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Interventions to safely and effectively reduce (taper) use of opioids in chronic non-cancer pain: a systematic review · Effectiveness of interventions to reduce opioid use

Effectiveness of interventions to reduce opioid use

CC BY 4.0 · National Institute for Health and Care Research · approximately 49 min read

Summary of study characteristics

Thirty-three papers, reporting on 27 studies, assessed the effectiveness of tapering of opioids in people with chronic non-cancer pain. Five of those studies also reported on AEs.110,111,112,113,116 Eleven papers reported on comparative studies. Of these, seven were RCTs,69,71,75,111,112,113,116 one was a prospective matched cohort (PMC) study,81 one was a retrospective randomly matched cohort study70 and two were retrospective cohort studies.67,77 Sixteen papers were non-comparative studies; 14 were single cohorts (6 were prospective and 8 were retrospective) and 2 were studies that did not follow a patient cohort but reported on changes in outcomes following a change in practice.83,117

None of the included studies were done in the UK. Twenty-one studies were done in the USA,66,68,69,70,71,72,73,77,78,79,80,81,82,83,88,89,90,110,111,113,117 two each were done in Australia,112,116 Denmark75,76 and Germany.67,74 All comparative studies except one,67 were done in outpatient clinics and three studies71,77,81 were done in US Department of Veteran Affairs (VA) facilities. Two non-comparative studies74,78 were done in inpatient facilities and three73,80,117 were done in US VA facilities. The recruitment period of the studies varied from 1 month to 6 years and the earliest study started recruiting in 2001.74

The type of intervention and the comparator varied across the studies. Of the comparative studies, two studies67,75 examined a tapering-only intervention based on sequential dose reduction, four studies77,111,112,116 examined acupuncture, three studies69,71,113 examined cognitive, psychological and behavioural interventions, and two studies70,81 examined pain management programmes. The comparator groups received treatment as usual in six studies,70,75,77,81,111,113 support groups in two studies,69,71 sham acupuncture in two studies,112,116 and the remaining study67 assessed two different dose reduction schedules. Of the 16 non-comparative studies, 7 studies66,73,80,82,83,89,117 examined interventions aimed at changing a service (e.g. linked to the US Opioid Safety Initiative [OSI]), 3 studies78,90,110 examined a pharmacological intervention and 6 studies68,72,74,76,79,88 examined pain management programmes.

None of the authors of the comparative studies reported receiving commercial funding. Eleven non-comparative studies reported a funding source and one study110 received funding from a commercial company that manufactured the intervention under study (CBD Hemp extract).

Of the comparative studies, one69 reported a conflict of interest due to the author being ‘the Director of the Center on Mindfulness and Integrative Health Intervention Development’, which indicated a potential commercial interest in the intervention under study. Two non-comparative studies reported that members of the research teams either were in receipt of grants from private companies or were principal investigators (PIs) in commercially funded studies.83,88 For four studies,66,69,80,112 there was no information about whether there were conflicts or not. For the remaining 19 studies, it was reported that there were no conflicts of interest.

All studies reported outcome measures at baseline, the end of treatment/discharge and at least one later follow-up assessment. The length of follow-up varied between 3 and 8 months. A range of outcome measures were used in the studies but all but two studies68,69 reported on the change in opioid use. The timing of outcomes was not always reported clearly, although most studies reported values at baseline and the end of the intervention.

Details of the study characteristics are shown for comparative studies in Table 6 and non-comparative studies in Table 7.

TABLE 6 Study characteristics of the comparative studies (Review 1)
Author, yearDesign, no. of armsCountry, settingRecruitment periodFunding, conflicts of interestTiming of assessmentsOutcome measures
Garland, 201469 RCT USA2011–2Grants from the National Institute on Drug Abuse and the Fahs-Beck Fund for Research and ExperimentationBaselinePain severity (BPI)
2OutpatientConflicts = NREnd of treatmentPain interference (BPI)
3-month follow-upChanges in opioid use disorder status
Desire for opioids
Self-reported opioid misuse
Non-reactivity
Reinterpretation of pain sensations
Reappraisal
Affective and somatic symptoms of stress
Treatment credibility
Hudak, 202071 RCT USAOctober 2016–22Department of Defence National Institute on Drug AbuseBaselineOpioid dose reduction
2OutpatientConflicts = Dr Garland is the Director of the Center on Mindfulness and Integrative Health Intervention Development. Dr Garland has received honoria and payment for seminars, lectures and teaching engagements, also royalties from the sale of booksEnd of treatment period
VA primary care and pain clinics2 and 4 months follow-up
Jackson, 2021111 RCT USAOctober 2017–October 2018Vanderbilt Institute for Clinical Translational Research GrantBaselineChange in MED
2OutpatientConflicts = noneMonthly until completionHADS-A
HADS-D
CINA
NRS
Kurita, 201875 RCT DenmarkFebruary 2009–December 2014The Danish Agency for Science, Technology and Innovation and Hørslev-FondenBaselineQoL
2OutpatientConflicts = none2–3 weeks after randomisationRisk for opioid medication misuse
Multidisciplinary team of the pain centre4–6 weeks after randomisationSymptoms of opioid withdrawal
3–6 months after randomisationPain intensity
Equivalent daily oral morphine dose in milligrams
Other medications
Hours of sleep in the previous night before assessment
Sensation of rest
Anxiety
Depression
Measures of cognitive function
Sullivan, 2017113,114 RCT USAMay 2013–September 2015National Institute of Drug AddictionBaselineOpioid use, pain severity and pain interference subscales (BPI)
2OutpatientConflicts = noneEnd of treatment periodPrescription Opioid Difficulties Scale
Multidisciplinary pain centre34 weeks follow-upPrescription Opioid Misuse Index
Patient Health Questionnaire-9
Generalized Anxiety Disorder-7
Insomnia Severity Index
Pain Self-Efficacy Questionnaire
Patient Health Questionnaire-15
Opioid craving
Patient global impression of change
Perceived helpfulness of opioid taper support
Feasibility – no. of sessions attended, in person or telephone
AEs
Zheng, 2008112 RCT Australia2005–6Research Grant Australian Acupuncture and Chinese Medicine AssociationBaselineDosage of opioid like medication
2OutpatientRoyal Melbourne Institute of Technology UniversityEnd of treatment periodType and incidence of related side effects
Pain management clinicAustralian Postgraduate AwardEvery 4 weeks until 20 weeks follow-upPain intensity (VAS)
Conflicts = NRMPQ
SF-36
BDI
Zheng, 2019115,116 RCT AustraliaJuly 2009 and February 2013National Health and Medical Research Council, Australia (555411) and partially funded by the Helen MacPherson Smith Trust (No. 6549)BaselineDosage of opioid medication (diary)
3OutpatientConflicts = noneEnd of the treatment periodBDI
Three pain clinics and from the publicEvery 4 weeks for 12 weeks follow-upSF-36 v2
Roland Morris Disability Questionnaire ~(functionality)
SOWS
Change of attitudes
Pain and non-pain signs and symptoms (Chinese Medicine Chronic Pain Questionnaire)
Seal, 202081 PMC USANovember 2015–January 2018Department of Veterans Affairs Quality Enhancement Research Initiative award (Grant no: 15-283)BaselineChanges in MEDD
2OutpatientConflicts = none3 months after randomisationOpioid risk mitigation
San Francisco Veterans affairs Medical Centre6 months after randomisation
Bienek, 201967Retrospective cohort (change in clinical practice)Germany2010–6NoneBaselineLength of hospital stay
2InpatientConflicts = noneDailyDuration of opioid withdrawal
HospitalDischargeCompleted taper
6 weeks post dischargeReduction in MED
Attrition
Serious AEs
Pain intensity
SOWS
Gersch, 202170Retrospective randomly matched cohort studyUSA1 April 2016 and 30 June 2017Kaiser Permanente Pharmacy DepartmentBaseline, 3, 6 and 12 monthsPrimary: 6-month change from daily MME from baseline
2Kaiser Permanente Colorado (KPCO), healthcare delivery systemConflicts = noneSecondary: 3- and 12-month change in daily MME
6- and 12-month reduction ≥ 20% reduction in daily MME
6-month change of non-opioid medications (benzodiazepine/hypnotic, anticonvulsant, antidepressant, muscle relaxant and prescription NSAIDs)
6-month non-medication pain management healthcare utilisation
Montgomery, 202077Retrospective cohortUSAAugust 2017–January 2019No funding3 months priorPain (NRS)
2OutpatientConflicts = noneBaselineDaily dosage of MME
Fargo Veterans Affairs Health Care system facilitiesEnd of treatment
6 months follow-up
TABLE 7 Study characteristics of the non-comparative studies (Review 1)
AuthorYearCountrySettingRecruitment periodFundingConflicts of interestTiming of assessmentsOutcome measures
Prospective cohort
Capano2020110USAPrivate pain management centreSeptember–December 2018Ananda Professional.Conflicts = Alex Capano is employed by Ecofibre Ltd, which wholly owns the sponsor company, Ananda ProfessionalBaseline4 and 8 weeksPain Disability Index (PDI-4),Pittsburgh Sleep Quality Index (PSQI)Pain intensity and inference (PEG)Patient Health Questionnaire (PHQ-4)Dependence on opioids for pain control measured via the opioids’ doseReadiness to taper (VAS)
Cunningham201668USAOutpatientJanuary 2006–December 2012NRConflicts = noneAdmissionDismissalClinical Opioid Withdrawal Scale (COWS)Clinical Institute Withdrawal Assessment (CIWA)Pain (NRS)MPISF-36Pain catastrophising (PCS)Depressive symptoms (CES-D)
Jacobs201673USAVeterans’ Health Association primary care clinicOutpatient15 December 2014–31 March 2015Funded by intramural support for quality improvement projectsConflicts = noneNRAdverse outcomes (NR in paper)Non-VA controlled substance prescriptionsPharmacist recommendations for regimen change cohortDiscontinuation of COT
Krumova201374GermanyInpatientPain management department hospitalJanuary 2001–December 2006PhD ThesisConflicts = noneBaselineEnd of intervention1–2 yearsOpioid withdrawal/reductionPain intensity average, maximum and current (11-point scale)Depression (the Allgemeine Depression scale, equivalent to the CES-D)PDISelf-report instrument on pain-related disabilitySF-36 (Mental Component Summary Score and Physical Component Summary Score)
Laigaard202076DenmarkHospitalOutpatientJanuary 2018 (Zealand University Hospital) and July 2018 (Holbæk Hospital) – May 2019Grant from Kong Christian den Tiendes FondConflicts = noneBaseline50% reduction of daily opioid consumptionWhen no further reductions were feasibleMedian opioid dose oral morphine milligram equivalentsRepeatable Battery for the Assessment of Neuropsychological Status (RBANS)Trail Making Test (TMT) A and BHADSSF-36
Townsend200888USAPain rehabilitation centreOutpatientJanuary 2005–February 2006The Department of Psychiatry and Psychology Research CommitteeConflicts = W. M. Hooten: Sucampo Pharmaceutical – site PI, clinical trial; Eli Lilly – site PI, clinical trial; Pfizer – site PI, clinical trial. Other authors had no relevant financial relationships to discloseAdmissionDischarge6-month post treatmentWithdrawn from opioidsPain severity (MPI)Pain interference (MPI)Perceived control over pain and life events (MPI)General activity level (MPI)Depression – CES-DHealth status (SF-36)Pain catastrophising scale (PCS)
Retrospective cohort
Austin201966USAHealth Education CenterOutpatient2016–17NRConflicts = NRNRCOT cessationChange in MED% of patients on > 50 MED and > 90 MEDNumber of patients on concomitant benzodiazepines.
Huffman201772USAPain clinicOutpatient2007–12Partially supported by the Cleveland Clinic Neurological Center for Outcomes Research.Conflicts = noneDischarge6 and 12 months post treatmentPain severity (NRS)Depression (DASS)Anxiety (DASS)Functional impairment (PDI)Treatment completionOpioid resumption at 6, 12 months post treatment
Murphy201378USAInpatientVeterans Affairs tertiary care hospitalJuly 2006–March 2011NRConflicts = NoneWithin 2 days of admission and within 2 days of dischargeCeased opioidsPain numeric rating scale: pain intensityPain outcomes questionnaire for veterans: pain severity, interference in activities of daily living, mobility, negative affect, vitality and pain-related fearChronic Pain Coping InventoryCoping strategies coping questionnaire catastrophising subscaleSleepSatisfaction with treatment
Panicker202279USAMultidisciplinary pain clinicJune 2019–December 2019NRConflicts = noneThe Advanced Practice Registered Nurse (APRN) evaluated the patient during the initial and follow-up visits (note: not clear when follow-up visits occurred)Prescribed opioid doseSelf-reported pain scores
Rivich201880USAOutpatientVeterans Affairs Eastern Colorado Health Care System1 January 2015–31 March 2015The study was not funded.Conflicts = NR12 months following initial reviewChange in total daily opioid doseConcurrent prescribing of opioids and benzodiazepinesAdherence to local VA/Veterans Integrated Service Network (VISN) policyMonitoring practices
Sharp201882USASetting = NR2009–14Internal funding for the KPSC Care Improvement Research Team supported the projectConflicts = noneNRReduction in opioid prescribingProportion of encounters with unfavourable satisfaction scores
Twillman201889USAAdvocacy organizationSetting = NR25 September –17 October 2017Collegium Pharmaceutical, Inc., Canton, MA, USAConflicts = none6 monthsER/LA opioid medicationsPain severityLevel of functionSide effects
Zhou 201790USATreatment at outpatient rehabilitation and pain management clinic and review at private physician office for physical medicine and rehabilitation1 December 2011 and 31 December 2014NRConflicts = noneAdmissionDischargePain intensitySuccessful opioid discontinuation
Non-patient cohort
Thakral201883,84,85,86,87Washington, USAOutpatientPrimary care clinics of the Group Health Cooperative2006–14Patient-Centered Outcomes Research InstituteNational Institute of AgingConflicts = Dr Von Korff was PI to GHRI that concerned opioids. Grants also supported work on opioids by Dr Shortreed, Ms Saunders and Mr Walker. Von Korff and Shortreed co-investigators GHRI grants. Dr Shortreed funding from GHRI grants.Ms Saunders stock in MerckBaseline period (2006–7)Dose reduction period (1 January 2008–30 September 2010)Risk mitigation period (1 January 2010–30 September 2014)Average daily MED Interference with activities and enjoyment of life, and depressive symptoms
Westanmo2015117USAOutpatientVeterans association outpatient hospital and community-based outpatient clinics1 April 2011–1 October 2014Not reportedConflicts = noneBaseline (90 days prior to 1 April 2011)Post (90 days prior to 1 October 2014)That is 3.5 yearsPrescribing rates of high dose opioid therapy (> 200 MED daily)Prescribing of specific opioid drugsProvider beliefs and attitudes

Intervention characteristics

Comparative studies

Details of the intervention characteristics are shown in Table 8.

TABLE 8 Intervention characteristics of the comparative studies (Review 1)
Study IDType of interventionBrief intervention descriptionType of comparatorBrief comparator descriptionAim of interventionSettingMode(s) of deliveryGroup/individualDuration/intensity
RCTs
Garland 201469Behavioural; no active taperingMindfulness-orientated recovery enhancement (MORE) – mindfulness training, third-wave CBT and principles from positive psychologyActive control: support groupSupport group: 2-hour conventional SG sessions 8–12 participants; social worker-led discussion on topics pertinent to chronic pain and long-term opioid use that were selected to roughly match corresponding themes in the MORE interventionReductionOutpatientFace to faceGroup2 hours/week8 weeks
Hudak 202071Behavioural; no active taperingMORE (see above)Active control: supportive group psychotherapySupportive group psychotherapy: 2-hour Rogerian group psychotherapy sessions; psychologist facilitated emotional expression and discussion on topics pertinent to chronic pain and long-term opioid use. Plus 15 minutes/day journalingReductionOutpatientFace to faceGroup2 hours/week8 weeks
Jackson 2021111Acupuncture + standard of careParticipants received standard of care in addition to the NADA protocol (standard of care consists of medication management with opioid weaning)Standard of careStandard of care (consists of medication management with opioid weaning)ReductionOutpatientFace to FaceIndividualMonthly for 12 months
Kurita 201875Sequential opioid dose reductionReduction of 10% of the daily opioid dose every week until discontinuation of opioid treatment for up to 6 monthsTAUMaintained on the same treatment for the next 6 months without changes of medicationsDiscontinuationOutpatientFace to face and telephoneIndividualNA
Sullivan 2017113,114Sequential opioid dose reduction and behavioural intervention10% reduction of the original dose per week until 30% of the original dose was reached. At that point, the 10% was recalculated on the basis of this dose and the taper then proceeded by 10% of this new dose per week.Motivational interviewing and CBTTAUUsual careReductionOutpatientFace to face and telephoneGroup and individual30 minutes/week for 18 weeks
Zheng 2008112Acupuncture; no active taperingElectroacupunctureShamSham electroacupunctureReductionOutpatientFace to faceIndividual20 minutes, twice/week for 6 weeks
Zheng 2019115,116Acupuncture; no active taperingElectroacupunctureC1 = ShamC2 = Education onlySham electroacupunctureEducation onlyReductionOutpatientFace to faceIndividual20 minutes, twice/week for 4 weeks, then 20 minutes, once/week for 2 weeks then 20 minutes/fortnightly for 4 weeks.Total, 12 sessions within 10 weeks.Pain specialists provided pain and medication education to each participant once in the whole trial
PMC
Seal 202081InterdisciplinaryIntegrated Pain Team (IPT) clinic encourages behavioural health strategies, physical modalities and exerciseTAUUsual primary careReductionOutpatientFace to face or telephoneNRMedian of 4 visits in 6 months; 60 minutes for an initial visit with 30-minute follow-up visits
Retrospective cohort
Bienek 201967Sequential opioid dose reductionFixed opioid withdrawal, 30% first day and then approximately 10% each day until completely taperedControlled opioid withdrawalIndividualised opioid withdrawalDiscontinuationInpatientFace to faceIndividualN/A
Gersch 202170Pain e-consult program (PEP)PEP through which primary care clinicians can request pain management consultationsUsual care (provided by clinical pharmacy specialists)Usual careReductionOutpatientInternet, otherIndividual12 months or KPCO membership termination, whichever came first
Montgomery 202077Acupuncture; no active taperingBattlefield acupunctureTAUUsual careReductionOutpatientFace to faceIndividualNR

Of the 11 comparative studies, 2 examined sequential opioid dose reduction interventions (‘taper only’),67,75 4 examined acupuncture (only 1 of which combined acupuncture with active tapering),77,111,112,116 3 examined cognitive, psychological and behavioural interventions (only 1 of which combined the intervention with active tapering),69,71,113 1 examined a pain e-consult programme70 and 1 examined an integrated pain team.81

The comparator groups received treatment as usual in six studies,70,75,77,81,111,113 support groups in two studies,69,71 and sham acupuncture in two groups.112,116 The remaining study assessed two different dose reduction schedules, that is fixed opioid withdrawal compared to individualised withdrawal.67

Interventions could aim to either reduce or discontinue opioid use. The aim of the intervention in this respect is important when looking at the outcomes on opioid use. For nine of the comparative studies the aim was to reduce opioid use, whereas two aimed to discontinue opioid use.67,75 One study70 aimed to improve prescriber education and practice.

All but 1 study67 was conducted in an outpatient setting and 10 used face-to-face delivery.67,69,71,75,77,81,111,112,113,116 For three of these studies, telephone contact was also used.75,81,113 The intervention in one study was based on e-consults.70

Most interventions were delivered individually, though the two studies assessing mindfulness delivered the intervention in groups;69,71 the motivational interviewing (MI) and cognitive–behavioural therapy (CBT) element of the Sullivan 2017 study113 was also delivered in groups.

The duration and intensity of the interventions ranged from 6 weeks112 to 12 months.111

Non-comparative studies

Details of the intervention characteristics are shown in Table 9.

TABLE 9 Intervention characteristics of the non-comparative studies (Review 1)
Study IDType of interventionBrief intervention descriptionAim of interventionSettingMode(s) of deliveryGroup/individualDuration/intensity
Prospective cohort
Capano 2020110Pharmacological; no active taperingCBD hemp extractParticipants self-titrated their dose of CBDReductionOutpatientFace to faceIndividualN/A
Cunningham 201668Sequential opioid dose reduction + interdisciplinaryTapering protocol as part of interdisciplinary pain rehabilitation programReductionOutpatientFace to faceGroup and individual8 hours/day for 3 weeks Monday–Friday
Jacobs 201673Quality improvement projectChronic Opioid Assessment Program (COAP), a pharmacy-driven initiative to assess and document patient risk factors and monitor appropriateness of chronic opioid therapy at the time of prescription renewalOpioid prescribingOutpatientTelephoneIndividualN/A
Krumova 201374Sequential opioid dose reduction + interdisciplinaryPain rehabilitation programme. Opioid taper followed by an individualised interdisciplinary treatment (i.e. CBT, physiotherapy, mirror therapy, invasive procedures) 30% reduction on the first day then gradually reduced until zeroDiscontinuationInpatientFace to faceIndividual22.8 ± 11.2 days
Laigaard 202076InterdisciplinaryOpioid reduction through a range of individualised therapeutic optionsReductionOutpatientFace to faceIndividualNR
Townsend 200888InterdisciplinaryPain rehabilitation programme. Physical therapy, occupational therapy, biofeedback and relaxation training, stress management, wellness instruction, chemical health education and pain management trainingDiscontinuationOutpatientFace to faceGroup and individual8 hours/day for 15 consecutive days
Retrospective case review
Austin 201966 OSI A three-pronged opioid-tapering curriculum: awareness, direct instruction, and guided instructionReductionN/AN/AN/AN/A
Huffman 2017InterdisciplinaryInterdisciplinary chronic pain rehabilitation outpatient programme: daily medical management, individual psychotherapy (2–3 × per week), group psychotherapy (~7 hours per week), cognitive–behavioural group interventions and psychoeducation, physical and occupational therapy, substance use education, weaning from habituating medications and optional monthly aftercareOpioid weaning schedules were based on daily examination for withdrawal signs and symptomsDiscontinuationOutpatientFace to faceGroup and individual9½ hours/day, 5 days a week for 3–4 weeks
Murphy 201378Pharmacological + interdisciplinaryPain rehabilitation programme + hydromorphone in sweetened fruit juiceDiscontinuationInpatientFace to faceNR6 hours/day for 15 weekdays plus 2–3 hours/day independent assignments, twice daily exercise, walking and relaxation sessions at weekend
Panicker 202279Advanced practice registered nurse-led multidisciplinary programmeAdvanced practice registered nurse-led multidisciplinary programmeReductionOutpatientFace to FaceGroup and individualNR
Rivich 201880 OSI OSI; multidisciplinary chart reviews of patients to provide safety recommendations to prescribers through the electronic medical recordReductionN/AN/AN/AN/A
Sharp 201882Clinical encounterClinical encountersReductionN/AN/AN/AN/A
Twillman 201889 OSI Introduction of CDC guidelinesReductionN/AN/AN/AN/A
Zhou 201790Pharmacological + interdisciplinaryComprehensive opioid taper treatments (including interventional pain management techniques, psychotherapy, acupuncture, physical modalities and exercises, and adjuvant medications) on top of the medication-assisted treatment using methadoneDiscontinuationOutpatientFace to faceIndividualAverage number of clinic visits 11.5 (12.2) in 0.8 (1.1) years
Non-patient cohort
Westanmo 2015117 OSI OSI implementationReductionOutpatientN/AN/AN/A
Thakral 201883,84,85,86,87 OSI Dose reduction and risk mitigation initiativeReductionOutpatientN/AN/AN/A

Of the 16 non-comparative studies, 7 were interventions aimed at changing the service, for example OSIs.66,73,80,82,83,89,117 Two of these did not follow the same cohort of patients through the study.83,117 Of the remaining nine studies aimed at the individual, three used a pharmacological intervention78,90,110 and six were pain rehabilitation programmes.68,72,74,76,79,88 The aim of 10 studies was to reduce the level of opioid use,66,68,76,79,80,82,83,89,110,117 whereas 5 studies aimed for participants to discontinue opioids.72,74,78,88,90 The remaining study aimed to reduce opioid prescribing rates.73

Where applicable, interventions were conducted in outpatient settings for all but two studies.74,78 The interventions that focused on individuals instead of changing a system were all conducted face to face, predominantly individually, although four studies also reported using group sessions.68,72,79,88

The duration of therapy was reported by seven of the nine studies aimed at the individual and ranged from 15 days88 to 0.8 years.90 Two studies did not report the duration or intensity of the intervention.76,79

Further analysis of intervention components

We examined the composition of the interventions examined across the included studies to understand more about what components of behaviour change were involved. Studies were first grouped by type of intervention as follows:

  • pain management programme, eight studies68,70,72,74,76,79,81,88
  • tapering curriculum/guidelines/initiative, six studies66,73,80,83,89,117
  • pharmacological-assisted opioid tapering, three studies78,90,110
  • tapering only, two studies67,75
  • acupuncture, four studies77,111,112,116
  • cognitive, psychological and behavioural, three studies69,71,113
  • clinical encounter, one study.82

Two studies were excluded from the further analysis as insufficient information was provided about the components of the intervention.82,89 In 19 studies,67,68,69,71,72,74,75,76,77,78,79,81,88,90,110,111,112,113,116 the intervention components targeted patient behaviour only, in 5 studies intervention components targeted healthcare professional’s behaviour only,66,70,73,80,83 and in 1 study,117 intervention components targeted both patient and healthcare professional behaviour. Using the Behaviour Change Wheel book as a guide,118 each study was examined to identify which of nine possible intervention functions (education, training, environmental restructuring, modelling, persuasion, coercion, incentivisation, restriction and enablement) were used in the intervention.

Patient behaviour

For 20 studies that targeted patient behaviours, interventions had between 1 and 3 intervention functions (Table 10). The most frequent functions were Enablement (18 studies) and Restriction (12 studies). Restriction refers to the use of rules to reduce the opportunity to engage in the target behaviour and interventions that involved opioid dose reduction or cessation were mapped to this function. Enablement functions aim to increasing means or reduce barriers to increase capability and were mapped to interventions that aimed to bring about a change in psychological capability. Intervention functions identified less frequently were Training (four studies) and Education (three studies). In 15 studies, interventions were mapped to more than 1 function and 5 combinations of functions were found:

TABLE 10 Behavioural intervention components (Review 1)
ReferenceWhose behaviour targeted?Primary behavioural aim (i.e. cessation or reduction)InterventionIntervention componentsIntervention function(s)a
Pain management programmes (including tapering and pain management only)
Cunningham 201668Patient behaviourTo reduce or cease opioid useSequential opioid dose reduction, pain rehabilitation programmePhysical therapy, occupational therapy, biofeedback and relaxation training, and group therapies; group session CBT, management of stress, the emotional impact of pain, and understanding pain sensitisation.Training; Restriction; Enablement
Krumova 201374Patient behaviourTo reduce or cease opioid useSequential opioid dose reduction, pain rehabilitation programmeIndividual basis for nonmedical treatments, included supportive CBT and physiotherapy, special interventions and invasive procedures.Restriction; Enablement
Laigaard 202076Patient behaviourTo reduce opioid useOpioid reduction at a multidisciplinary pain centreIndividualised therapeutic options; Various treatment modalities used (but not described).Restriction; Enablement
Townsend 200888Patient behaviourTo cease all opioids and simple analgesics taken for relief of chronic painPain rehabilitation programmePre-candidacy evaluation to assess physical and emotional stability; incorporated a range of therapies and training approaches (e.g. physical therapy, biofeedback and relaxation training, and stress management); patients focus on functional restoration goals and learn how to self-manage their chronic pain symptoms (group setting); identification and treatment of comorbid psychiatric illnesses; family education programme and aftercare planning.Training; Restriction; Enablement
Huffman 201772Patient behaviourTo cease opioid usePain rehabilitation programmeDaily medical management; individual and group psychotherapy and cognitive–behavioural group interventions; psychoeducation, physical and occupational therapy, substance use education, weaning from habituating medications, and optional monthly aftercare.Training; Restriction; Enablement
Seal 202081Patient behaviourTo improve pain and decrease opioid risk through dose reduction and risk mitigation strategiesIntegrated Pain TeamMultimodal pain care planning; behavioural health strategies (e.g. CBT), physical modalities (e.g. acupuncture, chiropractic care, heat, and ice) and exercise (e.g. physical therapy, yoga, Tai Chi).Training; Restriction; Enablement
Gersch 202170Health professional behaviourTo improve prescriber education and practicePain e-consult programme, based on ECHO tele-monitoring/mentoring modelPrimary care physicians received intensive training on how to approach pain e-consults; primary care physicians worked collaboratively to review a patient’s electronic health record to provide mentoring ‘recommendations’ for pain management and individual patient recommendations; note placed in the patient’s electronic health record.Training; Environmental restructuring; Enablement
Panicker 202279Patient behaviourTo reduce or cease opioid useAdvanced practice registered nurse led multidisciplinary pain clinicOpioid reduction based on patient inclusion in decision-making; patient education concerning the risks and side effects of opioid use and the use of non-pharmacological therapies to manage chronic pain; complementary and integrative therapies; addressed psychosocial and behavioural factors affecting pain, patient preference and concerns, and family involvement; risk mitigation strategies.Education; Restriction; Enablement
Tapering curriculum/guidelines/initiatives
Jacobs 201673Health professional behaviourConsistent implementation of clinical guidelinesChronic Opioid Assessment ProgrammeTwo clinical pain pharmacist positions created to perform monthly risk assessments of patients requesting COT renewal; protocol and note template developed to assess patient’s chronic opioid regimen via monthly telephone calls. Pharmacists documented recommendations in the patient’s electronic medical record. Primary care provider alerted to note.Environmental restructuring; Enablement
Austin 201966Health professional behaviourTo increase concordance with national practice guidelinesOpioid-tapering curriculum (OSI). Needs assessment and three-pronged opioid-tapering curriculum.All providers given practice-wide and provider-specific data on the primary end points; annual, required 1-hour session was incorporated into the didactics and was repeated as a required faculty development seminar; each resident spent 4 half-days at minimum in the practice’s interdisciplinary pain clinic and participated in one chronic pain group medical visit each year.Education; Training
Rivich 201880Health professional behaviourTo reduce high-dose prescribingMultidisciplinary chart reviews (OSI)Chart reviews provided specific recommendations that were documented in the electronic medical record; initial chart reviews were completed by multidisciplinary team members with experience in chronic pain management and included a nurse practitioner, a clinical pharmacist and multiple clinical health psychologists.Environmental restructuring; Enablement
Thakral 201883,84,85,86,87Health professional behaviourIncrease compliance with updated recommendations in an interagency guideline for opioid prescribing for chronic non-cancer painOSI implementationPrimary care providers received lists of primary care patients at or above the dosing threshold. Providers with greater numbers of high-dose COT patients received feedback from medical directors; lowering COT doses was strongly supported by medical staff leadership and consulting specialists in Physical and Rehabilitation Medicine, including voluntary in-service continuing education sessions regarding chronic pain management attended by many primary care providers; practice tools were integrated in the electronic medical record, an online course and onsite resources for consultation.Education; Persuasion; Environmental restructuring
Westanmo 2015117Health professional behaviour and patient behaviourTo reduce high-dose prescribingDose reduction and risk mitigation initiative (OSI)Preparatory phase included planning, pain management education and training, and baseline evaluation; trained clinical pharmacist met with primary care-based clinical pharmacists to discuss OSI goals and processes and review clinical procedures for opioid dose tapering; information about existing non-pharmacological pain management services disseminated; full day pain education course for patients; active support and endorsement from executive leadership of the healthcare system; Opioid dose reduction strategies implemented including monitoring of prescribing with feedback and pharmacist support for pain medication changes and opioid tapering.Education; Persuasion; Training; Enablement
Twillman 2018– Introduction of CDC guidelines –
Pharmacological assisted tapering
Capano 2020110Patient behaviourTo reduce opioid use and improve QoL indicators CPD Hemp extract Enablement
Murphy 201378Patient behaviourTo cease use of all opioidsPain rehabilitation programme + hydromorphoneTaught self-management skills; focus on active treatment modalities that include graduated physical therapy, aquatic therapy, daily paced walking, relaxation techniques, daily exercise sessions, occupational therapy, recreational therapy, individual psychotherapy, educational classes and family interventions as appropriate.Training; Restriction; Enablement
Zhou 201790Patient behaviourTo cease opioid useComprehensive opioid taper treatments, medication-assisted treatmentAll patients received the comprehensive opioid taper treatments (including interventional pain management techniques, psychotherapy, acupuncture, physical modalities and exercises, and adjuvant medications) on top of the medication-assisted treatment using methadone (transient use).Restriction; Enablement
Tapering only
Kurita 201875Patient behaviourTo stabilise and discontinue opioidsSequential opioid dose reductionScheduled opioid dose decrease to opioid discontinuation; encouragement from research nurses based on simple reminders of when to start the next dose reduction; possible advantages and disadvantages of opioid discontinuation explained to patients.Education; Restriction; Enablement
Bienek 201967Patient behaviourTo reduce opioid dose/useSequential opioid dose reductionPatients were evaluated by a psychologist for motivation for withdrawal, psychic comorbidities and presence of dependence syndrome; contract between the physician and patient was signed, declaring the patient’s intrinsic motivation and commitment to withdrawal; could request psychological support and physiotherapeutic treatment for relaxation.Restriction; Enablement
Acupuncture
Zheng 2008112Patient behaviourTo reduce opioid use/doseElectroacupunctureEnablement
Zheng 2019115,116Patient behaviourTo reduce opioid use/doseElectroacupunctureEnablement
Montgomery 202077Patient behaviourTo reduce opioid use/doseBattlefield acupunctureEnablement
Jackson 2021111Patient behaviourImprove the psychological distress of patients undergoing an opioid taperAcupuncture, medication management with opioid weaningGradual reductions in combination with adjuvant non-opioid medications and therapies; additional therapies recommended and/or referrals provided. for example physical therapy and psychological support; auricular acupuncture.Restriction; Enablement
Cognitive, psychological and behavioural
Garland 201469Hudak 202071Patient behaviourTo reduce chronic pain and prescription opioid misuseMindfulness-orientated recovery enhancementMindfulness training to target automatic habit behaviour and foster non-reactivity; positive reappraisal training; training in savouring pleasant events and emotionsTraining; Enablement
Sullivan 2017113,114Patient behaviourTo reduce opioid use/doseSequential opioid dose reduction, MI and CBTMI-based sessions; pain self-management training (modelled on CBT interventions for chronic pain) including behavioural goal setting, education/training in relaxation, behavioural activation techniques, and sleep hygiene education; patients completed ‘personal action plans’.Education; Training; Restriction; Enablement
Clinical encounter
Sharp 201882– Clinical encounters –
  • Training + Restriction + Enablement, five studies68,72,78,81,88
  • Restriction + Enablement, five studies67,74,76,90,111
  • Education + Restriction + Enablement, two studies75,79
  • Training + Enablement, two studies69,71
  • Education + Training + Restriction + Enablement, one study.113

Healthcare professional behaviour

For six studies that targeted healthcare professional behaviours, interventions had between two and three intervention functions (see Table 10). The most frequent functions were Environmental restructuring (four studies) and Enablement (four studies). The functions Training (three studies), Education (three studies) and Persuasion (two studies) were also identified. Environmental restructuring refers to functions which aim to change the physical or social context. In the context of the interventions that targeted healthcare professional behaviour, an example of this function involved notes or recommendations being placed on patient’s electronic health record. All the interventions across the six studies were mapped to more than one intervention function as follows:

  • Training + Environmental restructuring + Enablement, one study70
  • Education + Persuasion + Training + Enablement, one study117
  • Education + Persuasion + Environmental restructuring, one study83
  • Education + Training, one study66
  • Environmental restructuring + Enablement, two studies.73,80

Population characteristics

Comparative studies

Details of the population characteristics are shown in Table 11.

TABLE 11 Population characteristics of the comparative studies (Review 1)
Author yearTotal NArmN, females, malesAge (years) Mean (SD), rangeType of chronic pain, n (%)Duration (years) of chronic painMean (SD), rangeTypes of opioids, n (%)Duration (years) of opioid useMean (SD), rangeLevel of opioid use (mg/daily)Mean (SD), range
Garland 201469115IN = 57F = 40M = 1749.3 (13.68)Lumbago: 30 (53%)Fibromyalgia: 11 (19%)Arthritis: 4 (7%)Cervicalgia: 5 (9%)Other: 7 (12%)NRNRNRNR
CN = 58F = 38M = 2047.4 (13.56)Lumbago: 35 (60%)Fibromyalgia: 12 (21%)Arthritis: 4 (7%)Cervicalgia: 2 (3%)Other: 5 (9%)
Hudak 20207162IN = 34F = 3M = 3160.2 (9.8)Back: 19 (55%)Legs/feet: 2 (6%)Joints: 6 (18%)Neck/shoulders: 3 (9%)Other: 4 (12%)16.4 (12.9)Oxycodone: 10 (29%)Hydrocodone: 8 (24%)Tramadol: 13 (38%)Morphine: 3 (9%)Methadone: 3 (9%)Other: 4 (12%)9.4 (7.1)94.6 (207.9)
CN = 28F = 6M = 2258.1 (10.3)Back: 15 (56%)Legs/feet: 2 (7%)Joints: 3 (11%)Neck/shoulders: 6 (22%)Other: 1 (4%)Oxycodone: 9 (33%)Hydrocodone: 9 (33%)Tramadol: 7 (26%)Morphine: 3 (11%)Methadone: 1 (4%)Other: 3 (11%)8.7 (9.2)98.4 (216.6)
Jackson 202111115I and CaN = 15F = 7M = 856.5 (17.3)NRNRNRNRI = 112 (71)
C = 191 (121)
Kurita 20187535IN = 15F = 6M = 956.3 (9.2), 33–69Neuropathic: 2 (13.3%)Nociceptive somatic: 4 (26.7%)Nociceptive visceral: 0 (0%)Neuropathic + nociceptive somatic: 8 (53.3%)Neuropathic + nociceptive visceral: 1 (6.7%)15.1 (11.6), 2–40NR9.9 (7.1), 2–30367.4 (369.8), 60–1500
CN = 20F = 15M = 550.6 (14.4), 25–71Neuropathic: 3 (15%),Nociceptive somatic: 8 (40%)Nociceptive visceral: 0 (0%)Neuropathic + Nociceptive somatic: 9 (45)Neuropathic + Nociceptive visceral: 0 (0%)11.4 (7.6), 2–256.6 (4.7), 1–16220.8 (169.1), 60–740
Sullivan 2017113,11435IN = 18F = 12M = 654.4 (10.1)NRNRNR10.2 (4.3)207.2 (269.3)
CN = 17F = 13M = 4245.2 (347.3)
Zheng 200811235IN = 17F = 8M = 951.1 (13)NR19.8 (24.5)Codeine: 10Methadone: 1Oxycodone: 4Morphine: 4Tramadol: 6NR461.6 (462.6)
CN = 18F = 9M = 948.4 (10.5)13 (1.1)Codeine: 14Methadone: 0Oxycodone: 5Morphine: 3Tramadol: 4295.5 (288)
Zheng 2019115,116108IN = 48F = 28M = 2055.9 (11.3)NR10.8 (9.4)NRNR463.3 (438.6)
CN = 29F = 18M = 1158.4 (12.8)13.3 (9.6)620.8 (792.4)
C2N = 31F = 16M = 1558.4 (12.8)16.3 (12.5)871.41 (1772.3)
PMC
Seal 202081294IN = 147F = 15M = 13262.1 (12.4)NRNRNR14.1 (5.3)124.1 (241.1)
CN = 147F = 15M = 13262.9 (11.4)13.6 (5.1)124.5 (231.5)
Retrospective cohort
Bienek 201967195IN = 68F = 30M = 3851 (13)Neuropathic: 18 (25.5%)CRPS: 3 (4.4%)Muscle or joint: 18 (26.5%)Back pain: 20 (29.4%)Other: 8 (11.8%)NRMorphine: 8 (11.8%)Hydromorphone: 18 (26.5%)Oxycodone: 15 (22.1%)Oxycodone/naloxone: 4 (5.9%)Fentanyl: 8 (11.8%)NR185 (194)
CN = 127F = 53M = 7454 (12)Neuropathic: 49 (38.6%)CRPS: 7 (5.5%)Muscle or joint: 32 (25.2%)Back pain: 29 (22.8%)Other: 11 (8.7%)Morphine: 21 (16.5%)Hydromorphone: 23 (18.1%)Oxycodone: 26 (20.5%)Oxycodone/naloxone: 18 (14.2%)Fentanyl: 21 (16.5%)253 (385)
Gersch 202170665IN = 125F = 83M = 4258.9Abdominal pain: 4 (3.2%)Back pain: 19 (15.2%)Burn: 0 (0.0%)Dislocation/sprain/strain: 6 (4.8%)Fibromyalgia: 16 (12.8%)Fracture: 10 (8.0%)Internal injury: 0 (0.0%)Joint pain: 14 (11.2%)Migraine: 0 (0.0%)Nerve damage: 1 (0.8%)Open wound: 3 (2.4%)Other injury: 14 (11.2%)Trauma complication: 1 (0.8%)Superficial injury: 3 (2.4%)No pain indication: 85 (68.0%)NRNRNR88.4 (58)
CN = 540F = 361M = 17959.3Abdominal pain: 13 (2.4%)Back pain: 85 (15.7%)Burn: 0 (0.0%)Dislocation/sprain/strain: 67 (5.0%)Fibromyalgia: 49 (9.1%)Fracture: 34 (6.3%)Internal injury: 0 (0.0%)Joint pain: 39 (7.2%)Migraine: 1 (0.2%)Nerve damage: 2 (0.4%)Open wound: 8 (1.5%)Other injury: 20 (3.7%)Trauma complication: 5 (0.9%)Superficial injury: 4 (0.8%)No pain indication: 403 (74.6%)NRNRNR76.9 (44.8)
Montgomery 20207747IN = 24F = 4M = 2061 (8.88)Back: 14 (58.3%)Joint: 6 (25%)Neck: 4 (16.7%)Chronic pain syndrome: 5 (20.8%)Myofascial pain: 5 (20.8%)NRNRNRNR
CN = 23F = 1M = 2265 (8.5)Back: 12 (52.2%)Joint: 7 (30.4%)Neck: 8 (34.7%)Chronic pain syndrome: 3 (13.1%)Myofascial pain: 2 (8.7%)

The 11 comparative studies included a total of 1606 participants, with individual studies ranging from 3575,112,113 to 665 participants.70 The participants were evenly divided between the intervention and comparator groups for seven studies, whereas three studies70,111,116 enrolled more participants to the intervention group than the comparator group and one study enrolled more participants to the comparator group than the intervention group.67

Four studies reported notably more females than males in the study, three studies reported notably more males than females and four studies reported equal proportions of males and females. The mean ages of participants ranged from 47.469 to 65 years.77

The type of chronic pain that participants were experiencing was reported by six studies and was varied. The mean duration of pain was reported by four studies and varied from 10.8116 to 19.8 years.112

The types of opioids participants were taking was only reported by three studies and differed between studies. For the five studies reporting the duration of opioid treatment, the values varied between 6.675 and 14.1 years.81 The average daily opioid dose was reported by seven studies and varied between 76.970 and 367 mg/day.75 Two further studies reported weekly doses of 461 and 295 mg/week112 and 463 and 620 mg/week.116

Non-comparative studies

Details of the population characteristics are shown in Table 12.

TABLE 12 Population characteristics of the non-comparative studies (Review 1)
Author yearSample sizeNo. of females/malesAge yearsMean (SD), rangeType of chronic pain, n (%)Duration of chronic painMean (SD)Types of opioids, n (%)Duration (years) of opioid useMean (SD)Level of opioid useMean (SD), rangeConcomitant medicationsOverall
Prospective cohorts
Capano 2020110N = 97F = 66M = 3156.1 (NR), 39–70NRNRNRNRNRNR
Cunningham 201668N = 55F = 46M = 948.6 (13.2)Fibromyalgia8.6 (11.3)Hydrocodone/acetaminophen: 16 (29%)Oxycodone/acetaminophen: 7 (13%)Oxycodone extended release: 11 (20%)Oxycodone: 8 (15%)Fentanyl patches: 5 (9%)Methadone: 6 (11%)Morphine: 8 (15%)Others: 15 (27%)4.6 (5.8)99 (143), 500–600Patients on multiple daily opioids = 21 (38%) (range 2–4)
Jacobs 201673N = 148F = 2M = 14664NRNRNRNR117.8, 4–1092NR
Krumova 201374N = 102F = 47M = 5551 (13), 22–79Neuropathic pain syndromes: 37 (36.3%)Non-neuropathic pain syndromes: 54 (52.9%)Others: 11 (10.8%)NRWHO step-3 opioids:Morphine: 95 (93.1%)Fentanyl TTS: 25 (24.5%)Hydromorphone: 18 (17.6%)Oxycodone: 14 (13.7%)Buprenorphine: 7 (6.9%)Pethidine: 1 (1%)L-methadone: 1 (1%)WHO step-2 opioids:Tilidine + naloxone: 4 (3.9%)Tramadol: 3 (2.9%)3.6 (3.8)366.5 (524), 20–4200NSAIDs and cyclo-oxygenase 2-inhibitors = 25.5%Metamizole and paracetamol = 26.5%Anticonvulsants = 36%Antidepressant = 31%Benzodiazepines = 5%Fluoirtine = 4%
Laigaard 202076N = 51F = 34M = 1755.9 (13)Musculoskeletal: 18 (35%)Musculoskeletal and neuropathic: 23 (45%)Functional: 6 (12%)Visceral: 4 (8%)NRNRMedian 1080Paracetamol: 29 (57%)NSAID: 4 (8%)Gabapentin/pregabalin: 22 (43%)Antidepressant: 15 (29%)Benzodiazepine: 2 (4%)
Townsend 200888N = 213F = 170M = 4344.5 (14.2), 13–83Low back (29.6%)Fibromyalgia (13.6%)Chronic headache (10.8%)Generalised (not fibromyalgia) (9.4%)Abdominal (9.4%)Neck (6.6%)Other (i.e. lower/upper extremity, face, foot, jaw, chest wall, pelvis, hip, mouth) (20.6%)8.9 (8.3)NR3.9 (4.2)99 (141.7), 1–1060 mgMedian 45.0 mgNSAIDs: 100 (46.9%)Benzodiazepines: 85 (39.9%)Muscle relaxants: 52 (24.4%)Anticonvulsants: 94 (44.1%)SSRI antidepressants: 70 (32.9%)Tricyclic antidepressants: 50 (23.5%)Other antidepressants: 99 (46.5%)
Retrospective cohorts
Austin 201966N = 707F = 463M = 24462.5 (15.2)NRNRNRNR53.4 (76.9), 1.5–747.5 mgMedian 30 mgBenzodiazepine use: 212 (30.0%)
Huffman 201772N = 941F = 577M = 364NRNRNROpioids, n = 836 (89%)Tramadol only, n = 66 (7%)Buprenorphine, n = 39 (4%)NR176.54 (384.22)NR
Murphy 201378N = 221F = 39M = 18249.08 (10.97)Back: 133 (60.2%)Extremity: 34 (15.4%)Neck: 22 (10.0%)Head: 14 (6.3%)Other: 18 (8.1%)12.69 (10.45)NRNR61.14 (61.17), 8–360NR
Panicker 202279N = 34F = 3M = 3163.18 (15.39)Low back pain (93%)NRNRNR41.04NR
Rivich 201880N = 147F = 15M = 132Median = 61, 33–84Back, spinal pain, nonspecific: 94 (64%)Lower body and extremities (hip, knee, ankle, foot): 42 (29%)Upper body and extremities (shoulder, wrist, neck): 23 (16%)Chronic pain syndrome: 20 (14%)Neuropathy, nonspecific: 8 (5.4%)Abdominal pain: 2 (1.4%)NRNRNR315NR
Sharp 201882N = 2492F = 1415M = 1077NRNRNRNRNRNRNR
Twillman 201889N = 362F = NRM = NRNRNRNRNRNRNRNR
Zhou 201790N = 140F = 87M = 5346.7(12.7)NR9.6 (8.4)NR7.7 (6.1)83.5 (123.4)Acupuncture: 9.3%Bupropion: 42.1%Clonidine: 77.9%Epidural injection: 7.9%Manipulation: 40.0%Mirtazapine 23.6%Sacroiliac joint injections: 16.4%Selective serotonin receptor inhibitors: 85.7%Topiramate: 15.7%Trigger point injections: 26.4%
Non-patient cohort
Thakral 201883,84,85,86,87N = 23,809F = 15,190M = 8619NRNRNRNRNRNRSedative use: 32.4%
Westanmo 2015117N = 50,749F = NRM = NRNRNRFentanyl (transdermal): 94 (0.19%)Methadone: 286 (0.56%)Morphine (sustained action): 831 (1.64%)Oxycodone (sustained action): 292 (0.58%)Hydrocodone (acetaminophen): 4058 (8.00%)Hydromorphone (immediate release): 164 (0.32%)Morphine (immediate release): 100 (0.20%)Oxycodone (acetaminophen): 1562 (3.08%)Oxycodone (immediate release): 679 (1.34%)NR< 200 MED/day or > 200 MED/dayNR

The two non-comparative studies that did not follow a cohort of patients are not included in the description of the population characteristics, though the sample sizes and details of opioid use are reported in Table 12. The remaining 14 studies included 5710 participants and individual studies ranged from 3479 to 249282 participants.

The sex of participants in the non-comparative studies was less evenly spread than in the comparative studies with seven studies reporting notably more females than males, five studies reporting notably more males than females and only two studies reporting equal proportions of males and females. Two studies failed to report the proportion of males and females. The ages of participants ranged from 44.588 to 64 years.73 Three studies did not report the average age of participants.72,82,89

The type of chronic pain that participants were experiencing was reported by six studies and was varied. The mean duration of pain was reported by four studies and varied from 8.668 to 12.7 years.78

The types of opioids participants were taking was only reported by two studies68,74 and differed between the studies. For the five studies reporting the duration of opioid treatment, the values varied between 3.988 and 10 years.76 The average daily opioid dose was reported by 11 studies and varied between 41.0479 and 367 mg/day.74

Quality assessment

Comparative studies

Randomised controlled trials

For the RCTs, the Cochrane Risk of Bias 2 tool36 was used and overall quality was assessed rather than for each outcome. The results are shown in Table 13 and Figure 3. Only one RCT was rated as being at low risk of bias, with low risk across all domains;69 all other RCTs had an overall rating of ‘some concerns’, with at least one domain assessed as having some concerns. No studies were assessed as being at high risk of bias for any domain.

TABLE 13 Results of Risk of Bias 2 assessment for the RCTs (Review 1)
Study IDTreatmentComparatorD1D2D3D4D5Overall
Sullivan 2017113,114 MI Usual careLow risk
Kurita 201875TaperUsual careSome concerns
Zheng 2008112EASham EAHigh risk
Zheng 2019115,116EASham EA
Hudak 202071MORESupportive group
Garland 201469MORESupportive group
Jackson 2021111Auricular acupunctureStandard of care

FIGURE 3 Percentage of RCTs in each risk category overall and for each domain (Review 1). (Figure not reproduced here; see the original article.)

Non-random comparative studies

For non-random comparative studies, CASP tools were used to assess study quality. For the PMC study, the CASP case-control checklist was used.119 For the two retrospective cohort studies, the CASP cohort study checklist was used.38 The results for these studies are shown in Table 14.

TABLE 14 Summary table of the CASP quality assessments – non-RCTs (Review 1)
Study ID1 Clearly focused issue2 Appropriate method3 Recruitment4 Selection of controls5 Exposure6a Groups treated equally6b Confounders9 Believable results10 Local population11 Inline
PMC
Seal 202081✔✔✔✔✔✔✔✔✔✗/✔
Study ID1 Clearly focused issue2 Recruitment3 Exposure4 Outcome5a Confounders identified5b Confounders considered6a Follow-up complete6b Follow-up adequate9 Believable results10 Local population11 Inline12 Implications
Retrospective cohorts
Bienek 201967✔✗✔✔✗✗✔✔✔✔✔✔
Gersch 202170✔✗/✔✔✔✔✔✔✔✔✗/✔✗/✔✗/✔
Montgomery 202077✔✔✔✔✗✗✔✔✔✗/✔✔✗/✔

Non-comparative studies

As all of the non-comparative studies were single cohort studies, the CASP cohort study checklist was used.38 The results for these studies are shown in Table 15.

TABLE 15 Summary table of the CASP quality assessments – single cohort studies (Review 1)
Study ID1 Clearly focused issue2 Recruitment3 Exposure4 Outcome5a Confounders identified5b Confounders considered6a Follow-up complete6b Follow-up adequate9 Believable results10 Local population11 Inline12 Implications
Single prospective cohort
Capano 2020110✔✔✗/✔✔✔✔✔✔✗/✔✔✔✗/✔
Cunningham 201668✔✔✔✔✔✔✔✗/✔✔✗/✔✔✗/✔
Jacobs 201664✔✗/✔✔✔✔✔✔✗✔✗/✔✗/✔✔
Krumova 201374✔✔✔✔✔✔✔✔✔✔✗/✔✗/✔
Laigaard 202076✔✔✔✔✔✗/✔✔✔✔✔✔✗/✔
Townsend 200888✔✔✔✔✗/✔✗/✔✔✔✔✔✔✗/✔
Single retrospective cohort
Austin 201966✔✔✗✔✔✔✔✔✔✔✔✗/✔
Huffman 201772✔✔✔✔✗✔✔✔✔✔✗/✔✔
Murphy 201378✔✗✔✔✔✔✔✔✔✗✔✔
Panicker 202279✔✗/✔✔✔✗/✔✗✗/✔✗/✔✔✗/✔✗/✔✗/✔
Rivich 201880✔✔✔✔✗/✔✗/✔✔✔✔✗/✔✔✔
Sharp 201882✔✔✔✔✔✔✗/✔✗/✔✔✔✔✗/✔
Twillman 201889✔✔✗/✔✗/✔✗✗✔✔✔✔✔✗/✔
Zhou 201790✔✔✗/✔✗/✔✔✔✔✔✔✔✗/✔✗/✔
Non-patient cohort
Thakral 201883,84,85,86,87✔✔✔✔✗/✔✔✔✔✔✔✔✗/✔
Westanmo 2015117✔✔✔✔✗✗✔✔✔✔✗/✔✗/✔

Outcomes

Of the outcomes of interest to this review (see Table 2), seven were reported by three or more studies and are synthesised in this section. Full data extraction tables for each outcome are included in Appendix 5 with brief summary tables shown here for pain outcomes (Table 16) and change in opioid dose (Table 17).

TABLE 16 Summary outcomes table for pain severity and interference
StudyStudy designIntervention (I)Comparator (C)FUChange in points from baseline
Pain severityPain interference
ScaleICI vs. CScaleICI vs. C
Pain management programmes (including tapering and pain management only)
Cunningham 2016SRCRehabilitation programmeNonePTNRS −2.0 …N/A MPI −10.2…N/A
Krumova 2013SRCRehabilitation programmeNone12–24 monthsNRS−1.2…N/A…………
Townsend 2008SRCRehabilitation programmeNone6 months MPI −10.2…N/A MPI −14.2…N/A
Panicker 2022SRCNurse led pain clinicNonePTNS−3.0…N/A…………
Pharmacological-assisted tapering
Murphy 2013SRCRehabilitation programmeNonePTNRS−0.5…N/APOQ-VA ADL−2.8…N/A
Zhou 2017SRCComprehensive taperNonePTVAS−2.6…N/A…………
Capano 2020SRCHemp extractNonePT………N/APEG−0.8…N/A
Tapering only
Kurita 201866 RCT Taper onlyStabilisation4–6 weeksVNS+ 0.2+ 0.9 No difference …………
Bienek 201958RCTaper onlyFSD vs. ISD6 weeksNRS−0.9−0.9N/A…………
Cognitive, psychological and behavioural
Garland 201460 RCT Mindfulness trainingSupport group3 monthsBPI>−0.6+ 0.6 Favours intervention BPI>−1.3+ 0.4 Favours intervention
Sullivan 201754 RCT Taper + MI/CBTTaper only34 weeksBPI>−1.0−0.1 No difference BPI>−1.5−0.5 Favours intervention
Acupuncture
Zheng 200856 RCT ElectroacupunctureSham20 weeksVAS−0.8−0.7 No difference …………
Zheng 201955 RCT ElectroacupunctureShamPTVAS+ 0.1−0.3 No difference …………
Jackson 2021 RCT Taper + acupunctureNo acupuncturePTNRS+ 0.4+ 0.7 No difference …………
Montgomery 202068RCAcupunctureNonePTNRS−1.30.0 No difference …………
TABLE 17 Summary outcomes table for change in opioid outcomes: reduction and cessation
StudyStudy designIntervention (I)Comparator (C)FUReduction, change in mean MEDD or equivalentCessation, % tapered off opioids
ICI vs. CICI vs. C
Pain management programmes (including tapering and pain management only)
Seal 202072 PMC Integrated Pain TeamUsual care6 months−55.7−17.4 Favours intervention ………
Gersch 202170RCPain e-consult programmeUsual care12 months−23.0−9.1 Favours intervention ………
Cunningham 201659SPCRehabilitation programme…3 weeks………100.0%…N/A
Krumova 201365SPCRehabilitation programme…PT………76.5%…N/A
12–24 months………48.0%…N/A
Laigaard 202067SPCMultidisciplinary pain centre…PT−61.0a…N/A………
Townsend 200879SPCRehabilitation programme…PT………82.6%…N/A
6 months………77.3%…N/A
Huffman 201763SRCRehabilitation programme…PT−54.4…N/A69.5%…N/A
6 months………29.9%…N/A
Panicker 202279SRCNurse-led pain clinic…PT−18.1…N/A………
Tapering curriculum/guidelines/initiative
Jacobs 201664SPCChronic Opioid Assessment Programme…Chart review………9.5%…N/A
Austin 201957SRCOpioid-tapering curriculum…Chart review+ 5.1b…N/A26.6%…N/A
Rivich 201871SRCMultidisciplinary chart reviews…3 months−37.0a…N/A………
Westanmo 2015101NPCOSI implementation…42 months−20.0…N/A………
Pharmacological assisted tapering
Murphy 201369SRCRehabilitation programme…PT………100%…N/A
Zhou 201781SRCComprehensive taper…PT………27.9%…N/A
Tapering only
Kurita 201866 RCT Taper onlyStabilisationPT−140.8+ 80.0 No difference c 0.0%0.0%N/A
Bienek 201958RCTaper onlyFSD vs. ISDPT−127.7−206.9N/A64.8%50.2%N/A
Cognitive, psychological and behavioural
Hudak 202062 RCT Mindfulness trainingSupport group4 months−14.9−2.2 Favours intervention ………
Sullivan 201754 RCT Taper + MI/CBTTaper only12 weeks−107.7−107.0 No difference 11.1%11.8% No difference
Acupuncture
Zheng 200856 RCT ElectroacupunctureSham20 weeks−116.9−56.5 No difference ………
Zheng 201955 RCT Electroacupuncture(1) Sham + PMM; (2) PMM26 weeks−125.2(1) −92.4; (2) −42.0 No difference ………
Jackson 202153 RCT Taper + acupunctureNo acupuncturePT−34.0−66.0 No difference ………
Montgomery 202068RCBattlefield acupunctureNo intervention6 months+ 3.9+ 8.7 No difference ………

Pain

Pain was reported by 15 studies either in terms of severity and/or interference.

Four non-comparative studies that assessed pain management programmes reported pain severity as an outcome.68,74,79,88 Three studies used an 0- to 10-point scale and one study used the Multidimensional Pain Inventory (MPI), a 52-item, 12-scale inventory. All four studies reported a decrease in pain scores from baseline to discharge/end of the intervention. A decrease was still apparent at follow-up in two studies that reported outcomes at 6 months and 12–24 months, respectively.74,88 Neither of the comparative studies assessing pain management programmes reported pain severity or pain interference as an outcome.70,81

Three non-comparative studies that assessed pharmacological-assisted opioid tapering78,90,110 all reported at least one pain outcome. Two studies reported decreases in pain severity from baseline to discharge/end of intervention, both on a 0- to 10-point scales. Two studies also reported a decrease in pain interference. None of the studies reported outcomes over a longer follow-up period.

Two studies of tapering-only interventions reported pain severity, both at discharge/end of the intervention and over a longer follow-up period. One study75 compared a taper intervention with stabilisation finding no significant difference between groups at follow-up. The other study67 of different starting doses found a reduction in pain scores from baseline in both groups at follow-up.

Two comparative studies assessing cognitive, psychological and behavioural interventions reported both pain severity and interference; measured in both studies with the Brief Pain Inventory (BPI). The study of mindfulness training compared to a support group, found statistically significant effects in favour of the intervention for both pain severity and interference.69 The study of tapering and MI/CBT found no difference in pain severity between the intervention and taper-only control at follow-up.113 For pain interference, a statistically significant effect in favour of the intervention was found at follow-up.

Four comparative studies that assessed acupuncture reported pain severity as an outcome. None of the studies found a statistically significant difference between the intervention and control groups.

As statistically significant evidence by itself is insufficient to indicate whether the magnitude of the effect on pain is clinically important,120 we explored minimally important differences across the studies that reported pain outcomes. This exploratory analysis was based on a reduction of at least 2 points on 0- to 10-point scale. The change from baseline reached a difference of 2.0 points or more in three non-comparative studies: two studies68,79 of pain management programmes and one study90 of pharmacological-assisted tapering.

Change in opioid dose (including cessation)

All but two studies68,69 reported at least one measure of change in opioid use. Twenty-two studies reported on the outcome of reduction in opioids with differences in how the outcome was reported. The different outcome types are reported in separate tables in Appendix 5.

Change in mean morphine equivalent daily dose or equivalent

Five studies that examined pain management programmes reported on the reduction of opioid dose. Two comparative studies found statistically significant effects in favour of the intervention at follow-up.70,81 Seal et al.81 compared an integrated pain team with usual care and Gersch et al.70 a pain e-consult programme with usual care. Three non-comparative studies all reported reductions in opioid dose between baseline and the end of treatment/discharge.72,79 Two further studies74,88 reported details for participants still taking opioids at the end of treatment, with all patients having reduced their doses.

Three studies66,80,117 that examined an opioid-tapering curriculum, guideline or curriculum reported changes in opioid dose. Austin et al.66 reported the change in dose between a baseline cohort and patients who remained on opioid therapy, finding no significant change. Two studies80,117 about the implementation of recommendations related to the US OSI reported reductions in opioid dose. One further study83 of OSI implementation reported ‘modest reductions’ in the annual rate of opioid prescribing.

One study that examined pharmacological-assisted opioid-tapering interventions reported that 51.5% of participants using the CBD hemp extract were able to reduce opioid medications at week 8.110

Both studies that examined tapering-only interventions reported on the reduction of opioid dose. Kurita et al.75 reported a reduction in dose in the taper-only intervention group, but there was no significant difference between the taper only and stabilisation groups at follow-up. The authors state that the taper phase of the study was underpowered due to dropout. Bienek et al. reported reductions in dose in both the fixed starting dose group and individualised starting dose group.67

Two comparative studies71,113 that examined cognitive, psychological and behavioural interventions reported changes in opioid use. Hudak et al.71 found a statistically significant reduction in opioid dose that favoured mindfulness training compared to a support group. Sullivan et al.113 reported reductions in opioid dose in both the taper and MI/CBT intervention group and taper-only control group but found no statistically significant difference between the groups at the end of treatment or at follow-up.

All four comparative studies that examined the use of acupuncture reported on the reduction of opioid dose.77,111,112,116 Three studies, including two that examined electroacupuncture and one that examined taper and acupuncture, reported reductions in the both the intervention and control groups. However, none of the studies found a statistically significant difference between the intervention and comparator groups at the end of treatment or follow-up.

One study that examined clinical encounters reported that 29% of clinical encounters were followed by a reduction in opioid prescribing.82

Cessation of opioid use

All but one study75 whose aim was for cessation reported on the number of participants succeeding in ceasing opioid use. An additional study that aimed to reduce opioid use also reported cessation rates.66

Four non-comparative studies that examined pain management programmes reported cessation rates. The studies reported a high proportion of participants ceasing use at the end of the intervention – ranging from 69.5%72 to 100%.68 Three studies reported cessation rates at follow-up and a proportion of patients had relapsed to opioid use following cessation; the proportion of patients that remained opioid free in these three studies were 48.0%,74 77.3%88 and 29.9%,72 respectively.

Two studies that examined tapering curriculums, guidelines or initiatives reported low proportions of participants ceasing use – 9.5%73 and 26.6%,66 respectively.

Two studies that examined pharmacological-assisted opioid tapering reported that 100% of participants78 and 27.9% of participants,90 respectively, had ceased opioid use at the end of treatment.

One comparative study of a cognitive, psychological and behavioural intervention that compared taper plus MI/CBT with taper only found that only two participants in each group ceased opioid use. Two comparative studies that examined tapering interventions reported cessation rates. Kurita et al.75 reported that no participants in either the taper-only intervention group or stabilisation comparison group ceased opioid use. Bienek et al.67 compared a fixed starting dose taper regimen with an individualised starting dose regimen, finding that 64.8% and 50.2% of participants, respectively, ceased opioid use.

Opioid withdrawal-related symptoms or dependence

Opioid withdrawal-related symptoms were poorly reported across the studies with only three studies67,68,75 reporting symptoms assessed using a validated scale.

One non-comparative study68 reported that the peak score on the Clinical Opioid Withdrawal Scale (COWS) was higher for patients on higher opioid doses but not significantly different based on the morphine equivalent dose (MED). The mean peak COWS score occurred at 80% reduction from the initial opioid dose for patients on a MED dose of 100 mg/day or less, 64% for a MED dose of 100–200 mg/day, and 72% for a MED dose of > 200 mg/day.

Two comparative studies examined tapering-only interventions. One study75 did not report the results of either the Objective Opiate Withdrawal Scale (OOWS) or Subjective Opiate Withdrawal Scale (SOWS) that they used. The final study did report that those on a fixed starting dose had a significantly lower 10-day mean daily SOWS scores than those on an individualised starting dose (comparator group).67

Acceptability of the intervention and patient satisfaction

Acceptability of the intervention and patient satisfaction were reported in four studies. One study examined pharmacological-assisted tapering, and participants were asked to score overall satisfaction on a scale of 0–10, the average rating was 8.3.78 Two studies examined cognitive, psychological and behavioural interventions. Garland et al.69 measured treatment credibility based on three items about attitudes towards treatment. There was no statistically significant difference between the intervention and control groups on this measure (21.4 vs. 19.3). In the study by Sullivan et al.,113 intervention group participants were asked to rate the helpfulness of the taper plus MI/CBT intervention on a 1- to 5-point scale. The intervention was rated as very or extremely helpful by 81.3% of participants at the end of the intervention and by 73.3% at 34 weeks follow-up. Finally, Sharp et al.82 reported that the number of patients with a mean satisfaction score > 9 was 88.9%.

Emotional functioning

Eight studies reported the outcome depression,68,69,74,75,76,88,111,113 and of those, four also reported anxiety outcomes.75,76,111,113

Four of the studies reporting depression as an outcome were evaluations of pain management programmes. Two non-comparative studies74,76 reported no change in depression measures, at 12- to 24-month follow-up or at the final visit, respectively. Two further non-comparative studies, both of 3-week rehabilitation programmes reported statistically significant reductions in depression on the Centre for Epidemiological Studies Depression Scale (CES-D) at the end of the programme.68,88 Townsend et al.88 followed patients up at 6 months post treatment, finding that the significant reduction in depression remained.

Four comparative studies69,75,111,113 reported depression outcomes measured with the Hospital Anxiety and Depression Scale (HADS),75,111 Calgary Symptoms of Stress Inventory (C-SOSI)69 and the Patient Health Questionnaire-9 items (PHQ-9).113 The intervention types explored in these studies varied and included two studies of cognitive, psychological and behavioural interventions,69,113 acupuncture111 and sequential opioid dose reduction.75 None of the studies found a statistically significant difference between the intervention and comparator groups at the end of treatment or follow-up.

Four studies reported anxiety outcomes. Three were comparative studies (of acupuncture,111 sequential opioid dose reduction75 and a cognitive, psychological and behavioural intervention113) and one was a non-comparative study of a pain management programme.76 None of the comparative studies found a statistically significant difference between the intervention and comparator groups at the end of treatment or follow-up.75,111,113 The non-comparative study did not find a statistically significant change between baseline and the end of treatment.76

Sleep quality

Sleep quality was reported by four studies.75,78,110,113 Two non-comparative studies examined pharmacological interventions78,110 and both reported statistically significant improvements in sleep quality from baseline to the end of the intervention. Two comparative studies75,113 that examined sequential opioid dose reduction and acupuncture interventions, respectively, found no statistically significant difference between the intervention and comparator groups at either the end of the intervention or at longer-term follow-up.

Quality of life

Quality-of-life outcomes measured with the 36-item Short Form Survey (SF-36) were reported by five studies.68,74,75,76,112 Two comparative studies, of sequential opioid dose reduction75 and electroacupuncture,112 respectively, reported no statistically significant difference between the intervention and comparator groups at either the end of the intervention or at longer-term follow-up.

The three remaining studies were all non-comparative studies of pain management programmes.68,74,76 One study reported a statistically significant improvement from baseline in the mental component summary of the SF-36 but not in the physical component at 12–24 months follow-up.74 Another study68 reported a statistically significant improvement from baseline on the general health perceptions domain of the SF-36. One study reported no significant changes from baseline.76

Two further studies reported that they assessed SF-36 scores but did not report results in their published papers.75,112

Summary

The literature searches identified 27 relevant studies, including 11 comparative studies and 16 non-comparative studies. There were some concerns about the risk of bias across the included studies but only significant concerns about the quality of one study.67 With differences in population, such as the number of recruited patients and patient characteristics, study design (including intervention), collected outcome data and duration of follow-up, it was unsurprising that for the outcomes of pain severity, emotional functioning, sleep quality and quality of life, some studies reported improvements while other studies reported no differences. Although only reported by two studies, there was consistency in terms of the acceptability of interventions which was high. Confidence in this finding is enhanced by the safety review results (see Chapter 7) as none of the seven studies that reported AEs reported any serious AEs, and no patients were reported to have withdrawn from a study due to an AE.

All except two of the included studies68,69 reported at least one measure of change in opioid use. While cessation of opioid use is an outcome that is clinically important, defining the level of reduction in opioid use that is clinically relevant is problematic. Findings from a systematic literature review121 of minimum clinically important differences (MCID) for chronic pain relief showed that reported MCID levels vary considerably, although baseline pain was strongly associated with absolute, but not relative, measures. Further, but to a much lesser degree, MCID was also influenced by the operational definition of relevant pain relief and possibly by clinical condition.

The relevance to NHS practice of some of the interventions described in the included studies is unclear. For example, four of the comparative studies assessed the effect of acupuncture on reduction of opioid use; however, acupuncture is only sometimes available on the NHS, access is limited and most patients wanting acupuncture pay for private treatment. Further, five of the non-comparative studies examined how the introduction of OSIs affected patient use of opioids; such initiatives will only be relevant if the assessed measures are not already implemented in the NHS.

← Search results for all reviewsSafety of interventions to reduce opioid use →

Attribution. Ruaraidh Hill; Michelle Maden; Rui Duarte; Sam Eldabe; Su Golder; Marty Chaplin et al. (2026). Interventions to safely and effectively reduce (taper) use of opioids in chronic non-cancer pain: a systematic review. National Institute for Health and Care Research. Copyright © 2026 Hill et al. Licensed under CC BY 4.0. NCBI Bookshelf NBK621520. CC BY 4.0. Original source ↗. Text reproduced from the Bookshelf XML without changing wording; figures, images and supplements are not reproduced.

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