The DOI matches its Crossref record; 29 of the 38 references it cites were found in a registry or an index.
Strategies to Identify Patient Risks of Prescription Opioid Addiction When Initiating Opioids for Pain: A Systematic Review
Open accessAbstract
Importance: Although prescription opioid use disorder is associated with substantial harms, strategies to identify patients with pain among whom prescription opioids can be safely prescribed have not been systematically reviewed. Objective: To review the evidence examining factors associated with opioid addiction and screening tools for identifying adult patients at high vs low risk of developing symptoms of prescription opioid addiction when initiating prescription opioids for pain. Data Sources: MEDLINE and Embase (January 1946 to November 2018) were searched for articles investigating risks of prescription opioid addiction. Study Selection: Original studies that were included compared symptoms, signs, risk factors, and screening tools among patients who developed prescription opioid addiction and those who did not. Data Extraction and Synthesis: Two investigators independently assessed quality to exclude biased or unreliable study designs and extracted data from higher quality studies. The Preferred Reporting Items for Systematic Reviews and Meta-analyses of Diagnostic Accuracy Studies (PRISMA-DTA) reporting guideline was followed. Main Outcomes and Measures: Likelihood ratios (LRs) for risk factors and screening tools were calculated. Results: Of 1287 identified studies, 6 high-quality studies were included in the qualitative synthesis and 4 were included in the quantitative synthesis. The 4 high-quality studies included in the quantitative synthesis were all retrospective studies including a total of 2 888 346 patients with 4470 cases that met the authors' definitions of prescription opioid addiction. A history of opioid use disorder (LR range, 17-22) or other substance use disorder (LR range, 4.2-17), certain mental health diagnoses (eg, personality disorder: LR, 27; 95% CI, 18-41), and concomitant prescription of certain psychiatric medications (eg, atypical antipsychotics: LR, 17; 95% CI, 15-18) appeared useful for identifying patients at high risk of opioid addiction. Among individual findings, only the absence of a mood disorder (negative LR, 0.50; 95% CI, 0.45-0.52) was associated with a lower risk of opioid addiction. Despite their widespread use, most screening tools involving combinations of questions were based on low-quality studies or, when diagnostic performance was assessed among high-quality studies, demonstrated poor performance in helping to identify patients at high vs low risk. Conclusions and Relevance: While a history of substance use disorder, certain mental health diagnoses, and concomitant prescription of certain psychiatric medications appeared useful for identifying patients at higher risk, few quality studies were available and no symptoms, signs, or screening tools were particularly useful for identifying those at lower risk.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source says what the claim attributes to it.
In the citing paper
“Use of prescribed opioids for pain can lead to opioid addiction [61].”
From Substance and Behavioral Addictions among American Indian and Alaska Native Populations (2022) · cites this paper as [61]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
CDC Guideline for Prescribing Opioids for Chronic Pain—United States, 2016
Dowell, D., Haegerich, T. M., & Chou, R. (2016) · JAMA · doi:10.1001/jama.2016.1464 · Cited by 5,161
Chou, R., Turner, J. A., Devine, E. B., Hansen, R. N., Sullivan, S. D., Blazina, I., Dana, T., Bougatsos, C., & Deyo, R. A. (2015) · Annals of Internal Medicine · doi:10.7326/m14-2559 · Cited by 1,606
Webster, L. R., & Webster, R. M. (2005) · Pain Medicine · doi:10.1111/j.1526-4637.2005.00072.x · Cited by 1,096
Krebs, E. E., Gravely, A., Nugent, S., Jensen, A. C., DeRonne, B., Goldsmith, E. S., Kroenke, K., Bair, M. J., & Noorbaloochi, S. (2018) · JAMA · doi:10.1001/jama.2018.0899 · Cited by 983
Han, B., Compton, W. M., Blanco, C., Crane, E., Lee, J., & Jones, C. M. (2017) · Annals of Internal Medicine · doi:10.7326/m17-0865 · Cited by 873
Opioids for Chronic Noncancer Pain
Busse, J. W., Wang, L., Kamaleldin, M., Craigie, S., Riva, J. J., Montoya, L., Mulla, S. M., Lopes, L. C., Vogel, N., Chen, E., et al. (2018) · JAMA · doi:10.1001/jama.2018.18472 · Cited by 766
Haynes, R., McKibbon, K., Wilczynski, N., Walter, S. D., & Werre, S. R. (2005) · British medical journal · doi:10.1136/bmj.38446.498542.8f · Cited by 500
Quantifying the Epidemic of Prescription Opioid Overdose Deaths
Seth, P., Rudd, R. A., Noonan, R. K., & Haegerich, T. M. (2018) · American Journal of Public Health · doi:10.2105/ajph.2017.304265 · Cited by 439
Predicting Opioid Misuse by Chronic Pain Patients: A Systematic Review and Literature Synthesis
Turk, D., Swanson, K., & Gatchel, R. (2008) · The Clinical Journal of Pain · doi:10.1097/ajp.0b013e31816b1070 · Cited by 416
Kaye, A. D. (2017) · Pain Physician · doi:10.36076/ppj.2017.s109 · Cited by 325
Flagged first, then by citations
9 of the 38 references couldn’t be matched to a known paper.
Research works printed but not linked: 5
- Whiting, 2003, The development of QUADAS: a tool for the quality assessment of studies of diagnostic accuracy included in systematic reviews., BMC Med Res Methodol, 3, 25, 10.1186/1471-2288-3-25 · DOI · Paper page
- Whiting, 2006, Evaluation of QUADAS, a tool for the quality assessment of diagnostic accuracy studies., BMC Med Res Methodol, 6, 9, 10.1186/1471-2288-6-9 · DOI
- Sehgal, 2012, Prescription opioid abuse in chronic pain: a review of opioid abuse predictors and strategies to curb opioid abuse., Pain Physician, 15, ES67, 10.36076/ppj.2012/15/ES67 · DOI
- Simel, 2008, The Rational Clinical Examination: Evidence-Based Clinical Diagnosis: Evidence-Based Clinical Diagnosis
- Borenstein, 2013, Comprehensive Meta-Analysis Version 3
Cited by
Sorted by citations
Items 101–149 of 149
Identifying high-risk comorbidities of short and long-term opioid prescription use
Jennings, M., Lee, H.-J., Rocha, D., Bianchi, S., Coombes, B., Crist, R., Faucon, A. B., Hu, Y.-R., Kember, R., Mallard, T., et al. (2021) · medRxiv · doi:10.1101/2021.11.23.21266717 · Cited by 2
“…the exception of age at first opioid prescription, patients in the Chronic Exposure group most closely resembled the OUD group across most of the characteristics evaluated and may therefore represent the group with highest risk of having or developing OUD (Klimas et al., 2019; Volkow et al., 2019).”
BackgroundResultValoración del riego de adicción a tramadol en pacientes con dolor crónico no oncológico
González, C. X. R., Buitrago, W. G. Q., Silva, D. C. C., & Valero, E. G. (2021) · Revista de Salud Pública · doi:10.15446/rsap.v23n5.94305 · Cited by 2
Risk factors for inappropriate opioid use among New York City residents
Joseph, S. A., Chiu, Y.-H. M., & Tracy, K. (2021) · Current Psychology · doi:10.1007/s12144-021-02070-2 · Cited by 3
Guimarães, I., Lana, M. R. V., de Aquino, M. R. C., Cavalheiro, J. M., Alves, D. N., & Vimieiro, C. (2021) · SN Comprehensive Clinical Medicine · doi:10.1007/s42399-021-00845-z · Cited by 2
Characterizing Pain and Opioid-Related Risks in Individuals With Advanced Cancer: A Cohort Study
Jones, K. F., White, G. E., Mudumbi, S. K., Eubank, A. F., Bennett, A. V., Bulls, H. W., Fischer, S. M., Hamm, M., Krishnamurti, T., Wong, R. L., et al. (2026) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2026.07.031 · Cited by 1
Multimodal Approaches to Pain Management: Analgesics, Adjuvants, and Nonpharmacologic Interventions.
Matta, S., Terechin, O., Bonvie, J. L., Picard, K. M., Acampora, G., & Stern, T. A. (2025) · The Primary Care Companion For CNS Disorders · doi:10.4088/pcc.24f03885 · Cited by 1
“40,41 The longer a patient is exposed to daily doses of an opioid, the more likely it is that tolerance and dependence will develop.”
Is There a Role for Acute or Chronic Opioid Therapy?
Whitfield, S. R., & Kissoon, N. R. (2025) · Neurologic Clinics · doi:10.1016/j.ncl.2025.04.003 · Cited by 1
Courchesne‐Krak, N. S., Chandrasekaran, A. R., Gonzalez, J., Bianchi, S. B., Tran, V., Johnson, E. O., Troiani, V., Hettema, J. M., Stein, M. B., Coon, H. H., et al. (2025) · Complex Psychiatry · doi:10.1159/000546389
Household Exposure to Substance Abuse and the Risk of New Persistent Opioid Use After Cancer Surgery
Khalil, M., Woldesenbet, S., Shaw, S., Zindani, S., Rashid, Z., Altaf, A., Thammachack, R., Husain, S., & Pawlik, T. M. (2025) · Journal of Surgical Oncology · doi:10.1002/jso.28085 · Cited by 1
Narayan, S., Klimas, J., DiMarco, D., Strydom, N., Maclure, M., & McCracken, R. (2024) · Canadian Journal of Addiction · doi:10.1097/cxa.0000000000000220 · Cited by 1
Self-citationPytell, J. D., Narwaney, K., Nguyen, A. P., Glanz, J. M., & Binswanger, I. A. (2024) · Journal of addiction medicine · doi:10.1097/adm.0000000000001412 · Cited by 1
Jantzen, A., Hall, S., Lai, B., Cunningham, J. L., & Odell, L. (2024) · Journal of Healthcare Risk Management · doi:10.1002/jhrm.21585 · Cited by 1
Jones, K. F., Liou, K. T., Ashare, R. L., Worster, B. K., Yeager, K. A., Merlin, J. S., & Meghani, S. H. (2024) · Journal of Clinical Oncology · doi:10.1200/jco.24.00705 · Cited by 1
The Relationship of Opioid Misuse and Suicidality Among Adolescents With Disabilities
Marsack-Topolewski, C., & Chan, K. T. (2024) · Families in society · doi:10.1177/10443894241229168 · Cited by 1
“Individuals who use prescription opioids on a continued basis face greater risk of opioid dependence, which may be an example of maladaptive coping (Hendy et al., 2018; Klimas et al., 2019).”
Li, Y., Barr, K. D., Trafton, J. A., Oliva, E. M., Garrido, M. M., Frakt, A. B., & Strombotne, K. (2023) · Substance Abuse · doi:10.1177/08897077231198299 · Cited by 1
Pathophysiology and treatment of pain in multiple myeloma
Semochkin, S. V. (2023) · Meditsinskiy sovet = Medical Council · doi:10.21518/ms2023-238 · Cited by 1
Therapeutic use of cannabidiol in endometriosis: literature review
Leão, M. E. B., Strobel, A. S. P., Fiorentino, A. N., Lipinski, A., Schvetcher, C., Dotto, J. F. P., Rohden, M., Biz, M. E. Z., Trois, M. B., Benedito, R. D. A., et al. (2023) · International Journal of Health Sciences · doi:10.22533/at.ed.1593412301064 · Cited by 1
Eather, C.-E., Gullo, M. J., & Elphinston, R. A. (2022) · Journal of Pain · doi:10.1016/j.jpain.2022.11.009 · Cited by 1
Goal-Directed Opioid Stewardship in Acute-on-Chronic Nonmalignant Pain Management
Holloway, G. L., Weymiller, A., & Allemand, A. (2022) · The Journal for Nurse Practitioners · doi:10.1016/j.nurpra.2022.03.008 · Cited by 1
Lauro, F., Francisco, D., Maria, L.-R., Marcela, R.-N., Magdalena, A.-R., Virginia, M., López, Tomas, G., Catalina, C., Laura, B.-C., et al. (2021) · Biointerface Research in Applied Chemistry · doi:10.33263/briac125.58845892 · Cited by 1
Talmage, J. B., & Snyder, R. B. (2021) · AMA guides newsletter · doi:10.1001/amaguidesnewsletters.2021.septoct01 · Cited by 1
Facts About the Opioid Epidemic: Commentary on Oliver and Carlson.
Busch, D. (2021) · Pain Management Nursing · doi:10.1016/j.pmn.2021.01.006 · Cited by 1
Anesthesiology and Pharmacy: A Road Toward Safety
Haynes, G., Mack, P. F., Fermin, L., & Nixon, H. C. (2020) · ASA Monitor · doi:10.1097/01.asm.0001079100.28848.a4 · Cited by 1
Dong, H. (2021) · cIRcle (University of British Columbia) · doi:10.14288/1.0401889
Patient-Reported Survey Data Improve Prediction of Opioid Use Disorder
Jiang, X.-Y., Ding, Z.-H., Han, G. C., Liu, Y.-N., Rosenthal, R. N., & Wang, F.-S. (2026) · doi:10.48550/arxiv.2609.12224
“Among patients prescribed opioids, prior substance use disorders and psychiatric comorbidities (e.g., depression, anxiety disorders, and personality disorders) have been associated with subsequent OUD or problematic opioid use 12, 13 .”
Kim, M., Shin, D.-S., & Vitello-Cicciu, J. (2026) · Pain Management Nursing · doi:10.1016/j.pmn.2026.08.002
Washton, J., & Toma, M. (2026) · Journal of Clinical Medicine · doi:10.3390/jcm15187237
Chatfield, C., Lafarge, C., & Zannese, A. (2026) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.70474
Beyond MAT expansion: A mathematical modeling analysis of opioid use disorder intervention efficacy
Akram, M. Z., Blondino, C., & Wares, J. R. (2026) · Mathematical Biosciences · doi:10.1016/j.mbs.2026.109686
Horton, D. M., Leinweber, D. L., Salihu, E. Y., Tehseen, S., Muller, H., Trevino, C. M., Zaborek, J., Guanhua, C., Quanbeck, A., Somers, T. J., et al. (2026) · Contemporary Clinical Trials · doi:10.1016/j.cct.2026.108255
Eikeseth, F. F., Pedersen, G., Stubhaug, A., Sütterlin, S., & Kvarstein, G. (2026) · Scandinavian Journal of Pain · doi:10.1515/sjpain-2025-0037
“Second, PDs are associated with increased risk of prescription opioid addiction which may a ff ect the safety of administration if not managed appropriately [7].”
Gender Differences in Adolescent Opioid Misuse and Suicidality
Chan, K., Marsack‐Topolewski, C. N., & Hughesdon, K. (2025) · Child and Adolescent Social Work Journal · doi:10.1007/s10560-025-01043-9
“The continued use of prescription opioids among adolescents may be an example of maladaptive coping (Hendy et al., 2018; Klimas et al., 2019), which can be explained by the Lazarus and Folkman as a way of coping that was beneficial at one point and time but became maladaptive.”
de Kleijn, L., Struik, L., Rijkels-Otters, H., Chiarotto, A., Koes, B., & van den Driest, J. J. (2025) · European Journal of Pain · doi:10.1002/ejp.70061
“Information regarding concurrent drug use and psychiatric comorbidities associated with increased risk for opioid use disorder (Klimas et al. 2019) were examined (Appendix S3).”
S, S., Sayed, T. H., & Shabaraya, A. (2025) · Asian Journal of Pharmaceutical Research and Development · doi:10.22270/ajprd.v13i1.1499
“…of substance use disorder, certain mental health diagnosesare also at high potential for addiction are observed in the findings Klimas J et al [9] Additionally, a family history of psychiatric disorders, personal history, and co-morbid anxiety or depressive disorders were associated with a…”
Cui, Z., Qiu, J., Lin, J., Fu, Y., & Lin, L. (2025) · Neuroscience · doi:10.1016/j.neuroscience.2025.02.038
Prevalence and Profile of Tapentadol Use in Patients Visiting a Drug De-addiction Center in Kashmir
Mehvish, S., Hajni, H., Anjum, A., Hussain, A., Rather, Y., & Rashid, H. (2024) · Indian Journal of Social Psychiatry · doi:10.4103/ijsp.ijsp_12_23
Strand, M. A., & Frenzel, O. C. (2024) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2024.04.005
Trajectories and predictors of high-occurrence pain flares in ambulatory cancer patients on opioids
Meghani, S., Quinn, R., Robinson, A., Chittams, J., Vapiwala, N., Naylor, M., Cheatle, M., & Knafl, G. (2024) · JNCI Cancer Spectrum · doi:10.1093/jncics/pkae003
“In contrast to an opioid use disorder, opioid misuse may or may not be related to overuse of opioids (63).”
Stimulant use and opioid-related harm in patients on long-term opioids for chronic pain
Appa, A., McMahan, V. M., Long, K., Shade, S., & Coffin, P. O. (2023) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2023.111065
Discerning Clinician Perceptions of an Established Opioid Stewardship (DISCLOSE) Program.
Ramasubbu, C., Chernushkin, K., Ng, K., & Legal, M. (2022) · The Canadian Journal of Hospital Pharmacy · doi:10.4212/cjhp.3292
“Never disagreed 10 (17) 8 (23) 2 (8) 6 (22) 2 (7)”
Guidance for emergency medicine pharmacists to improve care for people with opioid use disorder
Kelsch, J., Bailey, A. M., Baum, R., Metts, E. L., & Weant, K. (2021) · Journal of the American College of Clinical Pharmacy · doi:10.1002/jac5.1567
“However, a growing body of data supports the use and safety profile of buprenorphine-naloxone product in pregnancy.26-29 An advantage of this agent is that buprenorphine alone is unlikely to lead to respiratory depression in adults and therefore can be safely administered in low acuity areas of the ED.”
BackgroundMethodInfluentialShaw, D., & Johnson, M. E. (2021) · Journal of Drug Issues · doi:10.1177/00220426211037608
“Predictors of P30D OM were also controlled for including history of mental diagnoses, history of depression-anxiety, level of optimism, and the number of adjudicated felonies (Ives et al., 2006; Johnson & Cottler, 2018; Klimas et al., 2019).”
Top resources and tools for physician management of chronic pain in the Canadian Armed Forces
Dhillon, P., Mathew, N., Juneau, E., Lee, R., Dale, R., & Curtis, K. A. (2021) · Journal of Military Veteran and Family Health · doi:10.3138/jmvfh-2021-0039 · Cited by 1
Granina, E., Kuzhiyil, A., & Fabbro, E. D. (2020) · Current Anesthesiology Reports · doi:10.1007/s40140-020-00417-2
Fenton, C., & Heo, Y.-A. (2020) · Drugs & therapy perspectives · doi:10.1007/s40267-020-00756-4
Busse, J., Juurlink, D., Buckley, D. N., & Guyatt, G. (2020) · BMC Family Practice · doi:10.1186/s12875-020-01187-w
Current US Policy for Opioid Prescribing
Shah, A., Haddad, D., Vadivelu, N., & Rajput, K. (2021) · doi:10.1007/978-3-030-55262-6_3
Lindahl, E. (2020) · doi:10.13023/etd.2020.210
“A history of a substance use disorder (SUD) and certain mental health diagnoses, such as psychotic disorders, personality disorders and anxiety disorders, are associated with an increased risk of developing OUD.6,13 Additionally, indicators of economic disadvantage have also been associated with the development of OUD…”
BackgroundInfluentialFroentjes, L. S. (2020) · ERA: Education and Research Archive (University of Alberta) · doi:10.7939/r3-wb5d-9860
Metadata
- Authors
- Klimas, J., Gorfinkel, L., Fairbairn, N., Amato, L., Ahamad, K., Nolan, S., Simel, D. L., & Wood, E.
- Affiliations
- School of Medicine, University College Dublin, Health Sciences Centre, Belfield, Dublin, Ireland
- Columbia University (US)
- University of British Columbia (CA)
- Regione Lazio (IT)
- Duke University (US)
- Venue
- JAMA Network Open
- Publisher
- American Medical Association (AMA)
- Published
- 2019-05-03
- Volume
- 2
- Issue
- 5
- Pages
- e193365
- ISSN
- 2574-3805 (ISSN-L)
- PMC
- PMC6503484
- OpenAlex
- W2942730080
- Cited by
- 162
- References
- 38
- Citations by year
- 2026: 12 · 2025: 17 · 2024: 21 · 2023: 20 · 2022: 33 · 2021: 33 · 2020: 17 · 2019: 8
- FWCI
- 3.72
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JAMA Network Open (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Repository UCD (University College Dublin) (submittedVersion, cc-by-nc-nd)
- Arrow@dit (Dublin Institute of Technology) (submittedVersion, cc-by-nc-nd)
- Lenus, The Irish Health Repository (Dr Steevens Hospital Library) (submittedVersion)
- Funders
- U.S. Department of Veterans Affairs (CIN 13–410)
- Bond University
- Michael Smith Health Research BC
- European Commission (701698)
- Canada Research Chairs (Tier1)
- University of British Columbia
- Canadian Institutes of Health Research (397968)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- prescription opioid use disorder, opioid addiction risk, pain management, opioid initiation, risk screening tool, risk factors, substance use disorders, mental health diagnoses, personality disorders, atypical antipsychotics, psychiatric medication, mood disorders, diagnostic accuracy, likelihood ratios
- MeSH terms
- Analgesics, Opioid, Female, Humans, Male, Opioid-Related Disorders, Practice Patterns, Physicians', Retrospective Studies, Risk Factors, Risk Assessment, Mood Disorders, Chronic Pain
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review