Evidence map›Paper›PMID 39907478›Full record

ArticlePain2025

Standardizing research methods for opioid dose comparison: the NIH HEAL morphine milligram equivalent calculator.

Meredith C B Adams, Katherine A Sward, Matthew L Perkins, Robert W Hurley

Abstract read
In one paragraph

Article in Pain, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
29citing papers in PubMed, 2 pooled it
–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

29 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
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  20. Opioid dependence in patients with pain in chronic pancreatitis an emerging problem.Indian journal of gastroenterology : official journal of the Indian Society of Gastroenterology · 2025
    Review
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

4 authors.

Meredith C B AdamsDepartment of Anesthesiology, Artificial Intelligence, Translational Neuroscience, and Public Health Sciences, Pain Outcomes Lab, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, United States.ORCID 0000-0002-3969-4279
Katherine A SwardDepartment of Biomedical Informatics, School of Medicine, University of Utah, Salt Lake City, UT, United States.ORCID 0000-0002-6568-4031
Matthew L PerkinsDepartment of Cancer Biology, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, United States.
Robert W HurleyDepartment of Anesthesiology, Translational Neuroscience (formerly Pharmacology), and Public Health Sciences, Pain Outcomes Lab, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, United States.ORCID 0000-0001-6591-9390

Funding

Increasing Participant Diversity in a 'Sequenced-Strategy to Improve Outcomes in people with Knee Osteoarthritis Pain (SKOAP)UH3AR077360 · NIAMS · JOHNS HOPKINS UNIVERSITY · PI CAMPBELL, CLAUDIA MICHELLE, CASTILLO, RENAN C · 2020 to 2023
$13.8M
HEAL Sickle Cell and CDE SupplementU24TR004315 · NCATS · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI DWYER, JAMIE P., SWARD, KATHERINE ANN · 2022 to 2025
$13.8M
MIRHIQL Resource Center for Improving Quality of Life with Chronic Pain (MRC)R24DA058606 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ADAMS, MEREDITH C. B., HURLEY, ROBERT WILLSON · 2023 to 2023
$6.0M
WF DISC: Navigating Data Solutions for Chronic Pain and Opioid Use DisorderU24DA057612 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI MEREDITH C. B. ADAMS · 2022 to 2026
$5.6M
Economic Conditions, Policy Environments, and Opioid Use Disorder U01DA057016 · NIDA · UNIVERSITY OF ROCHESTER · PI MEREDITH C. B. ADAMS, Elaine L Hill · 2022 to 2026
$3.6M
Wake Forest IMPOWR Dissemination Education and Coordination Center (IDEA-CC)R24DA055306 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI ADAMS, MEREDITH C. B. · 2021 to 2023
$3.3M
Workforce Innovation in Data Science, Education, and Addiction Research (WISER)R25DA061740 · NIDA · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI MEREDITH C. B. ADAMS, Amber Keller Brooks · 2024 to 2026
$405k
National Institutes of Health HEAL Initiative U24TR004315National Institutes of Health HEAL Initiative and National Institute on Drug Abuse of the National Institutes of Health R24DA055306National Institutes of Health HEAL Initiative and National Institute on Drug Abuse of the National Institutes of Health U24DA057612National Institutes of Health HEAL Initiative and National Institute on Drug Abuse of the National Institutes of Health U24DA058606NCATS NIH HHS U24 TR004315NIAMS NIH HHS UH3 AR077360NIDA NIH HHS R24 DA055306NIDA NIH HHS R24 DA058606NIDA NIH HHS R25 DA061740NIDA NIH HHS U01 DA057016NIDA NIH HHS U24 DA057612
6 · The paper itself

Abstract

abstractWe developed the National Institutes of Health helping to end addiction long-term initiative morphine milligram equivalent (MME) calculator to standardize MME calculations across pain research studies, addressing a critical barrier to effective research synthesis and meta-analysis. The tool provides evidence-based mapping factors for 29 opioids through a research electronic data capture-based calculator and companion Web site ( research-mme.wakehealth.edu ). Development involved systematic evidence evaluation of literature from 1949 to March 2024, following PRISMA guidelines. From an initial screening of over 170,050 articles, we identified 24 studies providing evidence for conversion factors. The calculator incorporates 4 standardized time-window calculation methods aligned with current research approaches and includes traditional full agonists, partial agonists, and mixed-mechanism agents. Using modified GRADE methodology, we evaluated evidence quality for each conversion factor, documenting levels from high-quality randomized controlled trials to pharmacokinetic extrapolation. Our tool replicates most existing Centers for Disease Control and Prevention (CDC) conversion factors while expanding coverage to 7 additional opioids and 6 formulations not included in the 2022 CDC conversion table. The calculator features options to analyze results with or without buprenorphine, accommodating its emerging role in pain research. This standardized framework enables researchers to map opioid doses using consistent, evidence-based ratios and harmonize data collection across research networks. While the tool represents a significant advance in standardizing MME calculations for research, limitations in the underlying evidence base highlight the need for continued validation through clinical research.

Indexed as

Analgesics, OpioidMorphinePainHumansNational Institutes of Health (U.S.)Research DesignUnited StatesAnalgesics, OpioidMorphineData calculator toolData harmonizationFAIR (findable, accessible, interoperable, reusable)Morphine milligram equivalents (MMEs)NIH HEALOpioid analgesia

Identifiers

PMID39907478
PMCPMC12266977

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.