View source for Journal:Accelerated solvent extraction of terpenes in cannabis coupled with various injection techniques for GC-MS analysis

{{Infobox journal article
|name         = 
|image        = 
|alt          = <!-- Alternative text for images -->
|caption      = 
|title_full   = Accelerated solvent extraction of terpenes in cannabis coupled with various injection techniques for GC-MS analysis
|journal      = ''Frontiers in Chemistry''
|authors      = Myers, Colton; Herrington, Jason S.; Hamrah, Paul; Anderson, Kelsey
|affiliations = Restek Corporation, Verity Analytics
|contact      = colton dot myers at restek dot com
|editors      = Gionfriddo, Emanuela
|pub_year     = 2021
|vol_iss      = '''9'''
|at           = 619770
|doi          = [http://doi.org/10.3389/fchem.2021.619770 10.3389/fchem.2021.619770]
|issn         = 2296-2646
|license      = [http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International]
|website      = [https://www.frontiersin.org/articles/10.3389/fchem.2021.619770/full https://www.frontiersin.org/articles/10.3389/fchem.2021.619770/full]
|download     = [https://www.frontiersin.org/articles/10.3389/fchem.2021.619770/pdf https://www.frontiersin.org/articles/10.3389/fchem.2021.619770/pdf] (PDF)
}}

==Abstract==
The [[cannabis]] market is expanding exponentially in the United States. As state-wide [[Legality of cannabis|legalization]] efforts increase, so also do demands for analytical testing methodologies. One of the main tests conducted on cannabis products is the analysis for [[Terpene|terpenes]]. This research focused on implementation of [[accelerated solvent extraction]] (ASE), utilizing surrogate matrix matching, and evaluation of traditional vs. more modern [[Sample (material)|sample]] introduction techniques for analyzing terpenes via [[gas chromatography–mass spectrometry]] (GC-MS). Introduction techniques included headspace syringe (HS syringe), HS-[[solid-phase microextraction]] Arrow (HS-SPME Arrow), direct immersion-SPME Arrow (DI-SPME Arrow), and liquid injection syringe (LI syringe). The LI syringe approach was deemed the most straightforward and robust method, with terpene working ranges of 0.04–5.12 μg/mL; ''r''<sup>2</sup> values of 0.988–0.996 (0.993 average); limit of quantitation values of 0.017–0.129 μg/mL (0.047 average); analytical precisions of 2.58–9.64% RSD (1.56 average); overall ASE-LI-syringe-GC-MS method precisions of 1.73–14.6% RSD (4.97 average); and % recoveries of 84.6–98.9% (90.2 average) for the 23 terpenes of interest. Sample [[workflow]]s and results are discussed, with an evaluation of the advantages/limitations of each approach and opportunities for future work.

'''Keywords''': accelerated solvent extraction (ASE), terpenes, solid-phase microextraction (SPME), solid-phase microextraction Arrow (SPME Arrow), gas chromatography–mass spectrometry (GC-MS)

==Introduction==
The legal [[cannabis]] market is one of the fastest growing markets across the globe. In 2019, cannabis use for [[Cannabis (drug)|medicinal]] purposes in the United States generated $4 billion to $4.9 billion in sales, compared to the adult-use estimates between $6.6 billion and $8.1 billion.<ref name="Stelton-HoltmeierChart20">{{cite web |url=https://mjbizdaily.com/chart-nationwide-sales-of-adult-use-cannabis-further-eclipse-those-of-medical-marijuana/ |title=Chart: Nationwide sales of adult-use cannabis further eclipse those of medical marijuana |author=Stelton-Holtmeier, J. |work=Marijuana Business Daily |date=25 August 2020 |accessdate=31 August 2020}}</ref> As the United States and additional countries continue to [[Legality of cannabis|legalize]] the use of medicinal and recreational cannabis, analytical testing demands increase. A 2020 report by Market Data Forecast valued the global cannabis testing market at $1,218.0 million in 2019 and estimated it to be growing at a compound annual growth rate (CAGR) of 12.42%.<ref name="MDFGlobal20">{{cite web |url=https://www.marketdataforecast.com/market-reports/cannabis-testing-market |title=Chart: Nationwide sales of adult-use cannabis further eclipse those of medical marijuana |work-Market Data Forecast |date=February 2020 |accessdate=31 August 2020}}</ref> The market is projected to almost double at $2,187.3 million by 2024.<ref name="MDFGlobal20" /> Of the examinations conducted in cannabis testing [[Laboratory|laboratories]], [[terpene]] profiling is a popular analysis, regardless of state regulations. 

Terpenes are a naturally occurring set of organic compounds, which are commonly found in plants, and are typically strong in odor.<ref name="NuutinenMedicinal18">{{cite journal |title=Medicinal properties of terpenes found in ''Cannabis sativa'' and ''Humulus lupulus'' |journal=European Journal of Medicinal Chemistry |author=Nuutinen, T. |volume=157 |pages=198–228 |year=2018 |doi=10.1016/j.ejmech.2018.07.076 |pmid=30096653}}</ref> Terpenes are made up of isoprene units and are classified by the number of their isoprene units.<ref name="NuutinenMedicinal18" /> The two types of terpenes that are commonly analyzed in the cannabis testing industry are monoterpenes, which have two isoprene units, and sesquiterpenes, which have three isoprene units. Over 100 terpenes have been identified in different cannabis chemical varieties (chemovars).<ref name="CalviCompre18">{{cite journal |title=Comprehensive quality evaluation of medical ''Cannabis sativa'' L. inflorescence and macerated oils based on HS-SPME coupled to GC–MS and LC-HRMS (q-exactive orbitrap) approach |journal=Journal of Pharmaceutical and Biomedical Analysis |author=Calvi, L.; Pentimalli, D.; Panseri, S. et al. |volume=150 |pages=208–19 |year=2018 |doi=10.1016/j.jpba.2017.11.073}}</ref> Each cannabis chemovar has its own unique terpene profile, giving consumers different aromas, flavors, and experiences depending on the chemovar they use. According to Russo ''et al.'', terpenes play a major role in the [[entourage effect]], which is the synergistic interaction between phytocannabinoids and terpenoids with respect to treating numerous ailments (e.g., depression).<ref name="RussoTaming11">{{cite journal |title=Taming THC: Potential cannabis synergy and phytocannabinoid-terpenoid entourage effects |journal=British Journal of Pharmacology |author=Russo, E.B. |volume=163 |issue=7 |pages=1344-64 |year=2011 |doi=10.1111/j.1476-5381.2011.01238.x |pmid=21749363 |pmc=PMC3165946}}</ref> The desire to understand and capitalize on this entourage effect is the motivation for terpene testing in the cannabis industry.

Terpenes have been analyzed in numerous commodities within the food and beverage industry. Previous studies have looked at a variety of [[Matrix (chemical analysis)|matrices]] (e.g., tequila) and have used different analytical techniques (e.g., [[solid-phase microextraction]] [SPME]) to conduct the analysis.<ref name="CalviCompre18" /><ref name="AbilleiraAnAccur10">{{cite journal |title=An accurate quantitative method for the analysis of terpenes in milk fat by headspace solid-phase microextraction coupled to gas chromatography–mass spectrometry |journal=Food Chemistry |author=Abilleira, E.; de Renobales, M.; Nájera, A.I. et al. |volume=120 |issue=4 |pages=1162-1169 |year=2010 |doi=10.1016/j.foodchem.2009.11.050}}</ref><ref name="KupskaComp14">{{cite journal |title=Comprehensive two-dimensional gas chromatography for determination of the terpenes profile of blue honeysuckle berries |journal=Food Chemistry |author=Kupska, M.; Chmiel, T.; Jędrkiewicz, R. et al. |volume=152 |pages=88–93 |year=2014 |doi=10.1016/j.foodchem.2013.11.129 |pmid=24444910}}</ref><ref name="CachoEval15">{{cite journal |title=Evaluation of three headspace sorptive extraction coatings for the determination of volatile terpenes in honey using gas chromatography-mass spectrometry |journal=Journal of Chromatography A |author=Cacho, J.I.; Campillo, N.; Viñas, P. et al. |volume=1399 |pages=18–24 |year=2015 |doi=10.1016/j.chroma.2015.04.041 |pmid=25958092}}</ref><ref name="JeleńAnal15">{{cite journal |title=Analysis of black pepper volatiles by solid phase microextraction-gas chromatography: A comparison of terpenes profiles with hydrodistillation |journal=Journal of Chromatography A |author=Jeleń, H.H.; Gracka, A. |volume=1418 |pages=200–209 |year=2015 |doi=10.1016/j.chroma.2015.09.065 |pmid=26427328}}</ref><ref name="StenersonAnal17">{{cite journal |title=Analysis of Terpenes in Cannabis Using Headspace Solid-Phase Microextraction and GC–MS |journal=LCGC |author=Stenerson, K.K.; Halpenny, M.R. |volume=35 |issue=5 |pages=27–32 |year=2017 |url=https://www.chromatographyonline.com/view/analysis-terpenes-cannabis-using-headspace-solid-phase-microextraction-and-gc-ms}}</ref><ref name="BrownValid19">{{cite journal |title=Validated quantitative cannabis profiling for Canadian regulatory compliance - Cannabinoids, aflatoxins, and terpenes |journal=Analytica Chimica Acta |author=Brown, A.K.; Xia, Z.; Bulloch, P. et al. |volume=1088 |pages=79–88 |year=2019 |doi=10.1016/j.aca.2019.08.042 |pmid=31623719}}</ref><ref name="IbrahimAnal19">{{cite journal |title=Analysis of Terpenes in Cannabis sativa L. Using GC/MS: Method Development, Validation, and Application |journal=Planta Medica |author=Ibrahim, E.A.; Wang, M.; Radwan, M.M. et al. |volume=85 |issue=5 |pages=431–38 |year=2019 |doi=10.1055/a-0828-8387 |pmid=30646402}}</ref><ref name="ShapiraTandem19">{{cite journal |title=Tandem Mass Spectrometric Quantification of 93 Terpenoids in ''Cannabis'' Using Static Headspace Injections |journal=Analytical Chemistry |author=Shapira, A.; Berman, P. Futoran, K. et al. |volume=91 |issue=17 |pages=11425–32 |year=2019 |doi=10.1021/acs.analchem.9b02844 |pmid=31369251}}</ref><ref name="BakroSimul20">{{cite journal |title=Simultaneous determination of terpenes and cannabidiol in hemp (''Cannabis sativa'' L.) by fast gas chromatography with flame ionization detection |journal=Journal of Separation Science |author=Bakro, F.; Jedryczka, M.; Wielgusz, K. et al. |volume=43 |issue=14 |pages=2817–26 |year=2020 |doi=10.1002/jssc.201900822}}</ref><ref name="GaggiottiPiezoelectric20">{{cite journal |title=Piezoelectric peptide-hpDNA based electronic nose for the detection of terpenes; Evaluation of the aroma profile in different Cannabis sativa L. (hemp) samples |journal=Sensors and Actuators B: Chemical |author=Gaggiotti, S.; Palmieri, S.; Pelle, F.D. et al. |volume=308 |at=127697 |year=2020 |doi=10.1016/j.snb.2020.127697}}</ref><ref name="Muñoz-RedondoMulti20">{{cite journal |title=Multivariate optimization of headspace solid-phase microextraction coupled to gas chromatography-mass spectrometry for the analysis of terpenoids in sparkling wines |journal=Talanta |author=Muñoz-Redondo, J.M.; Ruiz-Moreno, M.J.; Puertas, B. et al. |volume=208 |at=120483 |year=2020 |doi=110.1016/j.talanta.2019.120483}}</ref><ref name="NguyenQuant20">{{cite journal |title=Quantitation of Select Terpenes/Terpenoids and Nicotine Using Gas Chromatography-Mass Spectrometry with High-Temperature Headspace Sampling |journal=ACS Omega |author=Nguyen, T.-D.; Riordan-Short, S.; Dang, T.-T.T. et al. |volume=5 |issue=10 |pages=5565-5573 |year=2020 |doi=10.1021/acsomega.0c00384 |pmid=32201850 |pmc=PMC7081649}}</ref><ref name="TernelliInnov20">{{cite journal |title=Innovative methods for the preparation of medical Cannabis oils with a high content of both cannabinoids and terpenes |journal=Journal of Pharmaceutical and Biomedical Analysis |author=Ternelli, M.; Brighenti, V.; Anceschi, L. et al. |volume=186 |at=113296 |year=2020 |doi=10.1016/j.jpba.2020.113296 |pmid=32334134}}</ref><ref name="ZhangOptim20">{{cite journal |title=Optimization and validation of a head space solid-phase microextraction-arrow gas chromatography-mass spectrometry method using central composite design for determination of aroma compounds in Chinese liquor (Baijiu) |journal=Journal of Chromatography A |author=Zhang, X.; Wang, C.; Wang, L. et al. |volume=1610 |at=460584 |year=2020 |doi=10.1016/j.chroma.2019.460584 |pmid=31607446}}</ref> However, only a few studies have shown the analysis of terpenes in cannabis and [[hemp]] matrices (e.g., flower, gummy), and their robustness for compliance laboratories remains uncertain. Calvi ''et al.'', Ternelli ''et al.'', Gaggotti ''et al.'', and Stenerson ''et al.'' did not perform extractions on cannabis and hemp samples; rather, they added the samples directly to a headspace (HS) vial and demonstrated the analysis of terpenes using HS-SPME.<ref name="CalviCompre18" /><ref name="StenersonAnal17" /><ref name="GaggiottiPiezoelectric20" /><ref name="TernelliInnov20" /> Nguyen ''et al.'' utilized a pseudo extraction by adding a solvent to dried material, followed by analysis via headspace [[gas chromatography–mass spectrometry]] (HS-GC-MS).<ref name="NguyenQuant20" /> The five aforementioned studies appear to lack an exhaustive cannabis or hemp extraction, and therefore this calls into question the real-world applicability of these methods. Furthermore, Calvi ''et al.'', Ternelli ''et al.'', Gaggotti ''et al.'', and Stenerson ''et al.'' only focused on profiling the terpenes in the cannabis or hemp matrices studied and therefore only presented qualitative and semi-quantitative data.<ref name="CalviCompre18" /><ref name="StenersonAnal17" /><ref name="GaggiottiPiezoelectric20" /><ref name="TernelliInnov20" />

Bakro ''et al.'', Brown ''et al.'', Ibrahim ''et al.'', and Shapira ''et al.'' extracted cannabis [[Inflorescence|flower]] with [[ethanol]], [[hexane]], [[ethyl acetate]], and [[methanol]], respectively, and provided quantitative results.<ref name="BrownValid19" /><ref name="IbrahimAnal19" /><ref name="ShapiraTandem19" /><ref name="BakroSimul20" /> However, Bakro ''et al.'' only looked at hemp and used a nonspecific gas chromatography with flame-ionization detection (GC-FID) approach, which is cumbersome when attempting to differentiate between coeluting terpenes of interest and matrix interferences.<ref name="BakroSimul20" /> Brown ''et al.'' did not provide method accuracies for all targeted terpenes and reported less than desirable linearities, which fell below an ''r''<sup>2</sup> value of 0.960 for each terpene of interest.<ref name="BrownValid19" />

To date, the most promising methods—presented by Ibrahim ''et al.'' and Shapira ''et al.''—utilize exhaustive cannabis and hemp extraction approaches, followed by GC-MS and reported desirable quantitative results.<ref name="IbrahimAnal19" /><ref name="ShapiraTandem19" /> Ibrahim ''et al.'' and Shapira ''et al.'' used sample introduction techniques like liquid injection without filtration and static headspace GC-MS (SHS-GC-MS), respectively. More importantly, none of the aforementioned studies accounted for matrix effects, as they all used solvent-based calibrations and, due to the complexity and dirtiness of cannabis matrices, this could lead to inaccurate reporting.<ref name="RaposoChall21">{{cite journal |title=Challenges and strategies of matrix effects using chromatography-mass spectrometry: An overview from research versus regulatory viewpoints |journal=TrAC Trends in Analytical Chemistry |author=Raposo, F.; Barceló, D. |volume=134 |at=116068 |year=2021 |doi=10.1016/j.trac.2020.116068}}</ref> In addition, these studies did not evaluate more modern sample extraction approaches [e.g., [[accelerated solvent extraction]] (ASE)] or sample introduction techniques (e.g., direct immersion-SPME Arrow [DI-SPME Arrow]).

The following study was conducted to evaluate more modern sample preparation and introduction techniques and demonstrate their potential value to cannabis compliance testing laboratories in need of guidance for qualitative and quantitative terpenes analysis. In addition, this study evaluated accelerated solvent extraction (ASE 350) of terpenes in cannabis samples, which is commonly used in other markets within the analytical testing industry.<ref name="LigorComp14">{{cite journal |title=Comparative Gas Chromatographic–Mass Spectrometric Evaluation of Hop (Humulus lupulus L.) Essential Oils and Extracts Obtained Using Different Sample Preparation Methods |journal=Food Analytical Methods |author=Ligor, M.; Stankevičius, M.; Wenda-Piesik, A. et al. |volume=7 |pages=1433–42 |year=2014 |doi=10.1007/s12161-013-9767-5}}</ref><ref name="ChiesaAccel17">{{cite journal |title=Accelerated solvent extraction by using an 'in-line' clean-up approach for multiresidue analysis of pesticides in organic honey |journal=Food Additives & Contaminants: Part A |author=Chiesa, L.M.; Labella, G.F.; Panseri, S. et al. |volume=34 |issue=5 |pages=809–18 |year=2017 |doi=10.1080/19440049.2017.1292558 |pmid=28277176}}</ref><ref name="HuSimult20">{{cite journal |title=Simultaneous determination of phthalate diesters and monoesters in soil using accelerated solvent extraction and ultra-performance liquid chromatography coupled with tandem mass spectrometry |journal=Journal of Chromatography A |author=Hu, A.; Qiu, M.; Liu, H. et al. |volume=1626 |at=104366 |year=2020 |doi=10.1016/j.microc.2019.104366}}</ref><ref name="NingAccel20">{{cite journal |title=Accelerated solvent extraction combined with GC–MS: A convenient technique for the determination and compound-specific stable isotope analysis of phthalates in mine tailings |journal=Microchemical Journal |author=Min, N.; Yao, J.; Amde, M. et al. |volume=153 |at=461347 |year=2020 |doi=10.1016/j.chroma.2020.461347 |pmid=32797827}}</ref> Furthermore, to avoid potentially inaccurate reporting, matrix-matched standards were used for calibration. Finally, the more traditional headspace syringe (HS syringe) and liquid injection syringe (LI syringe) approaches were compared to the more modern HS-solid-phase microextraction Arrow (HS-SPME Arrow) and DI-SPME Arrow, which have recently demonstrated enhanced robustness and improved sensitivity over traditional SPME fibers.<ref name="HerringtonHunting20">{{cite journal |title=Hunting Molecules in Complex Matrices with SPME Arrows: A Review |journal=Separations |author=Herrington, J.S.; Gómez-Ríos, G.A.; Myers, C. et al. |volume=7 |issue=1 |at=12 |year=2020 |doi=10.3390/separations7010012}}</ref>

==Experimental==
The following experimental sections describe the detailed procedures utilized during the three main parts of this manuscript: 

1. HS syringe vs. HS-SPME Arrow vs. DI-SPME Arrow for the determination of the preferred sample introduction approach with the use of terpenes in solution;
2. Terpene extraction evaluation for the evaluation of an ideal terpene extraction method for cannabis flower; and
3. Combining the information gathered from the prior two procedures for a final comparison with an existing validated LI syringe technique (i.e., validated with the California Bureau of Cannabis Control [BCC]), outlined in DI-SPME Arrow vs. LI syringe.

===Materials and reagents===
Hop pellets were obtained from the Beverage Factory (San Diego, CA, United States) and stored at −10 °C for one hour. Dried cannabis material was obtained from Cream of the Crop (San Diego, CA, United States) and stored at −10 °C for one hour. Cannabis Terpene Standards #1 and #2 (cat# 34095 and 34096) were purchased from Restek Corporation (Bellefonte, PA, United States). Napthalene-d8 was purchased from Restek Corporation (Bellefonte, PA, United States). Isopropanol (IPA) was purchased from Filtrous (LCMS Grade) and 1.1 mm, 120 µm DVB/PDMS SPME Arrows were purchased from Restek Corporation (Bellefonte, PA, United States).

===HS syringe vs. HS-SPME Arrow vs. DI-SPME Arrow===
The following experiments were conducted to evaluate the differences between HS syringe, HS-SPME Arrow, and DI-SPME Arrow as sample introduction techniques. Each technique was evaluated using Cannabis Terpene Standard #1 and #2 (cat# 34095 and 34096) from Restek Corporation (Bellefonte, PA, United States). Samples were evaluated using the same GC-MS conditions shown in Supplementary Table S1. For the HS syringe and HS-SPME Arrow samples, a standard stock solution was made by diluting both standards into one solution for a final concentration of 5 μg/mL in IPA. Samples were prepared by adding 1.5 g of NaCl to a 20 mL HS vial, followed by 1 mL of 5 μg/mL stock solution and 4 mL of water for a final concentration of 1 μg/mL (see sampling conditions in Supplementary Tables S2, S3). Previous work (results not shown) demonstrated that HS-SPME Arrow analyte responses were higher and more reproducible when using an incubation temperature of 40 °C or less, hence having lower incubation temperature compared to the HS syringe method. The DI-SPME Arrow samples were prepared by diluting both standards into one stock solution for a final concentration of 20 μg/mL. To a 20 mL HS vial, 1 mL of the 20 μg/mL stock solution was added, followed by 19 mL of water for a final concentration of 1 μg/mL (same concentration for HS syringe and HS-SPME Arrow; see sampling conditions in Supplementary Table S3). Each technique was run in triplicate for the initial evaluation of sample introduction techniques.

===Terpene extraction evaluation===
An evaluation of the terpene extraction processes was conducted to understand the advantages and limitations of certain techniques. Extractions using the Dionex Accelerated Solvent Extractor (ASE 350) were compared to a hand-solvent extraction for terpene analysis. Three chemical varieties (chemovars) were used to evaluate both extraction techniques. Cannabis flower was frozen at −10 °C for one hour, then homogenized on a sheet pan with a rolling pin. For ASE 350 extractions, 0.5 g of homogenized cannabis flower was weighed and added to a 10 mL stainless steel ASE 350 cell, and the remaining cell volume was lightly packed with diatomaceous earth. The cell was then extracted using the parameters in Table 1. The extract was then diluted to 12 mL in a graduated cylinder due to both convenience and the fact that this approach achieved the desired data quality objectives of this study (e.g., method precision RSDs <15%). However, future researchers may consider the use of volumetric flasks to achieve better precision. One mL of the cannabis flower extract was added to a 2.5 mL autosampler vial and then analyzed. For hand extractions, 0.5 g of homogenized cannabis flower was weighed and added to a 50 mL centrifuge tube, followed by 12 mL of IPA. Samples were vortexed for three minutes and sonicated at 40 °C for five minutes. Samples were then centrifuged in a Sorvall RT7 Plus centrifuge for three minutes. One mL of the supernatant was added to a 2.5 mL autosampler vial and then analyzed. ASE 350 and hand extractions were analyzed via GC-FID.


[[File:Fig1 Myers FrontChem2021 9.jpg|558px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="558px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 1.''' Accelerated solvent extractor (ASE) parameters for extracting terpenes from hops pellets and cannabis flower</blockquote>
 |- 
|}
|}

===DI-SPME Arrow vs. LI syringe===
Results from the experiments outlined in the prior two steps indicated DI-SPME Arrow was the preferred sample introduction approach, and ASE was the ideal terpene extraction technique for cannabis. This information was then utilized for a comparison to an existing validated LI syringe method. However, the experiments conducted in HS syringe vs. HS-SPME Arrow vs. DI-SPME Arrow were carried out in Pennsylvania, and the use of cannabis flower necessitated a fully licensed laboratory, which was located in California. The DI-SPME Arrow parameters, outlined in Table 2, had been further optimized for terpenes analysis in cannabis and used in the California laboratory; however, they are only slightly different from the initial DI-SPME Arrow parameters, as outlined in Supplementary Table S3. In addition, a gas chromatography–[[tandem mass spectrometry]] (GC-MS/MS) method was used in single quad MS mode in the California laboratory, since single quad MS is more common for this analysis (see parameters in Table 3). Furthermore, a [[selected ion monitoring]] (SIM) method (Supplementary Table S4) was utilized to help eliminate background noise and provide better sensitivity. LI syringe was only evaluated in California using the parameters listed in Table 3.


[[File:Tab2 Myers FrontChem2021 9.jpg|558px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="558px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 2.''' Optimized and final DI-SPME Arrow parameters</blockquote>
 |- 
|}
|}

[[File:Tab3 Myers FrontChem2021 9.jpg|1000px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="1000px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 3.''' Analytical parameters for evaluating terpenes in cannabis with DI-SPME Arrow and LI-Syringe.</blockquote>
 |- 
|}
|}

====Hops pellets and cannabis flower preparation====
Hops pellets were utilized as a terpene-free surrogate to matrix match cannabis flower for the following DI-SPME Arrow vs. LI syringe data: calibration curves, laboratory control samples (LCS), continuing calibration verification (CCV) samples, detection limit, and analytical precision samples. Hops were crushed and homogenized on a sheet pan with a rolling pin. The crushed hops were then cleaned with a proprietary [[solvent]] cleaning process to eliminate the presence of terpenes. Following solvent cleaning, the hops were dried in an oven. For the DI-SPME Arrow and LI syringe method precision experiments, cannabis shake (small pieces of cannabis flower that break off of larger buds) was homogenized and utilized. For the cannabis chemovar experiments, the flower was crushed and homogenized on a sheet pan using a rolling pin.

====Accelerated solvent extractor====
The following DI-SPME Arrow vs. LI syringe experiments were conducted utilizing hops pellets and cannabis flowers, which were extracted using an ASE 350 with the parameters previously shown in Table 1. For all of the following DI-SPME Arrow and LI syringe experiments, either 0.5 g of cleaned hops or 0.5 g of cannabis flower was weighed out and placed into a 10 mL ASE 350 stainless steel extraction cell. Diatomaceous earth was then slowly added and lightly packed to fill the remaining volume in the cell. Samples were then extracted using IPA. Other work has shown that extracting with IPA can lead to poor peak shape for the terpenes of interest.<ref name="KrillAHigh20">{{cite journal |title=A High-Throughput Method for the Comprehensive Analysis of Terpenes and Terpenoids in Medicinal Cannabis Biomass |journal=Metabolites |author=Krill, C.; Rochfort, S.; Spangenberg, G. |volume=10 |issue=7 |at=276 |year=2020 |doi=10.3390/metabo10070276}}</ref> However, IPA gave desirable peak shape for this study and was used because of its cost, convenience, and toxicity relative to other solvents demonstrated for cannabis extractions.

====After ASE processing====
After ASE extraction, all extracts, which were typically between 10 and 11 mL, were brought to a final volume of 12 mL in order to consistently evaluate extracts of the same volume. Using a 3 mL Luer lock syringe with 0.22 µm filter, 3 mL of extract was filtered. For DI-SPME Arrow experiments, 1 mL of the filtered extract was added to 19 mL of LCMS grade water (i.e., 20 mL final volume) in a 20 mL headspace vial. In addition, 20 µL of 100 μg/mL internal standard (ISTD) solution was added. Subsequently, the headspace vial was capped and spun for 10 seconds. For LI syringe experiments, 500 µL of the filtered extract was added to a 2 mL autosampler vial. In addition, 5 µL of the 10 μg/mL ISTD solution was added. Subsequently, the autosampler vial was capped and spun for 10 seconds.

====Terpenes standards and internal standards====
Differences in linear range between DI-SPME Arrow and LI syringe necessitated the use of the different intermediate and ISTD solutions. Intermediate concentrations of 1000 μg/mL and a 10 μg/mL were prepared from the 2,500 μg/mL Terpene Standards 1 and 2. To prepare the 1000 μg/mL intermediate, 400 µL of each terpene standard (i.e., 800 µL total) was added to 200 µL of IPA, then capped and vortexed. The 10 μg/mL intermediate was prepared from the 1000 μg/mL intermediate by adding 10 µL of the 1000 μg/mL intermediate to 990 µL of IPA, then capped and vortexed. A solution of naphthalene-d8 ISTD was made at 100 μg/mL for DI-SPME Arrow experiments and 10 μg/mL for LI syringe experiments.

====DI-SPME Arrow calibration====
For the highest DI-SPME Arrow calibration point (level 7), 153.6 µL of 1000 μg/mL terpene solution was added to hops. Once extracted, the extract was brought to 12 mL with IPA and filtered, thereby reducing calibration level 7–12.8 μg/mL. Intermediate serial dilutions (Supplementary Table S5) were carried out on calibration level 7 to make the other six calibration points. For example, 1500 µL of calibration level 7 was added to 1500 µL of IPA to make calibration level 6. This process was then repeated for the other calibration points. However, the final calibration solutions required a secondary dilution into 20 mL headspace vials (Supplementary Table S6). For example, 1 mL of the calibration level 6 (i.e., 6.4 μg/mL) was added to 19 mL of water (i.e., 20 mL total volume) for a final concentration of 0.32 μg/mL and then spiked with ISTD. For a DI-SPME Arrow CCV equivalent to calibration level 3, calibration 7 filtered extract was diluted with IPA, spiked with ISTD, capped, and vortexed for 10 seconds.

====LI syringe calibration====
For the highest LI syringe calibration point (level 10), 61.4 µL of the 1000 μg/mL terpene solution was added to the hops. Once extracted, the extract was brought to 12 mL with IPA and filtered, thereby reducing calibration level 10 to 5.12 μg/mL. Serial dilutions (Supplementary Table S7) were carried out on calibration level 10 to make the other nine calibration points. For example, 500 µL of calibration level 10 was added to 500 µL of IPA to make calibration level 9. This process was then repeated for the other calibration points. Finally, 5 µL of the 10 μg/mL ISTD solution was added to each calibration vial at levels 2–10, and 10 µL of the 10 μg/mL ISTD solution was added to level 1 given the difference in final volume. After being spiked with ISTD, the vial was capped and spun for 10 seconds. See Supplementary Table S7 for the LI syringe calibration curve.

====Method validation and chemovar experiments====
This section addresses the following method validations: method detection limit (MDL)/limit of quantitation (LOQ), analytical precision, method precision, and % recovery. The DI-SPME Arrow and LI syringe MDLs/LOQs were determined from seven replicate low-level calibration points. In addition, LCSs were run to determine the analytical precision and % recovery of both methods. For a DI-SPME Arrow LCS, 76.8 µL of the 1000 μg/mL intermediate terpene solution was added to hops (equivalent to calibration level 6). For an LI syringe LCS, 384 µL of 10 μg/mL intermediate terpene solution was added to the hops (equivalent to calibration level 6). It is important to note that the LCS represents a separate hops spike and extraction. Furthermore, the DI-SPME Arrow and LI syringe method precisions were determined from seven different aliquots of cannabis shake. Finally, three different chemovars of cannabis flower were evaluated for terpenes with DI-SPME Arrow and LI syringe.

==Results and discussion==
===HS syringe vs. HS-SPME Arrow vs. DI-SPME Arrow===
Initial work compared three different types of sample preparation/introduction techniques for terpene analysis via GC-MS. Techniques were evaluated based on relative compound response using only reference terpene standards. First, the more traditional approach using a HS syringe was compared to HS-SPME Arrow (120 µm DVB/PDMS). As shown in Figure 1, 13 of 23 terpenes were identified using the HS syringe approach. However, this approach was unable to effectively pick up the later eluting and less volatile terpenes, which fall into the sesquiterpene category. When samples were analyzed via HS-SPME Arrow, 23 of 23 terpenes were able to be identified.


[[File:Fig1Act Myers FrontChem2021 9.jpg|782px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="782px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Figure 1.''' Analytical parameters for evaluating terpenes in cannabis with DI-SPME Arrow and LI-Syringe</blockquote>
 |- 
|}
|}

When comparing responses for the 13 terpenes that were able to be identified in both approaches, HS-SPME Arrow had much greater responses than the HS syringe approach. For the terpenes found in both HS techniques, the responses on the SPME Arrow were >10× that of the HS syringe. Both samples were prepared identically and analyzed with the suggested parameters for each technique. When first looking at the HS syringe results, it was unclear if the less volatile sesquiterpenes were partitioning into the HS of the 20 mL vial. However, after analyzing the results for the HS-SPME Arrow and detecting the less volatile compounds, it was confirmed that these compounds are partitioning into the HS of the vial. It is not clear as to where the terpenes were lost (i.e., not transferred efficiently) in the HS syringe process, and it was outside of the scope of this study to determine the root cause. Because the HS-SPME Arrow method was able to identify all of the terpenes in the samples, this approach was chosen to move forward in the study. However, it was desired to see how HS-SPME Arrow compared to DI-SPME Arrow.

HS-SPME Arrow samples and DI-SPME Arrow samples were prepared according to their respective approach, but they were analyzed under the same instrument conditions. Both techniques were able to identify all terpenes within the reference standard samples. However, as shown in Figure 2, terpene samples analyzed via DI-SPME Arrow showed improved responses over HS-SPME Arrow, especially for the higher molecular weight terpenes and also proved to be more reproducible (i.e., provide better precision). Responses for the DI-SPME Arrow averaged 6× greater than that of the HS-SPME Arrow. %RSDs for the HS-SPME Arrow were as high as 76%, while all DI-SPME Arrow %RSDs were ≤15%. Potential limitations of DI-SPME Arrow include shortened fiber lifetime and/or increased matrix exposure; however, given the improved responses and reproducibility, it was selected as the technique to move forward for further method validation and compared against a traditional liquid injection (LI) syringe method.


[[File:Fig2 Myers FrontChem2021 9.jpg|782px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="782px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Figure 2.''' HS-SPME Arrow vs DI-SPME Arrow for terpenes</blockquote>
 |- 
|}
|}

===Hand shakeout vs. accelerated solvent extractor===
Several terpene extraction approaches were considered for the current study. The full evaporative technique (FET), which is popular within the cannabis testing industry, was not evaluated in the current study as this technique’s foundation is HS syringe. Additionally, the results discussed in HS syringe vs. HS-SPME Arrow vs. DI-SPME Arrow demonstrated that HS syringe did not perform as well as HS-SPME Arrow, which was also inferior to DI-SPME Arrow for the analysis of terpenes. Other industries already capitalize on the benefits of ASE 350<ref name="LigorComp14" /><ref name="ChiesaAccel17" /><ref name="HuSimult20" /><ref name="NingAccel20" /> Therefore, a simple hand shakeout solvent extraction method was compared to an ASE 350 extraction method to evaluate the performance of each technique for extracting terpenes from cannabis flower. Three different cannabis chemovars were extracted using both techniques, and the average of their FID responses were determined (Table 4). Both techniques extracted the same 13 terpenes from the cannabis flower. On average, the hand shakeout responses were better than the ASE 350 responses for 11 of the 13 terpenes detected. Given the small sample size, a nonparametric Kruskal-Wallis test was completed to compare the averages and determine if there was a statistical difference between the hand shakeout and ASE 350 approaches. With the exception of [[camphene]] and [[linalool]] (''p'' = 0.050), the Kruskal–Wallis tests indicate a general trend of no statistically significant difference between the hand shakeout and ASE 350 extraction techniques for the 13 detected terpenes.


[[File:Tab4 Myers FrontChem2021 9.jpg|1145px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="1145px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 4.''' Hand shakeout vs. accelerated solvent extraction (ASE 350) for extraction of terpenes from cannabis flower</blockquote>
 |- 
|}
|}

In addition, several factors were considered when selecting the extraction method. The hand shakeout required more use of nonreusable consumables (e.g., centrifuge tubes), making it a “greener” approach. In addition, the cannabis flower hand shakeout technique could potentially differ depending on the lab technician completing the manually intensive hand shakeout extraction. On the contrary, the ASE 350 cells were reused by cleaning after extraction. Furthermore, the extraction consistency that the ASE 350 offers was not user dependent. The lack of statistical significance between the two extraction techniques, coupled with less consumable needs and user variability, leads to utilizing the ASE 350 for all of the following DI-SPME Arrow vs. LI syringe experiments. It is important to note that this was the first study to utilize an ASE 350 for the extraction of terpenes from cannabis. Despite this novel development for the field of cannabis, future studies should consider the further development of the current ASE 350 parameters to optimize extraction efficiency by changing solvent extraction ratios, extraction temperature, etc. In addition, this technique lends itself very well to joint application potential with [[Cannabis (drug)#Varieties and strains|potency]] and/or [[pesticide]]s, therefore making it a very desirable technique.<ref name="RestekFast20">{{cite web |url=https://www.restek.com/en/technical-literature-library/articles/fast-low-solvent-analysis-of-cannabinoids-increases-lab-productivity-and-decreases-solvent-costs/ |title=Fast, Low-Solvent Analysis of Cannabinoids Increases Lab Productivity and Decreases Solvent Costs |publisher=Restek |date=2020 |accessdate=27 April 2021}}</ref>

===Hops for clean surrogate matrix===
An initial comparison of identical calibration curves prepared in 100% IPA and matrix demonstrated matrix effects (MEs).<ref name="RaposoChall21" /> Of the 23 terpenes evaluated, 17 had positive MEs (seven average), as defined by Chambers ''et al.''<ref name="ChambersSystem07">{{cite journal |title=Systematic and comprehensive strategy for reducing matrix effects in LC/MS/MS analyses |journal=Journal of Chromatography B |author=Chambers, E.; Wagrowski-Diehl, D.M.; Lu, Z. et al. |volume=852 |issue=1–2 |pages=22–34 |year=2007 |doi=10.1016/j.jchromb.2006.12.030}}</ref> This observation suggested there was a “soft” signal enhancement for these compounds, which may be the result of matrix-induced [[Chromatography|chromatographic]] response.<ref name="HajslováMatrix03">{{cite journal |title=Matrix effects in (ultra)trace analysis of pesticide residues in food and biotic matrices |journal=Journal of Chromatography A |author=Hajslová, J.; Zrostlíková, J. |volume=1000 |issue=1–2 |pages=181–97 |year=2003 |doi=10.1016/s0021-9673(03)00539-9 |pmid=12877171}}</ref> The remaining six terpenes (linalool, isopulegol, [[geraniol]], [[Caryophyllene|β-caryophyllene]], [[Humulene|α-humulene]], and [[Nerolidol|trans-nerolidol]]) had negative MEs (-18 average), which suggested a “soft” signal suppression. The signal suppression for the aforementioned alcohols is contradictory to the theory of matrix-induced chromatographic response and represents a testament to the complexities of matrix effects. Regardless, these results indicated that cannabis flower MEs were present and therefore a matrix match calibration approach was deemed ideal. However, it was outside the scope of the current manuscript to fully dissect all of the current ME phenomenon associated with cannabis, especially considering the wide array of cannabis matrices. Future researchers are encouraged to expand upon the current start to understanding cannabis MEs.

To date, the cannabis industry has not been utilizing surrogate matrices, despite the fact that studies have demonstrated matrix effects could lead to inaccurate reporting.<ref name="RaposoChall21" /> Due to the numerous types of matrices cannabis testing laboratories analyze, laboratories are forced to become creative when doing matrix matching for their calibrations. Matrix matching for terpenes in cannabis flower represents a particularly tough issue, because similar plant species to cannabis also contain terpenes. In this study, a novel method of cleaning hops was utilized to provide a terpene-free surrogate for matrix matched calibrations. Matrix blanks were run to demonstrate the cleaned hops were free of terpenes and did not contribute to compound responses for the terpenes of interest (Figure 3). This was the first study to utilize cleaned hops as a clean surrogate for cannabis flower, and the following method validation results demonstrate not only that this was a viable technique, but also it produced a desirable outcome (i.e., excellent method performance).


[[File:Fig3 Myers FrontChem2021 9.jpg|941px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="941px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Figure 3.''' Cleaned hops blank (LI syringe) demonstrating terpene-free surrogate matrix</blockquote>
 |- 
|}
|}

===Method performance (DI-SPME Arrow vs. LI syringe)===
Method validation was done in accordance with the California Bureau of Cannabis Control guidelines and regulations.<ref name="CBCC16-42">{{cite web |url=https://bcc.ca.gov/law_regs/cannabis_order_of_adoption.pdf |format=PDF |title=California Code of Regulations Title 16, Division 42, Bureau of Cannabis Control |publisher=Bureau of Cannabis Control |date=2019 |accessdate=01 August 2020}}</ref> Terpenes were analyzed via GC-MS/MS using SIM in single quad MS mode. Single quad MS mode was used to be more representative of most cannabis laboratories, and SIM was used to minimize matrix interferences. All terpenes of interest were resolved using the Rxi-624Sil MS, 30 m × 0.25 mm × 1.4 µm (cat# 13868), as shown in Figure 4.


[[File:Fig4 Myers FrontChem2021 9.jpg|941px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="941px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Figure 4.''' Full separation of 23 terpenes with GC-MS (LI syringe)</blockquote>
 |- 
|}
|}

===DI-SPME Arrow terpene validation===
Terpene method validation was completed for DI-SPME Arrow to evaluate performance and possible implementation into cannabis testing laboratories. Method performance can be seen in Table 5. As shown in Table 5, an average ''r''<sup>2</sup> value of 0.991 was achieved for the terpenes of interest in an average working range of 0.08–0.64 μg/mL. [[Pinene|α-pinene]] had the lowest ''r''<sup>2</sup> value at 0.965. While most compounds had a working range of 0.08–0.64 μg/mL for calibration, a few compounds (e.g., [[Bisabolol|α-bisabolol]]) were able to have expanded ranges from 0.04–0.64 μg/mL and 0.02–0.64 μg/mL. However, two compounds (β-caryophyllene and α-humulene) had shortened ranges from 0.08 to 0.32 μg/mL. The differences in calibration working ranges can be attributed to each individual compound’s ability to ad/absorb to the phase on the SPME Arrow and desorb, which can lead to the compound saturation. When compound saturation occurs within the calibration, the calibration curve will plateau, resulting in poor ''r''<sup>2</sup> values. Previous work looked at higher calibration ranges (>1 μg/mL); however, because the Arrow phase reached its saturation point for this compound class, the calibration range needed to be lowered to a more appropriate linear range. This phenomenon can also be combated by adjusting the parameters (e.g., extraction time, desorption time, etc.), but changing these parameters could then lead to poor results for additional compounds.


[[File:Tab5 Myers FrontChem2021 9.jpg|1145px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="1145px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 5.''' DI-SPME Arrow–GC-MS method validation with ASE extracted cleaned hops matrix match for cannabis</blockquote>
 |- 
|}
|}

An average LOQ of 0.050 μg/mL was achieved for the DI-SPME Arrow method. The LOQ was three times the MDL, which was determined off of seven (''n'' = 7) replicate injections at 0.08 μg/mL. MDLs were calculated as the standard deviation of the seven replicate measurements multiplied by 3.14 (i.e., the Student’s ''t''-value for 99% confidence for seven values). Analytical precision was evaluated using reference standards. Seven replicate injections were made and %RSDs fell below 10% (average = 6.77%) for all terpenes of interest, proving that DI-SPME Arrow has the ability to be a robust analytical technique. In addition to analytical precision, overall method precision (i.e., ASE 350 and DI-SPME Arrow GC-MS) was evaluated by analyzing cannabis shake. Seven shake extractions were made and one sample from each extraction was analyzed to evaluate method precision. As seen in Table 5, there is a variance in %RSDs between the different terpenes of interest, and not all terpenes were detected in the shake. Overall, an average %RSD of 14.89% was achieved for the 17 terpenes detected in the cannabis shake. With 14 of the 17 detected terpenes having acceptable %RSDs (i.e., <30%), the remaining three terpenes (e.g., β-caryophyllene) having borderline unacceptable %RSDs. The % recoveries ranged from 67.2 to 262%, with an average of 95.5%. Three compounds ([[Terpinene|α-terpinene]], terpinolene, and β-caryophyllene) had recoveries outside the acceptable ±30% window and were 262, 172, and 67.2%, respectively.

===Liquid injection syringe terpene validation===
Method performance was evaluated for a LI syringe method and can be seen in Table 6. Over an average calibration working range of 0.04–5.12 μg/mL, an average ''r''<sup>2</sup> of 0.993 was achieved for the 23 terpenes of interest. β-caryophyllene and α-bisabolol had the smallest calibration range spanning from 0.17 to 5.12 μg/mL, but maintained good ''r''<sup>2</sup> values of 0.992 and 0.990, respectively. Twenty-one of the 23 terpenes of interest had an ''r''<sup>2</sup> value of ≥0.990, while the additional two compounds (geraniol and trans-nerolidol) had an ''r''<sup>2</sup> value of 0.988. It is important to note that the LI syringe technique was able to achieve a higher range for the terpenes.


[[File:Tab6 Myers FrontChem2021 9.jpg|1145px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="1145px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 6.''' LI syringe–GC-MS method validation with ASE extracted cleaned hops matrix for cannabis</blockquote>
 |- 
|}
|}

An average LOQ of 0.047 μg/mL was achieved for the LI syringe method, which is nearly identical to the average LOQ achieved for the DI-SPME Arrow method. LOQs for the LI syringe method were calculated identically to what was completed to those for the DI-SPME Arrow method. It should be noted that while the LI syringe method had lower LOQs for the more volatile terpenes of interest, the DI-SPME Arrow method had lower LOQs for the majority of the less volatile terpenes of interest. Analytical precision had an average %RSD of 1.62%, with all compounds below 5%. Improvements were made when looking at method precision via LI syringe vs. DI-SPME Arrow. All terpenes of interest had %RSDs of less than 10%, with the exception of cis-nerolidol (<15%) for method precision. Average %RSD for LI syringe was 4.75%. The % recoveries ranged from 84.6 to 98.9%, with an average of 90.2%. All 23 terpenes of interest fell into the acceptable ±30% window for the LI syringe method.

The aforementioned results are comparable to a previously published study by Ibrahim ''et al.''<ref name="IbrahimAnal19" />, which showed ''r''<sup>2</sup> value of >0.99, %RSDs <15%, recoveries ranging from 67 to 105.7%, MDLs of 0.25 μg/mL, and LOQs of 0.75 μg/mL. The current study was able to build off of the foundation from Ibrahim ''et al.'' and achieved similar ''r''<sup>2</sup> values, %RSDs, and recoveries. However, this study excelled with lower working calibration range and an order of magnitude lower LOQs (0.047 μg/mL average). In addition, this study employed the use of accelerated solvent extraction and matrix matched calibrations.

===Terpene chemovar evaluation with DI-SPME Arrow and LI syringe===
After method validation, the chemical variety (chemovar) of three different cannabis chemovars was evaluated via ASE and both DI-SPME Arrow and LI syringe techniques. Results shown in Table 7 represent the concentration in the sample for Mint Chocolate Chip (i.e., corrected for ASE extraction and dilution). It is important to note that initially three different chemovars (''n'' = 9 total) were evaluated by both DI-SPME Arrow and LI syringe; however, due to SPME Arrow saturation on the first two chemovars, the Mint Chocolate Chip chemovar underwent a secondary 10× dilution of the cannabis extract. From the data collected, several points should be discussed when comparing the two methods. For the DI-SPME Arrow method, 17 of 23 terpenes were identified and 22 of 23 were identified via LI syringe. It should be noted that one compound ([[P-Cymene|p-cymene]]) was not detected (ND) by either technique and should be considered as not present in this chemovar. The DI-SPME Arrow method had several compounds falling outside of the working ranges and several compounds that were ND. It is hypothesized that perhaps the SPME Arrow used for this experiment was reaching the end of its viable lifetime and therefore was not as efficiently adsorbing and/or releasing the terpenes; however, this was not determined. Regardless, the LI syringe appeared to provide better results when analyzing a true sample. Nearly all compounds fell within the LI syringe calibration working ranges and saturation was not an issue.


[[File:Tab7 Myers FrontChem2021 9.jpg|558px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="558px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Table 7.''' Mint Chocolate Chip terpene content determined by DI-SPME Arrow and LI syringe</blockquote>
 |- 
|}
|}

Despite the aforementioned discrepancies, the average concentration for DI-SPME Arrow was 18.3 μg/g, while the LI syringe average concentration was 16.7 μg/g. Comparing the average concentrations specifically, both techniques showed similar concentrations for half of the compounds and divergent concentrations for the other half. More importantly, when comparing the overall terpene profiles of each injection technique, the profiles showed similar results (Figure 5). In particular, both DI-SPME Arrow and LI syringe shared the same top five most abundant compounds, which include α-pinene, β-pinene, D-limonene, linalool, and β-caryophyllene. Granted, α-pinene’s response was almost 2× greater for DI-SPME Arrow, while β-caryophyllene’s response was over 2.5× greater for LI syringe. Alternatively, the percentages for D-limonene and linalool fell within 3% of one another. Note that the other 18 terpenes were summed in the “other” category. The LI syringe had more positive hits for lower concentration terpenes, as its calibration range was lower than the DI-SPME Arrow, hence having the 29% “other” for LI syringe vs. the 15% “other” for DI-SPME Arrow.


[[File:Fig5 Myers FrontChem2021 9.jpg|400px]]
{{clear}}
{| 
 | STYLE="vertical-align:top;"|
{| border="0" cellpadding="5" cellspacing="0" width="400px"
 |-
  | style="background-color:white; padding-left:10px; padding-right:10px;"| <blockquote>'''Figure 5.''' Mint Chocolate Chip terpene profiles determined by DI-SPME Arrow and LI syringe</blockquote>
 |- 
|}
|}

==Conclusions, future work, and recommendations==
The current study demonstrated that DI-SPME Arrow performed better than HS-SPME Arrow; however, both of these approaches outperformed HS syringe for the extraction and analyses of terpenes. A novel method for cleaning hops was developed to provide terpene-free hops utilized as a surrogate for matrix matched calibrations. For the first time, both hops and cannabis flower were extracted with ASE and then utilized for method validation.

Validated methodologies for analyzing terpenes in cannabis flower were developed for both DI-SPME Arrow and liquid injection syringe with GC-MS/MS in single quad mode and selected ion monitoring. Both methods proved to be viable options for the analysis of terpenes in cannabis flower. When comparing the average LOQs of the terpenes of interest, both techniques were near identical. However, results suggest that LI syringe would be the preferred approach for this analysis based on several observations. The LI syringe showed an expanded working calibration range compared to the DI-SPME Arrow, which can be attributed to phase saturation of the SPME Arrow. In addition, better analytical and method precision was achieved by LI syringe. Furthermore, LI syringe appeared to provide a more complete chemovar profile of cannabis flower and at higher concentrations. Lastly, SPME Arrows needed routine replacement due to phase swelling and/or lifetime, a fate which was not shared by LI syringe.

While results indicate that LI syringe is the preferred technique, other factors should be considered for future work. When running LI syringe, more GC maintenance may be needed when compared to the popular HS methods in the cannabis testing industry. This includes inlet consumable changes, analytical column trimming, and MS maintenance, which will come as a result of the matrix being injected into the system. One area not explored in the current work that should be evaluated in future work is instrument uptime for DI-SPME Arrow vs. LI syringe. It is hypothesized that less matrix may be exposed to the GC when running the DI-SPME Arrow method, which in turn may lead to longer instrument uptime and less time and money spent on maintenance.

It is recommended that the scientific cannabis community reconsider utilizing HS-Syringe for the analysis of terpenes in cannabis products, as the current results suggest it is inferior to all of the approaches discussed, especially LI syringe. Therefore, it is also recommend that the full evaporative technique, which is an HS syringe-based approach, also be reassessed in the future. Furthermore, the FET approach is not amenable to splitting samples for other cannabis test methods (e.g., potency), like the ASE method outlined in this study. In addition, it is recommended that future cannabis work continue to evaluate the use of terpene-free hops for surrogate matrix matching of flower. Furthermore, it is recommended that additional cannabis research further the development of ASE methods for the extraction and analysis of terpenes. Under the appropriate conditions, the ASE has the potential to improve laboratory workflows by using one extraction and splitting that extract between multiple analyses in addition to terpene profiling (e.g., potency, pesticides, and mycotoxins). Lastly, it is recommended that this work should be expanded to additional matrices that cannabis testing laboratories frequently analyze (e.g., shatters and waxes), and expand upon the cannabis ME knowledge, which has only begun here. These additional matrices bring new challenges and will need to be addressed to improve the science of cannabis testing.

==Supplementary material==
* [https://ndownloader.figstatic.com/files/27391250 Datasheet 1] (PDF)
* [https://ndownloader.figstatic.com/files/27391253 Datasheet 2] (PDF)

==Acknowledgements==
===Author contributions===
CM started this study by investigating different approaches for analyzing terpenes. CM and JH outlined the research plan, analyzed data, and wrote the manuscript. PH facilitated the research by providing a licensed cannabis testing laboratory to continue the research. KA conducted the experiments outlined by CM and JH at the laboratory owned by PH.

===Data availability statement===
The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.

===Conflict of interest===
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

==References==
{{Reflist|colwidth=30em}}

==Notes==
This presentation is faithful to the original, with only a few minor changes to presentation. Some grammar and punctuation was cleaned up to improve readability. In some cases important information was missing from the references, and that information was added. The original article lists references in alphabetical order; this wiki organizes them by order of appearance, by design.

<!--Place all category tags here-->
[[Category:CannaQAwiki journal articles (added in 2021)]]
[[Category:CannaQAwiki journal articles (all)]]
[[Category:CannaQAwiki journal articles on cannabis research]]
[[Category:CannaQAwiki journal articles on cannabis testing]]