute-and-shoot method for screening and simultaneous quantification of nicotine and alkaloid impurities in electronic cigarette refills (e-liquids) by UHPLC-DAD. J Pharm Biomed Anal. 2019. https://doi.org/10.1016/j.jpba.2019.03.002.

    Article  PubMed  Google Scholar 

  20. Desmedt B, Rogiers V, Courselle P, De Beer JO, De Paepe K, Deconinck E. Development and validation of a fast chromatographic method for screening and quantification of legal and illegal skin whitening agents. J Pharm Biomed Anal. 2013. https://doi.org/10.1016/j.jpba.2013.04.020.

    Article  PubMed  Google Scholar 

  21. Vankeerberghen P, Smeyers-Verbeke J. The quality coefficient as a tool in decisions about the quality of calibration in graphite furnace atomic absorption spectrometry. Chemom Intell Lab Syst. 1992. https://doi.org/10.1016/0169-7439(92)85009-R.

    Article  Google Scholar 

  22. Poortman-van der Meer AJ, Huizer H. A contribution to the improvement of accuracy in the quantitation of THC. Forensic Sci Int. 1999. https://doi.org/10.1016/s0379-0738(99)00004-3.

    Article  PubMed  Google Scholar 

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De Leersnijder, C., Duchateau, C., De Braekeleer, K. et al. Relative response factors and multiple regression models in liquid chromatography to quantify low-dosed components using alternative standards—proof of concept: total Δ9-THC content in cannabis flowers using CBD as reference. Anal Bioanal Chem 414, 6507–6520 (2022). https://doi.org/10.1007/s00216-022-04208-y

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