HORIBA Instruments, Inc., Piscataway, New Jersey, USA.
Department of Chemistry and Biochemistry, University of Mississippi, University, Mississippi, USA.
Cannabis Cannabinoid Res. 2023 Oct;8(5):911-922. doi: 10.1089/can.2021.0165. Epub 2022 Apr 29.
Phytocannabinoids naturally occur in the cannabis plant (), and Δ-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). The A-TEEM technique classifies 49 dry flower extracts into three 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. The A-TEEM technique provides robust classification of 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. 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.
植物大麻素天然存在于大麻植物()中,Δ-四氢大麻酚(THC)和大麻二酚(CBD)占主导地位。需要快速、廉价的方法来定量总 THC(法定定义)和 THC-CBD 比值(分类为三种化学型)。本研究探讨了一种结合紫外可见和荧光的光谱技术——吸光度-透射率激发发射矩阵(A-TEEM)的能力。A-TEEM 技术将 49 种干花提取物分为三种化学型,并使用经验证的气相色谱(GC)-火焰离子化(FID)和高效液相色谱(HPLC)方法进行参考,定量测定总 THC-CBD 比值。使用的多元方法包括主成分分析用于化学型分类,极端梯度增强(XGB)判别分析(DA)用于通过化学型对未知样品进行分类,以及 XGB 回归使用 GC-FID 和 HPLC 数据对同一批样品进行总 THC 和 CBD 含量的定量。A-TEEM 技术提供了样本的稳健分类,以 100%的准确率预测 THC-CBD 含量定义的未知样本的化学型分类。此外,A-TEEM 可以定量测定与法定测定相关的总 THC 和 CBD 水平,使用 GC-FID 方法作为参考数据,LOQ 分别为 0.061%(THC)和 0.059%(CBD),交叉验证>0.99 和预测>0.99;使用 HPLC 方法作为参考数据,LOQ 分别为 0.026%(THC)和 0.080%(CBD),交叉验证>0.98 和预测>0.98。使用 HPLC 参考数据,A-TEEM 可以分别对 THC 和 CBD 的酸和中性形式进行高度准确的定量。A-TEEM 技术是一种敏感的方法,可用于定性和定量分析溶液中主要大麻素,LOQ 与 GC-FID 和 HPLC 相当,交叉验证和预测值较高。作为一种光谱技术,它快速,数据采集<45 秒/次;样品制备简单,只需溶剂提取。A-TEEM 具有基于其独特光谱特征分辨和定量溶液中大麻素的灵敏度。使用 XGB DA 可以快速验证合法和非法化学型的区分,使用 XBD 回归可以获得与 GC-FID 和 HPLC 相当的法定总 THC 和总 CBD 定量。