ArticleJAMA network open2020
Association of Obesity With Prescription Opioids for Painful Conditions in Patients Seeking Primary Care in the US.
Article in JAMA network open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
24 citing papers in PubMed, 45 citations in OpenAlex.
- Opioid and Stimulant Coprescriptions among South Carolina Residents.Southern medical journal · 2026Article
- Pain Trajectories after Orthopedic Surgery in Older Adults: An Analysis of Predictors and Associations with Postoperative Outcomes.Anesthesiology · 2026Article
- Long-Term Opioids in Gout: A Matched Cohort Study From the Veterans Health Administration.Arthritis care & research · 2026Article
- Income-Based Disparities in Opioid Prescription Dispensing Among Public Drug Plan Beneficiaries in Canada from 2010 to 2018: A Population-Based and Sex-Stratified Retrospective Study.Drugs - real world outcomes · 2025Article
- Association of Physical Therapy Care With Use of Intra-Articular Injections in People With Knee Osteoarthritis: A Real-World Cohort Study.Arthritis & rheumatology (Hoboken, N.J.) · 2025Article
- Can We Empower Patients for Joint Surgery? Assessing the Impact of a Telemedicine Coaching Intervention.Arthroplasty today · 2025Article
- Comparative Cost Analysis of Neck Pain Treatments for Medicare Beneficiaries.Archives of physical medicine and rehabilitation · 2025Article
- Article
- Patterns of initial treatment and subsequent care escalation among medicare beneficiaries with neck pain: a retrospective cohort study.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2025Article
- Bariatric surgery and alcohol and substance use: A case-control survey study.Drug and alcohol dependence · 2025Article
- Innovations in Pain Management for Abdominoplasty Patients: A Systematic Review.Journal of personalized medicine · 2024Review
- The role of obesity and adipose tissue dysfunction in osteoarthritis pain.Nature reviews. Rheumatology · 2024Review
- Mitigating Sociodemographic Bias in Opioid Use Disorder Prediction: Fairness-Aware Machine Learning Framework.JMIR AI · 2024Article
- Analysis of physical activity and prescription opioid use among US adults: a cross-sectional study.BMC public health · 2024Article
- Fentanyl withdrawal: Understanding symptom severity and exploring the role of body mass index on withdrawal symptoms and clearance.Addiction (Abingdon, England) · 2023Article
- The impact of obesity on total knee arthroplasty outcomes: A retrospective matched cohort study.Journal of clinical orthopaedics and trauma · 2022Article
- Depressive symptoms and multi-joint pain partially mediate the relationship between obesity and opioid use in people with knee osteoarthritis.Osteoarthritis and cartilage · 2022Article
- Osteoarthritis Treatment Guidelines from Six Professional Societies: Similarities and Differences.Rheumatic diseases clinics of North America · 2022Review
- Oxycodone/naloxone versus tapentadol in real-world chronic non-cancer pain management: an observational and pharmacogenetic study.Scientific reports · 2022Observational
- Using machine learning to study the effect of medication adherence in Opioid Use Disorder.PloS one · 2022Article
Corrections and comments
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Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
Importance: Prior studies have identified an association between obesity and prescription opioid use in the US. However, the pain conditions that are factors in this association remain unestablished. Objective: To investigate the association between obesity and pain diagnoses recorded by primary care clinicians as reasons for prescription of opioids. Design, Setting, and Participants: A cross-sectional study including 565 930 patients aged 35 to 64 years with a body mass index (BMI) measurement recorded in 2016 was conducted. Electronic health records of patients seen by primary care clinicians in the US in the multipayer athenahealth network from January 1, 2015, to December 31, 2017, were reviewed, and data were analyzed from March 1 to September 15, 2019. Main Outcomes and Measures: Any prescription of opioids in the 365 days before or after the first BMI measurement in 2016 were identified. All International Classification of Diseases, Ninth Revision, and International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, claims within 7 days before each opioid prescription were captured and classified using a pain diagnosis typologic system. Weight was categorized as underweight (BMI, 18.5-19.9), normal weight (BMI, 20.0-24.9), overweight (BMI, 25.0-29.9), obese I (BMI, 30-34.9), obese II (BMI, 35.0-39.9), obese III (BMI, 40.0-49.9), and obese IV (BMI, 50.0-80.0). Results: Among 565 930 patients, 329 083 (58.1%) were women. A total of 125 093 patients (22.1%) were aged 35 to 44 years, 199 384 patients (35.2%) were 45 to 54 years, and 241 453 patients (42.7%) were 55 to 64 years. A total of 177 631 patients (31.4%) were overweight and 273 135 patients (48.2%) were obese at baseline. Over 2 years, 93 954 patients (16.6%) were prescribed opioids. The risk of receiving prescription opioids increased progressively with BMI (adjusted relative risk for overweight: 1.08; 95% CI, 1.06-1.10; obese I: 1.24; 95% CI, 1.22-1.26; obese II: 1.33; 95% CI, 1.30-1.36; obese III: 1.48; 95% CI, 1.45-1.51; and obese IV, 1.71; 95% CI, 1.65-1.77). The percentage of patients with opioid prescriptions attributable to an overweight or obese BMI was 16.2% (95% CI, 15.0%-17.4%). Prescription opioids for management of osteoarthritis (relative risk for obese vs normal weight, 1.90; 95% CI, 1.77-2.05) and other joint disorders (relative risk, 1.63; 95% CI, 1.55-1.72) both had stronger associations with obesity than the mean for any pain diagnosis (relative risk, 1.33; 95% CI, 1.31-1.36). Osteoarthritis, other joint disorders, and other back disorders comprised a combined 53.4% of the absolute difference in prescription of opioids by obesity. Conclusions and Relevance: Joint and back disorders appear to be the most important diagnoses in explaining the increased receipt of opioid prescriptions among patients with obesity. Addressing the opioid crisis will require attention to underlying sources of demand for prescription opioids, including obesity, through its associations with pain.
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