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Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties
BACKGROUND: Phytocannabinoids naturally occur in the cannabis plant (Cannabis sativa), and Δ(9)-tetrahydrocannabinol (THC) and cannabidiol (CBD) predominate. There is a need for rapid inexpensive methods to quantify total THC (for statutory definition) and THC–CBD ratio (for classification into thre...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Mary Ann Liebert, Inc., publishers
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589469/ https://www.ncbi.nlm.nih.gov/pubmed/35486823 http://dx.doi.org/10.1089/can.2021.0165 |
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author | Gilmore, Adam M. Elhendawy, Mostafa A. Radwan, Mohamed M. Kidder, Linda H. Wanas, Amira S. Godfrey, Murrell Hildreth, Jana B. Robinson, A. Edward ElSohly, Mahmoud A. |
author_facet | Gilmore, Adam M. Elhendawy, Mostafa A. Radwan, Mohamed M. Kidder, Linda H. Wanas, Amira S. Godfrey, Murrell Hildreth, Jana B. Robinson, A. Edward ElSohly, Mahmoud A. |
author_sort | Gilmore, Adam M. |
collection | PubMed |
description | BACKGROUND: Phytocannabinoids naturally occur in the cannabis plant (Cannabis sativa), and Δ(9)-tetrahydrocannabinol (THC) and cannabidiol (CBD) predominate. There is a need for rapid inexpensive methods to quantify total THC (for statutory definition) and THC–CBD ratio (for classification into three chemotypes). This study explores the capabilities of a spectroscopic technique that combines ultraviolet-visible and fluorescence, absorbance-transmittance excitation emission matrix (A-TEEM). METHODS: The A-TEEM technique classifies 49 dry flower extracts into three C. sativa chemotypes, and quantifies the total THC–CBD ratio, using validated gas chromatography (GC)-flame ionization (FID) and High-Performance Liquid Chromatography (HPLC) methods for reference. Multivariate methods used are principal components analysis for a chemotype classification, extreme gradient boost (XGB) discriminant analysis (DA) to classify unknown samples by chemotype, and XGB regression to quantify total THC and CBD content using GC-FID and HPLC data on the same samples. RESULTS: The A-TEEM technique provides robust classification of C. sativa samples, predicting chemotype classification, defined by THC–CBD content, of unknown samples with 100% accuracy. In addition, A-TEEM can quantify total THC and CBD levels relevant to statutory determination, with limit of quantifications (LOQs) of 0.061% (THC) and 0.059% (CBD), and high cross-validation (>0.99) and prediction (>0.99), using a GC-FID method for reference data; and LOQs of 0.026% (THC) and 0.080% (CBD) with high cross-validation (>0.98) and prediction (>0.98), using an HPLC method for reference data. A-TEEM is highly predictive in separately quantifying acid and neutral forms of THC and CBD with HPLC reference data. CONCLUSIONS: The A-TEEM technique provides a sensitive method for the qualitative and quantitative characterization of the major cannabinoids in solution, with LOQs comparable with GC-FID and HPLC, and high values of cross-validation and prediction. As a spectroscopic technique, it is rapid, with data acquisition <45 sec per measurement; sample preparation is simple, requiring only solvent extraction. A-TEEM has the sensitivity to resolve and quantify cannabinoids in solution based on their unique spectral characteristics. Discrimination of legal and illegal chemotypes can be rapidly verified using XGB DA, and quantitation of statutory levels of total THC and total CBD comparable with GC-FID and HPLC can be obtained using XBD regression. |
format | Online Article Text |
id | pubmed-10589469 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Mary Ann Liebert, Inc., publishers |
record_format | MEDLINE/PubMed |
spelling | pubmed-105894692023-10-22 Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties Gilmore, Adam M. Elhendawy, Mostafa A. Radwan, Mohamed M. Kidder, Linda H. Wanas, Amira S. Godfrey, Murrell Hildreth, Jana B. Robinson, A. Edward ElSohly, Mahmoud A. Cannabis Cannabinoid Res Original Research BACKGROUND: Phytocannabinoids naturally occur in the cannabis plant (Cannabis sativa), and Δ(9)-tetrahydrocannabinol (THC) and cannabidiol (CBD) predominate. There is a need for rapid inexpensive methods to quantify total THC (for statutory definition) and THC–CBD ratio (for classification into three chemotypes). This study explores the capabilities of a spectroscopic technique that combines ultraviolet-visible and fluorescence, absorbance-transmittance excitation emission matrix (A-TEEM). METHODS: The A-TEEM technique classifies 49 dry flower extracts into three C. sativa chemotypes, and quantifies the total THC–CBD ratio, using validated gas chromatography (GC)-flame ionization (FID) and High-Performance Liquid Chromatography (HPLC) methods for reference. Multivariate methods used are principal components analysis for a chemotype classification, extreme gradient boost (XGB) discriminant analysis (DA) to classify unknown samples by chemotype, and XGB regression to quantify total THC and CBD content using GC-FID and HPLC data on the same samples. RESULTS: The A-TEEM technique provides robust classification of C. sativa samples, predicting chemotype classification, defined by THC–CBD content, of unknown samples with 100% accuracy. In addition, A-TEEM can quantify total THC and CBD levels relevant to statutory determination, with limit of quantifications (LOQs) of 0.061% (THC) and 0.059% (CBD), and high cross-validation (>0.99) and prediction (>0.99), using a GC-FID method for reference data; and LOQs of 0.026% (THC) and 0.080% (CBD) with high cross-validation (>0.98) and prediction (>0.98), using an HPLC method for reference data. A-TEEM is highly predictive in separately quantifying acid and neutral forms of THC and CBD with HPLC reference data. CONCLUSIONS: The A-TEEM technique provides a sensitive method for the qualitative and quantitative characterization of the major cannabinoids in solution, with LOQs comparable with GC-FID and HPLC, and high values of cross-validation and prediction. As a spectroscopic technique, it is rapid, with data acquisition <45 sec per measurement; sample preparation is simple, requiring only solvent extraction. A-TEEM has the sensitivity to resolve and quantify cannabinoids in solution based on their unique spectral characteristics. Discrimination of legal and illegal chemotypes can be rapidly verified using XGB DA, and quantitation of statutory levels of total THC and total CBD comparable with GC-FID and HPLC can be obtained using XBD regression. Mary Ann Liebert, Inc., publishers 2023-10-09 /pmc/articles/PMC10589469/ /pubmed/35486823 http://dx.doi.org/10.1089/can.2021.0165 Text en © Adam M. Gilmore et al. 2023; Published by Mary Ann Liebert, Inc. https://creativecommons.org/licenses/by-nc/4.0/This Open Access article is distributed under the terms of the Creative Commons Attribution Noncommercial License [CC-BY-NC] (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and the source are cited. |
spellingShingle | Original Research Gilmore, Adam M. Elhendawy, Mostafa A. Radwan, Mohamed M. Kidder, Linda H. Wanas, Amira S. Godfrey, Murrell Hildreth, Jana B. Robinson, A. Edward ElSohly, Mahmoud A. Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title | Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title_full | Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title_fullStr | Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title_full_unstemmed | Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title_short | Absorbance-Transmittance Excitation Emission Matrix Method for Quantification of Major Cannabinoids and Corresponding Acids: A Rapid Alternative to Chromatography for Rapid Chemotype Discrimination of Cannabis sativa Varieties |
title_sort | absorbance-transmittance excitation emission matrix method for quantification of major cannabinoids and corresponding acids: a rapid alternative to chromatography for rapid chemotype discrimination of cannabis sativa varieties |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589469/ https://www.ncbi.nlm.nih.gov/pubmed/35486823 http://dx.doi.org/10.1089/can.2021.0165 |
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