Abstract
Background
Collaborative care management (CCM) is an empirically driven model to overcome fractured medical care and improve health outcomes. While CCM has been applied across numerous conditions, it remains underused for chronic pain and opioid use. Our objective was to establish the state of the science for CCM approaches to addressing pain-related outcomes and opioid-related behaviors through a systematic review.
Methods
We identified peer-reviewed articles from Cochrane, Embase, PsycINFO, and PubMed databases from January 1, 1995, to October 31, 2022. Abstracts and full-text articles were screened for study inclusion, resulting in 18 studies for the final review. In addition, authors used the Patient-Centered Integrated Behavioral Health Care Principles and Tasks Checklist as a tool for assessing the reported CCM components within and across studies. We conducted this systematic review in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Statement.
Results
Several CCM trials evidenced statistically significant improvements in pain-related outcomes (n = 11), such as pain severity and pain-related activity interference. However, effect sizes varied considerably across studies and some effects were not clinically meaningful. CCM had some success in targeting opioid-related behaviors (n = 4), including reduction in opioid prescription dose. Other opioid-related work focused on CCM to facilitate buprenorphine treatment for opioid use disorder (n = 2), including improved odds of receiving treatment and greater prevalence of abstinence from opioids and alcohol. Uniquely, several interventions used CCM to target mental health as a way to address pain (n = 10). Generally, there was moderate alignment with the CCM model.
Conclusions
CCM shows promise for improving pain-related outcomes, as well as facilitating buprenorphine for opioid use disorder. More robust research is needed to determine which aspects of CCM best support improved outcomes and how to maximize the effectiveness of such interventions.
Similar content being viewed by others
References
Wagner EH, Austin BT, Von Korff M. Organizing care for patients with chronic illness. Milbank Q. 1996;74(4):511-44.
Woltmann E, Grogan-Kaylor A, Perron B, Georges H, Kilbourne AM, Bauer MS. Comparative effectiveness of collaborative chronic care models for mental health conditions across primary, specialty, and behavioral health care settings: systematic review and meta-analysis. Am J Psychiatry. Aug 2012;169(8):790-804. doi:https://doi.org/10.1176/appi.ajp.2012.11111616
Huffman JC, Adams CN, Celano CM. Collaborative Care and Related Interventions in Patients With Heart Disease: An Update and New Directions. Psychosomatics. Jan-Feb 2018;59(1):1-18. doi:https://doi.org/10.1016/j.psym.2017.09.003
Katon WJ, Lin EH, Von Korff M, et al. Collaborative care for patients with depression and chronic illnesses. N Engl J Med. Dec 30 2010;363(27):2611-20. doi:https://doi.org/10.1056/NEJMoa1003955
Katon W, Russo J, Lin EH, et al. Cost-effectiveness of a multicondition collaborative care intervention: a randomized controlled trial. Arch Gen Psychiatry. May 2012;69(5):506-14. doi:https://doi.org/10.1001/archgenpsychiatry.2011.1548
Atlantis E, Fahey P, Foster J. Collaborative care for comorbid depression and diabetes: a systematic review and meta-analysis. BMJ Open. Apr 12 2014;4(4):e004706. doi:https://doi.org/10.1136/bmjopen-2013-004706
Dowell D, Haegerich TM, Chou R. CDC Guideline for prescribing opioids for chronic pain--United States, 2016. JAMA. 2016;315(15):1624–1645. https://doi.org/10.1001/jama.2016.1464
Page MJ, McKenzie JE, Bossuyt PM, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. Mar 29 2021;372:n71. doi:https://doi.org/10.1136/bmj.n71
Schardt C, Adams MB, Owens T, Keitz S, Fontelo P. Utilization of the PICO framework to improve searching PubMed for clinical questions. BMC Med Inform Decis Mak. Jun 15 2007;7:16. doi:https://doi.org/10.1186/1472-6947-7-16
Villanueva EV, Burrows EA, Fennessy PA, Rajendran M, Anderson JN. Improving question formulation for use in evidence appraisal in a tertiary care setting: a randomised controlled trial [ISRCTN66375463]. BMC Med Inform Decis Mak. 2001;1:4. doi:https://doi.org/10.1186/1472-6947-1-4
Snowball R. Using the clinical question to teach search strategy: fostering transferable conceptual skills in user education by active learning. Health Libraries Review. 1997;14(3):167-172. doi:https://doi.org/10.1046/j.1365-2532.1997.1430167.x
Richardson WS, Wilson MC, Nishikawa J, Hayward RS. The well-built clinical question: a key to evidence-based decisions. ACP J Club. Nov-Dec 1995;123(3):A12-3.
Gotschall T. EndNote 20 desktop version. J Med Libr Assoc. Jul 1 2021;109(3):520-522. doi:https://doi.org/10.5195/jmla.2021.1260
AIMS Center. Patient-centered integrated behavioral health care principles & tasks. Seattle, WA: University of Washington. 2014;
Sterne JAC, Savovic J, Page MJ, et al. RoB 2: a revised tool for assessing risk of bias in randomised trials. BMJ. Aug 28 2019;366:l4898. doi:https://doi.org/10.1136/bmj.l4898
Liebschutz JM, Xuan Z, Shanahan CW, et al. Improving Adherence to Long-term Opioid Therapy Guidelines to Reduce Opioid Misuse in Primary Care: A Cluster-Randomized Clinical Trial. JAMA Intern Med. Sep 1 2017;177(9):1265-1272. doi:https://doi.org/10.1001/jamainternmed.2017.2468
Husain JM, LaRochelle M, Keosaian J, Xuan Z, Lasser KE, Liebschutz JM. Reasons for Opioid Discontinuation and Unintended Consequences Following Opioid Discontinuation Within the TOPCARE Trial. Pain Med. Jul 1 2019;20(7):1330-1337. doi:https://doi.org/10.1093/pm/pny124
Bushey MA, Slaven JE, Outcalt SD, et al. Effect of Medication Optimization vs Cognitive Behavioral Therapy Among US Veterans With Chronic Low Back Pain Receiving Long-term Opioid Therapy: A Randomized Clinical Trial. JAMA Netw Open. Nov 1 2022;5(11):e2242533. doi:https://doi.org/10.1001/jamanetworkopen.2022.42533
Dickinson KC, Sharma R, Duckart JP, Corson K, Gerrity MS, Dobscha SK. VA healthcare costs of a collaborative intervention for chronic pain in primary care. Med Care. Jan 2010;48(1):38-44. doi:https://doi.org/10.1097/MLR.0b013e3181bd49e2
Dobscha SK, Corson K, Perrin NA, et al. Collaborative care for chronic pain in primary care: a cluster randomized trial. JAMA. Mar 25 2009;301(12):1242-52. doi:https://doi.org/10.1001/jama.2009.377
Kroenke K, Krebs EE, Wu J, Yu Z, Chumbler NR, Bair MJ. Telecare collaborative management of chronic pain in primary care: a randomized clinical trial. JAMA. Jul 16 2014;312(3):240-8. doi:https://doi.org/10.1001/jama.2014.7689
Lin EH, Katon W, Von Korff M, et al. Effect of improving depression care on pain and functional outcomes among older adults with arthritis: a randomized controlled trial. JAMA. Nov 12 2003;290(18):2428-9. doi:https://doi.org/10.1001/jama.290.18.2428
Lin EH, Tang L, Katon W, Hegel MT, Sullivan MD, Unutzer J. Arthritis pain and disability: response to collaborative depression care. Article. Gen Hosp Psychiatry. Nov-Dec 2006;28(6):482-6. doi:https://doi.org/10.1016/j.genhosppsych.2006.08.006
Morone NE, Belnap BH, He F, Mazumdar S, Weiner DK, Rollman BL. Pain adversely affects outcomes to a collaborative care intervention for anxiety in primary care. Journal: Conference Abstract. J Gen Intern Med. Jan 2013;28(1):58-66. doi:https://doi.org/10.1007/s11606-012-2186-2
Roy-Byrne P, Sullivan MD, Sherbourne CD, et al. Effects of pain and prescription opioid use on outcomes in a collaborative care intervention for anxiety. Clin J Pain. Sep 2013;29(9):800-6. doi:https://doi.org/10.1097/AJP.0b013e318278d475
Thielke SM, Fan MY, Sullivan M, Unutzer J. Pain limits the effectiveness of collaborative care for depression. Multicenter Study Randomized Controlled Trial Research Support, N I H, Extramural Research Support, Non-U S Gov’t. Am J Geriatr Psychiatry. 2007;15(8):699–707. https://doi.org/10.1097/JGP.0b013e3180325a2d
Kroenke K, Baye F, Lourens SG, et al. Automated Self-management (ASM) vs. ASM-Enhanced Collaborative Care for Chronic Pain and Mood Symptoms: the CAMMPS Randomized Clinical Trial. J Gen Intern Med. Sep 2019;34(9):1806-1814. doi:https://doi.org/10.1007/s11606-019-05121-4
Morasco BJ, Corson K, Turk DC, Dobscha SK. Association between substance use disorder status and pain-related function following 12 months of treatment in primary care patients with musculoskeletal pain. J Pain. Mar 2011;12(3):352-9. doi:https://doi.org/10.1016/j.jpain.2010.07.010
Aragones E, Rambla C, Lopez-Cortacans G, et al. Effectiveness of a collaborative care intervention for managing major depression and chronic musculoskeletal pain in primary care: A cluster-randomised controlled trial. J Affect Disord. Jun 1 2019;252:221-229. doi:https://doi.org/10.1016/j.jad.2019.04.004
Setodji CM, Watkins KE, Hunter SB, et al. Initiation and engagement as mechanisms for change caused by collaborative care in opioid and alcohol use disorders. Drug Alcohol Depend. Nov 1 2018;192:67-73. doi:https://doi.org/10.1016/j.drugalcdep.2018.07.027
Watkins KE, Ober AJ, Lamp K, et al. Collaborative Care for Opioid and Alcohol Use Disorders in Primary Care: The SUMMIT Randomized Clinical Trial. JAMA Intern Med. Oct 1 2017;177(10):1480-1488. doi:https://doi.org/10.1001/jamainternmed.2017.3947
Park TW, Cheng DM, Samet JH, Winter MR, Saitz R. Chronic care management for substance dependence in primary care among patients with co-occurring disorders. Psychiatr Serv. Jan 1 2015;66(1):72-9. doi:https://doi.org/10.1176/appi.ps.201300414
Saitz R, Cheng DM, Winter M, et al. Chronic care management for dependence on alcohol and other drugs: the AHEAD randomized trial. JAMA. Sep 18 2013;310(11):1156-67. doi:https://doi.org/10.1001/jama.2013.277609
Park TW, Samet JH, Cheng DM, et al. The prescription of addiction medications after implementation of chronic care management for substance dependence in primary care. J Subst Abuse Treat. May 2015;52:17-23. doi:https://doi.org/10.1016/j.jsat.2014.11.008
Ballantyne JC. Assessing the prevalence of opioid misuse, abuse, and addiction in chronic pain. Pain. Apr 2015;156(4):567-568. doi:https://doi.org/10.1097/j.pain.0000000000000105
Zelaya CE, Dahlhamer JM, Lucas JW, Connor EM. Chronic Pain and High-impact Chronic Pain Among U.S. Adults, 2019. NCHS Data Brief. Nov 2020;(390):1-8.
Dowell D, Ragan KR, Jones CM, Baldwin GT, Chou R. CDC Clinical Practice Guideline for Prescribing Opioids for Pain - United States, 2022. MMWR Recomm Rep. Nov 4 2022;71(3):1-95. doi:https://doi.org/10.15585/mmwr.rr7103a1
Cook DJ, Mulrow CD, Haynes RB. Systematic reviews: synthesis of best evidence for clinical decisions. Ann Intern Med. Mar 1 1997;126(5):376-80. doi:https://doi.org/10.7326/0003-4819-126-5-199703010-00006
Proctor E, Silmere H, Raghavan R, et al. Outcomes for implementation research: conceptual distinctions, measurement challenges, and research agenda. Adm Policy Ment Health. Mar 2011;38(2):65-76. doi:https://doi.org/10.1007/s10488-010-0319-7
Funding
This research was supported by the VA Center for Integrated Healthcare.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest:
The authors all declare they have no conflicts of interest.
Disclaimer:
The information provided in this study does not represent the views of the Department of Veterans Affairs or the United States Government.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Heavey, S.C., Bleasdale, J., Rosenfeld, E.A. et al. Collaborative Care Models to Improve Pain and Reduce Opioid Use in Primary Care: a Systematic Review. J GEN INTERN MED 38, 3021–3040 (2023). https://doi.org/10.1007/s11606-023-08343-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11606-023-08343-9