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1.
J Med Toxicol ; 20(2): 205-214, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38436819

ABSTRACT

Digital phenotyping is a process that allows researchers to leverage smartphone and wearable data to explore how technology use relates to behavioral health outcomes. In this Research Concepts article, we provide background on prior research that has employed digital phenotyping; the fundamentals of how digital phenotyping works, using examples from participant data; the application of digital phenotyping in the context of substance use and its syndemics; and the ethical, legal and social implications of digital phenotyping. We discuss applications for digital phenotyping in medical toxicology, as well as potential uses for digital phenotyping in future research. We also highlight the importance of obtaining ground truth annotation in order to identify and establish digital phenotypes of key behaviors of interest. Finally, there are many potential roles for medical toxicologists to leverage digital phenotyping both in research and in the future as a clinical tool to better understand the contextual features associated with drug poisoning and overdose. This article demonstrates how medical toxicologists and researchers can progress through phases of a research trajectory using digital phenotyping to better understand behavior and its association with smartphone usage.


Subject(s)
Substance-Related Disorders , Wearable Electronic Devices , Humans , Smartphone , Syndemic , Phenotype , Substance-Related Disorders/diagnosis , Substance-Related Disorders/epidemiology
2.
JMIR Form Res ; 8: e44717, 2024 Feb 16.
Article in English | MEDLINE | ID: mdl-38363588

ABSTRACT

BACKGROUND: Respiratory rate is a crucial indicator of disease severity yet is the most neglected vital sign. Subtle changes in respiratory rate may be the first sign of clinical deterioration in a variety of disease states. Current methods of respiratory rate monitoring are labor-intensive and sensitive to motion artifacts, which often leads to inaccurate readings or underreporting; therefore, new methods of respiratory monitoring are needed. The PulsON 440 (P440; TSDR Ultra Wideband Radios and Radars) radar module is a contactless sensor that uses an ultrawideband impulse radar to detect respiratory rate. It has previously demonstrated accuracy in a laboratory setting and may be a useful alternative for contactless respiratory monitoring in clinical settings; however, it has not yet been validated in a clinical setting. OBJECTIVE: The goal of this study was to (1) compare the P440 radar module to gold standard manual respiratory rate monitoring and standard of care telemetry respiratory monitoring through transthoracic impedance plethysmography and (2) compare the P440 radar to gold standard measurements of respiratory rate in subgroups based on sex and disease state. METHODS: This was a pilot study of adults aged 18 years or older being monitored in the emergency department. Participants were monitored with the P440 radar module for 2 hours and had gold standard (manual respiratory counting) and standard of care (telemetry) respiratory rates recorded at 15-minute intervals during that time. Respiratory rates between the P440, gold standard, and standard telemetry were compared using Bland-Altman plots and intraclass correlation coefficients. RESULTS: A total of 14 participants were enrolled in the study. The P440 and gold standard Bland-Altman analysis showed a bias of -0.76 (-11.16 to 9.65) and an intraclass correlation coefficient of 0.38 (95% CI 0.06-0.60). The P440 and gold standard had the best agreement at normal physiologic respiratory rates. There was no change in agreement between the P440 and the gold standard when grouped by admitting diagnosis or sex. CONCLUSIONS: Although the P440 did not have statistically significant agreement with gold standard respiratory rate monitoring, it did show a trend of increased agreement in the normal physiologic range, overestimating at low respiratory rates, and underestimating at high respiratory rates. This trend is important for adjusting future models to be able to accurately detect respiratory rates. Once validated, the contactless respiratory monitor provides a unique solution for monitoring patients in a variety of settings.

3.
J Med Toxicol ; 20(1): 31-38, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37917314

ABSTRACT

INTRODUCTION: ∆-8 tetrahydrocannabinol (THC) is a psychoactive cannabinoid and structural isomer of ∆-9 THC that is technically legal under United States Federal law. Commercial ∆-8-THC products being sold are currently unregulated. This study aims to (1) describe the advertising and labeling of Δ-8 THC retail products; (2) compare the advertised amount of Δ-8 THC for each product to that found during independent laboratory analysis; and (3) evaluate the presence and amount of other cannabinoids in those products. METHODS: Twenty ∆-8 THC products were purchased from retail stores in Pittsburgh, PA, USA. Samples were analyzed to determine cannabinoid content using a validated UPLC-MS/MS method. Descriptive statistics were calculated for all variables. Spearman's rank order correlation was calculated for the labeled ∆-8 THC content compared to ∆-8 THC content found on our analysis. Differences in continuous variables were compared using ANOVA, Wilcoxon Rank Sum, or Kruskal-Wallis tests. RESULTS: ∆-8 THC was detected in 95% (N=19) of the sample products. A weakly positive correlation (Spearman's rho =0.40) was found between the advertised ∆-8 THC content and our analysis results. Factors associated with decreased difference in these variables included (1) solid matrix (chocolate, gummies) and (2) absence of a "lab-tested" label. Δ-9 THC was found in 35% (N=7) of the products, and CBD was found in one. CONCLUSION: A majority of the products analyzed contained ∆-8 THC in amounts that could cause intoxication. The range of ∆-8 THC content on independent analysis was wide and weakly correlated to the advertised content. ∆-8 THC, ∆-9 THC, and CBD were the only cannabinoids detected.


Subject(s)
Cannabinoids , Cannabis , Humans , United States , Dronabinol , Chromatography, Liquid , Tandem Mass Spectrometry/methods
4.
Front Public Health ; 11: 1154813, 2023.
Article in English | MEDLINE | ID: mdl-37538275

ABSTRACT

Mainstays of opioid overdose prevention include medications for opioid use disorder (e.g., methadone or buprenorphine) and naloxone distribution. Inadequate access to buprenorphine limits its uptake, especially in communities of color, and people with opioid use disorders encounter multiple barriers to obtaining necessary medications including insurance, transportation, and consistent availability of telephones. UMass Memorial Medical Center and our community partners sought to alleviate these barriers to treatment through the deployment of a mobile addiction service, called the Road to Care. Using this approach, multidisciplinary and interprofessional providers deliver holistic addiction care by centering our patients' needs with respect to scheduling, location, and convenience. This program also extends access to buprenorphine and naloxone among people experiencing homelessness. Additional systemic and individualized barriers encountered are identified, as well as potential solutions for future mobile addiction service utilization. Over a two-year period, we have cared for 1,121 individuals who have accessed our mobile addiction service in over 4,567 encounters. We prescribed buprenorphine/naloxone (Suboxone®) to 330 individuals (29.4% of all patients). We have distributed nearly 250 naloxone kits directly on-site or and more than 300 kits via prescriptions to local pharmacies. To date, 74 naloxone rescue attempts have been reported back to us. We have demonstrated that a community-based mobile addiction service, anchored within a major medical center, can provide high-volume and high-quality overdose prevention services that facilitate engagement with additional treatment. Our experience is described as a case study below.


Subject(s)
Buprenorphine , Drug Overdose , Opioid-Related Disorders , Humans , Community Health Services , Naloxone/therapeutic use , Buprenorphine, Naloxone Drug Combination/therapeutic use , Opioid-Related Disorders/prevention & control , Opioid-Related Disorders/drug therapy , Buprenorphine/therapeutic use , Drug Overdose/drug therapy , Drug Overdose/prevention & control
5.
West J Emerg Med ; 24(2): 236-242, 2023 Feb 22.
Article in English | MEDLINE | ID: mdl-36976598

ABSTRACT

INTRODUCTION: Medications for addiction treatment (MAT) are the evidence-based standard of care for treatment of opioid use disorder (OUD), but stigma continues to surround their use. We conducted an exploratory study to characterize perceptions of different types of MAT among people who use drugs. METHODS: We conducted this qualitative study in adults with a history of non-medical opioid use who presented to an emergency department for complications of OUD. A semi-structured interview that explored knowledge, perceptions, and attitudes toward MAT was administered, and applied thematic analysis conducted. RESULTS: We enrolled 20 adults. All participants had prior experience with MAT. Among participants indicating a preferred treatment modality, buprenorphine was the commonly favored agent. Previous experience with prolonged withdrawal symptoms upon MAT discontinuation and the perception of "trading one drug for another" were common reasons for reluctance to engage in agonist or partial-agonist therapy. While some participants preferred treatment with naltrexone, others were unwilling to initiate antagonist therapy due to fear of precipitated withdrawal. Most participants strongly considered the aversive nature of MAT discontinuation as a barrier to initiating treatment. Participants overall viewed MAT positively, but many had strong preferences for a particular agent. CONCLUSION: The anticipation of withdrawal symptoms during initiation and cessation of treatment affected willingness to engage in a specific therapy. Future educational materials for people who use drugs may focus on comparisons of respective benefits and drawbacks of agonists, partial agonists, and antagonists. Emergency clinicians must be prepared to answer questions about MAT discontinuation to effectively engage patients with OUD.


Subject(s)
Buprenorphine , Opioid-Related Disorders , Substance Withdrawal Syndrome , Adult , Humans , Opiate Substitution Treatment , Opioid-Related Disorders/drug therapy , Buprenorphine/therapeutic use , Emergency Service, Hospital , Substance Withdrawal Syndrome/drug therapy , Analgesics, Opioid/therapeutic use
6.
West J Emerg Med ; 22(2): 339-345, 2021 Feb 08.
Article in English | MEDLINE | ID: mdl-33856321

ABSTRACT

INTRODUCTION: Bystander naloxone distribution is an important component of public health initiatives to decrease opioid-related deaths. While there is evidence supporting naloxone distribution programs, the effects of increasing naloxone availability on the behavior of people who use drugs have not been adequately delineated. In this study we sought to 1) evaluate whether individuals' drug use patterns have changed due to naloxone availability; and 2) explore individuals' knowledge of, access to, experiences with, and perceptions of naloxone. METHODS: We conducted a pilot study of adults presenting to the emergency department whose medical history included non-medical opioid use. Semi-structured interviews were conducted with participants and thematic analysis was used to code and analyze interview transcripts. RESULTS: Ten participants completed the study. All were aware of naloxone by brand name (Narcan) and had been trained in its use, and all but one had either currently or previously possessed a kit. Barriers to naloxone administration included fear of legal repercussions, not having it available, and a desire to avoid interrupting another user's "high." Of the eight participants who reported being revived with naloxone at least once during their lifetime, all described experiencing a noxious physical response and expressed a desire to avoid receiving it again. Furthermore, participants did not report increasing their use of opioids when naloxone was available. CONCLUSIONS: Participants were accepting of and knowledgeable about naloxone, and were willing to administer naloxone to save a life. Participants tended to use opioids more cautiously when naloxone was present due to fears of experiencing precipitated withdrawal. This study provides preliminary evidence countering the unsubstantiated narrative that increased naloxone availability begets more high-risk opioid use and further supports increasing naloxone access.


Subject(s)
Drug Overdose/prevention & control , Drug Users/psychology , Emergency Service, Hospital/statistics & numerical data , Naloxone/therapeutic use , Opioid-Related Disorders , Adult , Female , Health Services Accessibility , Humans , Male , Narcotic Antagonists/therapeutic use , Opioid-Related Disorders/psychology , Opioid-Related Disorders/therapy , Pilot Projects
7.
J Med Toxicol ; 16(4): 405-415, 2020 10.
Article in English | MEDLINE | ID: mdl-32253630

ABSTRACT

INTRODUCTION: Emergency department (ED)-based naloxone distribution programs are a widespread harm reduction strategy. However, data describing the community penetrance of naloxone distributed from these programs are lacking. This study gauges acceptance of naloxone use and monitoring technology among people who use drugs (PWUD), and explores the use of real-time location systems (RTLS) in monitoring naloxone movements. METHODS: A prospective observational study was conducted on a convenience sample of individuals (N = 30) presenting to a tertiary-care academic medical center ED for an opioid-related complaint. A naloxone kit equipped with a low-energy Bluetooth (BLE) tracking system was employed to detect movement of naloxone off the hospital campus as a proxy for community penetrance, followed by a qualitative interview to gauge participant acceptance of naloxone use and monitoring technology. RESULTS: Detection of BLE signals verified transit of 24 distributed naloxone kits off our hospital campus. Three participants whose BLE signals were not captured reported taking their kits with them following discharge, suggesting technological errors occurred; another three participants were lost to follow-up. Qualitative interviews demonstrated that participants accepted ED-based naloxone distribution programs and passive tracking technologies, but revealed concerns regarding hypothetical continuous monitoring systems and problematic interactions with first responders and law enforcement personnel. CONCLUSIONS: Based on acquired BLE signals, 80% of dispensed naloxone kits left the hospital campus. Use of RTLS to passively geolocate naloxone rescue kits is feasible, but detection can be adversely affected by technological errors. PWUD are amenable to transient monitoring technologies but identified barriers to implementation.


Subject(s)
Drug Overdose/drug therapy , Emergency Service, Hospital , Geographic Information Systems , Naloxone/therapeutic use , Narcotic Antagonists/therapeutic use , Opioid Epidemic , Opioid-Related Disorders/drug therapy , Wireless Technology , Adult , Female , Harm Reduction , Humans , Male , Patient Acceptance of Health Care , Program Evaluation , Prospective Studies
8.
Proc Annu Hawaii Int Conf Syst Sci ; 2020: 3366-3375, 2020.
Article in English | MEDLINE | ID: mdl-32021579

ABSTRACT

Respiratory rate is an extremely important but poorly monitored vital sign for medical conditions. Current modalities for respiratory monitoring are suboptimal. This paper presents a proof of concept of a new algorithm using a contactless ultra-wideband (UWB) impulse radar-based sensor to detect respiratory rate in both a laboratory setting and in a two-subject case study in the Emergency Department. This novel approach has shown correlation with manual respiratory rate in the laboratory setting and shows promise in Emergency Department subjects. In order to improve respiratory rate monitoring, the UWB technology is also able to localize subject movement throughout the room. This technology has potential for utilization both in and out of the hospital environments to improve monitoring and to prevent morbidity and mortality from a variety of medical conditions associated with changes in respiratory rate.

9.
Proc Annu Hawaii Int Conf Syst Sci ; 2020: 3488-3496, 2020.
Article in English | MEDLINE | ID: mdl-32015694

ABSTRACT

The opioid epidemic is a growing public health emergency in the United States, with deaths from opioid overdose having increased five-fold since 1999. Emergency departments (EDs) are the primary sites of medical care after near-fatal opioid overdose but are poorly equipped to provide adequate substance use treatment planning prior to discharge. In many underserved locales, limited access to clinicians trained in addiction medicine and behavioral health exacerbates this disparity. In an effort to improve post-overdose care in the ED, we developed a telemedicine protocol to facilitate timely access to substance use disorder evaluations. In this paper, we describe the conception and refinement of the telemedicine program, our experience with the first 20 participants, and potential implications of the platform on health disparities for individuals with opioid use disorder.

10.
J Med Toxicol ; 8(1): 15-32, 2012 Mar.
Article in English | MEDLINE | ID: mdl-22271566

ABSTRACT

Despite their widespread Internet availability and use, many of the new drugs of abuse remain unfamiliar to health care providers. The herbal marijuana alternatives, like K2 or Spice, are a group of herbal blends that contain a mixture of plant matter in addition to chemical grade synthetic cannabinoids. The synthetic cathinones, commonly called "bath salts," have resulted in nationwide emergency department visits for severe agitation, sympathomimetic toxicity, and death. Kratom, a plant product derived from Mitragyna speciosa Korth, has opioid-like effects, and has been used for the treatment of chronic pain and amelioration of opioid-withdrawal symptoms. Salvia divinorum is a hallucinogen with unique pharmacology that has therapeutic potential but has been banned in many states due to concerns regarding its psychiatric effects. Methoxetamine has recently become available via the Internet and is marked as "legal ketamine." Moreover, the piperazine derivatives, a class of amphetamine-like compounds that includes BZP and TMFPP, are making a resurgence as "legal Ecstasy." These psychoactives are available via the Internet, frequently legal, and often perceived as safe by the public. Unfortunately, these drugs often have adverse effects, which range from minimal to life-threatening. Health care providers must be familiar with these important new classes of drugs. This paper discusses the background, pharmacology, clinical effects, detection, and management of synthetic cannabinoid, synthetic cathinone, methoxetamine, and piperazine exposures.


Subject(s)
Alkaloids/toxicity , Cannabinoids/toxicity , Cyclohexanones/toxicity , Cyclohexylamines/toxicity , Mitragyna/toxicity , Piperazines/toxicity , Psychotropic Drugs/toxicity , Salvia/toxicity , Alkaloids/analysis , Alkaloids/pharmacology , Alkaloids/therapeutic use , Cannabinoids/analysis , Cannabinoids/pharmacology , Cannabinoids/therapeutic use , Cyclohexanones/analysis , Cyclohexanones/pharmacology , Cyclohexanones/therapeutic use , Cyclohexylamines/analysis , Cyclohexylamines/pharmacology , Cyclohexylamines/therapeutic use , Humans , Piperazines/analysis , Piperazines/pharmacology , Piperazines/therapeutic use , Psychotropic Drugs/analysis , Psychotropic Drugs/pharmacology , Psychotropic Drugs/therapeutic use
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