Evidence map›Paper›PMID 31149978›Full record

ArticlePain2019

The contribution of obesity to prescription opioid use in the United States.

Andrew Stokes, Kaitlyn M Berry, Jason M Collins, Chia-Wen Hsiao, Jason R Waggoner, Stephen S Johnston, Eric M Ammann, Robin F Scamuffa, Sonia Lee, Dielle J Lundberg and 4 more

Abstract read
In one paragraph

Article in Pain, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 55 papers.

0numbers the graph read from it
0cells of the map it votes in
55citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

55 citing papers in PubMed.

  1. Trial
  2. Article
  3. Fewer Opioid Pills After Orthopaedic Trauma Surgery Maintain Perceived Pain and Return-To-Work Self-Efficacy.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Nonopioid analgesic use in older patients admitted for orthopedic rehabilitation.PM & R : the journal of injury, function, and rehabilitation · 2024
    Article
  15. Article
  16. Article
  17. Review
  18. Article
  19. Article
  20. Observational
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

14 authors.

Andrew StokesDepartment of Global Health, Boston University School of Public Health, Boston, MA, United States.
Kaitlyn M BerryDepartment of Global Health, Boston University School of Public Health, Boston, MA, United States.
Jason M CollinsDepartment of Epidemiology, University of North Carolina Gillings School of Public Health, Chapel Hill, NC, United States.
Chia-Wen HsiaoEthicon, Inc., Cincinnati, OH, United States.
Jason R WaggonerEthicon, Inc., Cincinnati, OH, United States.
Stephen S JohnstonEpidemiology, Medical Devices, Johnson & Johnson, Inc., New Brunswick, NJ, United States.
Eric M AmmannEpidemiology, Medical Devices, Johnson & Johnson, Inc., New Brunswick, NJ, United States.
Robin F ScamuffaEthicon, Inc., Cincinnati, OH, United States.
Sonia LeeJefferson College of Population Health, Thomas Jefferson University, Philadelphia, PA, United States.
Dielle J LundbergDepartment of Global Health, Boston University School of Public Health, Boston, MA, United States.
Daniel H SolomonDepartment of Rheumatology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.
David T FelsonSection of Rheumatology, Department of Medicine, Boston University School of Medicine, Boston, MA, United States.
Tuhina NeogiSection of Rheumatology, Department of Medicine, Boston University School of Medicine, Boston, MA, United States.
JoAnn E MansonDivision of Preventive Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Funding

Cardiovascular Epidemiology Training GrantT32HL007055 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Wayne D. Rosamond · 1986 to 2026
$10.0M
Research and Evaluation Support Core Unit (RESCU Core)P30AR072571 · NIAMS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI TUHINA NEOGI · 2019 to 2026
$6.9M
Central Sensitization in Post-Knee Replacement Pain and Relation to OA PathologyR01AR062506 · NIAMS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI NEOGI, TUHINA · 2012 to 2016
$2.4M
The Role of Urate in Knee Osteoarthritis-Related Inflammation, Pathology and PainK24AR070892 · NIAMS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI TUHINA NEOGI · 2017 to 2026
$1.1M
NHLBI NIH HHS T32 HL007055NIAMS NIH HHS K24 AR070892NIAMS NIH HHS P30 AR072571NIAMS NIH HHS R01 AR062506
6 · The paper itself

Abstract

The prevalence of obesity has grown rapidly over the past several decades and has been accompanied by an increase in the prevalence of chronic pain and prescription opioid use. Obesity, through its association with pain, may represent an important contributor to opioid use. This cross-sectional study investigated the relationship between obesity and prescription opioid use among adults aged 35 to 79 years using data from the National Health and Nutrition Examination Survey (NHANES, 2003-2016). Relative to normal weight, body mass indices in the overweight {odds ratio (OR), 1.11 (confidence interval [CI], 0.88-1.39)}, obese I (OR, 1.26 [CI, 1.01-1.57]), obese II (OR, 1.69 [CI, 1.34-2.12]), and obese III (OR, 2.33 [CI, 1.76-3.08]) categories were associated with elevated odds of prescription opioid use. The association between excess weight and opioid use was stronger for chronic opioid use than for use with a duration of less than 90 days (P-value, <0.001). We estimated that 14% (CI, 9%-19%) of prescription opioid use at the population level was attributable to obesity, suggesting there might have been 1.5 million fewer opioid users per year under the hypothetical scenario where obese individuals were instead nonobese (CI, 0.9-2.0 million users). Back pain, joint pain, and muscle/nerve pain accounted for the largest differences in self-reported reasons for prescription opioid use across obesity status. Although interpretation is limited by the cross-sectional nature of the associations, our findings suggest that the obesity epidemic may be partially responsible for the high prevalence of prescription opioid use in the United States.

Indexed as

AdultAgedAnalgesics, OpioidCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysObesityOpioid-Related DisordersSubstance-Related DisordersUnited StatesAnalgesics, Opioid

Identifiers

PMID31149978
PMCPMC6756256

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.