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<article xml:lang="en" article-type="research-article" dtd-version="1.4"><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-ta">PLoS One</journal-id><journal-id journal-id-type="iso-abbrev">PLoS One</journal-id><journal-id journal-id-type="pmc-domain-id">440</journal-id><journal-id journal-id-type="pmc-domain">plosone</journal-id><journal-id journal-id-type="nlm-id">101285081</journal-id><journal-id journal-id-type="publisher-id">plos</journal-id><journal-title-group><journal-title>PLOS One</journal-title></journal-title-group><issn pub-type="epub">1932-6203</issn><?publisher_abbrev plos?><publisher><publisher-name>PLOS</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="pmcid">PMC13082621</article-id><article-id pub-id-type="pmcid-ver">PMC13082621.1</article-id><article-id pub-id-type="pmcaid">13082621</article-id><article-id pub-id-type="pmcaiid">13082621</article-id><article-id pub-id-type="pmid">41984762</article-id><article-id pub-id-type="doi">10.1371/journal.pone.0321832</article-id><article-id pub-id-type="publisher-id">PONE-D-25-10793</article-id><article-version article-version-type="pmc-version">1</article-version><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and Health Sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Drugs</subject><subj-group><subject>Cannabinoids</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and Health Sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Behavioral Pharmacology</subject><subj-group><subject>Recreational Drug Use</subject><subj-group><subject>Cannabis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Social Sciences</subject><subj-group><subject>Law and Legal Sciences</subject><subj-group><subject>Regulations</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>People and places</subject><subj-group><subject>Geographical locations</subject><subj-group><subject>North America</subject><subj-group><subject>United States</subject><subj-group><subject>Colorado</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Medicine and Health Sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Drug Research and Development</subject><subj-group><subject>Drug Regulation</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Social Sciences</subject><subj-group><subject>Law and Legal Sciences</subject></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and Life Sciences</subject><subj-group><subject>Plant Science</subject><subj-group><subject>Plant Anatomy</subject><subj-group><subject>Flowers</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and Life Sciences</subject><subj-group><subject>Biochemistry</subject><subj-group><subject>Lipids</subject><subj-group><subject>Oils</subject></subj-group></subj-group></subj-group></subj-group></article-categories><title-group><article-title>Commercial cannabis product testing: Fidelity to labels and regulations</article-title><alt-title alt-title-type="running-head">Commercial Cannabis Product Testing</alt-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-1825-3191</contrib-id><name name-style="western"><surname>Limbacher</surname><given-names initials="SA">Sarah A.</given-names></name><role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role content-type="http://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff001" ref-type="aff">
<sup>1</sup>
</xref><xref rid="cor001" ref-type="corresp">*</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Godbole</surname><given-names initials="S">Suneeta</given-names></name><role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role content-type="http://credit.niso.org/contributor-roles/software/">Software</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role><role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff002" ref-type="aff">
<sup>2</sup>
</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Wrobel</surname><given-names initials="J">Julia</given-names></name><role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role content-type="http://credit.niso.org/contributor-roles/software/">Software</role><role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role><role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff003" ref-type="aff">
<sup>3</sup>
</xref></contrib><contrib contrib-type="author"><contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-5299-9475</contrib-id><name name-style="western"><surname>Mackie</surname><given-names initials="DI">Duncan I.</given-names></name><role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff004" ref-type="aff">
<sup>4</sup>
</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Goldman</surname><given-names initials="S">Stephen</given-names></name><role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role><role content-type="http://credit.niso.org/contributor-roles/software/">Software</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff005" ref-type="aff">
<sup>5</sup>
</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Brooks-Russell</surname><given-names initials="A">Ashley</given-names></name><role content-type="http://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role><role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role><role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role><role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role><role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role><xref rid="aff006" ref-type="aff">
<sup>6</sup>
</xref></contrib></contrib-group><aff id="aff001"><label>1</label>
<addr-line>Colorado School of Public Health, Injury and Violence Prevention Center, Aurora, Colorado, United States of America</addr-line></aff><aff id="aff002"><label>2</label>
<addr-line>Stanford Medicine, Quantitative Sciences Unit, Stanford, California, United States of America,</addr-line></aff><aff id="aff003"><label>3</label>
<addr-line>Emory University, Rollins School of Public Health, Department of Biostatistics and Bioinformatics, Atlanta, Georgia, United States of America</addr-line></aff><aff id="aff004"><label>4</label>
<addr-line>University of Colorado Anschutz Medical Campus, Skaggs School of Pharmacy, MedPharm Holdings LLC, dba Bud &amp; Mary’s, Aurora, Colorado, United States of America</addr-line></aff><aff id="aff005"><label>5</label>
<addr-line>Kaycha Labs, Denver, Coloado, United States of America</addr-line></aff><aff id="aff006"><label>6</label>
<addr-line>Colorado School of Public Health, Injury and Violence Prevention Center, Aurora, Colorado, United States of America</addr-line></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Uba</surname><given-names initials="AI">Abdullahi Ibrahim</given-names></name><role>Editor</role><xref rid="edit1" ref-type="aff"/></contrib></contrib-group><aff id="edit1">
<addr-line>Istanbul Arel University: Istanbul Arel Universitesi, TÜRKIYE</addr-line>
</aff><author-notes><fn fn-type="COI-statement" id="coi001"><p><bold>Competing Interests: </bold>D.I.M. was an employee of MedPharm Holdings (dba Bud &amp; Mary’s) during the study period. D.I.M is a Schedule I U.S. Drug Enforcement Administration (DEA) license holder and MedPharm Holdings is a State of Colorado licensed cannabis research company and a bulk manufacturer of cannabis products for the Colorado adult-use marketplace. MedPharm Holdings has no stake in any products tests in this study.There are no patents, products in development or marketed products associated with this research to declare.</p></fn><corresp id="cor001">* E-mail: <email>sarah.limbacher@cuanschutz.edu</email></corresp></author-notes><pub-date pub-type="epub"><day>15</day><month>4</month><year>2026</year></pub-date><pub-date pub-type="collection"><year>2026</year></pub-date><volume>21</volume><issue>4</issue><issue-id pub-id-type="pmc-issue-id">510740</issue-id><elocation-id>e0321832</elocation-id><history><date date-type="received"><day>19</day><month>3</month><year>2025</year></date><date date-type="accepted"><day>3</day><month>2</month><year>2026</year></date></history><pub-history><event event-type="pmc-release"><date><day>15</day><month>04</month><year>2026</year></date></event><event event-type="pmc-live"><date><day>16</day><month>04</month><year>2026</year></date></event><event event-type="pmc-last-change"><date iso-8601-date="2026-04-20 15:25:19.677"><day>20</day><month>04</month><year>2026</year></date></event></pub-history><permissions><copyright-statement>© 2026 Limbacher et al</copyright-statement><copyright-year>2026</copyright-year><copyright-holder>Limbacher et al</copyright-holder><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/" specific-use="textmining" content-type="ccbylicense">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open access article distributed under the terms of the <ext-link xmlns:xlink="http://www.w3.org/1999/xlink" ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license></permissions><self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pmc-pdf" xlink:href="pone.0321832.pdf"><?pdf-name pone.0321832.pdf?><?pdf-size 230851?><?pdf-md5 c09ea0daacbfd026b4b0e2957ebbf571?><?pdf-image-server-status NEVER_LOAD?><?pdf-cloudpmc-urn urn:app:3552/13082621/c09ea0daacbf/pone.0321832.pdf?></self-uri><self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="pone.0321832.pdf">
</self-uri><related-article xmlns:xlink="http://www.w3.org/1999/xlink" related-article-type="preprint" xml:lang="en" xlink:title="research-article" vol="6" elocation-id="2025.03.14.25323943" journal-id="medRxiv" journal-id-type="nlm-ta" ext-link-type="pmc" xlink:href="PMC11952622"><article-title>Commercial Cannabis Product Testing: Fidelity to Labels and Regulations</article-title><date><day>14</day><month>3</month><year>2025</year></date><elocation-id>2025.03.14.25323943</elocation-id><source>medRxiv</source><pub-id pub-id-type="doi">10.1101/2025.03.14.25323943</pub-id><pub-id pub-id-type="pmcid">PMC11952622</pub-id><pub-id pub-id-type="pmid">40162238</pub-id></related-article><abstract><sec id="sec001"><title>Background</title><p>In Colorado, regulations for recreational and medical cannabis sales require tetrahydrocannabinol (THC) concentration is printed on all products. Labeled THC concentrations can vary by +/-15% of what is in the product. Studies show THC concentrations recorded on product labels are not always reflective of the THC concentration in the cannabis product and there is evidence consumers make purchasing decisions based on label claims.</p></sec><sec id="sec002"><title>Aims</title><p>Explore the accuracy of cannabis product labels and differences between THC label accuracy and product type.</p></sec><sec id="sec003"><title>Design</title><p>Data for this analysis come from a larger observational study of cannabis impairment. N = 74 flower, concentrate, and edible product samples from licensed Colorado dispensaries were collected and independently tested for THC concentration.</p></sec><sec id="sec004"><title>Setting</title><p>This study was conducted in Colorado, in the Denver Metro Area.</p></sec><sec id="sec005"><title>Participants</title><p>Participants in the study voluntarily enrolled and provided one-gram samples of the cannabis they consumed during the study to be independently tested. The cannabis tested for this analysis was donated on a voluntary basis, not all participants chose to donate.</p></sec><sec id="sec006"><title>Measurement</title><p>The main outcomes of interest for this analysis are accuracy of cannabis product labels compared to observed THC content, accuracy in the context of legally allowable variation, and difference between accuracy by product.</p></sec><sec id="sec007"><title>Findings</title><p>Overall, label values were higher than observed values in flower and edible products (p &lt; 0.001) but was not significant for concentrates (p = 0.85). Flower products were observed to be significantly lower on labels versus the 15% legally allowable range (p = 0.04). Concentrate and edible products were not significantly different (p = 0.9 and p = 0.5, respectively).</p></sec><sec id="sec008"><title>Conclusions</title><p>There is tension between legally allowable THC concentration claims on cannabis product labels and how consumers purchase cannabis. As cannabis policy evolves, standards and regulations that ensure accurate THC concentrations are reported on product labels are urgently needed.</p></sec></abstract><funding-group><award-group id="award001"><funding-source>
<institution-wrap><institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100030692</institution-id><institution>Intramural Research Program, National Institute on Drug Abuse</institution></institution-wrap>
</funding-source><award-id>R01DA049800</award-id><principal-award-recipient>
<name name-style="western"><surname>Brooks-Russell</surname><given-names>Ashley</given-names></name>
</principal-award-recipient></award-group><funding-statement>National Institute on Drug Abuse (NIDA R01DA049800). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement></funding-group><counts><fig-count count="0"/><table-count count="1"/><page-count count="8"/></counts><custom-meta-group><custom-meta><meta-name>pmc-status-qastatus</meta-name><meta-value>0</meta-value></custom-meta><custom-meta><meta-name>pmc-status-live</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-status-embargo</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-status-released</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-open-access</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-olf</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-manuscript</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-legally-suppressed</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-pdf</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-has-supplement</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-pdf-only</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-suppress-copyright</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-real-version</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-is-scanned-article</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-preprint</meta-name><meta-value>no</meta-value></custom-meta><custom-meta><meta-name>pmc-prop-in-epmc</meta-name><meta-value>yes</meta-value></custom-meta><custom-meta><meta-name>pmc-license-ref</meta-name><meta-value>CC BY</meta-value></custom-meta><custom-meta id="data-availability"><meta-name>Data Availability</meta-name><meta-value>All relevant data are within the paper and its <xref rid="sec021" ref-type="sec">Supporting Information</xref> files.</meta-value></custom-meta></custom-meta-group></article-meta><notes><title>Data Availability</title><p>All relevant data are within the paper and its <xref rid="sec021" ref-type="sec">Supporting Information</xref> files.</p></notes></front><body><sec sec-type="intro" id="sec009"><title>Introduction</title><p>When cannabis was originally scheduled by the U.S. Drug Enforcement Agency (DEA) and the Food and Drug Administration in 1970, its procurement, use, and sale were heavily associated with illicit use [<xref rid="pone.0321832.ref001" ref-type="bibr">1</xref>]. Cannabis was first legalized for restricted medical use by the state of Colorado 30 years later, in 2000. Since then, U.S. state-level cannabis legality has boomed, with 38 states legalizing cannabis for medical use, 23 states legalizing recreational use, and 9 states starting ‘low tetrahydrocannabinol (THC)’ programs. As of March 2024, cannabis was recommended to be federally re-scheduled from a Schedule I drug to a Schedule III drug [<xref rid="pone.0321832.ref002" ref-type="bibr">2</xref>].</p><p>Despite this widespread legalization in the U.S., regulation of commercially available cannabis products is not universal, with variation between states regarding available products, labeling requirements, and consumer education [<xref rid="pone.0321832.ref003" ref-type="bibr">3</xref>]. Because of its historical, federally illegal status, cannabis has not been regulated by the Food and Drug Administration (FDA). Although the FDA has approved one cannabis-derived drug and three cannabis-related drug products, the agency has not approved a “marketing application” for cannabis to treat illness and does not regulate the drug [<xref rid="pone.0321832.ref004" ref-type="bibr">4</xref>]. The FDA regulates label requirements of legal drugs, and in lieu of federal regulations, cannabis label policies fall to the discretion of the states [<xref rid="pone.0321832.ref005" ref-type="bibr">5</xref>]. The evolution of THC concentration testing and labeling regulations has lagged behind the rapidly growing market and product types, and there are perpetual concerns about product regulation and safety [<xref rid="pone.0321832.ref006" ref-type="bibr">6</xref>]. Of concern to state regulators and consumers alike is the accuracy of product labels, including the concentration of THC, the primary psychoactive component.</p><p>Label accuracy is an element of product regulation that refers to how well a label represents the content of the product (i.e., accurate representation of THC content). A 2022 study found that there is a lack of uniform labeling practices across states with legal cannabis [<xref rid="pone.0321832.ref005" ref-type="bibr">5</xref>]. The same study found that, on average, states have 16.7 different required label attributes and that there is no relationship between years of legal status and labeling requirements. Uniformity in labeling guidelines (as with food labels) promotes awareness of product content and how labels may be interpreted.</p><p>One aspect of labeling is THC concentration and the associated permitted variability in concentration. In Colorado, the regulations for label claims for any cannabinoid that has a 2.5 milligram serving or more may be within plus or minus 15% of the concentration actually contained in the product (i.e., cannabis flower that is labeled as 30% THC may actually contain 25.5% to 34.5%). Products with less than 2.5 milligrams per serving may be within +/- 40% of what is reported on the label [<xref rid="pone.0321832.ref007" ref-type="bibr">7</xref>]. These regulations were based on plausible variations in concentration, with consideration of other relevant industries and laboratory testing procedures. Other states’ regulations on legally allowable concentration variation are informative. For example, the state of California requires labels to be within +/- 10% of the observed THC concentration [<xref rid="pone.0321832.ref008" ref-type="bibr">8</xref>,<xref rid="pone.0321832.ref009" ref-type="bibr">9</xref>]. Massachusetts’s law states that cannabis labels are required to display “the amount of delta-nine-tetrahydrocannabinol (∆9-THC) in the package and in each serving” of a marijuana product as expressed in absolute terms and as a percentage of volume [<xref rid="pone.0321832.ref010" ref-type="bibr">10</xref>].</p><p>Limited empirical research has reported independent test results of the THC concentration in products available in the commercial marketplace. In a study of the accuracy of cannabis flower labels in Colorado, researchers tested a sample of N = 23 different products and found that 78% of the products were over-labeled (i.e., labeled as having an average of 15% higher THC concentration than was found in independent testing) [<xref rid="pone.0321832.ref006" ref-type="bibr">6</xref>]. In a study of label accuracy of cannabis edibles from California and Washington, Vandrey et al. also found that 60% of products in their study were labeled as having higher THC content than was observed in the product [<xref rid="pone.0321832.ref011" ref-type="bibr">11</xref>]. These studies show that product labels may consistently inflate the actual THC concentration in the product [<xref rid="pone.0321832.ref006" ref-type="bibr">6</xref>,<xref rid="pone.0321832.ref011" ref-type="bibr">11</xref>]. This is important because data also show that people rely on reported concentration for purchasing and dosing decisions [<xref rid="pone.0321832.ref012" ref-type="bibr">12</xref>]. A major gap in these a priori studies is the absence of testing extracted or concentrate products, including edibles, oils, and concentrates (e.g., dabs, shatter, wax, resin), which make up 30% of the legal market [<xref rid="pone.0321832.ref013" ref-type="bibr">13</xref>,<xref rid="pone.0321832.ref014" ref-type="bibr">14</xref>].</p><p>The aim of this study was to determine the accuracy of cannabis product labels with respect to THC content among a diverse set of samples of cannabis products (e.g., flower, edibles, and concentrates) purchased in Colorado retail or medical dispensaries as part of a larger study. We explored THC accuracy in the context of product labels and Colorado state regulations. Further, we explore differences between in accuracy by product type.</p></sec><sec sec-type="materials|methods" id="sec010"><title>Materials and methods</title><sec id="sec011"><title>Data collection</title><p>From February 20<sup>th</sup> 2023 to May 6<sup>th</sup> 2024, cannabis product samples were collected as part of a larger study on the acute effects of cannabis use. Participants in the study provided written consent and during that time were asked if they were willing to bring in the cannabis products that they typically use and were asked if they would provide one gram for independent THC concentration testing. These products were purchased from legal dispensaries in Colorado, and participants were asked to bring the products in their original packaging.</p><p>Details of the product label were recorded by research staff, including the following: THC and CBD concentration, batch number, date of sale, dispensary information, and other relevant license numbers. During informed consent, participants were asked if they were willing to donate a sample of approximately one gram of the cannabis, they brought in to be independently tested for THC concentration. Cannabis sample donations were weighed, packaged, and placed into a locked safe by participants. For edibles, this typically consisted of 1 gummy, and for participants who vape, this typically consisted of a full cartridge for a vape pen. Our lab was compliant with university, state, and federal regulations for collecting cannabis samples from research subjects. These included but were not limited to research staff not handling any donated samples, samples not being stored at the lab overnight, working with an approved third party to transfer samples for testing, working with a lab approved to do this testing. A third party contracted by our research team retrieved the samples from the research site on the day of donation/data collection. Next, the sample was entered into the METRC system for tracking and then stored at minus 5 degrees Celsius. Periodically, samples were transported to a state-certified laboratory for testing. The Colorado Multiple Institutional Review Board approved study procedures.</p></sec><sec id="sec012"><title>Cannabis sample testing</title><p>All samples were stored at 5 Celsius during transit and checked in on arrival at the laboratory at room temperature and were subsampled within 24 hours of receipt for concentration analysis. Concentration testing was performed using high-performance liquid chromatography with a diode-array detection (HPLC-DAD) system. All testing and procedures were validated according to ICH Q2 guidelines, and all procedures were audited previously by the Colorado Department of Health and Environment (CDPHE) as well as the Marijuana Enforcement Division (MED). Samples were separated in the Laboratory Information Management System (LIMS) by the license they originated from and the manifest number.</p><p>High Pressure Liquid Chromatography was used to quantitate all cannabinoids identified in this study. Due to the fact that cannabinoids are non-polar and completely soluble in alcohol, extraction was performed in alcohol. Extractions took place for a minimum of 30 minutes during which samples were shaken and sonicated. Flower and edible samples were filtered with 0.2 µm while concentrate samples were not filtered. Samples were passed through a reverse-phase C18 column to achieve separation and detection was performed with a diode array detector. Each test batch included recovery controls and may not be reported unless all quality control (QC) passes. QC types are blanks, calibration curves, CCVs, ICVs, Laboratory Control Samples (LCS), and sample duplicates. The limit of quantitation (LOQ) for CBD was 4.3 ppm, THC was 3.0 ppm, and THCA was 6.0 ppm. If cannabinoids were not observed above the LOQ level, then they were not included in this study’s analysis.</p></sec><sec id="sec013"><title>Statistical analysis</title><p>Statistical analyses were performed using R (version 4.4.1). Given that the data were not normally distributed, the Wilcoxon signed-rank test, a non-parametric alternative to the paired t-test, was employed to assess differences between sample THC values and what was reported on the label. Differences between label and observed values in the context of legally allowable variation were also tested. Results are presented as median values with interquartile ranges (IQRs), and a significance level of α = 0.05 was used to determine statistical significance. P-values were post-hoc corrected for multiple comparisons using a Bonferroni adjustment.</p></sec></sec><sec sec-type="results" id="sec014"><title>Results</title><sec id="sec015"><title>Cannabis and testing characteristics</title><p>A total of 74 samples were provided by study participants and independently tested (<xref rid="pone.0321832.s001" ref-type="supplementary-material">S1 Fig</xref>). Products tested include edibles, e.g., gummies, powders; n = 29, flower products, e.g., whole flower, joints; n = 35, and concentrate products in an oil or solid form, e.g., vaporizer cartridge, ‘shatter’; n = 10 (<xref rid="pone.0321832.s003" ref-type="supplementary-material">S1 Table</xref>).</p><p>We also report the days from the date of sale of the cannabis product (the date that the participant purchased their cannabis product from the dispensary) and the date of testing (the date that our lab performed product concentration testing). Mean days from purchase to testing were 26.23 days, 15.45 days, and 2.9 days for edibles, flower, and concentrates respectively (<xref rid="pone.0321832.s004" ref-type="supplementary-material">S2 Table</xref>). <xref rid="pone.0321832.s002" ref-type="supplementary-material">S</xref><xref rid="pone.0321832.s002" ref-type="supplementary-material">2 Fig</xref> shows the scatterplot relationship between difference between label THC and tested THC against days from purchase to testing, grouped by product type. Visually, there does not appear to be a strong relationship between THC difference and days since purchase.</p></sec><sec id="sec016"><title>Observed THC vs. Labeled THC</title><p>We compared THC concentrations reported on labels to observed THC concentrations from laboratory testing by product type. As shown in <xref rid="pone.0321832.t001" ref-type="table">Table 1</xref>, concentrate products had observed THC concentrations that were not significantly different from the label claims (p = 1.0). Although not statistically significant, the concentrate products had a median difference of −2.17% (95% CI: −6.12%, 9.24%) THC between label claims and observed THC concentration. The median observed label claim for concentrate products was 74.2% THC concentration as compared to 72.6% for the laboratory-observed THC concentration.</p><table-wrap position="float" id="pone.0321832.t001" orientation="portrait"><object-id pub-id-type="doi">10.1371/journal.pone.0321832.t001</object-id><label>Table 1</label><caption><title>Difference between label and observed THC concentration by product type.</title></caption><alternatives><graphic xmlns:xlink="http://www.w3.org/1999/xlink" id="pone.0321832.t001g" position="float" orientation="portrait" xlink:href="pone.0321832.t001.jpg"><?image-name pone.0321832.t001.jpg?><?image-size 73007?><?image-md5 346ae9d59062095799f03a765cdc2b83?><?image-image-server-status LOAD_COMPLETED?><?image-original-height 872?><?image-original-width 4500?><?image-scaled-height 145?><?image-scaled-width 750?><?image-cloudpmc-urn urn:cdn:blobs/3552/13082621/346ae9d59062/pone.0321832.t001.jpg?><?thumb-name pone.0321832.t001.gif?><?thumb-size 11481?><?thumb-md5 23d8cd9ae8082fff2eacfc409ce4fea6?><?thumb-image-server-status NEVER_LOAD?><?thumb-scaled-height 39?><?thumb-scaled-width 200?><?thumb-cloudpmc-urn urn:cdn:blobs/3552/13082621/23d8cd9ae808/pone.0321832.t001.gif?></graphic><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" rowspan="1" colspan="1">Product Type (n = 74)</th><th align="left" rowspan="1" colspan="1">Labeled THC<break/>Median (IQR)</th><th align="left" rowspan="1" colspan="1">Observed THC<break/>Median (IQR)</th><th align="left" rowspan="1" colspan="1">Difference<break/>Median (95% CI)</th><th align="left" rowspan="1" colspan="1">Difference Mean (Range)</th><th align="left" rowspan="1" colspan="1">p</th><th align="left" rowspan="1" colspan="1">p (+/-15%)</th></tr></thead><tbody><tr><td align="left" rowspan="1" colspan="1">Edible (n = 29)</td><td align="left" rowspan="1" colspan="1">10.0 (10.0, 10.0)</td><td align="left" rowspan="1" colspan="1">9.13 (7.85, 10.36)</td><td align="left" rowspan="1" colspan="1">1.22 (0.68, 3.17)</td><td align="left" rowspan="1" colspan="1">2.33 (−1.3, 15.42)</td><td align="left" rowspan="1" colspan="1">0.0013</td><td align="left" rowspan="1" colspan="1">1.00</td></tr><tr><td align="left" rowspan="1" colspan="1">Flower (n = 35)</td><td align="left" rowspan="1" colspan="1">23.12 (20.38, 25.04)</td><td align="left" rowspan="1" colspan="1">18.08 (16.46, 19.77)</td><td align="left" rowspan="1" colspan="1">4.25 (2.83, 5.96)</td><td align="left" rowspan="1" colspan="1">4.34 (−11.13, 14.44)</td><td align="left" rowspan="1" colspan="1">&lt;.001</td><td align="left" rowspan="1" colspan="1">0.014</td></tr><tr><td align="left" rowspan="1" colspan="1">Concentrate (n = 10)</td><td align="left" rowspan="1" colspan="1">74.3 (70.17, 75.88)</td><td align="left" rowspan="1" colspan="1">72.61 (64.96, 79.22)</td><td align="left" rowspan="1" colspan="1">−2.17 (−6.12, 9.24)</td><td align="left" rowspan="1" colspan="1">1.32 (−16.17, 16.44)</td><td align="left" rowspan="1" colspan="1">1.00</td><td align="left" rowspan="1" colspan="1">1.00</td></tr></tbody></table></alternatives><table-wrap-foot><fn id="t001fn001"><p>Note. The first test compares the label to the observed THC concentration. The second test compared the observed THC concentration to +/- 15% state, allowed variability in labeled concentration. IQR is the interquartile range. P-values are adjusted for multiple comparisons using a Bonferroni correction.</p></fn></table-wrap-foot></table-wrap><p>Flower and edible products had label claims that were significantly different than the values observed in testing for this study (p &lt; .001 and p = 0.0013, respectively) (<xref rid="pone.0321832.t001" ref-type="table">Table 1</xref>.). In flower products, there was a median difference of 4.25% (95% CI: 2.83%, 5.96%) between label claims and observed THC concentration, with label claims being greater than the observed concentration. Median label claims for flower products were 23.1% THC concentration as compared to the median observed THC concentration of 18.1%.</p><p>For edibles, there was a median difference of 1.22 mg (95% CI: 0.68 mg, 3.17 mg) between label claims and observed THC concentration in edible products, with label claims being greater than the observed concentration. The median observed label claim for edible products was 9.3 mg THC, as compared to the median label claim of 10 mg THC (<xref rid="pone.0321832.t001" ref-type="table">Table 1</xref>, <xref rid="pone.0321832.s003" ref-type="supplementary-material">S1 Table</xref>.).</p></sec><sec id="sec017"><title>Observed THC and state regulations</title><p>We further tested if label claims were significantly different from the + /-15% variation permitted by Colorado law. Overall, concentrate and edible products were not significantly different than allowable variation (p = 1.00 and p = 1.00, respectively) (<xref rid="pone.0321832.t001" ref-type="table">Table 1</xref>.). Only flower products had observed THC concentrations that were significantly different (p = .014; <xref rid="pone.0321832.t001" ref-type="table">Table 1</xref>).</p><p>These results are further illustrated by <xref rid="pone.0321832.s001" ref-type="supplementary-material">S1 Fig</xref>, which shows THC concentrations by product type and includes shading that represents the permitted + /-15% variation.</p></sec></sec><sec sec-type="conclusions" id="sec018"><title>Discussion</title><p>This study independently tested a range of cannabis products purchased from cannabis dispensaries in Colorado. This study is consistent with the limited studies that have examined this, which have been conducted in several different states, that find cannabis flower and edible products may not be accurately labeled and do not always reflect observed THC concentrations [<xref rid="pone.0321832.ref006" ref-type="bibr">6</xref>,<xref rid="pone.0321832.ref011" ref-type="bibr">11</xref>]. Corroboration of previous findings is significant and suggests that THC concentration in cannabis products is inaccurately marketed across a number of products. Our findings extend prior research by including extracted and concentrate products (e.g., edibles, vape cartridges, shatter) and included edibles that are reflective of the current market, which are widely available, and make up a large component of the market [<xref rid="pone.0321832.ref015" ref-type="bibr">15</xref>,<xref rid="pone.0321832.ref016" ref-type="bibr">16</xref>].</p><p>Cannabis concentrate products are sometimes purported to have risk of greater public health concerns, such as the potential for greater adverse events associated with higher dose [<xref rid="pone.0321832.ref017" ref-type="bibr">17</xref>], perhaps an unexpected positive side effect of the extraction process is the potential for greater accuracy of product labeling. Although our study found some concentrate products (n = 4) were not labeled within Colorado state regulations, a higher proportion of this category of cannabis products were within the margin of allowable variation.</p><p>Label accuracy may be a particularly relevant concern for individuals using cannabis for medical purposes, in which the accuracy of labeling to produce desired and therapeutic effects is a driving motivation for choice of product. There is evidence that people who use cannabis for medical symptom management may purchase products from the recreational or the medical market [<xref rid="pone.0321832.ref018" ref-type="bibr">18</xref>]. These individuals may purchase from either retail or medical sources when both options are available in their state, and thus, product label accuracy is a priority regardless of medical or retail status [<xref rid="pone.0321832.ref018" ref-type="bibr">18</xref>]. This should be of interest to policymakers because medical cannabis use is prevalent in the United States due to the fact that an estimated 3.8 million people are registered as medical cannabis patients [<xref rid="pone.0321832.ref019" ref-type="bibr">19</xref>].</p><p>There are significant challenges to product testing, particularly with flower products. The inherent variability in a plant means there will be variability within and between flower buds produced by a plant and its clone. In Colorado, state regulations dictate how flower buds are sampled (e.g., 5 samples must be taken totaling 2.5 grams of total mass for harvest batches smaller than one pound) and that these samples are combined and tested as a single test sample representative of the entire pound of material [<xref rid="pone.0321832.ref020" ref-type="bibr">20</xref>].</p><sec id="sec019"><title>Limitations</title><p>There are limitations of the study that should be noted. First, there may be some degradation in THC concentration the longer the flower product is stored after harvest [<xref rid="pone.0321832.ref021" ref-type="bibr">21</xref>]. Flower products, in particular, may have degraded in concentration related to the length of storage or storage conditions, biasing the results toward larger differences in labeling versus testing. This is not only a limitation of our study but an overall challenge for flower product testing and labeling. Our study does not examine minor cannabinoids (e.g., CBG, CBD, CBNA);, future directions for research would include studies that focus on CBD dominant product. Limited information about the duration participants had products before collection is a limitation of the study. Another limitation is that we did not systematically sample dispensaries or products. Instead, we tested products provided by participants for the purposes of a larger research study focused on cannabis impairment. As a result, our findings may not be generalizable to the Colorado dispensary market.</p></sec></sec><sec sec-type="conclusions" id="sec020"><title>Conclusion</title><p>There are no universal guidelines for cannabis labeling requirements and variability in state testing and label reporting. This is of concern based on consumer and regulator interest in THC concentrations. We found that across product types (flower, edibles, concentrates), there were differences between labeled and lab-tested THC concentrations, with a pattern that packages reported higher THC levels than were found in products. This systematic pattern of over-labeling cannabis products found by our study and others suggest that differences between product labels and observed THC may not just be biological variability. Rather, they reflect systematic forces and incentives in the marketplace, which lead to over-labeling. With rescheduling on the horizon, it is imperative to strategize ways to incentivize federal regulators (like the FDA) to create cannabis label requirements. In lieu of federal regulation, it is necessary to engage state-level regulators to facilitate the evolution of policy that requires cannabis labels to be reliable and accurate.</p></sec><sec id="sec021" sec-type="supplementary-material"><title>Supporting information</title><supplementary-material id="pone.0321832.s001" position="float" content-type="local-data" orientation="portrait"><label>S1 Fig</label><caption><title>Observed THC Product Concentration in the Context of Legally Allowable Variation.</title><p>Legend: The green bands on the graphs represent the allowable + /- 15% variation in concentration.</p><p>(PDF)</p></caption><media xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="pone.0321832.s001.pdf" position="float" orientation="portrait"><?suppdata-name pone.0321832.s001.pdf?><?suppdata-size 155669?><?suppdata-md5 dda3996687c5309ea7d0cc68a448d9db?><?suppdata-image-server-status NEVER_LOAD?><?suppdata-mime-type application?><?suppdata-mime-sub-type pdf?><?suppdata-cloudpmc-urn urn:app:3552/13082621/dda3996687c5/pone.0321832.s001.pdf?></media></supplementary-material><supplementary-material id="pone.0321832.s002" position="float" content-type="local-data" orientation="portrait"><label>S2 Fig</label><caption><title>Number of Days Between Purchasing Cannabis Product and Testing of THC Concentration by Difference between Labeled and Tested THC Concentration.</title><p>Legend: Samples were frozen after collection.</p><p>(PDF)</p></caption><media xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="pone.0321832.s002.pdf" position="float" orientation="portrait"><?suppdata-name pone.0321832.s002.pdf?><?suppdata-size 126606?><?suppdata-md5 283148a9e6364e22141442570b55421e?><?suppdata-image-server-status NEVER_LOAD?><?suppdata-mime-type application?><?suppdata-mime-sub-type pdf?><?suppdata-cloudpmc-urn urn:app:3552/13082621/283148a9e636/pone.0321832.s002.pdf?></media></supplementary-material><supplementary-material id="pone.0321832.s003" position="float" content-type="local-data" orientation="portrait"><label>S1 Table</label><caption><title>THC concentration by edible subtype.</title><p>Legend: N = 7 participants did not have product type listed.</p><p>(PDF)</p></caption><media xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="pone.0321832.s003.pdf" position="float" orientation="portrait"><?suppdata-name pone.0321832.s003.pdf?><?suppdata-size 61510?><?suppdata-md5 06ff99e5614bde8acc5b44b169555322?><?suppdata-image-server-status NEVER_LOAD?><?suppdata-mime-type application?><?suppdata-mime-sub-type pdf?><?suppdata-cloudpmc-urn urn:app:3552/13082621/06ff99e5614b/pone.0321832.s003.pdf?></media></supplementary-material><supplementary-material id="pone.0321832.s004" position="float" content-type="local-data" orientation="portrait"><label>S2 Table</label><caption><title>Days from purchase of cannabis product to testing.</title><p>(PDF)</p></caption><media xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="pone.0321832.s004.pdf" position="float" orientation="portrait"><?suppdata-name pone.0321832.s004.pdf?><?suppdata-size 56641?><?suppdata-md5 3e68c418734a4e1d249ec716a5b4925e?><?suppdata-image-server-status NEVER_LOAD?><?suppdata-mime-type application?><?suppdata-mime-sub-type pdf?><?suppdata-cloudpmc-urn urn:app:3552/13082621/3e68c418734a/pone.0321832.s004.pdf?></media></supplementary-material></sec></body><back><ack><p>We would like to acknowledge and thank all staff and participants who made this study possible.</p></ack><ref-list><title>References</title><ref id="pone.0321832.ref001"><label>1</label><mixed-citation publication-type="other">Hudak J. 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