Highlights
- •Four percent of chronic noncancer pain patients developed codeine shopping behavior.
- •In 2004 to 2014, the prevalence of codeine shopping behavior more than tripled.
- •Codeine shoppers were younger and had mental health disorders.
- •Anxiolytic use and previous strong opioid use were risk factors for codeine shopping.
- •The growing prevalence of codeine doctor shopping calls for vigilance.
Abstract
Perspective
Key words
International Narcotics Control Board: Narcotic Drugs 2014: Estimated World Requirements for 2015. Available at: http://www.incb.org/documents/Narcotic-Drugs/Technical-Publications/2014/Narcotic_Drugs_Report_2014.pdf. Accessed July 11, 2016
ANSM: French National Agency for Medicines and Health Products Safety: Analysis of drug sales in France in 2013. Available at: http://ansm.sante.fr/var/ansm_site/storage/original/application/3df7b99f8f4c9ee634a6a9b094624341.pdf. Accessed July 11, 2016
Van Hout MC, Bergin M, Foley M, Rich E, Rapca AI, Harris R, Norman I: A Scoping Review of Codeine Use, Misuse and Dependence, final report. CODEMISUSED Project European Commission 7th Framework Programme, EU. Brussels. Available at: http://codemisused.org/uploads/files/Van_Hout_et_al_Scoping_Report_23-03-2015.pdf. Accessed July 9, 2016
Methods
Study Design
Data Source
- Eschalier R.
- Chenaf C.
- Mulliez A.
- Yalioua A.
- Clerfond G.
- Authier N.
- Vorilhon C.
- Citron B.
- Pereira B.
- Jean F.
- Souteyrand G.
- Motreff P.
- Eschalier A.
- Lusson J.R.
Participants
Study Data
Outcome Measures
Statistical Analyses
Results

Description of the Study Population
All Patients (N = 1,958) | Codeine Nonshoppers (N = 1,893) | Codeine Shoppers (N = 65) | P | |
---|---|---|---|---|
Age, y | ||||
Mean ± SD | 62.7 ± 16.1 | 63.5 ± 15.8 | 41.1 ± 10.7 | <.001 |
Median (Q1–Q3) | 63.0 (51–76) | 64.0 (52–76) | 41.0 (33–46) | <.001 |
Gender | .283 | |||
Male | 720 (36.8) | 692 (36.6) | 28 (43.1) | |
Female | 1,238 (63.2) | 1,201 (63.4) | 37 (56.9) | |
Low-income status | <.001 | |||
Yes | 168 (8.6) | 152 (8.0) | 16 (24.6) | |
No | 1,790 (91.4) | 1,741 (92.0) | 49 (75.4) | |
History of alcohol dependence | .287 | |||
Yes | 24 (1.2) | 23 (1.2) | 1 (1.5) | |
No | 1,934 (98.8) | 1,870 (98.8) | 64 (98.5) | |
History of opioid use disorders | .008 | |||
Yes | 11 (.6) | 8 (.4) | 3 (4.6) | |
No | 1,947 (99.4) | 1,883 (99.6) | 62 (95.4) | |
History of substance use disorders | .009 | |||
Yes | 43 (2.1) | 37 (1.9) | 5 (7.7) | |
No | 1,916 (97.9) | 1,856 (98.1) | 60 (92.3) | |
Active chronic liver disease | .107 | |||
Yes | 35 (1.8) | 32 (1.7) | 3 (4.6) | |
No | 1,923 (98.2) | 1,861 (98.3) | 62 (95.4) | |
Arthritis | .662 | |||
Yes | 81 (4.1) | 79 (4.2) | 2 (3.1) | |
No | 1,877 (95.9) | 1,814 (95.8) | 63 (96.9) | |
Mental health disorders | <.001 | |||
Yes | 197 (10.1) | 180 (9.5) | 17 (26.2) | |
No | 1,761 (89.9) | 1,713 (90.5) | 48 (73.8) |
Incidence of Shopping Behavior
Number of Shopping Episodes During Overall Follow-Up | Number (%) of Codeine Shoppers | Median Duration of Codeine Treatment (IQR) |
---|---|---|
1 | 18 (27.7) | 420 (336–613) |
2 | 10 (15.4) | 295 (268–401) |
3–5 | 10 (15.4) | 420 (292–817) |
6–10 | 4 (6.2) | 358 (242–644) |
11–20 | 5 (7.7) | 1,158 (496–1,743) |
21–30 | 5 (7.7) | 1,054 (525–1,445) |
>30 | 13 (20.0) | 839 (676–1,008) |
Total | 65 (100) | 522 (313–992) |
Characteristics of Codeine Shoppers
Number of Different Prescribers | Number of Different Pharmacies | |||
---|---|---|---|---|
3–6 | 7–10 | >10 | Total | |
2 | 6 (9.2) | 2 (3.1) | 1 (1.5) | 9 (13.9) |
3–5 | 13 (20.0) | 14 (21.5) | 2 (3.1) | 29 (44.6) |
>5 | 2 (3.1) | 7 (10.8) | 18 (27.7) | 27 (41.5) |
Total | 21 (32.3) | 23 (35.4) | 21 (32.3) | 65 (100%) |
Risk Factors of Codeine Shopping Behavior
Variable | Shopping Behavior % (n/N) | HR | 95% CI | P |
---|---|---|---|---|
Age, y | ||||
≤40 | 16.8 (32/190) | 9.07 | 5.54–14.84 | <.001 |
>40 | 1.9 (33/1,768) | Reference | ||
Low-income status | ||||
Yes | 9.5 (16/168) | 3.56 | 2.02–6.27 | <.001 |
No | 2.7 (49/1,790) | Reference | ||
Gender | ||||
Female | 3.0 (37/1,238) | .83 | .50–1.37 | .483 |
Male | 3.9 (28/730) | Reference | ||
History of alcohol dependence | ||||
Yes | 4.2 (1/24) | 1.11 | .15–8.03 | .917 |
No | 3.3 (64/1,934) | Reference | ||
History of opioid use disorders | ||||
Yes | 27.3 (3/11) | 10.13 | 3.16–32.49 | <.001 |
No | 3.2 (62/1,947) | Reference | ||
History of substance use disorders | ||||
Yes | 11.9 (5/42) | 3.77 | 1.51–9.42 | .004 |
No | 3.1 (60/1,916) | Reference | ||
Active chronic liver disease | ||||
Yes | 8.6 (3/35) | 3.33 | 1.04–10.66 | .042 |
No | 3.2 (62/1,923) | Reference | ||
Arthritis | ||||
Yes | 2.5 (2/81) | .58 | .14–2.40 | .457 |
No | 3.4 (63/1,877) | Reference | ||
Mental health disorders | ||||
Yes | 8.6 (17/197) | 3.42 | 1.96–5.97 | <.001 |
No | 2.7 (48/1,761) | Reference |
Item | Shopping Behavior % (n/N) | HR (95% CI) | P |
---|---|---|---|
Antidepressants, previous use | |||
Yes | 3.72 (22/591) | 1.24 (.74–2.08) | .411 |
No | 3.15 (43/1,367) | Reference | |
Antidepressants, concurrent use | |||
Yes | 4.29 (30/699) | 1.45 (.89–2.38) | .138 |
No | 2.78 (35/1,259) | Reference | |
Antipsychotics, previous use | |||
Yes | 6.78 (8/118) | 2.03 (.97–4.27) | .061 |
No | 3.10 (57/1,840) | Reference | |
Antipsychotics, concurrent use | |||
Yes | 3.97 (6/151) | 1.26 (.54–2.92) | .592 |
No | 3.27 (59/1,807) | Reference | |
Mood stabilizers, previous use | |||
Yes | 5.41 (2/37) | 1.84 (.45–7.54) | .397 |
No | 3.28 (63/1,921) | Reference | |
Mood stabilizers, concurrent use | |||
Yes | 8.51 (4/47) | 1.73 (.54–5.53) | .354 |
No | 3.19 (61/1,911) | Reference | |
Hypnotic BZD, previous use | |||
Yes | 4.46 (21/471) | 1.65 (.98–2.78) | .061 |
No | 2.96 (44/1,487) | Reference | |
Hypnotic BZD, concurrent use | |||
Yes | 4.40 (28/637) | 1.52 (.93–2.49) | .097 |
No | 2.80 (37/1,321) | Reference | |
Anxiolytic BZD, previous use | |||
Yes | 4.56 (30/658) | 1.81 (1.11–2.95) | .018 |
No | 2.69 (35/1,300) | Reference | |
Anxiolytic BZD, concurrent use | |||
Yes | 5.46 (46/843) | 3.02 (1.80–5.17) | <.001 |
No | 1.70 (19/1,115) | Reference | |
Strong opioids, previous use | |||
Yes | 6.90 (6/87) | 2.39 (1.03–5.56) | .042 |
No | 3.15 (59/1,871) | Reference | |
Strong opioids, concurrent use | |||
Yes | 1.92 (2/104) | .50 (.12–2.06) | .338 |
No | 3.40 (63/1,854) | Reference | |
Weak opioids, previous use | |||
Yes | 3.15 (14/445) | .88 (.49–1.60) | .683 |
No | 3.37 (51/1,513) | Reference | |
Weak opioids, concurrent use | |||
Yes | 4.71 (20/425) | 1.24 (.72–2.13) | .446 |
No | 2.94 (45/1,533) | Reference |

Discussion
Van Hout MC, Bergin M, Foley M, Rich E, Rapca AI, Harris R, Norman I: A Scoping Review of Codeine Use, Misuse and Dependence, final report. CODEMISUSED Project European Commission 7th Framework Programme, EU. Brussels. Available at: http://codemisused.org/uploads/files/Van_Hout_et_al_Scoping_Report_23-03-2015.pdf. Accessed July 9, 2016
Strengths and Limitations
- Manchikanti L.
- Abdi S.
- Atluri S.
- Balog C.C.
- Benyamin R.M.
- Boswell M.V.
- Brown K.R.
- Bruel B.M.
- Bryce D.A.
- Burks P.A.
- Burton A.W.
- Calodney A.K.
- Caraway D.L.
- Cash K.A.
- Christo P.J.
- Damron K.S.
- Datta S.
- Deer T.R.
- Diwan S.
- Eriator I.
- Falco F.J.E.
- Fellows B.
- Geffert S.
- Gharibo C.G.
- Glaser S.E.
- Grider J.S.
- Hameed H.
- Hameed M.
- Hansen H.
- Harned M.E.
- Hayek S.M.
- Helm S.
- Hirsch J.A.
- Janata J.W.
- Kaye A.D.
- Kaye A.M.
- Kloth D.S.
- Koyyalagunta D.
- Lee M.
- Malla Y.
- Manchikanti K.N.
- McManus C.D.
- Pampati V.
- Parr A.T.
- Pasupuleti R.
- Patel V.B.
- Sehgal N.
- Silverman S.M.
- Singh V.
- Smith H.S.
- Snook L.T.
- Solanki D.R.
- Tracy D.H.
- Vallejo R.
- Wargo B.W.
- Manchikanti L.
- Abdi S.
- Atluri S.
- Balog C.C.
- Benyamin R.M.
- Boswell M.V.
- Brown K.R.
- Bruel B.M.
- Bryce D.A.
- Burks P.A.
- Burton A.W.
- Calodney A.K.
- Caraway D.L.
- Cash K.A.
- Christo P.J.
- Damron K.S.
- Datta S.
- Deer T.R.
- Diwan S.
- Eriator I.
- Falco F.J.E.
- Fellows B.
- Geffert S.
- Gharibo C.G.
- Glaser S.E.
- Grider J.S.
- Hameed H.
- Hameed M.
- Hansen H.
- Harned M.E.
- Hayek S.M.
- Helm S.
- Hirsch J.A.
- Janata J.W.
- Kaye A.D.
- Kaye A.M.
- Kloth D.S.
- Koyyalagunta D.
- Lee M.
- Malla Y.
- Manchikanti K.N.
- McManus C.D.
- Pampati V.
- Parr A.T.
- Pasupuleti R.
- Patel V.B.
- Sehgal N.
- Silverman S.M.
- Singh V.
- Smith H.S.
- Snook L.T.
- Solanki D.R.
- Tracy D.H.
- Vallejo R.
- Wargo B.W.
Van Hout MC, Bergin M, Foley M, Rich E, Rapca AI, Harris R, Norman I: A Scoping Review of Codeine Use, Misuse and Dependence, final report. CODEMISUSED Project European Commission 7th Framework Programme, EU. Brussels. Available at: http://codemisused.org/uploads/files/Van_Hout_et_al_Scoping_Report_23-03-2015.pdf. Accessed July 9, 2016
Van Hout MC, Bergin M, Foley M, Rich E, Rapca AI, Harris R, Norman I: A Scoping Review of Codeine Use, Misuse and Dependence, final report. CODEMISUSED Project European Commission 7th Framework Programme, EU. Brussels. Available at: http://codemisused.org/uploads/files/Van_Hout_et_al_Scoping_Report_23-03-2015.pdf. Accessed July 9, 2016
Conclusions
References
ANSM: French National Agency for Medicines and Health Products Safety: Analysis of drug sales in France in 2013. Available at: http://ansm.sante.fr/var/ansm_site/storage/original/application/3df7b99f8f4c9ee634a6a9b094624341.pdf. Accessed July 11, 2016
- Prevention of opioid abuse in chronic non-cancer pain: an algorithmic, evidence based approach.Pain Physician. 2012; 15: ES177-ES189
- Assessment of the trends in medical use and misuse of opioid analgesics from 2004 to 2011.Pain Physician. 2014; 17: E119-E128
- Opioid therapy for chronic pain.N Engl J Med. 2003; 349: 1943-1953
- Opioid complications and side effects.Pain Physician. 2008; 11: S105-S120
- Insulin glargine and risk of cancer: A cohort study in the French National Healthcare Insurance Database.Diabetologia. 2012; 55: 644-653
- Risk factors for drug dependence among out-patients on opioid therapy in a large US health-care system.Addiction. 2010; 105: 1776-1782
- Survey of chronic pain in Europe: Prevalence, impact on daily life, and treatment.Eur J Pain. 2006; 10: 287-333
Cairns R, Brown J, Buckley N: The impact of codeine re-scheduling on misuse: A retrospective review of calls to Australia’s largest poisons centre. Addiction 111:1848-1853, 2016
- Misuse of medicines in the European Union: A systematic review of the literature.Eur Addict Res. 2012; 18: 228-245
- Assessing opioid shopping behaviour: A large cohort study from a medication dispensing database in the US.Drug Saf. 2012; 35: 325-334
- Opioid shopping behavior: How Often, how soon, which drugs, and what payment method.J Clin Pharmacol. 2013; 53: 112-117
- Comparison of the risks of shopping behavior and opioid abuse between tapentadol and oxycodone and association of shopping behavior and opioid abuse.Clin J Pain. 2014; 30: 1051-1056
- Comparison of opioid doctor shopping for tapentadol and oxycodone: A cohort study.J Pain. 2013; 14: 158-164
- Drug-poisoning deaths involving opioid analgesics: United States, 1999–2011.NCHS Data Brief. 2014; : 1-8
- Incidence of tramadol shopping behavior in a retrospective cohort of chronic non-cancer pain patients in France.Pharmacoepidemiol Drug Saf. 2016; 25: 1088-1098
- Chronic opioid therapy for chronic non-cancer pain: A review and comparison of treatment guidelines.Pain Physician. 2014; 17: 401-414
- The effectiveness and risks of long-term opioid therapy for chronic pain: A systematic review for a National Institutes of Health Pathways to Prevention Workshop.Ann Intern Med. 2015; 162: 276-286
- Relationship between nonmedical prescription-opioid use and heroin use.N Engl J Med. 2016; 374: 154-163
- Trends in opioid analgesic abuse and mortality in the United States.N Engl J Med. 2015; 372: 1573-1574
- CDC guideline for prescribing opioids for chronic pain–United States, 2016.JAMA. 2016; 315: 1624-1645
- Usage patterns of “over-the-counter” vs. prescription-strength nonsteroidal anti-inflammatory drugs in France.Br J Clin Pharmacol. 2014; 77: 887-895
- Risk factors for clinically recognized opioid abuse and dependence among veterans using opioids for chronic non-cancer pain.Pain. 2007; 129: 355-362
- Chronic pain, opioid prescriptions, and mortality in Denmark: A population-based cohort study.Pain. 2014; 155: 2486-2490
- Impact of clinical characteristics and management on the prognosis of unselected heart failure patients.Cardiovasc Drugs Ther. 2015; 29: 89-98
- Trends and changes in prescription opioid analgesic dispensing in Canada 2005–2012: An update with a focus on recent interventions.BMC Health Serv Res. 2014; 14: 90
- What percentage of chronic nonmalignant pain patients exposed to chronic opioid analgesic therapy develop abuse/addiction and/or aberrant drug-related behaviors? A structured evidence-based review.Pain Med. 2008; 9: 444-459
- Estimate of deaths due to valvular insufficiency attributable to the use of benfluorex in France.Pharmacoepidemiol Drug Saf. 2012; 21: 343-351
- Serious morbidity associated with misuse of over-the-counter codeine-ibuprofen analgesics: A series of 27 cases.Med J Aust. 2010; 193: 294-296
- Risks, management, and monitoring of combination opioid, benzodiazepines, and/or alcohol use.Postgrad Med. 2013; 125: 115-130
- Comparison of fatal poisonings by prescription opioids.Forensic Sci Int. 2012; 222: 327-331
- Trends in opioid consumption in the Nordic countries 2002–2006.Eur J Pain. 2009; 13: 954-962
- Increasing trends in Schedule II opioid use and doctor shopping during 1999–2007 in California.Pharmacoepidemiol Drug Saf. 2014; 23: 26-35
- Addictive behaviors related to opioid use for chronic pain: A population-based study.Pain. 2013; 154: 2677-2683
- Prescription opioid abuse and diversion in an urban community: The results of an ultrarapid assessment.Pain Med. 2009; 10: 537-548
International Narcotics Control Board: Narcotic Drugs 2014: Estimated World Requirements for 2015. Available at: http://www.incb.org/documents/Narcotic-Drugs/Technical-Publications/2014/Narcotic_Drugs_Report_2014.pdf. Accessed July 11, 2016
- Twenty-five years of prescription opioid use in Australia: A whole-of-population analysis using pharmaceutical claims.Br J Clin Pharmacol. 2016; 82: 255-267
- More codeine fatalities after tonsillectomy in North American children.Pediatrics. 2012; 129: e1343-e1347
- Long-term opioid treatment of chronic nonmalignant pain: Unproven efficacy and neglected safety?.J Pain Res. 2013; 6: 513-529
- Prescription Opioid Misuse Index: A brief questionnaire to assess misuse.J Subst Abuse Treat. 2008; 35: 380-386
- American Society of Interventional Pain Physicians: American Society of Interventional Pain Physicians (ASIPP) guidelines for responsible opioid prescribing in chronic non-cancer pain: Part 2–guidance.Pain Physician. 2012; 15: S67-S116
- Opioid epidemic in the United States.Pain Physician. 2012; 15: ES9-ES38
- Screening for controlled substance abuse in interventional pain management settings: Evaluation of an assessment tool.Pain Physician. 2003; 6: 425-433
- Pharmacoepidemiological research using French reimbursement databases: yes we can!.Pharmacoepidemiol Drug Saf. 2010; 19: 256-265
- Estimating the prevalence of opioid diversion by “doctor shoppers” in the United States.PLoS One. 2013; 8: e69241
- Prescription opioids, overdose deaths, and physician responsibility.JAMA. 2008; 300: 2672-2673
- Comparing treatment-seeking codeine users and strong opioid users: Findings from a novel case series.Drug Alcohol Rev. 2015; 34: 304-311
- Long-term opioid management for chronic noncancer pain.Cochrane Database Syst Rev. 2010; : CD006605
- Doctor shopping reveals geographical variations in opioid abuse.Pain Physician. 2013; 16: 89-100
- Evaluation of abuse and dependence on drugs used for self-medication: A pharmacoepidemiological pilot study based on community pharmacies in France.Drug Saf. 2009; 32: 859-873
- Identifying controlled substance patterns of utilization requiring evaluation using administrative claims data.Am J Manag Care. 2004; 10: 783-790
- Estimated magnitude of diversion and abuse of opioids relative to benzodiazepines in France.Drug Alcohol Depend. 2012; 126: 13-20
- Doctor and pharmacy shopping for controlled substances.Med Care. 2012; 50: 494-500
- Dynamic risk factors in the misuse of opioid analgesics.J Psychosom Res. 2012; 72: 443-451
- Medication reconciliation for controlled substances–an “ideal” prescription-drug monitoring program.N Engl J Med. 2012; 366: 2341-2343
- A model to identify patients at risk for prescription opioid abuse, dependence, and misuse.Pain Med. 2012; 13: 1162-1173
- Misuse of over-the-counter codeine-containing analgesics: Dependence and other adverse effects.N Z Med J. 2010; 123: 59-64
- Misuse and dependence on non-prescription codeine analgesics or sedative H1 antihistamines by adults: A cross-sectional investigation in France.PloS One. 2013; 8: e76499
- Trends and characteristics of accidental and intentional codeine overdose deaths in Australia.Med J Aust. 2015; 203: 299
- Doctor shopping: A phenomenon of many themes.Innov Clin Neurosci. 2012; 9: 42-46
- Pain medication beliefs and medication misuse in chronic pain.J Pain. 2005; 6: 620-629
- Increase in opiate prescription in Germany between 2000 and 2010: A study based on insurance data.Dtsch Ärztebl Int. 2013; 110: 45-51
- Prescription opioid abuse in chronic pain: A review of opioid abuse predictors and strategies to curb opioid abuse.Pain Physician. 2012; 15: ES67-ES92
- To what extent does a cohort of new users of weak opioids develop persistent or probable problematic opioid use?.Pain. 2011; 152: 1555-1561
- Regulatory responses to over-the-counter codeine analgesic misuse in Australia, New Zealand and the United Kingdom.Aust N Z J Public Health. 2013; 37: 483-488
- French national health insurance information system and the permanent beneficiaries sample.Rev Epidemiol Sante Publique. 2010; 58: 286-290
- The misuse of prescription opioids: A threat for Europe?.Curr Drug Abuse Rev. 2015; 8: 3-14
Van Hout MC, Bergin M, Foley M, Rich E, Rapca AI, Harris R, Norman I: A Scoping Review of Codeine Use, Misuse and Dependence, final report. CODEMISUSED Project European Commission 7th Framework Programme, EU. Brussels. Available at: http://codemisused.org/uploads/files/Van_Hout_et_al_Scoping_Report_23-03-2015.pdf. Accessed July 9, 2016
- “Codeine is my companion”: Misuse and dependence on codeine containing medicines in Ireland.Ir J Psychol Med. December 9, 2015; ([Epub ahead of print])
- Chronic pain reconsidered.Pain. 2008; 138: 267-276
- Friends, doctors, and tramadol: We might have a problem.BMJ. 2013; 347: f5599
- Defining risk of prescription opioid overdose: Pharmacy shopping and overlapping prescriptions among long-term opioid users in Medicaid.J Pain. 2015; 16: 445-453
- Deaths of opiate/opioid misusers involving dihydrocodeine, UK, 1997-2007.Br J Clin Pharmacol. 2011; 72: 330-337
Article info
Publication history
Footnotes
C.C. and J.-L.K. are first coauthors, and contributed equally to this work.
This study was a part of the project POMA (Prescription Opioids Misuse Assessment in chronic pain patients) and was supported by the French National Agency for Medicines and Health Products Safety (Agence Nationale de Sécurité du Médicament et des Produits de Santé – grant number 20145013). The financial sponsor of this work had no role in the design and conduct of the study or the collection, management, analysis and interpretation of the data. The sponsor also did not have a role in the preparation or review of the manuscript or the decision to submit.
The authors have no conflicts of interest to declare.