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The Role of Behavioral Interventions in Buprenorphine Maintenance Treatment: A Review
Open accessAbstract
OBJECTIVE: Although counseling is a required part of office-based buprenorphine treatment of opioid use disorders, the nature of what constitutes appropriate counseling is unclear and controversial. The authors review the literature on the role, nature, and intensity of behavioral interventions in office-based buprenorphine treatment. METHOD: The authors conducted a review of randomized controlled studies testing the efficacy of adding a behavioral intervention to buprenorphine maintenance treatment. RESULTS: Four key studies showed no benefit from adding a behavioral intervention to buprenorphine plus medical management, and four studies indicated some benefit for specific behavioral interventions, primarily contingency management. The authors examined the findings from the negative trials in the context of six questions: 1) Is buprenorphine that effective? 2) Is medical management that effective? 3) Are behavioral interventions that ineffective in this population? 4) How has research design affected the results of studies of buprenorphine plus behavioral treatment? 5) What do we know about subgroups of patients who do and those who do not seem to benefit from behavioral interventions? 6) What should clinicians aim for in terms of treatment outcome in buprenorphine maintenance? CONCLUSIONS: High-quality medical management may suffice for some patients, but there are few data regarding the types of individuals for whom medical management is sufficient. Physicians should consider a stepped-care model in which patients may begin with relatively nonintensive treatment, with increased intensity for patients who struggle early in treatment. Finally, with 6-month retention rates seldom exceeding 50% and poor outcomes following dropout, we must explore innovative strategies for enhancing retention in buprenorphine treatment.
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“Unfortunately, studies of traditional evidence-based behavioral interventions with buprenorphine/naloxone treatment have failed to demonstrate significant reductions in opioid use compared to treatment as usual (TAU) 7.”
From Effects of a trauma-informed mindful recovery program on comorbid pain, anxiety, and substance use during primary care buprenorphine treatment: A proof-of-concept study (2023) · cites this paper as [7]
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Citations
Cites
Buprenorphine maintenance versus placebo or methadone maintenance for opioid dependence
Mattick, R. P., Breen, C. L., Kimber, J., & Davoli, M. (2014) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd002207.pub4 · Cited by 2,312
Degenhardt, L., Bucello, C., Mathers, B., Briegleb, C., Ali, H., Hickman, M., & McLaren, J. (2011) · Addiction · doi:10.1111/j.1360-0443.2010.03140.x · Cited by 856
A 33-Year Follow-up of Narcotics Addicts
Hser, Y., Hoffman, V., Grella, C. E., & Anglin, M. D. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.5.503 · Cited by 849
The Effects of Psychosocial Services in Substance Abuse Treatment
McLellan, A. T. (1993) · JAMA · doi:10.1001/jama.1993.03500150065028 · Cited by 827
National and state treatment need and capacity for opioid agonist medication-assisted treatment
Jones, C. M., Campopiano, M., Baldwin, G., & McCance-Katz, E. (2015) · American Journal of Public Health · doi:10.2105/ajph.2015.302664 · Cited by 668
Connock, M., Juarez-Garcia, A., Jowett, S., Frew, E., Liu, Z., Taylor, R., Fry-Smith, A., Day, E., Lintzeris, N., Roberts, T. E., et al. (2007) · Health Technology Assessment · doi:10.3310/hta11090 · Cited by 610
Weiss, R. D. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.121 · Cited by 540
Self-citationHser, Y., Saxon, A. J., Huang, D., Hasson, A., Thomas, C., Hillhouse, M., Jacobs, P., Teruya, C., McLaughlin, P., Wiest, K., et al. (2014) · Addiction · doi:10.1111/add.12333 · Cited by 455
Higgins, S. T., Wong, C. J., Badger, G. J., Ogden, D., & Dantona, R. L. (2000) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.68.1.64 · Cited by 352
Counseling plus Buprenorphine–Naloxone Maintenance Therapy for Opioid Dependence
Fiellin, D. A., Pantalon, M. V., Chawarski, M. C., Moore, B. A., Sullivan, L. E., O'Connor, P. G., & Schottenfeld, R. S. (2006) · New England Journal of Medicine · doi:10.1056/nejmoa055255 · Cited by 351
Buprenorphine Treatment for Hospitalized, Opioid-Dependent Patients
Liebschutz, J. M., Crooks, D., Herman, D. S., Anderson, B. J., Tsui, J. I., Meshesha, L. Z., Dossabhoy, S. S., & Stein, M. D. (2014) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2014.2556 · Cited by 342
Dugosh, K., Abraham, A., Seymour, B., McLoyd, K., Chalk, M., & Festinger, D. (2016) · Journal of Addiction Medicine · doi:10.1097/adm.0000000000000193 · Cited by 333
Alford, D. P., LaBelle, C. T., Kretsch, N., Bergeron, A., Winter, M., Botticelli, M., & Samet, J. H. (2011) · Archives of Internal Medicine · doi:10.1001/archinternmed.2010.541 · Cited by 267
Prescription Opioid Misuse, Abuse, and Treatment in the United States: An Update
Brady, K. T., McCauley, J. L., & Back, S. E. (2015) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2015.15020262 · Cited by 249
Hser, Y., Evans, E., Huang, D. Y. C., Weiss, R. A., Saxon, A. J., Carroll, K. M., WOODY, G. E., Liu, D., Wakim, P., Matthews, A. G., et al. (2015) · Addiction · doi:10.1111/add.13238 · Cited by 221
Self-citationOffice-Based Management of Opioid Dependence with Buprenorphine: Clinical Practices and Barriers
Walley, A. Y., Alperen, J. K., Cheng, D. M., Botticelli, M. P., Castro-Donlan, C., Samet, J. H., & Alford, D. P. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-008-0686-x · Cited by 219
Medication-Assisted Treatment With Buprenorphine: Assessing the Evidence
Parks, C. L., Fullerton, C. A., Kim, M. L., Montejano, L. B., Lyman, D. R., Dougherty, R. H., Daniels, A. S., Ghose, S. S., & Delphin-Rittmon, M. E. (2013) · Psychiatric Services · doi:10.1176/appi.ps.201300256 · Cited by 207
Computerized behavior therapy for opioid-dependent outpatients: a randomized controlled trial.
Bickel, W., Marsch, L., Buchhalter, A., & Badger, G. (2008) · Experimental and clinical psychopharmacology · doi:10.1037/1064-1297.16.2.132 · Cited by 202
Kakko, J., Grönbladh, L., Svanborg, K. D., von Wachenfeldt, J., Rück, C., Rawlings, B., Nilsson, L.-H., & Heilig, M. A. (2007) · American Journal of Psychiatry · doi:10.1176/ajp.2007.164.5.797 · Cited by 197
Primary Care–Based Buprenorphine Taper vs Maintenance Therapy for Prescription Opioid Dependence
Fiellin, D. A., Schottenfeld, R. S., Cutter, C. J., Moore, B. A., Barry, D. T., & O’Connor, P. G. (2014) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2014.5302 · Cited by 183
Brief report: Buprenorphine retention in primary care
Stein, M. D., Cioe, P. A., & Friedmann, P. D. (2005) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2005.0228.x · Cited by 171
A randomized controlled trial of interim methadone maintenance.
Schwartz, R., Highfield, D., Jaffe, J., Brady, J., Butler, C. B., Rouse, C., Callaman, J. M., O'Grady, K., & Battjes, R. (2006) · Archives of General Psychiatry · doi:10.1001/archpsyc.63.1.102 · Cited by 164
Clinical trials in psychiatry: should protocol deviation censor patient data?
Lavori, P. W. (1992) · PubMed · Cited by 162
A Randomized Trial of Cognitive Behavioral Therapy in Primary Care-based Buprenorphine
Fiellin, D. A., Barry, D. T., Sullivan, L. E., Cutter, C. J., Moore, B. A., O’Connor, P. G., & Schottenfeld, R. S. (2012) · The American Journal of Medicine · doi:10.1016/j.amjmed.2012.07.005 · Cited by 160
Adding an Internet-delivered treatment to an efficacious treatment package for opioid dependence.
Christensen, D. R., Landes, R. D., Jackson, L., Marsch, L. A., Mancino, M. J., Chopra, M. P., & Bickel, W. K. (2014) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0037496 · Cited by 149
Predicting Long-Term Stable Recovery from Heroin Addiction
Hser, Y. (2007) · Journal of Addictive Diseases · doi:10.1300/j069v26n01_07 · Cited by 148
Achieving a 96.6 percent follow-up rate in a longitudinal study of drug abusers
Cottler, L. B., Compton, W. M., Abdallah, A. B., Horne, M., & Claverie, D. (1996) · Drug and Alcohol Dependence · doi:10.1016/0376-8716(96)01254-9 · Cited by 147
Weiss, R. D., Potter, J. S., Griffin, M. L., Provost, S. E., Fitzmaurice, G. M., McDermott, K. A., Srisarajivakul, E. N., Dodd, D. R., Dreifuss, J. A., McHugh, R. K., et al. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2015.02.030 · Cited by 146
Self-citationBell, J. R., Trinh, L. T. T., Butler, B., Randall, D., & RUBIN, G. L. (2009) · Addiction · doi:10.1111/j.1360-0443.2009.02627.x · Cited by 145
Schottenfeld, R. S., Chawarski, M. C., Pakes, J., Pantalon, M. V., Carroll, K. M., & Kosten, T. R. (2005) · American Journal of Psychiatry · doi:10.1176/appi.ajp.162.2.340 · Cited by 145
Self-citationInterviewer severity ratings and composite scores of the ASI: a further look.
Alterman, A., Brown, L., Zaballero, A., & McKay, J. (1994) · Drug and Alcohol Dependence · doi:10.1016/0376-8716(94)90157-0 · Cited by 144
Integrating Buprenorphine Treatment into Office-based Practice: a Qualitative Study
Barry, D. T., Irwin, K. S., Jones, E. S., Becker, W. C., Tetrault, J. M., Sullivan, L. E., Hansen, H., O’Connor, P. G., Schottenfeld, R. S., & Fiellin, D. A. (2008) · Journal of General Internal Medicine · doi:10.1007/s11606-008-0881-9 · Cited by 130
Comparison of behavioral treatment conditions in buprenorphine maintenance
Ling, W., Hillhouse, M., Ang, A., Jenkins, J., & Fahey, J. (2013) · Addiction · doi:10.1111/add.12266 · Cited by 128
Long-term outcomes of office-based buprenorphine/naloxone maintenance therapy
Parran, T. V., Adelman, C., Merkin, B., Pagano, M. E., Defranco, R., Ionescu, R. A., & Mace, A. G. (2009) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2009.07.013 · Cited by 124
A Call For Evidence-Based Medical Treatment Of Opioid Dependence In The United States And Canada
Nosyk, B., Anglin, M. D., Brissette, S., Kerr, T. H., Marsh, D. C., Schackman, B. R., Wood, E., & Montaner, J. S. G. (2013) · Health Affairs · doi:10.1377/hlthaff.2012.0846 · Cited by 123
Arfken, C. L., Johanson, C., di Menza, S., & Schuster, C. R. (2010) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2010.05.004 · Cited by 120
Potter, J. S., Marino, E. N., Hillhouse, M. P., Nielsen, S., Wiest, K. L., Canamar, C. P., Martin, J. A., Ang, A., Baker, R., Saxon, A. J., et al. (2013) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.2013.74.605 · Cited by 118
Treating Opioid Addiction With Buprenorphine-Naloxone in Community-Based Primary Care Settings
Mintzer, I. L., Eisenberg, M., Terra, M., MacVane, C., Himmelstein, D. U., & Woolhandler, S. (2007) · The Annals of Family Medicine · doi:10.1370/afm.665 · Cited by 117
Pinto, H., Maskrey, V., Swift, L., Rumball, D., Wagle, A., & Holland, R. (2010) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2010.07.009 · Cited by 104
What should we be aiming for in the treatment of addiction?
Miller, P. G., & Miller, W. R. (2009) · Addiction · doi:10.1111/j.1360-0443.2008.02514.x · Cited by 98
Schwartz, R. P., Kelly, S. M., O’Grady, K. E., Gandhi, D. H., & Jaffe, J. H. (2011) · Addiction · doi:10.1111/j.1360-0443.2011.03700.x · Cited by 93
Patient Perspectives on Choosing Buprenorphine Over Methadone in an Urban, Equal‐Access System
Gryczynski, J., Jaffe, J. H., Schwartz, R. P., Dušek, K., Gugsa, N., Monroe, C. L., O’Grady, K. E., Olsen, Y. K., & Mitchell, S. G. (2013) · American Journal on Addictions · doi:10.1111/j.1521-0391.2012.12004.x · Cited by 90
Moore, B. A., Fiellin, D. A., Cutter, C. J., Buono, F. D., Barry, D. T., Fiellin, L. E., O'Connor, P. G., & Schottenfeld, R. S. (2016) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2016.08.016 · Cited by 85
Gruber, V. A., Delucchi, K., Kielstein, A., & Batki, S. L. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2007.11.021 · Cited by 80
Haddad, M. S., Zelenev, A., & Altice, F. L. (2013) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2012.12.008 · Cited by 80
Patient Satisfaction with Primary Care Office-Based Buprenorphine/Naloxone Treatment
Barry, D. T., Moore, B. A., Pantalon, M. V., Chawarski, M. C., Sullivan, L. E., O’Connor, P. G., Schottenfeld, R. S., & Fiellin, D. A. (2007) · Journal of General Internal Medicine · doi:10.1007/s11606-006-0050-y · Cited by 74
Humphreys, K. N., & McLellan, A. T. (2011) · Addiction · doi:10.1111/j.1360-0443.2011.03464.x · Cited by 73
A qualitative study of the adoption of buprenorphine for opioid addiction treatment
Green, C. A., McCarty, D. W., Mertens, J. R., Lynch, F. L., Hilde, A., Firemark, A. J., Weisner, C. M., Pating, D., & Anderson, B. M. (2013) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2013.09.002 · Cited by 71
Behavioral contingencies improve counseling attendance in an adaptive treatment model
Brooner, R. K., KIDORF, M. S., King, V. L., Stoller, K. B., Peirce, J. M., Bigelow, G. E., & Kolodner, K. (2004) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2004.07.005 · Cited by 68
Twitchell, G. R., HERTZOG, C. A., Klein, J. L., & Schuckit, M. A. (1992) · British Journal of Addiction · doi:10.1111/j.1360-0443.1992.tb02741.x · Cited by 63
Buprenorphine therapy for opioid addiction in rural Washington: The experience of the early adopters
Quest, T. L., Merrill, J. O., Roll, J. M., Saxon, A. J., & Rosenblatt, R. A. (2012) · Journal of Opioid Management · doi:10.5055/jom.2012.0093 · Cited by 59
Fox, A. D., Masyukova, M., & Cunningham, C. O. (2015) · Substance Abuse · doi:10.1080/08897077.2015.1088496 · Cited by 53
Office-Based Maintenance Treatment of Opioid Dependence
Gunderson, E. W., & Fiellin, D. A. (2008) · CNS Drugs · doi:10.2165/00023210-200822020-00002 · Cited by 47
Office-Based Buprenorphine Treatment for Opioid-Dependent Patients
McCance‐Katz, E. F. (2004) · Harvard Review of Psychiatry · doi:10.1080/10673220490905688 · Cited by 47
Weiss, R. D., Griffin, M. L., Potter, J. S., Dodd, D. R., Dreifuss, J. A., Connery, H. S., & Carroll, K. M. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.04.005 · Cited by 45
Self-citationA Comparison of Buprenorphine Taper Outcomes Between Prescription Opioid and Heroin Users
Nielsen, S., Hillhouse, M. P., Thomas, C., Hasson, A. L., & Ling, W. W. (2012) · Journal of Addiction Medicine · doi:10.1097/adm.0b013e318277e92e · Cited by 43
Comparison of Buprenorphine Treatment for Opioid Dependence in 3 Settings
Miotto, K. A., Hillhouse, M. P., Donovick, R. A., Cunningham‐Rathner, J., Charuvastra, C., Torrington, M., Esagoff, A. E., & Ling, W. W. (2011) · Journal of Addiction Medicine · doi:10.1097/adm.0b013e318233d621 · Cited by 42
Outcomes of Buprenorphine Maintenance in Office-Based Practice
Magura, S., Lee, S. J., Salsitz, E. A., Kolodny, A., Whitley, S. D., Taubes, T., Seewald, R., Joseph, H., Kayman, D. J., Fong, C., et al. (2007) · Journal of Addictive Diseases · doi:10.1300/j069v26n02_03 · Cited by 41
Finch, J. W., Kamien, J. B., & Amass, L. (2007) · Journal of Addiction Medicine · doi:10.1097/adm.0b013e31809b5df2 · Cited by 39
Influence of psychotherapy attendance on buprenorphine treatment outcome
Montoya, I. D., Schroeder, J. R., Preston, K. L., Covi, L., Umbricht, A., Contoreggi, C. S., Fudala, P. J., Johnson, R. E., & Gorelick, D. A. (2005) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2005.01.004 · Cited by 38
Primary care patient characteristics associated with completion of 6-month buprenorphine treatment
Neumann, A. M., Blondell, R. D., Azadfard, M., Nathan, G., & Homish, G. G. (2013) · Addictive Behaviors · doi:10.1016/j.addbeh.2013.07.007 · Cited by 37
Copenhaver, M. M., Bruce, R. D., & Altice, F. L. (2007) · The American Journal of Drug and Alcohol Abuse · doi:10.1080/00952990701522674 · Cited by 36
Fingerhood, M., King, V. L., Brooner, R. K., & Rastegar, D. A. (2013) · Substance Abuse · doi:10.1080/08897077.2013.819828 · Cited by 31
Buprenorphine in the treatment of opioid addiction: opportunities, challenges and strategies
Li, X., Shorter, D. I., & Kosten, T. R. (2014) · Expert Opinion on Pharmacotherapy · doi:10.1517/14656566.2014.955469 · Cited by 30
McDermott, K. A., Griffin, M. L., Connery, H. S., Hilario, E. Y., Fiellin, D. A., Fitzmaurice, G. M., & Weiss, R. D. (2014) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.14m09096 · Cited by 23
Self-citationSuzuki, J., Zinser, J., Klaiber, B., Hannon, M., Grassi, H., Spinosa, M., Ramirez, A., Issa, M., & Feman, S. P. C. (2015) · Substance Abuse · doi:10.1080/08897077.2014.998400 · Cited by 22
Ruetsch, C. R., Cacciola, J., & Tkacz, J. P. (2010) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2010.07.003 · Cited by 13
Research works printed but not linked: 3
- [23]Ball JC Ross A The Effectiveness of Methadone Maintenance Treatment 1991 New York Springer-Verlag
- [44]Institute of Medicine Panel on Handling Data in Clinical Trials. The Prevention and Treatment of Missing Data in Clinical Trials 2010 Washington, DC The National Academies Press 24983040
- [64]Hoffman KA McCarty D Miller PM Improving the quality of addiction treatment Interventions for Addiction: Comprehensive Addictive Behaviors and Disorders 2013 San Diego, CA Academic Press 579 588
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“30 Primary studies typically provided data on more than 1 outcome; therefore, data for effect-size estimation were selected based on a decisional hierarchy in the following order: (1) biological assay measures, (2) measures of frequency or quantity in the form of means (SDs), (3) sample proportions, and (4) other outc…”
MethodSelf-citation
Metadata
- Authors
- Carroll, K. M., & Weiss, R. D.
- Affiliations
- Harvard University (US)
- Venue
- American Journal of Psychiatry
- Published
- 2017-08
- Volume
- 174
- Issue
- 8
- Pages
- 738-747
- ISSN
- 0002-953X (ISSN-L)
- 1535-7228
- PMC
- PMC5474206
- OpenAlex
- W2566316894
- Cited by
- 211
- References
- 67
- Citations by year
- 2026: 3 · 2025: 15 · 2024: 21 · 2023: 21 · 2022: 33 · 2021: 35 · 2020: 29 · 2019: 29 · 2018: 20 · 2017: 5
- FWCI
- 17.85
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- American Journal of Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (UL1TR001863)
- National Institute on Drug Abuse (K24DA022288, P50DA009241, UG1DA015831)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
- Keywords
- buprenorphine maintenance treatment, opioid use disorder, behavioral interventions, contingency management, office-based opioid treatment, medical management, stepped care, treatment retention, counseling, treatment discontinuation
- MeSH terms
- Behavior Therapy, Buprenorphine, Combined Modality Therapy, Heroin Dependence, Humans, Long-Term Care, Methadone, Opioid-Related Disorders, Outcome and Process Assessment, Health Care, Patient Compliance, Randomized Controlled Trials as Topic, Cocaine-Related Disorders, Patient Preference
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