Evidence map›Paper›PMID 40312832›Full record

ArticleAmerican journal of epidemiology2026

Mediation of chronic pain and disability on opioid use disorder risk by pain management practices among adult Medicaid patients, 2016-2019.

Kara E Rudolph, Shodai Inose, Nicholas T Williams, Katherine L Hoffman, Sarah E Forrest, Rachael K Ross, Floriana Milazzo, Iván Díaz, Lisa Doan, Hillary Samples and 4 more

Abstract read
In one paragraph

Article in American journal of epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Kara E RudolphDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0002-9417-7960
Shodai InoseDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0009-0001-1199-1415
Nicholas T WilliamsDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0002-1378-4831
Katherine L HoffmanDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0003-3392-3541
Sarah E ForrestDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.
Rachael K RossDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0002-2049-6918
Floriana MilazzoDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0001-7042-6283
Iván DíazDivision of Biostatistics, Grossman School of Medicine, New York University, New York, United States.
Lisa DoanDepartment of Anesthesiology, Perioperative Care and Pain Medicine, New York University Grossman School of Medicine, New York University, New York, United States.ORCID 0000-0002-7833-1753
Hillary SamplesCenter for Pharmacoepidemiology and Treatment Science, Rutgers Institute for Health, Rutgers University, New Brunswick, United States.ORCID 0000-0001-5773-3705
Mark OlfsonDepartment of Epidemiology, Mailman School of Public Health, Columbia University, New York, United States.ORCID 0000-0002-3958-5662
Stephen CrystalCenter for Health Services Research, Rutgers Institute for Health, Rutgers University, New Brunswick, United States.
Magdalena CerdáCenter for Opioid Epidemiology and Policy, Department of Population Health, Grossman School of Medicine, New York University, New York, United States.ORCID 0000-0001-8441-7046
Y Nina GaoDepartment of Psychiatry, Vagelos College of Physicians and Surgeons, Columbia University, New York, United States.ORCID 0000-0003-4058-607X

Funding

Role of disability and pain in opioid overdose: mechanism and risk mitigationR01DA053243 · NIDA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Kara Elizabeth Rudolph · 2022 to 2026
$3.1M
NIDA NIH HHS R01 DA053243
6 · The paper itself

Abstract

We estimated the extent to which different pain management practices, considered together as well as individually, mediated the relationship between chronic pain or physical disability and new-onset opioid use disorder (OUD) in a large cohort of adult Medicaid patients. Considering the plausibility of the assumptions required to identify different mediational estimands, we estimated natural indirect effects when considering mediation through the group of mediators together and estimated interventional indirect effects when considering mediation through each pain management practice individually. We estimated each effect using a nonparametric one-step estimator. The pain management variables we examined mediated all of the total effect of chronic pain on OUD risk and nearly half of the total effect of physical disability on OUD risk. High-dose, long-duration opioid prescribing and co-prescription of opioids with benzodiazepines, gabapentinoids, and muscle relaxants each contributed substantially to the increased risk of OUD due to chronic pain (contributing to 10-37% of the overall effect) and more moderately to the increased risk of OUD due to physical disability (contributing to 3-19% of the overall effect). Antidepressant or anti-inflammatory prescribing and physical therapy generally did not contribute to increased OUD risk, and, in some cases, even contributed to small reductions in risk.

Indexed as

Analgesics, OpioidChronic PainMedicaidOpioid-Related DisordersPain ManagementPersons with DisabilitiesAdultFemaleHumansMaleMiddle AgedPractice Patterns, Physicians'Risk FactorsUnited StatesAnalgesics, Opioidcausal mediationchronic painmediationopioid use disorderoverdosepain managementphysical disability

Identifiers

PMID40312832
PMCPMC13335732

What OpenQuestion holds

Textmetadata
LicenceTDM
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.