Majid Afshar, Emma J Graham Linck, Alexandra B Spicer, John Rotrosen, Elizabeth M Salisbury-Afshar, Pratik Sinha, Matthew W Semler, Matthew M Churpek
{"title":"Machine Learning-Driven Analysis of Individualized Treatment Effects Comparing Buprenorphine and Naltrexone in Opioid Use Disorder Relapse Prevention.","authors":"Majid Afshar, Emma J Graham Linck, Alexandra B Spicer, John Rotrosen, Elizabeth M Salisbury-Afshar, Pratik Sinha, Matthew W Semler, Matthew M Churpek","doi":"10.1097/ADM.0000000000001313","DOIUrl":"10.1097/ADM.0000000000001313","url":null,"abstract":"<p><strong>Objective: </strong>A trial comparing extended-release naltrexone and sublingual buprenorphine-naloxone demonstrated higher relapse rates in individuals randomized to extended-release naltrexone. The effectiveness of treatment might vary based on patient characteristics. We hypothesized that causal machine learning would identify individualized treatment effects for each medication.</p><p><strong>Methods: </strong>This is a secondary analysis of a multicenter randomized trial that compared the effectiveness of extended-release naltrexone versus buprenorphine-naloxone for preventing relapse of opioid misuse. Three machine learning models were derived using all trial participants with 50% randomly selected for training (n = 285) and the remaining 50% for validation. Individualized treatment effect was measured by the Qini value and c-for-benefit, with the absence of relapse denoting treatment success. Patients were grouped into quartiles by predicted individualized treatment effect to examine differences in characteristics and the observed treatment effects.</p><p><strong>Results: </strong>The best-performing model had a Qini value of 4.45 (95% confidence interval, 1.02-7.83) and a c-for-benefit of 0.63 (95% confidence interval, 0.53-0.68). The quartile most likely to benefit from buprenorphine-naloxone had a 35% absolute benefit from this treatment, and at study entry, they had a high median opioid withdrawal score ( P < 0.001), used cocaine on more days over the prior 30 days than other quartiles ( P < 0.001), and had highest proportions with alcohol and cocaine use disorder ( P ≤ 0.02). Quartile 4 individuals were predicted to be most likely to benefit from extended-release naltrexone, with the greatest proportion having heroin drug preference ( P = 0.02) and all experiencing homelessness ( P < 0.001).</p><p><strong>Conclusions: </strong>Causal machine learning identified differing individualized treatment effects between medications based on characteristics associated with preventing relapse.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"511-519"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11446670/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141081337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Carly Taylor, Vanessa Loukas, Jasmine Muwonge, Jessica L Taylor, Joseph Boyle
{"title":"Early Surgical Excision of Necrotic Tissue Following Unintentional Dermal Injection of Extended-Release Buprenorphine.","authors":"Carly Taylor, Vanessa Loukas, Jasmine Muwonge, Jessica L Taylor, Joseph Boyle","doi":"10.1097/ADM.0000000000001327","DOIUrl":"10.1097/ADM.0000000000001327","url":null,"abstract":"<p><strong>Introduction: </strong>Extended-release subcutaneous buprenorphine is an increasingly common treatment for opioid use disorder. Serious adverse events are rare and may be poorly understood. This report describes an early surgical intervention to address tissue necrosis resulting from misplaced subcutaneous buprenorphine injection. We review identifying characteristics that distinguish the necrotic reaction from other adverse effects of subcutaneous buprenorphine and offer guidance to continue treatment with subcutaneous buprenorphine.</p><p><strong>Case report: </strong>A 33-year-old patient returned to clinic within an hour of his buprenorphine injection, reporting pain and skin changes unlike his previous injections. Non blanching erythema consistent with early necrosis was evident, and the patient was referred for surgical removal of his buprenorphine depot. The patient had uncomplicated healing of the surgical site and was provided sublingual buprenorphine before returning to continue treatment with subcutaneous buprenorphine.</p><p><strong>Discussion: </strong>Although skin necrosis is known to be a rare complication of subcutaneous buprenorphine injection, early surgical excision to limit injury has not been described. Signs and symptoms of skin necrosis must be better understood to facilitate early intervention and continued treatment.</p><p><strong>Conclusions: </strong>This case affirms that a patient may continue treatment with subcutaneous buprenorphine despite suffering skin necrosis and demonstrates the value of early surgical intervention after superficial placement of extended-release buprenorphine.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"605-607"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141310653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Matthew Robert Dernbach, Karen Drexler, Elizabeth McCord, Joseph E Carpenter
{"title":"A Source Control Model for Treatment-Resistant Substance Use Disorder.","authors":"Matthew Robert Dernbach, Karen Drexler, Elizabeth McCord, Joseph E Carpenter","doi":"10.1097/ADM.0000000000001344","DOIUrl":"10.1097/ADM.0000000000001344","url":null,"abstract":"<p><strong>Abstract: </strong>We propose applying the \"source control\" model of infectious disease treatment to the management of treatment-resistant substance use disorder (SUD). We believe that this conceptual framework complements other models for understanding SUD, fills a gap in our current understanding of treatment-resistant SUD, and advances the destigmatization of SUD by reinforcing SUD as a disease similar to other medical conditions. The model also harmonizes the need for multimodal treatment and novel interventions for both acute supportive care and long-term treatment of SUD. In this manuscript, we discuss the justification for, as well as the strengths and limitations of, the \"source control\" model for the management of treatment-resistant SUD. We also discuss the model's potential to direct innovative research questions and therapeutic interventions.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"483-485"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141619918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Treatment Failure Versus Failed Treatments: The Risks of Embracing Treatment Refractory Addiction.","authors":"David A Fiellin","doi":"10.1097/ADM.0000000000001351","DOIUrl":"https://doi.org/10.1097/ADM.0000000000001351","url":null,"abstract":"<p><strong>Abstract: </strong>In this issue, Strain advocates for the field of addiction medicine to consider a new diagnostic signal-treatment-refractory addiction. Also in this issue, Nunes and McLellan support the concepts advanced by Strain. I provide an alternate view and propose that it is premature to create such a signal and that doing so could lead to unintended adverse consequences. My argument is based on 4 concerns: (1) the lack of neuroscientific correlates, (2) the profound impact that context has on what patients receive as \"treatment,\" (3) the rare provision of sequentially stepped treatment, and (4) the potential for misuse of the signal. Addiction medicine should be cautious in introducing concepts such as treatment-refractory addiction to ensure that patients are not seen as \"treatment failures.\" Our efforts should rather focus on the development of additional effective treatments, improving access to existing effective treatments and a creating a system that does not provide \"failed treatments.\"</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":"18 5","pages":"480-482"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lucas X Marinacci, Audrey Li, Annie Tsay, Yoel Benarroch, Kevin P Hill, Adolf W Karchmer, Rishi K Wadhera, Katherine Kentoffio
{"title":"Readmissions Among Patients With Surgically Managed Drug Use Associated-Infective Endocarditis Before and After the Implementation of an Addiction Consult Team: A Retrospective, Observational Analysis.","authors":"Lucas X Marinacci, Audrey Li, Annie Tsay, Yoel Benarroch, Kevin P Hill, Adolf W Karchmer, Rishi K Wadhera, Katherine Kentoffio","doi":"10.1097/ADM.0000000000001368","DOIUrl":"10.1097/ADM.0000000000001368","url":null,"abstract":"<p><strong>Background: </strong>Patients who undergo cardiac surgery for drug use-associated infective endocarditis (DUA-IE) have high rates of readmissions for recurrent endocarditis, substance use disorder (SUD), and septicemia. Our primary objective was to assess whether exposure to an addiction consult team (ACT) was associated with reduced readmissions in this population.</p><p><strong>Methods: </strong>This single-center retrospective analysis identified patients who underwent cardiac surgery for DUA-IE between 1/2012-9/2022 using the Society for Thoracic Surgeons database, and compared the cumulative incidence of readmissions at 1, 3, 6, and 12 months among those cared for before and after the implementation of an ACT in 9/2017, accounting for competing risk of mortality and adjusted for measured confounders using inverse probability of treatment weighting.</p><p><strong>Results: </strong>The 58 patients (35 pre-ACT and 23 post-ACT) were young (36.4 +/- 7.7 years) and predominantly White (53.4%) and male (70.7%). The post-ACT cohort had a significantly lower risk of readmission at 1 month (adjusted risk difference [RD] -23.8% [95% CI -94.4%, -8.3%], P = 0.005) and 3 months (RD -34.1% [-55.1%, -13.1%], P = 0.005), but not at 6 or 12 months. In a sensitivity analysis, the post-ACT cohort also had significantly lower risk of readmissions for SUD complications at 3 months.</p><p><strong>Discussion and conclusion: </strong>ACT exposure was associated with a lower risk of short-term readmission among patients with surgically managed DUA-IE, possibly due to a reduction in SUD-related complications. Additional studies are needed to replicate these findings and to identify ways to sustain the potential benefits of ACTs over the longer term.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":"18 5","pages":"586-594"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11449258/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"\"Coke in the Dope\": The Underrecognized Complications of a Cocaine-Adulterated Fentanyl Supply.","authors":"Vincent Mariano, Justin Berk","doi":"10.1097/ADM.0000000000001319","DOIUrl":"10.1097/ADM.0000000000001319","url":null,"abstract":"<p><strong>Abstract: </strong>The opioid crisis, particularly the \"fourth wave\" involving fentanyl and stimulants, has been responsible for an alarming increase in overdose deaths in the United States. Although fentanyl contamination in cocaine has gained significant attention, the converse-cocaine-adulterated fentanyl-has been largely overlooked despite its health implications. The rise in concurrent cocaine and fentanyl overdose deaths could be attributed to various factors, from intentional polysubstance use to unintentional adulterations. Cocaine-related health issues may amplify the problem. Four potential pathways for the increased risk of overdose with cocaine-adulterated opioids include enhanced drug reinforcement, potential overdose risk with switching drug samples, altered metabolism of medications used for opioid use disorder, and increased myocardial demand juxtaposed with opioid-induced respiratory depression. With these risks, the importance of drug testing becomes paramount in the unregulated drug market. As polysubstance use overdoses surge, there is an urgent need to understand how drug supplies are changing in order to effectively identify appropriate harm reduction strategies. Specifically, further research is needed evaluating complications of low-level cocaine exposure with chronic/persistent opioid use. The hazards associated with cocaine-adulterated fentanyl emphasize the significance of understanding not only fentanyl's presence in cocaine but also cocaine's role in the fentanyl supply.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"471-473"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11446664/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141199888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shannon C Miller, Sharon Levy, Andrew J Saxon, Jeanette M Tetrault, Richard N Rosenthal, Sarah Wakeman, Frank Vocci
{"title":"Revisiting Preaddiction.","authors":"Shannon C Miller, Sharon Levy, Andrew J Saxon, Jeanette M Tetrault, Richard N Rosenthal, Sarah Wakeman, Frank Vocci","doi":"10.1097/ADM.0000000000001357","DOIUrl":"https://doi.org/10.1097/ADM.0000000000001357","url":null,"abstract":"<p><strong>Abstract: </strong>The directors of the National Institute on Drug Abuse and the National Institute on Alcohol Abuse and Alcoholism have proposed new efforts to enable earlier identification and intervention for harmful substance use and its consequences. As editors of The ASAM Principles of Addiction Medicine, we fully support this goal. The word \"preaddiction\" has been suggested as a diagnostic label to describe individuals who would be targeted for early intervention. In this commentary, we offer that \"unhealthy substance use\" would be a better descriptor than \"preaddiction\" and review several potential barriers to be addressed in order to maximize the impact of introducing this new paradigm.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":"18 5","pages":"486-487"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Concept of Treatment-Refractory Addiction: Implications for Addiction Treatment Systems and Research.","authors":"Edward V Nunes, A Thomas McLellan","doi":"10.1097/ADM.0000000000001350","DOIUrl":"https://doi.org/10.1097/ADM.0000000000001350","url":null,"abstract":"<p><strong>Abstract: </strong>The concept of treatment-refractory addiction, proposed by Eric Strain in this edition of the Journal, has the potential to invigorate the field of addiction treatment and research by focusing on a phenomenon that is familiar to any clinician treating patients with substance use disorders, namely, the patient who does not experience sufficient improvement from standard treatments. An analogy is drawn to the concept of treatment-resistant depression and the STAR*D study, which demonstrated an algorithmic approach to treatment, where if the first antidepressant medication tried did not result in remission from depression, subsequent trials of medications or cognitive behavioral therapy doubled the proportion of patients achieving remission. Recognizing treatment-refractory addiction challenges our field to develop analogous, stepwise, algorithmic approaches to treatment of substance use disorders, moving away from siloed treatment programs toward integrated treatment systems where alternative treatments are available, offering the kind of personalized, tailored forms of care used in the treatment of most other chronic illnesses. Like in STAR*D, research could focus on samples of patients who have not benefitted from initial trials of standard addiction treatments, addressing the key clinical question of what to do next when previous treatments fail.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":"18 5","pages":"477-479"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Early Long-Acting Buprenorphine for Opioid Use Disorder in the Setting of Acute Pain.","authors":"Mason Schindle, Landon Berger","doi":"10.1097/ADM.0000000000001333","DOIUrl":"10.1097/ADM.0000000000001333","url":null,"abstract":"","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"608-609"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141199889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rachel L Bachrach, Madeline C Frost, Olivia V Fletcher, Jessica A Chen, Matthew Chinman, Robert Ellis, Emily C Williams
{"title":"Receipt of Medications for Alcohol Use Disorder in the Veterans Health Administration: Comparison of Rates at the Intersections of Racialized and Ethnic Identity With Both Sex and Transgender Status.","authors":"Rachel L Bachrach, Madeline C Frost, Olivia V Fletcher, Jessica A Chen, Matthew Chinman, Robert Ellis, Emily C Williams","doi":"10.1097/ADM.0000000000001323","DOIUrl":"10.1097/ADM.0000000000001323","url":null,"abstract":"<p><strong>Objectives: </strong>Medications for alcohol use disorder (MAUDs) are recommended for patients with alcohol use disorder yet are underprescribed. Consistent with Minority Stress and Intersectionality theories, persons with multiple sociodemographically marginalized identities (eg, Black women) often experience greater barriers to care and have poorer health outcomes. We use data from the Veterans Health Administration to assess disparities in Federal Drug Administration (FDA)-approved MAUDs and all effective MAUDs between the following groups: racialized and ethnic identity, sex, transgender status, and their intersections.</p><p><strong>Methods: </strong>Among all Veterans Health Administration outpatients between August 1, 2015, and July 31, 2017, with documented alcohol screenings and an International Classification of Diseases diagnosis for alcohol use disorder in the 0-365 days prior (N = 308,238), we estimated the prevalence and 95% confidence intervals of receiving FDA-approved MAUDs and any MAUDs in the following year and compared them using χ2 or Fisher's exact test. Analyses are unadjusted to present true prevalence and group differences.</p><p><strong>Results: </strong>The overall prevalence for MAUDs was low (FDA-MAUDs = 8.7%, any MAUDs = 20.0%). Within sex, Black males had the lowest rate of FDA-MAUDs (7.3%, [7.1-7.5]), whereas American Indian/Alaskan Native females had the highest (18.4%, [13.8-23.0]). Among those identified as transgender, Asian and Black transgender persons had the lowest rates of FDA-MAUDs (0%; 4.3%, [1.8-8.5], respectively), whereas American Indian/Alaskan Native transgender patients had the highest (33.3%, [2.5-64.1]). Similar patterns were observed for any MAUDs, with higher rates overall.</p><p><strong>Conclusions: </strong>Substantial variation exists in MAUD prescribing, with marginalized veterans disproportionately receiving MAUDs at lower and higher rates than average. Implementation and quality improvement efforts are needed to improve MAUD prescribing practices and reduce disparities.</p>","PeriodicalId":14744,"journal":{"name":"Journal of Addiction Medicine","volume":" ","pages":"546-552"},"PeriodicalIF":4.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11446665/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141262161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}