1
|
Lapierre É, de Ronne M, Boulanger R, Torkamaneh D. Comprehensive Phenotypic Characterization of Diverse Drug-Type Cannabis Varieties from the Canadian Legal Market. PLANTS (BASEL, SWITZERLAND) 2023; 12:3756. [PMID: 37960111 PMCID: PMC10648736 DOI: 10.3390/plants12213756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 10/20/2023] [Accepted: 10/26/2023] [Indexed: 11/15/2023]
Abstract
Cannabis (Cannabis sativa L.) stands as a historically significant and culturally important plant, embodying economic, social, and medicinal relevance for human societies. However, years of prohibition and stigmatization have hindered the cannabis research community, which is hugely undersized and suffers from a scarcity of understanding of cannabis genetics and how key traits are expressed or inherited. In this study, we conducted a comprehensive phenotypic characterization of 176 drug-type cannabis accessions, representative of Canada's legal market. We assessed germination methods, evaluated various traits including agronomic, morphological, and cannabinoid profiles, and uncovered significant variation within this population. Notably, the yield displayed a negative correlation with maturity-related traits but a positive correlation with the fresh biomass. Additionally, the potential THC content showed a positive correlation with maturity-related traits but a negative correlation with the yield. Significant differences were observed between the plants derived from regular female seeds and feminized seeds, as well as between the plants derived from cuttings and seeds for different traits. This study advances our understanding of cannabis cultivation, offering insights into germination practices, agronomic traits, morphological characteristics, and biochemical diversity. These findings establish a foundation for precise breeding and cultivar development, enhancing cannabis's potential in the legal market.
Collapse
Affiliation(s)
- Éliana Lapierre
- Département de Phytologie, Université Laval, Québec, QC G1V 0A6, Canada; (É.L.); (M.d.R.); (R.B.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Centre de Recherche et d’Innovation sur les Végétaux (CRIV), Université Laval, Québec, QC G1V 0A6, Canada
- Institut Intelligence et Données (IID), Université Laval, Québec, QC G1V 0A6, Canada
| | - Maxime de Ronne
- Département de Phytologie, Université Laval, Québec, QC G1V 0A6, Canada; (É.L.); (M.d.R.); (R.B.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Centre de Recherche et d’Innovation sur les Végétaux (CRIV), Université Laval, Québec, QC G1V 0A6, Canada
- Institut Intelligence et Données (IID), Université Laval, Québec, QC G1V 0A6, Canada
| | - Rosemarie Boulanger
- Département de Phytologie, Université Laval, Québec, QC G1V 0A6, Canada; (É.L.); (M.d.R.); (R.B.)
| | - Davoud Torkamaneh
- Département de Phytologie, Université Laval, Québec, QC G1V 0A6, Canada; (É.L.); (M.d.R.); (R.B.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Centre de Recherche et d’Innovation sur les Végétaux (CRIV), Université Laval, Québec, QC G1V 0A6, Canada
- Institut Intelligence et Données (IID), Université Laval, Québec, QC G1V 0A6, Canada
| |
Collapse
|
2
|
Jadhav PD, Shim YY, Paek OJ, Jeon JT, Park HJ, Park I, Park ES, Kim YJ, Reaney MJT. A Metabolomics and Big Data Approach to Cannabis Authenticity (Authentomics). Int J Mol Sci 2023; 24:ijms24098202. [PMID: 37175910 PMCID: PMC10179091 DOI: 10.3390/ijms24098202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/13/2023] [Accepted: 05/01/2023] [Indexed: 05/15/2023] Open
Abstract
With the increasing accessibility of cannabis (Cannabis sativa L., also known as marijuana and hemp), its products are being developed as extracts for both recreational and therapeutic use. This has led to increased scrutiny by regulatory bodies, who aim to understand and regulate the complex chemistry of these products to ensure their safety and efficacy. Regulators use targeted analyses to track the concentration of key bioactive metabolites and potentially harmful contaminants, such as metals and other impurities. However, the metabolic complexity of cannabis metabolic pathways requires a more comprehensive approach. A non-targeted metabolomic analysis of cannabis products is necessary to generate data that can be used to determine their authenticity and efficacy. An authentomics approach, which involves combining the non-targeted analysis of new samples with big data comparisons to authenticated historic datasets, provides a robust method for verifying the quality of cannabis products. To meet International Organization for Standardization (ISO) standards, it is necessary to implement the authentomics platform technology and build an integrated database of cannabis analytical results. This study is the first to review the topic of the authentomics of cannabis and its potential to meet ISO standards.
Collapse
Affiliation(s)
- Pramodkumar D Jadhav
- Department of Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada
| | - Youn Young Shim
- Department of Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada
- Prairie Tide Diversified Inc., Saskatoon, SK S7J 0R1, Canada
- Department of Food and Biotechnology, Korea University, Sejong 30019, Republic of Korea
| | - Ock Jin Paek
- Herbal Medicines Research Division, Ministry of Food and Drug Safety, Cheongju 28159, Republic of Korea
| | - Jung-Tae Jeon
- Yuhan Care R&D Center, Yuhan Care Co., Ltd., Yongin 17084, Republic of Korea
| | - Hyun-Je Park
- Yuhan Care R&D Center, Yuhan Care Co., Ltd., Yongin 17084, Republic of Korea
- Yuhan Natural Product R&D Center, Yuhan Care Co., Ltd., Andong 36618, Republic of Korea
| | - Ilbum Park
- Yuhan Care R&D Center, Yuhan Care Co., Ltd., Yongin 17084, Republic of Korea
| | - Eui-Seong Park
- Yuhan Care R&D Center, Yuhan Care Co., Ltd., Yongin 17084, Republic of Korea
| | - Young Jun Kim
- Department of Food and Biotechnology, Korea University, Sejong 30019, Republic of Korea
| | - Martin J T Reaney
- Department of Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada
- Prairie Tide Diversified Inc., Saskatoon, SK S7J 0R1, Canada
- Department of Food and Biotechnology, Korea University, Sejong 30019, Republic of Korea
| |
Collapse
|
3
|
Colella MF, Salvino RA, Gaglianò M, Litrenta F, Oliviero Rossi C, Le Pera A, De Luca G. NMR Spectroscopy Applied to the Metabolic Analysis of Natural Extracts of Cannabis sativa. Molecules 2022; 27:molecules27113509. [PMID: 35684451 PMCID: PMC9182145 DOI: 10.3390/molecules27113509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 05/23/2022] [Accepted: 05/26/2022] [Indexed: 11/21/2022] Open
Abstract
Cannabis sativa is a herbaceous multiple-use species commonly employed to produce fiber, oil, and medicine. It is now becoming popular for the high nutritional properties of its seed oil and for the pharmacological activity of its cannabinoid fraction in inflorescences. The present study aims to apply nuclear magnetic resonance (NMR) spectroscopy to provide useful qualitative and quantitative information on the chemical composition of seed and flower Cannabis extracts obtained by ultra-sound-assisted extraction, and to evaluate NMR as an alternative to the official procedure for the quantification of cannabinoids. The estimation of the optimal ω-6/ω-3 ratio from the 1H NMR spectrum for the seed extracts of the Futura 75 variety and the quantitative results from the 1H and 13C NMR spectra for the inflorescence extracts of the Tiborszallasi and Kompolti varieties demonstrate that NMR technology represents a good alternative to classical chromatography, supplying sufficiently precise, sensitive, rapid, and informative data without any sample pre-treatment. In addition, different extraction procedures were tested and evaluated to compare the elaboration of spectral data with the principal component analysis (PCA) statistical method and the quantitative NMR results: the extracts obtained with higher polarity solvents (acetone or ethanol) were poor in psychotropic agents (THC < LOD) but had an appreciable percentage of both cannabinoids and triacylgliceroles (TAGs). These bioactive-rich extracts could be used in the food and pharmaceutical industries, opening new pathways for the production of functional foods and supplements.
Collapse
Affiliation(s)
- Maria Francesca Colella
- Department of Chemistry and Chemical Technologies (CTC), University of Calabria—UNICAL, Via P. Bucci 14C, 87036 Arcavacata di Rende, Italy; (M.F.C.); (R.A.S.); (M.G.); (C.O.R.)
| | - Rosachiara Antonia Salvino
- Department of Chemistry and Chemical Technologies (CTC), University of Calabria—UNICAL, Via P. Bucci 14C, 87036 Arcavacata di Rende, Italy; (M.F.C.); (R.A.S.); (M.G.); (C.O.R.)
| | - Martina Gaglianò
- Department of Chemistry and Chemical Technologies (CTC), University of Calabria—UNICAL, Via P. Bucci 14C, 87036 Arcavacata di Rende, Italy; (M.F.C.); (R.A.S.); (M.G.); (C.O.R.)
| | - Federica Litrenta
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences (Biomorf), University of Messina, Polo Universitario dell’Annunziata, 98168 Messina, Italy;
| | - Cesare Oliviero Rossi
- Department of Chemistry and Chemical Technologies (CTC), University of Calabria—UNICAL, Via P. Bucci 14C, 87036 Arcavacata di Rende, Italy; (M.F.C.); (R.A.S.); (M.G.); (C.O.R.)
| | - Adolfo Le Pera
- Calabra Maceri e Servizi s.p.a., Via M. Polo 54, 87036 Rende, Italy;
| | - Giuseppina De Luca
- Department of Chemistry and Chemical Technologies (CTC), University of Calabria—UNICAL, Via P. Bucci 14C, 87036 Arcavacata di Rende, Italy; (M.F.C.); (R.A.S.); (M.G.); (C.O.R.)
- Correspondence:
| |
Collapse
|
4
|
Yeh K, Li L, Wania F, Abbatt JPD. Thirdhand smoke from tobacco, e-cigarettes, cannabis, methamphetamine and cocaine: Partitioning, reactive fate, and human exposure in indoor environments. ENVIRONMENT INTERNATIONAL 2022; 160:107063. [PMID: 34954646 DOI: 10.1016/j.envint.2021.107063] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Revised: 12/19/2021] [Accepted: 12/21/2021] [Indexed: 06/14/2023]
Abstract
A source of chemical exposure to humans, thirdhand smoke (THS) refers to the contamination that persists indoors following the cessation of a smoking event. The composition of thirdhand smoke depends on the type of substance from which it originates. Although past studies have investigated the effects of tobacco THS on indoor air quality and human health, few have focused on the chemical composition and health impacts of other sources and components of THS. Here we review the state of knowledge of the composition and partitioning behavior of various types of indoor THS, with a focus on THS from tobacco, e-cigarettes, cannabis, and illicit substances (methamphetamine and cocaine). The discussion is supplemented by estimates of human exposure to THS components made with a chemical fate and exposure model. The modeling results show that while very volatile THS compounds (i.e., aromatics) are likely to be taken up by inhalation, highly water-soluble compounds tended to be dermally absorbed. Conversely, minimally volatile THS compounds with low solubility are predicted to be ingested through hand-to-mouth and object-to-mouth contact.
Collapse
Affiliation(s)
- Kristen Yeh
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada.
| | - Li Li
- School of Public Health, University of Nevada Reno, Reno, NV 89557, United States
| | - Frank Wania
- Department of Physical and Environmental Sciences, University of Toronto Scarborough, 1265 Military Trail, Toronto, Ontario M1C 1A4, Canada
| | - Jonathan P D Abbatt
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada
| |
Collapse
|
5
|
Aebersold A, Duff M, Sloan L, Song ZH. Cannabidiol Signaling in the Eye and Its Potential as an Ocular Therapeutic Agent. Cell Physiol Biochem 2021; 55:1-14. [PMID: 33984199 PMCID: PMC8807061 DOI: 10.33594/000000371] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/13/2021] [Indexed: 12/01/2022] Open
Abstract
Cannabidiol (CBD), the major non-intoxicating constituent of Cannabis sativa, has gained recent attention due to its putative therapeutic uses for a wide variety of diseases. CBD was discovered in the 1940s and its structure fully characterized in the 1960s. However, for many years most research efforts related to cannabis derived chemicals have focused on D9-tetrahydrocannabinol (THC). In contrast to THC, the lack of intoxicating psychoactivity associated with CBD highlights the potential of this cannabinoid for clinical drug development. This review details in vitro and in vivo studies of CBD related to the eye, the therapeutic potential of cannabidiol for various ocular conditions, and molecular targets and mechanisms for CBD-induced ocular effects. In addition, challenges of CBD applications for clinical ocular therapeutics and future directions are discussed.
Collapse
Affiliation(s)
- Alyssa Aebersold
- Department of Pharmacology and Toxicology, University of Louisville School of Medicine, Louisville, Kentucky, USA
| | - Max Duff
- Department of Pharmacology and Toxicology, University of Louisville School of Medicine, Louisville, Kentucky, USA
| | - Lucy Sloan
- Department of Pharmacology and Toxicology, University of Louisville School of Medicine, Louisville, Kentucky, USA
| | - Zhao-Hui Song
- Department of Pharmacology and Toxicology, University of Louisville School of Medicine, Louisville, Kentucky, USA,
| |
Collapse
|
6
|
Conneely LJ, Mauleon R, Mieog J, Barkla BJ, Kretzschmar T. Characterization of the Cannabis sativa glandular trichome proteome. PLoS One 2021; 16:e0242633. [PMID: 33793557 PMCID: PMC8016307 DOI: 10.1371/journal.pone.0242633] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 03/13/2021] [Indexed: 12/15/2022] Open
Abstract
Cannabis sativa has been cultivated since antiquity as a source of fibre, food and medicine. The recent resurgence of C. sativa as a cash crop is mainly driven by the medicinal and therapeutic properties of its resin, which contains compounds that interact with the human endocannabinoid system. Compared to other medicinal crops of similar value, however, little is known about the biology of C. sativa. Glandular trichomes are small hair-like projections made up of stalk and head tissue and are responsible for the production of the resin in C. sativa. Trichome productivity, as determined by C. sativa resin yield and composition, is only beginning to be understood at the molecular level. In this study the proteomes of glandular trichome stalks and heads, were investigated and compared to the proteome of the whole flower tissue, to help further elucidate C. sativa glandular trichome biochemistry. The data suggested that the floral tissue acts as a major source of carbon and energy to the glandular trichome head sink tissue, supplying sugars which drive secondary metabolite biosynthesis. The trichome stalk seems to play only a limited role in secondary metabolism and acts as both source and sink.
Collapse
Affiliation(s)
- Lee James Conneely
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| | - Ramil Mauleon
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| | - Jos Mieog
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| | - Bronwyn J. Barkla
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| | - Tobias Kretzschmar
- Southern Cross Plant Science, Southern Cross University, Lismore, NSW, Australia
| |
Collapse
|
7
|
Pusiak RJ, Cox C, Harris CS. Growing pains: An overview of cannabis quality control and quality assurance in Canada. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 93:103111. [PMID: 33478804 DOI: 10.1016/j.drugpo.2021.103111] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 12/10/2020] [Accepted: 01/05/2021] [Indexed: 02/08/2023]
Abstract
In the past decade, the predominant prohibition model for cannabis use has shifted towards a regulated legal model, most widely in the context of medical purposes. In 2018, Canada became the first G7 country to legalize cannabis for adult use, implementing a two-phase roll-out of cannabis regulations. A stated goal of the new legal framework is to minimize harms by providing a safe supply of cannabis to Canadian consumers. One way that this can be achieved is through appropriate Quality Control and Quality Assurance (QC/QA) measures. Canada has implemented stringent QC/QA measures for all classes of cannabis, which include requirements such as labelling THC and CBD content per product and limiting THC doses. This paper will provide an overview of the current QC/QA measures in Canada, highlighting differences based on class of cannabis and consider the strengths and weaknesses of the current standards. QC/QA standards represent a key safety feature that can enable informed purchasing and provide consumers with necessary information about various cannabis products. As Canada continues to progress its cannabis policies, QC/QA measures provide a key consideration for ensuring Canada meets its objective of providing a safe supply of cannabis to Canadian consumers.
Collapse
Affiliation(s)
- Ryan Jp Pusiak
- Harm Reduction Hub Ottawa, University of Ottawa, 75 Laurier Avenue E, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada; Department of Biology, University of Ottawa, 30 Marie Curie Private, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada.
| | - Chelsea Cox
- Harm Reduction Hub Ottawa, University of Ottawa, 75 Laurier Avenue E, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada; Faculty of Law, University of Ottawa, 75 Laurier Avenue E, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada
| | - Cory S Harris
- Harm Reduction Hub Ottawa, University of Ottawa, 75 Laurier Avenue E, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada; Department of Biology, University of Ottawa, 30 Marie Curie Private, Ottawa, ON, K1N 6N5, Ottawa, Ontario, Canada.
| |
Collapse
|
8
|
Monthony AS, Page SR, Hesami M, Jones AMP. The Past, Present and Future of Cannabis sativa Tissue Culture. PLANTS (BASEL, SWITZERLAND) 2021; 10:185. [PMID: 33478171 PMCID: PMC7835777 DOI: 10.3390/plants10010185] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 01/09/2021] [Accepted: 01/14/2021] [Indexed: 12/21/2022]
Abstract
The recent legalization of Cannabis sativa L. in many regions has revealed a need for effective propagation and biotechnologies for the species. Micropropagation affords researchers and producers methods to rapidly propagate insect-/disease-/virus-free clonal plants and store germplasm and forms the basis for other biotechnologies. Despite this need, research in the area is limited due to the long history of prohibitions and restrictions. Existing literature has multiple limitations: many publications use hemp as a proxy for drug-type Cannabis when it is well established that there is significant genotype specificity; studies using drug-type cultivars are predominantly optimized using a single cultivar; most protocols have not been replicated by independent groups, and some attempts demonstrate a lack of reproducibility across genotypes. Due to culture decline and other problems, the multiplication phase of micropropagation (Stage 2) has not been fully developed in many reports. This review will provide a brief background on the history and botany of Cannabis as well as a comprehensive and critical summary of Cannabis tissue culture. Special attention will be paid to current challenges faced by researchers, the limitations of existing Cannabis micropropagation studies, and recent developments and future directions of Cannabis tissue culture technologies.
Collapse
Affiliation(s)
| | | | | | - Andrew Maxwell P. Jones
- Department of Plant Agriculture, Gosling Research Institute for Plant Preservation, University of Guelph, Guelph, ON N1G 2W1, Canada; (A.S.M.); (S.R.P.); (M.H.)
| |
Collapse
|
9
|
Franco GDRR, Smid S, Viegas C. Phytocannabinoids: General Aspects and Pharmacological Potential in Neurodegenerative Diseases. Curr Neuropharmacol 2021; 19:449-464. [PMID: 32691712 PMCID: PMC8206465 DOI: 10.2174/1570159x18666200720172624] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 06/01/2020] [Accepted: 07/01/2020] [Indexed: 11/22/2022] Open
Abstract
In the last few years research into Cannabis and its constituent phytocannabinoids has burgeoned, particularly in the potential application of novel cannabis phytochemicals for the treatment of diverse illnesses related to neurodegeneration and dementia, including Alzheimer's (AD), Parkinson's (PD) and Huntington's disease (HD). To date, these neurological diseases have mostly relied on symptomatological management. However, with an aging population globally, the search for more efficient and disease-modifying treatments that could delay or mitigate disease progression is imperative. In this context, this review aims to present state of the art in the research with cannabinoids and novel cannabinoid-based drug candidates that have been emerged as novel promising alternatives for drug development and innovation in the therapeutics of a number of diseases, especially those related to CNS-disturbance and impairment.
Collapse
Affiliation(s)
| | | | - Cláudio Viegas
- Address correspondence to this author at the PeQuiM-Laboratory of Research in Medicinal Chemistry, Institute of Chemistry, Federal University of Alfenas, 37133-840, Brazil; Tel/Fax: +55 35 3701-1880; E-mail:
| |
Collapse
|
10
|
Wylie ADL, Abbatt JPD. Heterogeneous Ozonolysis of Tetrahydrocannabinol: Implications for Thirdhand Cannabis Smoke. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2020; 54:14215-14223. [PMID: 33147000 DOI: 10.1021/acs.est.0c03728] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Thirdhand smoke (THS) deposits to surfaces following smoking events and is a source of chemical exposure to humans. However, the evolution of THS in indoor environments is not well understood. Cannabis THS is a chemically distinct and prevalent form of THS, which has not been studied. The heterogeneous reaction of Δ9-tetrahydrocannabinol (THC), a major component of cannabis smoke, with ozone was examined as a pure compound and within cannabis smoke. Oxidative decay via ozonolysis and product formation were monitored by liquid chromatography-tandem mass spectrometry. Epoxide, dicarbonyl, and secondary ozonide THC reaction products were detected from both pure THC and cannabis experiments, with the product ratios dependent on relative humidity. The observed reaction kinetics for loss of THC on glass and cotton surfaces are consistent with a relatively short loss lifetime, which will be strongly dependent on the film thickness, ozone mixing ratio, and ozone reactivity of the surface substrate. The low volatility of THC and its oxidation products suggest that their contributions to thirdhand cannabis smoke will be less significant than the role that nicotine plays in thirdhand tobacco smoke.
Collapse
Affiliation(s)
- Aaron D L Wylie
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada
| | - Jonathan P D Abbatt
- Department of Chemistry, University of Toronto, 80 St. George Street, Toronto, ON M5S 3H6, Canada
| |
Collapse
|
11
|
Hammond D, Goodman S. Knowledge of Tetrahydrocannabinol and Cannabidiol Levels Among Cannabis Consumers in the United States and Canada. Cannabis Cannabinoid Res 2020; 7:345-354. [PMID: 33998866 DOI: 10.1089/can.2020.0092] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Objective: This study aimed to examine consumer knowledge of tetrahydrocannabinol (THC) and cannabidiol (CBD) levels for usual cannabis products. Methods: Data are from the International Cannabis Policy Study conducted online in August-September 2018. Respondents included 6471 past 12-month cannabis users, aged 16-65 years, recruited from the Nielsen Global Insights Consumer Panel using nonprobability methods. Respondents were recruited from Canada, which had not yet legalized nonmedical cannabis (n=2354), and US states that had (n=2160) and had not (n=1957) legalized nonmedical cannabis. Results: Participants reported descriptive THC:CBD ratios (e.g., high THC, low CBD) and numeric THC and CBD levels (mg or %) for products they usually use in each of nine product categories. Few consumers knew and were able to report the numeric THC or CBD levels of their usual cannabis products. For example, only 10% of dried herb consumers reported the THC level, approximately 30% of whom reported implausible values. A greater proportion of consumers reported a descriptive THC:CBD ratio of their usual product, ranging from 50.9% of edible users to 78.2% of orally ingested oil users. Consumers were substantially more likely to report products high in THC versus low in THC for all products except topicals and tinctures, whereas similar proportions reported using products high and low in CBD. Despite some evidence of greater knowledge in legal jurisdictions, knowledge was still low in states with legal cannabis markets. Conclusions: Consumer knowledge of THC and CBD levels was low, with only modest differences between consumers living in jurisdictions that had and had not legalized nonmedical cannabis. The findings cast doubt on the validity of self-reported cannabinoid levels.
Collapse
Affiliation(s)
- David Hammond
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Canada
| | - Samantha Goodman
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Canada
| |
Collapse
|
12
|
Koltai H, Namdar D. Cannabis Phytomolecule 'Entourage': From Domestication to Medical Use. TRENDS IN PLANT SCIENCE 2020; 25:976-984. [PMID: 32417167 DOI: 10.1016/j.tplants.2020.04.007] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 03/31/2020] [Accepted: 04/09/2020] [Indexed: 05/16/2023]
Abstract
Cannabis has been used as a medicine for millennia. Crude extracts of cannabis inflorescence contain numerous phytomolecules, including phytocannabinoids, terpenes, and flavonoids. Combinations of phytomolecules have been recently established as superior to the use of single molecules in medical treatment owing to the 'entourage effect'. Two types of entourage effects are defined: 'intra-entourage', resulting from interactions among phytocannabinoids or terpenes, and 'inter-entourage', attributed to interactions between phytocannabinoids and terpenes. It is suggested that the phytomolecule assemblages found in cannabis chemovars today derive from selective breeding during ancient cultivation. We propose that the current cannabis chemotaxonomy should be redefined according to chemical content and medicinal activity. In parallel, combinations of phytomolecules that exhibit entourage activity should be explored further for future drug development.
Collapse
Affiliation(s)
- Hinanit Koltai
- Institute of Plant Sciences, Agricultural Research Organization, Volcani Center, Rishon LeZion, 7505101, Israel.
| | - Dvora Namdar
- Institute of Plant Sciences, Agricultural Research Organization, Volcani Center, Rishon LeZion, 7505101, Israel
| |
Collapse
|
13
|
Ladha KS, Ajrawat P, Yang Y, Clarke H. Understanding the Medical Chemistry of the Cannabis Plant is Critical to Guiding Real World Clinical Evidence. Molecules 2020; 25:molecules25184042. [PMID: 32899678 PMCID: PMC7570835 DOI: 10.3390/molecules25184042] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 08/22/2020] [Accepted: 08/29/2020] [Indexed: 12/13/2022] Open
Abstract
While cannabis has been consumed for thousands of years, the medical-legal landscape surrounding its use has dramatically evolved over the past decades. Patients are turning to cannabis as a therapeutic option for several medical conditions. Given the surge in interest over the past decades there exists a major gap in the literature with respect to understanding the products that are currently being consumed by patients. The current perspective highlights the lack of relevance within the current literature towards understanding the medical chemistry of the products being consumed. The cannabis industry must rigorously invest into understanding what people are consuming from a chemical composition standpoint. This will inform what compounds in addition to Δ9-tetrahydrocannabinol and cannabidiol may be producing physiologic/therapeutic effects from plant based extracts. Only through real-world evidence and a formalized, granular data collection process within which we know the chemical inputs for patients already using or beginning to use medical cannabis, we can come closer to the ability to provide targeted clinical decision making and design future appropriate randomized controlled trials.
Collapse
Affiliation(s)
- Karim S. Ladha
- Department of Anesthesia and Pain Medicine, University of Toronto, Toronto, ON M5G 1E2, Canada;
- Department of Anesthesia, St, Michael′s Hospital, Toronto, ON M5B 1W8, Canada
- Centre For Cannabinoid Therapeutics, Toronto, ON M5G 2C4, Canada;
| | - Prabjit Ajrawat
- Centre For Cannabinoid Therapeutics, Toronto, ON M5G 2C4, Canada;
- Department of Anesthesia, Toronto General Hospital, Toronto, ON M5G 2C4, Canada
| | - Yi Yang
- Centre for Molecular Design and Preformulations and Krembil Research Institute, University Health Network, Toronto, ON M5G 1L7, Canada;
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Hance Clarke
- Department of Anesthesia and Pain Medicine, University of Toronto, Toronto, ON M5G 1E2, Canada;
- Centre For Cannabinoid Therapeutics, Toronto, ON M5G 2C4, Canada;
- Department of Anesthesia, Toronto General Hospital, Toronto, ON M5G 2C4, Canada
- Transitional Pain Service, Toronto General Hospital, Toronto, ON M5G 2C4, Canada
- Correspondence: ; Tel.: +1-416-340-4800-5679; Fax: +1-416-340-3698
| |
Collapse
|
14
|
Romero P, Peris A, Vergara K, Matus JT. Comprehending and improving cannabis specialized metabolism in the systems biology era. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2020; 298:110571. [PMID: 32771172 DOI: 10.1016/j.plantsci.2020.110571] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Revised: 06/15/2020] [Accepted: 06/19/2020] [Indexed: 06/11/2023]
Abstract
Cannabis sativa is a source of food, fiber and specialized metabolites such as cannabinoids, with psychoactive and pharmacological effects. Due to its expanding and increasingly-accepted use in medicine, cannabis cultivation is acquiring more importance and less social stigma. Humans initiated different domestication episodes whose later spread gave rise to a plethora of landrace cultivars. At present, breeders cross germplasms from different gene pools depending on their specific use. The fiber (hemp) and drug (marijuana) types of C. sativa differ in their cannabinoid chemical composition phenotype (chemotype) and also in the accumulation of terpenoid compounds that constitute a strain's particular flavor and scent. Cannabinoids are isoprenylated polyketides among which cannabidiolic acid (CBDA) and (-)-trans-Δ⁹-tetrahydrocannabinol acid (THCA) have been well-documented for their many effects on humans. Here, we review the most studied specialized metabolic pathways in C. sativa, showing how terpenes and cannabinoids share both part of the isoprenoid pathway and the same biosynthetic compartmentalization (i.e. glandular trichomes of leaves and flowers). We enlist the several studies that have deciphered these pathways in this species including physical and genetic maps, QTL analyses and localization and enzymatic studies of cannabinoid and terpene synthases. In addition, new comparative modeling of cannabinoid synthases and phylogenetic trees are presented. We describe the genome sequencing initiatives of several accessions with the concomitant generation of next-generation genome maps and transcriptomic data. Very recently, proteomic characterizations and systems biology approaches such as those applying network theory or the integration of multi-omics data have increased the knowledge on gene function, enzyme diversity and metabolite content in C. sativa. In this revision we drift through the history, present and future of cannabis research and on how second- and third-generation sequencing technologies are bringing light to the field of cannabis specialized metabolism. We also discuss different biotechnological approaches for producing cannabinoids in engineered microorganisms.
Collapse
Affiliation(s)
- P Romero
- Institute for Integrative Systems Biology, I²SysBio (Universitat de València - CSIC), 46908, Paterna, Valencia, Spain
| | - A Peris
- Institute for Integrative Systems Biology, I²SysBio (Universitat de València - CSIC), 46908, Paterna, Valencia, Spain
| | - K Vergara
- Centro de Estudios del Cannabis, CECANN, Santiago, Chile
| | - J T Matus
- Institute for Integrative Systems Biology, I²SysBio (Universitat de València - CSIC), 46908, Paterna, Valencia, Spain.
| |
Collapse
|
15
|
Bioactive Chemical Composition of Cannabis Extracts and Cannabinoid Receptors. Molecules 2020; 25:molecules25153466. [PMID: 32751516 PMCID: PMC7436063 DOI: 10.3390/molecules25153466] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 07/28/2020] [Accepted: 07/28/2020] [Indexed: 12/31/2022] Open
Abstract
Cannabis is widely used as a therapeutic drug, especially by patients suffering from psychiatric and neurodegenerative diseases. However, the complex interplay between phytocannabinoids and their targets in the human receptome remains largely a mystery, and there have been few investigations into the relationship between the chemical composition of medical cannabis and the corresponding biological activity. In this study, we investigated 59 cannabis samples used by patients for medical reasons. The samples were subjected to extraction (microwave and supercritical carbon dioxide) and chemical analyses, and the resulting extracts were assayed in vitro using the CB1 and CB2 receptors. Using a partial least squares regression analysis, the chemical compositions of the extracts were then correlated to their corresponding cannabinoid receptor activities, thus generating predictive models that describe the receptor potency as a function of major phytocannabinoid content. Using the current dataset, meaningful models for CB1 and CB2 receptor agonism were obtained, and these reveal the insignificant relationships between the major phytocannabinoid content and receptor affinity for CB1 but good correlations between the two at CB2 receptors. These results also explain the anomalies between the receptor activities of pure phytocannabinoids and cannabis extracts. Furthermore, the models for CB1 and CB2 agonism in cannabis extracts predict the cannabinoid receptor activities of individual phytocannabinoids with reasonable accuracy. Here for the first time, we disclose a method to predict the relationship between the chemical composition, including phytocannabinoids, of cannabis extracts and cannabinoid receptor responses.
Collapse
|
16
|
Hammond D. Standard tetrahydrocannabinol units: an idea whose time has come. Addiction 2020; 115:1221-1222. [PMID: 32266745 DOI: 10.1111/add.15035] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 02/24/2020] [Indexed: 01/05/2023]
Affiliation(s)
- David Hammond
- School of Public Health and Health Systems, University of Waterloo, ON, Canada
| |
Collapse
|
17
|
Aliferis KA, Bernard-Perron D. Cannabinomics: Application of Metabolomics in Cannabis ( Cannabis sativa L.) Research and Development. FRONTIERS IN PLANT SCIENCE 2020; 11:554. [PMID: 32457786 PMCID: PMC7225349 DOI: 10.3389/fpls.2020.00554] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 04/14/2020] [Indexed: 05/18/2023]
Abstract
Cannabis (Cannabis sativa L.) is a complex, polymorphic plant species, which produces a vast array of bioactive metabolites, the two major chemical groups being cannabinoids and terpenoids. Nonetheless, the psychoactive cannabinoid tetrahydrocannabinol (Δ 9 -THC) and the non-psychoactive cannabidiol (CBD), are the two major cannabinoids that have monopolized the research interest. Currently, more than 600 Cannabis varieties are commercially available, providing access to a multitude of potent extracts with complex compositions, whose genetics are largely inconclusive. Recently introduced legislation on Cannabis cultivation in many countries represents a great opportunity, but at the same time, a great challenge for Cannabis research and development (R&D) toward applications in the pharmaceutical, food, cosmetics, and agrochemical industries. Based on its versatility and unique capabilities in the deconvolution of the metabolite composition of complex matrices, metabolomics represents an ideal bioanalytical tool that could greatly assist and accelerate Cannabis R&D. Among others, Cannabis metabolomics or cannabinomics can be applied in the taxonomy of Cannabis varieties in chemovars, the research on the discovery and assessment of new Cannabis-based sources of bioactivity in medicine, the development of new food products, and the optimization of its cultivation, aiming for improvements in yield and potency. Although Cannabis research is still in its infancy, it is highly foreseen that the employment of advanced metabolomics will provide insights that could assist the sector to face the aforementioned challenges. Within this context, here, the current state-of-the-art and conceptual aspects of cannabinomics are presented.
Collapse
Affiliation(s)
- Konstantinos A. Aliferis
- Laboratory of Pesticide Science, Agricultural University of Athens, Athens, Greece
- Department of Plant Science, McGill University, Montreal, QC, Canada
| | | |
Collapse
|
18
|
McPartland JM, Small E. A classification of endangered high-THC cannabis (Cannabis sativa subsp. indica) domesticates and their wild relatives. PHYTOKEYS 2020; 144:81-112. [PMID: 32296283 PMCID: PMC7148385 DOI: 10.3897/phytokeys.144.46700] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 02/02/2020] [Indexed: 06/11/2023]
Abstract
Two kinds of drug-type Cannabis gained layman's terms in the 1980s. "Sativa" had origins in South Asia (India), with early historical dissemination to Southeast Asia, Africa, and the Americas. "Indica" had origins in Central Asia (Afghanistan, Pakistan, Turkestan). We have assigned unambiguous taxonomic names to these varieties, after examining morphological characters in 1100 herbarium specimens, and analyzing phytochemical and genetic data from the literature in a meta-analysis. "Sativa" and "Indica" are recognized as C. sativa subsp. indica var. indica and C. sativa subsp. indica var. afghanica, respectively. Their wild-growing relatives are C. sativa subsp. indica var. himalayensis (in South Asia), and C. sativa subsp. indica var. asperrima (in Central Asia). Natural selection initiated divergence, driven by climatic conditions in South and Central Asia. Subsequent domestication drove further phytochemical divergence. South and Central Asian domesticates can be distinguished by tetrahydrocannabinol and cannabidiol content (THC/CBD ratios, ≥7 or <7, respectively), terpenoid profiles (absence or presence of sesquiterpene alcohols), and a suite of morphological characters. The two domesticates have undergone widespread introgressive hybridization in the past 50 years. This has obliterated differences between hybridized "Sativa" and "Indica" currently available. "Strains" alleged to represent "Sativa" and "Indica" are usually based on THC/CBD ratios of plants with undocumented hybrid backgrounds (with so-called "Indicas" often delimited simply on possession of more CBD than "Sativas"). The classification presented here circumscribes and names four taxa of Cannabis that represent critically endangered reservoirs of germplasm from which modern cannabinoid strains originated, and which are in urgent need of conservation.
Collapse
Affiliation(s)
- John M. McPartland
- College of Medicine, University of Vermont, Burlington, Vermont, 05405 USAUniversity of VermontBurlingtonUnited States of America
- GW Pharmaceuticals, Sovereign House, Histon, Cambridge, CB24 9BZ, UKGW PharmaceuticalsCambridgeUnited Kingdom
| | - Ernest Small
- Science and Technology Branch, Agriculture and Agri-Food Canada, Saunders Building, Central Experimental Farm, Ottawa, Ontario K1A 0C6, CanadaAgriculture and Agri-Food CanadaOttawaCanada
| |
Collapse
|
19
|
Vujanovic V, Korber DR, Vujanovic S, Vujanovic J, Jabaji S. Scientific Prospects for Cannabis-Microbiome Research to Ensure Quality and Safety of Products. Microorganisms 2020; 8:E290. [PMID: 32093340 PMCID: PMC7074860 DOI: 10.3390/microorganisms8020290] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 02/15/2020] [Accepted: 02/18/2020] [Indexed: 01/06/2023] Open
Abstract
Cannabis legalization has occurred in several countries worldwide. Along with steadily growing research in Cannabis healthcare science, there is an increasing interest for scientific-based knowledge in plant microbiology and food science, with work connecting the plant microbiome and plant health to product quality across the value chain of cannabis. This review paper provides an overview of the state of knowledge and challenges in Cannabis science, and thereby identifies critical risk management and safety issues in order to capitalize on innovations while ensuring product quality control. It highlights scientific gap areas to steer future research, with an emphasis on plant-microbiome sciences committed to using cutting-edge technologies for more efficient Cannabis production and high-quality products intended for recreational, pharmaceutical, and medicinal use.
Collapse
Affiliation(s)
- Vladimir Vujanovic
- Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada;
| | - Darren R. Korber
- Food and Bioproduct Sciences, University of Saskatchewan, Saskatoon, SK S7N 5A8, Canada;
| | - Silva Vujanovic
- Hospital Pharmacy, CISSS des Laurentides and Université de Montréal-Montreal, QC J8H 4C7, Canada;
| | - Josko Vujanovic
- Medical Imaging, CISSS-Laurentides, Lachute, QC J8H 4C7, Canada;
| | - Suha Jabaji
- Plant Science, McGill University, Ste-Anne-de-Bellevue, QC H9X 3V9, Canada;
| |
Collapse
|
20
|
Vergara D, Huscher EL, Keepers KG, Givens RM, Cizek CG, Torres A, Gaudino R, Kane NC. Gene copy number is associated with phytochemistry in Cannabis sativa. AOB PLANTS 2019; 11:plz074. [PMID: 32010439 PMCID: PMC6986684 DOI: 10.1093/aobpla/plz074] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Accepted: 11/19/2019] [Indexed: 05/22/2023]
Abstract
Gene copy number (CN) variation is known to be important in nearly every species where it has been examined. Alterations in gene CN may provide a fast way of acquiring diversity, allowing rapid adaptation under strong selective pressures, and may also be a key component of standing genetic variation within species. Cannabis sativa plants produce a distinguishing set of secondary metabolites, the cannabinoids, many of which have medicinal utility. Two major cannabinoids-THCA (delta-9-tetrahydrocannabinolic acid) and CBDA (cannabidiolic acid)-are products of a three-step biochemical pathway. Using whole-genome shotgun sequence data for 69 Cannabis cultivars from diverse lineages within the species, we found that genes encoding the synthases in this pathway vary in CN. Transcriptome sequence data show that the cannabinoid paralogs are differentially expressed among lineages within the species. We also found that CN partially explains variation in cannabinoid content levels among Cannabis plants. Our results demonstrate that biosynthetic genes found at multiple points in the pathway could be useful for breeding purposes, and suggest that natural and artificial selection have shaped CN variation. Truncations in specific paralogs are associated with lack of production of particular cannabinoids, showing how phytochemical diversity can evolve through a complex combination of processes.
Collapse
Affiliation(s)
- Daniela Vergara
- Kane Laboratory, Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, USA
| | - Ezra L Huscher
- Kane Laboratory, Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, USA
| | - Kyle G Keepers
- Kane Laboratory, Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, USA
| | | | | | | | | | - Nolan C Kane
- Kane Laboratory, Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, USA
| |
Collapse
|
21
|
Identification of Cannabis sativa L. (hemp) Retailers by Means of Multivariate Analysis of Cannabinoids. Molecules 2019; 24:molecules24193602. [PMID: 31591294 PMCID: PMC6804059 DOI: 10.3390/molecules24193602] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2019] [Revised: 09/27/2019] [Accepted: 10/04/2019] [Indexed: 11/17/2022] Open
Abstract
In this work, the concentration of nine cannabinoids, six neutral cannabinoids (THC, CBD, CBC, CBG, CBN and CBDV) and three acidic cannabinoids (THCA CBGA and CBDA), was used to identify the Italian retailers of Cannabis sativa L. (hemp), reinforcing the idea that the practice of categorizing hemp samples only using THC and CBD is inadequate. A high-performance liquid chromatography/high-resolution mass spectrometry (HPLC-MS/MS) method was developed for screening and simultaneously analyzing the nine cannabinoids in 161 hemp samples sold by four retailers located in different Italian cities. The hemp samples dataset was analyzed by univariate and multivariate analysis with the aim to identify the hemp retailers without any other information on the hemp samples like Cannabis strains, seeds, soil and cultivation characteristics, geographical origin, product storage, etc. The univariate analysis highlighted that the hemp samples could not be differentiated by using any of the nine cannabinoids analyzed. To evaluate the real efficiency of the discrimination among the four hemp retailers a partial least squares discriminant analysis (PLS-DA) was applied. The PLS-DA results showed a very good discrimination between the four hemp retailers with an explained variance of 100% and low classification errors in both calibration (5%) and cross validation (6%). A total of 92% of the hemp samples were correctly classified by the cannabinoid variables in both fitting and cross validation. This work contributed to show that an analytical method coupled with multivariate analysis can be used as a powerful tool for forensic purposes.
Collapse
|