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Grabenauer M, Vikingsson S, Olson RA, Lyons FE, Davis LS, Hayes ED, Flegel RR. Systematic web monitoring of drug test subversion strategies in the United States. Drug Test Anal 2024. [PMID: 38520174 DOI: 10.1002/dta.3671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 02/06/2024] [Accepted: 02/14/2024] [Indexed: 03/25/2024]
Abstract
As negative drug tests are frequently a condition for employment, some people who use drugs will try to subvert the testing. In this study, systematic web monitoring was used to investigate how drug test subversion is discussed online. Posts pertaining to drug test subversion were obtained from public websites and the dark web (n = 634, July-December 2021). Most information from public websites came from Twitter (65%), and 94% of dark web posts were from Reddit. The posts were manually coded to extract quantitative and qualitative information about drug test subversion tactics. Most posts discussed urine drug tests (85%), followed by hair (11%) and oral fluid (2%), and the most discussed drugs were marijuana (72%) and cocaine (7.3%). Urine drug test subversion mainly pertained to specimen substitution, with synthetic urine or urine from another person. Another strategy was to mask diluted urine by ingesting creatine. Urine adulteration was rarely discussed. Hair test subversion involved harsh treatments with products such as bleach, baking soda, and/or detergent. Hair removal was also discussed. Oral fluid test subversion focused on removing drugs from the oral cavity through vigorous brushing of teeth and tongue as well as the use of mouthwash, hydrogen peroxide, gum, and commercial detox products. This study highlights subversion strategies used by donors. Although little evidence was provided as to the effectiveness of these strategies, this information may help guide future studies and development of specimen validity testing to minimize the impact of drug test subversion attempts.
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Affiliation(s)
- Megan Grabenauer
- Center for Forensic Science Advancement and Application, RTI International, Research Triangle Park, North Carolina, USA
| | - Svante Vikingsson
- Center for Forensic Science Advancement and Application, RTI International, Research Triangle Park, North Carolina, USA
| | - Richard A Olson
- Rocky Mountain Poison and Drug Safety, Denver, Colorado, USA
| | - Faith E Lyons
- Rocky Mountain Poison and Drug Safety, Denver, Colorado, USA
| | - Lisa S Davis
- Division of Workplace Programs, Substance Abuse and Mental Health Services Administration, Rockville, Maryland, USA
| | - Eugene D Hayes
- Division of Workplace Programs, Substance Abuse and Mental Health Services Administration, Rockville, Maryland, USA
| | - Ronald R Flegel
- Division of Workplace Programs, Substance Abuse and Mental Health Services Administration, Rockville, Maryland, USA
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Lee IH, Kim SY, Park S, Ryu JG, Je NK. Impact of the Narcotics Information Management System on Opioid Use Among Outpatients With Musculoskeletal and Connective Tissue Disorders: Quasi-Experimental Study Using Interrupted Time Series. JMIR Public Health Surveill 2024; 10:e47130. [PMID: 38381481 PMCID: PMC10918548 DOI: 10.2196/47130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 09/09/2023] [Accepted: 01/07/2024] [Indexed: 02/22/2024] Open
Abstract
BACKGROUND Opioids have traditionally been used to manage acute or terminal pain. However, their prolonged use has the potential for abuse, misuse, and addiction. South Korea introduced a new health care IT system named the Narcotics Information Management System (NIMS) with the objective of managing all aspects of opioid use, including manufacturing, distribution, sales, disposal, etc. OBJECTIVE This study aimed to assess the impact of NIMS on opioid use. METHODS We conducted an analysis using national claims data from 45,582 patients diagnosed with musculoskeletal and connective tissue disorders between 2016 and 2020. Our approach included using an interrupted time-series analysis and constructing segmented regression models. Within these models, we considered the primary intervention to be the implementation of NIMS, while we treated the COVID-19 outbreak as the secondary event. To comprehensively assess inappropriate opioid use, we examined 4 key indicators, as established in previous studies: (1) the proportion of patients on high-dose opioid treatment, (2) the proportion of patients receiving opioid prescriptions from multiple providers, (3) the overlap rate of opioid prescriptions per patient, and (4) the naloxone use rate among opioid users. RESULTS During the study period, there was a general trend of increasing opioid use. After the implementation of NIMS, significant increases were observed in the trend of the proportion of patients on high-dose opioid treatment (coefficient=0.0271; P=.01) and in the level of the proportion of patients receiving opioid prescriptions from multiple providers (coefficient=0.6252; P=.004). An abrupt decline was seen in the level of the naloxone use rate among opioid users (coefficient=-0.2968; P=.04). While these changes were statistically significant, their clinical significance appears to be minor. No significant changes were observed after both the implementation of NIMS and the COVID-19 outbreak. CONCLUSIONS This study suggests that, in its current form, the NIMS may not have brought significant improvements to the identified indicators of opioid overuse and misuse. Additionally, the COVID-19 outbreak exhibited no significant influence on opioid use patterns. The absence of real-time monitoring feature within the NIMS could be a key contributing factor. Further exploration and enhancements are needed to maximize the NIMS' impact on curbing inappropriate opioid use.
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Affiliation(s)
- Iyn-Hyang Lee
- College of Pharmacy, Yeungnam University, Gyeongsan, Republic of Korea
| | - So Young Kim
- Department of Pharmacy, Kosin University Gospel Hospital, Busan, Republic of Korea
| | - Susin Park
- College of Pharmacy, Woosuk University, Wanju, Republic of Korea
| | - Jae Gon Ryu
- Department of Pharmacy, Sungkyunkwan University Samsung Changwon Hospital, Changwon, Republic of Korea
| | - Nam Kyung Je
- College of Pharmacy, Pusan National University, Busan, Republic of Korea
- Research Institute for Drug Development, Pusan National University, Busan, Republic of Korea
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Carabot F, Fraile-Martínez O, Donat-Vargas C, Santoma J, Garcia-Montero C, Pinto da Costa M, Molina-Ruiz RM, Ortega MA, Alvarez-Mon M, Alvarez-Mon MA. Understanding Public Perceptions and Discussions on Opioids Through Twitter: Cross-Sectional Infodemiology Study. J Med Internet Res 2023; 25:e50013. [PMID: 37906234 PMCID: PMC10646670 DOI: 10.2196/50013] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 08/24/2023] [Accepted: 09/05/2023] [Indexed: 11/02/2023] Open
Abstract
BACKGROUND Opioids are used for the treatment of refractory pain, but their inappropriate use has detrimental consequences for health. Understanding the current experiences and perceptions of patients in a spontaneous and colloquial environment regarding the key drugs involved in the opioid crisis is of utmost significance. OBJECTIVE The study aims to analyze Twitter content related to opioids, with objectives including characterizing users participating in these conversations, identifying prevalent topics and gauging public perception, assessing opinions on drug efficacy and tolerability, and detecting discussions related to drug dispensing, prescription, or acquisition. METHODS In this cross-sectional study, we gathered public tweets concerning major opioids posted in English or Spanish between January 1, 2019, and December 31, 2020. A total of 256,218 tweets were collected. Approximately 27% (69,222/256,218) were excluded. Subsequently, 7000 tweets were subjected to manual analysis based on a codebook developed by the researchers. The remaining databases underwent analysis using machine learning classifiers. In the codebook, the type of user was the initial classification domain. We differentiated between patients, family members and friends, health care professionals, and institutions. Next, a distinction was made between medical and nonmedical content. If it was medical in nature, we classified it according to whether it referred to the drug's efficacy or adverse effects. In nonmedical content tweets, we analyzed whether the content referred to management issues (eg, pharmacy dispensation, medical appointment prescriptions, commercial advertisements, or legal aspects) or the trivialization of the drug. RESULTS Among the entire array of scrutinized pharmaceuticals, fentanyl emerged as the predominant subject, featuring in 27% (39,997/148,335 posts) of the tweets. Concerning user categorization, roughly 70% (101,259/148,335) were classified as patients. Nevertheless, tweets posted by health care professionals obtained the highest number of retweets (37/16,956, 0.2% of their posts received over 100 retweets). We found statistically significant differences in the distribution concerning efficacy and side effects among distinct drug categories (P<.001). Nearly 60% (84,401/148,335) of the posts were devoted to nonmedical subjects. Within this category, legal facets and recreational use surfaced as the most prevalent themes, while in the medical discourse, efficacy constituted the most frequent topic, with over 90% (45,621/48,777) of instances characterizing it as poor or null. The opioid with the greatest proportion of tweets concerning legal considerations was fentanyl. Furthermore, fentanyl was the drug most frequently offered for sale on Twitter, while methadone generated the most tweets about pharmacy delivery. CONCLUSIONS The opioid crisis is present on social media, where tweets discuss legal and recreational use. Opioid users are the most active participants, prioritizing medication efficacy over side effects. Surprisingly, health care professionals generate the most engagement, indicating their positive reception. Authorities must monitor web-based opioid discussions to detect illicit acquisitions and recreational use.
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Affiliation(s)
- Federico Carabot
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
| | - Oscar Fraile-Martínez
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Madrid, Spain
| | - Carolina Donat-Vargas
- Institute for Global Health, Barcelona, Spain
- Centro de Investigación Biomédica en Red | Epidemiología y Salud Pública (CIBER) Epidemiología y Salud Pública, Madrid, Spain
- Cardiovascular and Nutritional Epidemiology, Unit of Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden
| | - Javier Santoma
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Madrid, Spain
- Filament Consultancy Group, London, United Kingdom
| | - Cielo Garcia-Montero
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Madrid, Spain
| | - Mariana Pinto da Costa
- South London and Maudsley NHS Foundation Trust, London, United Kingdom
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Rosa M Molina-Ruiz
- Department of Psychiatry and Mental Health, San Carlos Clinical University Hospital, IdiSSC, Madrid, Spain
| | - Miguel A Ortega
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
| | - Melchor Alvarez-Mon
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Madrid, Spain
- Immune System Diseases-Rheumatology and Internal Medicine Service, University Hospital Príncipe de Asturias, Centro de Investigación Biomédica en Red | Enfermedades Hepáticas y Digestivas (CIBEREHD), Alcalá de Henares, Spain
| | - Miguel Angel Alvarez-Mon
- Department of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain
- Ramón y Cajal Institute of Sanitary Research, Madrid, Spain
- Department of Psychiatry and Mental Health, Hospital Universitario Infanta Leonor, Madrid, Spain
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Mirabella J, Ravi D, Chiew AL, Buckley NA, Chan BS. Prescribing trend of tapentadol in a Sydney local health district. Br J Clin Pharmacol 2022; 88:3929-3935. [PMID: 35763675 PMCID: PMC9544395 DOI: 10.1111/bcp.15448] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 05/29/2022] [Accepted: 06/07/2022] [Indexed: 11/28/2022] Open
Abstract
AIMS Tapentadol, an opioid with mu-opioid receptor agonism and noradrenaline reuptake inhibition, has been increasingly used in Australia since 2011. However, data on hospital prescribing trends and indications are scarce. This study aimed to investigate hospital prescribing trends of tapentadol, oxycodone and tramadol in a Sydney local health district (LHD) and the indications for tapentadol hospital prescriptions in an Australian tertiary hospital. METHODS We analysed 5-year patient dispensing for tapentadol, oxycodone and tramadol from four hospitals in a Sydney LHD with data expressed as oral morphine equivalents (OME). We also conducted a retrospective review of 140 and 54 patients prescribed tapentadol at a tertiary hospital's surgical and spinal units in 2020. RESULTS Over 5 years in the Sydney LHD, there was a 19.5% reduction in total dispensing of these opioids from 1 225 210 to 986 477.5 OME milligrams. Decreases were specifically for oxycodone (-37.8% immediate-release, -65.2% sustained-release) and tramadol (-74.6% immediate-release, -70.1% sustained-release). Contrastingly, hospital prescriptions of tapentadol immediate-release increased by 223.2% between 2018-19 and 2020-21 while sustained-release increased by 17.9% from 2016-17 to 2020-21. By 2020-21, tapentadol overtook oxycodone to become the most prescribed opioid in the Sydney LHD (51.4%). At the hospital's surgical units, 137 (97.9%) patients were prescribed tapentadol for acute post-operative pain with the majority (54.0%) prescribed both immediate-release and sustained-release tapentadol, while 71.1% were prescribed for neuropathic pain in the spinal units. CONCLUSION In a Sydney LHD, tapentadol prescriptions increased significantly to become the preferred opioid analgesic. At the hospital's surgical units, off-label prescriptions of tapentadol sustained-release for acute post-operative pain were observed.
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Affiliation(s)
| | - Deepa Ravi
- PharmacyPrince of Wales HospitalRandwickNSWAustralia
| | - Angela L. Chiew
- Faculty of MedicineUniversity of New South WalesRandwickNSWAustralia
- Department of Emergency Medicine, Clinical Toxicology UnitPrince of Wales HospitalRandwickNSWAustralia
| | | | - Betty S. Chan
- Faculty of MedicineUniversity of New South WalesRandwickNSWAustralia
- Department of Emergency Medicine, Clinical Toxicology UnitPrince of Wales HospitalRandwickNSWAustralia
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Chan BS, Mirabella J, Allen K, Berling I, Chiew AL, Isoardi K, Brown J, Isbister G. Tapentadol exposures and poisonings in Australia. Clin Toxicol (Phila) 2022; 60:1063-1066. [PMID: 35670823 DOI: 10.1080/15563650.2022.2074857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
INTRODUCTION Tapentadol is an atypical opioid with mu-receptor affinity and noradrenaline reuptake inhibition approved for use in Australia in 2011. However, data on tapentadol poisoning are scarce. OBJECTIVES To investigate tapentadol poisonings and related deaths in Australia. METHODS We performed a retrospective review of tapentadol poisonings from New South Wales Poisons Information Centre (NSWPIC) and three toxicology units in Australia. The National Coronial Information System (NCIS) database was searched to determine the number of tapentadol-related deaths. RESULTS Between 2016 and 2020, 220 tapentadol calls were made to NSWPIC, with a 4.5-fold increase in tapentadol exposure calls. The median dose ingested was 575 mg (IQR: 300-1163 mg). Most overdoses included co-ingestions (75%), especially benzodiazepines (26%) and opioids (25%). From Jan 2016 to Dec 2021, 107 patients presented to the three toxicology units with tapentadol poisoning. The median dose ingested was 500 mg (IQR: 200-1400 mg). Most patients took co-ingestants (84%), including benzodiazepines (40%) and opioids (32%). Naloxone was administered in 39 patients (36%), 10 (9%) were intubated and the median length of stay was 18 h (IQR: 9-30). Thirty-five tapentadol-related deaths were recorded within NCIS between Jan 2015 and Oct 2021 with a median age of 51 years (IQR: 42-61 years). CONCLUSION There are increasing tapentadol poisonings and deaths reported to the NSWPIC, three toxicology units, and NCIS in Australia. Most tapentadol poisonings were taken with benzodiazepines and/or other opioids.
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Affiliation(s)
- Betty S Chan
- Clinical Toxicology Unit, Emergency Department, Prince of Wales Hospital, Sydney, Australia.,New South Wales Poisons Information Centre, Sydney, Australia.,University of New South Wales, Sydney, Australia
| | | | - Katherine Allen
- Clinical Toxicology Unit, Princess Alexandra Hospital, Brisbane, Australia
| | - Ingrid Berling
- New South Wales Poisons Information Centre, Sydney, Australia.,Department of Clinical Toxicology, Calvary Mater Newcastle, Newcastle, Australia
| | - Angela L Chiew
- Clinical Toxicology Unit, Emergency Department, Prince of Wales Hospital, Sydney, Australia.,New South Wales Poisons Information Centre, Sydney, Australia.,University of New South Wales, Sydney, Australia
| | - Katherine Isoardi
- New South Wales Poisons Information Centre, Sydney, Australia.,Clinical Toxicology Unit, Princess Alexandra Hospital, Brisbane, Australia
| | - Jared Brown
- New South Wales Poisons Information Centre, Sydney, Australia
| | - Geoffrey Isbister
- New South Wales Poisons Information Centre, Sydney, Australia.,Department of Clinical Toxicology, Calvary Mater Newcastle, Newcastle, Australia
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