Evidence map›Paper›PMID 39450522›Full record

ArticleAddiction (Abingdon, England)2025

Improving racial/ethnic health equity and naloxone access among people at risk for opioid overdose: A simulation modeling analysis of community-based naloxone distribution strategies in Massachusetts, United States.

Xiao Zang, Alexandra Skinner, Zongbo Li, Leah C Shaw, Czarina N Behrends, Avik Chatterjee, Ali Jalali, Ashly E Jordan, Jake R Morgan, Shayla Nolen and 3 more

Abstract read
In one paragraph

Article in Addiction (Abingdon, England), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Observational
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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

13 authors.

Xiao ZangDivision of Health Policy and Management, School of Public Health, University of Minnesota, Minneapolis, MN, USA.ORCID 0000-0002-5722-8255
Alexandra SkinnerDepartment of Epidemiology, School of Public Health, Brown University, Providence, RI, USA.
Zongbo LiDivision of Health Policy and Management, School of Public Health, University of Minnesota, Minneapolis, MN, USA.ORCID 0000-0001-5470-866X
Leah C ShawDepartment of Epidemiology, School of Public Health, Brown University, Providence, RI, USA.
Czarina N BehrendsDepartment of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA.ORCID 0000-0003-3885-088X
Avik ChatterjeeDepartment of Medicine, Section of General Internal Medicine, Boston Medical Center and Boston University School of Medicine, Boston, MA, USA.
Ali JalaliDepartment of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA.ORCID 0000-0003-4349-1519
Ashly E JordanCenter for Drug Use and HIV/HCV Research, New York, NY, USA.
Jake R MorganDepartment of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA.ORCID 0000-0002-1559-3983
Shayla NolenDepartment of Epidemiology, School of Public Health, Brown University, Providence, RI, USA.
Bruce R SchackmanDepartment of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA.ORCID 0000-0002-1132-2932
Brandon D L MarshallDepartment of Epidemiology, School of Public Health, Brown University, Providence, RI, USA.ORCID 0000-0002-0134-7052
Alexander Y WalleyMassachusetts Department of Public Health, Bureau of Substance Addiction Services and Grayken Center for Addiction, Section of General Internal Medicine, Boston Medical Center and Boston University Chobanian and Avedisian School of Medicine, Boston, MA, USA.

Funding

Utilization of health services after engagement with opioid use disorder (OUD) treatment provider by individuals with and without post-traumatic stress disorderP30DA040500 · NIDA · WEILL MEDICAL COLL OF CORNELL UNIV · PI Yuhua Bao · 2015 to 2026
$20.7M
DAT-18-06 Prevention and Rescue Of Fentanyl and Other Opioid Overdoses Using Optimized Naloxone Distribution Strategies (PROFOUND)U01DA047408 · NIDA · WEILL MEDICAL COLL OF CORNELL UNIV · PI MARSHALL, BRANDON DAVID LEWIS, SCHACKMAN, BRUCE R · 2019 to 2023
$3.5M
National Institutes on Drug Abuse P30DA040500National Institutes on Drug Abuse U01DA047408NIDA NIH HHS P30 DA040500NIDA NIH HHS U01 DA047408
6 · The paper itself

Abstract

BACKGROUND AND

aimsDuring the COVID-19 pandemic, there was a surge in opioid overdose deaths (OODs) in Massachusetts, USA, particularly among Black and Hispanic/Latinx populations. Despite the increasing racial and ethnic disparities in OODs, there was no compensatory increase in naloxone distributed to these groups. We aimed to evaluate two community-based naloxone expansion strategies, with the objective of identifying approaches that could mitigate mortality and racial and ethnic disparities in OODs.

designIndividual-based simulation model. We measured naloxone availability using naloxone kits per OOD and evaluated scenarios of achieving higher benchmarks for naloxone availability (i.e. 40, 60 and 80 kits per OOD) from 2022 levels (overall: 26.0, White: 28.8, Black: 17.3, Hispanic/Latinx: 18.9). We compared two naloxone distribution strategies: (1) proportional distribution: achieving the benchmark ratio at the overall population level while distributing additional kits proportional to the 2022 level for each racial/ethnic group (at 40 kits per OOD benchmark: overall: 40, White: 44.3, Black: 26.6, Hispanic/Latinx: 29.1), and (2) equity-focused distribution: achieving the benchmark ratio among each racial/ethnic group (at 40 kits per OOD benchmark: 40 for all groups).

settingMassachusetts, United States.

participantsPeople at risk of OOD. MEASUREMENTS: Annual number and rate of OODs, total healthcare costs of increasing naloxone availability.

findingsBoth naloxone distribution strategies yielded comparable predicted reductions in total OODs in 2025 and incurred similar incremental costs. However, the relative reduction in the rate of OODs differed across groups. For achieving an 80 kits per OOD benchmark, proportional distribution resulted in a projected 6.7%, 6.5% and 7.1% reduction in annual OODs in 2025 among White, Black and Hispanic/Latinx populations, respectively. In contrast, equity-focused distribution achieved a reduction of 5.7%, 11.3% and 10.2% in the respective groups. In all scenarios, the cost per OOD averted was lower than the generally accepted thresholds for cost per life saved.

conclusionsAn equity-focused naloxone distribution strategy designed to reduce racial and ethnic disparities in naloxone availability could improve health equity among racial and ethnic groups while potentially improving overall population health at lower healthcare costs per opioid overdose death averted than a proportional distribution strategy.

Indexed as

Health Services AccessibilityNaloxoneNarcotic AntagonistsOpiate OverdoseBlack or African AmericanComputer SimulationCOVID-19Drug OverdoseEthnicityHealthcare DisparitiesHispanic or LatinoHumansMassachusettsWhiteNaloxoneNarcotic Antagonistscommunity‐based interventionscostnaloxone distributionopioid overdose death preventionracial/ethnic equitysimulation modeling

Identifiers

PMID39450522
PMCPMC11707306

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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.