Estimating the uncertain effect of the COVID pandemic on drug overdoses
PLOS ONE
RESEARCH ARTICLE
Estimating the uncertain effect of the COVID
pandemic on drug overdoses
Ali Moghtaderi ID1*, Mark S. Zocchi2, Jesse M. Pines3,5, Arvind Venkat3,5, Bernard Black4,6
1 Milken Institute School of Public Health, George Washington University, Washington, DC, United States of
America, 2 Heller School for Social Policy and Management, Brandeis University, Waltham, Massachusetts,
United States of America, 3 US Acute Care Solutions, Canton, Ohio, United States of America, 4 Pritzker
School of Law, Northwestern University, Evanston, Illinois, United States of America, 5 Department of
Emergency Medicine, Allegheny Health Network, Pittsburgh, Pennsylvania, United States of America,
6 Kellogg School of Management, Northwestern University, Evanston, Illinois, United States of America
a1111111111
a1111111111
a1111111111
a1111111111
a1111111111
*
Abstract
Objective
OPEN ACCESS
Citation: Moghtaderi A, Zocchi MS, Pines JM,
Venkat A, Black B (2023) Estimating the uncertain
effect of the COVID pandemic on drug overdoses.
PLoS ONE 18(8): e0281227. https://doi.org/
10.1371/journal.pone.0281227
Editor: Vincenzo Alfano, University of Naples Parthenope: Universita degli Studi di Napoli
Parthenope, ITALY
U.S. drug-related overdose deaths and Emergency Department (ED) visits rose in 2020 and
again in 2021. Many academic studies and the news media attributed this rise primarily to
increased drug use resulting from the societal disruptions related to the coronavirus
(COVID-19) pandemic. A competing explanation is that higher overdose deaths and ED visits may have reflected a continuation of pre-pandemic trends in synthetic-opioid deaths,
which began to rise in mid-2019. We assess the evidence on whether increases in overdose
deaths and ED visits are likely to be related primarily to the COVID-19 pandemic, increased
synthetic-opioid use, or some of both.
Received: January 17, 2023
Accepted: July 16, 2023
Methods
Published: August 10, 2023
We use national data from the Centers for Disease Control and Prevention (CDC) on rolling
12-month drug-related deaths (2015–2021); CDC data on monthly ED visits (2019-September 2020) for EDs in 42 states; and ED visit data for 181 EDs in 24 states staffed by a
national ED physician staffing group (January 2016-June 2022). We study drug overdose
deaths per 100,000 persons during the pandemic period, and ED visits for drug overdoses,
in both cases compared to predicted levels based on pre-pandemic trends.
Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0281227
Copyright: © 2023 Moghtaderi et al. This is an
open access article distributed under the terms of
the Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: All the data on
overdose deaths were uploaded as part of the
resubmission package. The national CDC non-fatal
overdoses database was also uploaded. The
Results
Mortality. National overdose mortality increased from 21/100,000 in 2019 to 26/100,000 in
2020 and 30/100,000 in 2021. The rise in mortality began in mid-to-late half of 2019, and the
2020 increase is well-predicted by models that extrapolate pre-pandemic trends for rolling
12-month mortality to the pandemic period. Placebo analyses (which assume the pandemic
started earlier or later than March 2020) do not provide evidence for a change in trend in or
soon after March 2020. State-level analyses of actual mortality, relative to mortality predicted based on pre-pandemic trends, show no consistent pattern. The state-level results
PLOS ONE | https://doi.org/10.1371/journal.pone.0281227 August 10, 2023
1 / 16
PLOS ONE
COVID-19 pandemic and drug-related overdose and emergency department visits
emergency department visit from the national
staffing group belongs to the U.S. Acute Care
Solutions and will remain confidential. The data use
agreement in place. Individuals can reach Pablo
Colden () in U.S. Acute Care
Solutions for reasonable data requests.
support state heterogeneity in overdose mortality trends, and do not support the pandemic
being a major driver of overdose mortality.
ED visits. ED overdose visits rose during our sample period, reflecting a worsening opioid epidemic, but rose at similar rates during the pre-pandemic and pandemic periods.
Funding: The authors received no specific funding
for this work.
Conclusion
Competing interests: The authors have declared
that no competing interests exist.
The reasons for rising overdose mortality in 2020 and 2021 cannot be definitely determined.
We lack a control group and thus cannot assess causation. However, the observed
increases can be largely explained by a continuation of pre-pandemic trends toward rising
synthetic-opioid deaths, principally fentanyl, that began in mid-to-late 2019. We do not find
evidence supporting the pandemic as a major driver of rising mortality. Policymakers need
to directly address the synthetic opioid epidemic, and not expect a respite as the pandemic
recedes.
Introduction
U.S. drug-related overdose deaths rose sharply from 71,000 in 2019 to 93,000 in 2020, and to
107,000 in 2021 [1]. Multiple studies have linked the onset of the COVID-19 pandemic in
March 2020 to rising overdose deaths [2–7], and rising drug-related emergency department
(ED) visits [8–12]. While some of these studies cite greater access to synthetic opioids as a secondary contributor [5, 6], they ascribe rising mortality and drug-related ED visits primarily to
the pandemic and its related lockdowns, job loss, and social isolation [13]. News stories presented a similar narrative [14–16]. However, two Illinois studies report evidence for rising opioid-related deaths beginning in late 2019, suggesting an important role for non-pandemic
factors [17, 18]. In addition, we previously found no increase in ED visits across 18 U.S. states
for substance abuse during the early pandemic period from March-July, 2020 [19].
We revisit the evidence on the reasons for rising overdose mortality during the pandemic
period by studying a longer time period, explicitly modeling the counterfactual of what levels
of overdose mortality and ED visits would have been expected based on pre-pandemic trends,
and examining both national and state trends. We examine two competing hypotheses. The
first is that the pandemic may have been a principal driver of higher overdose deaths. This
hypothesis predicts a rise in both overdose deaths and overdose-related ED visits, beginning in
March 2020 (pandemic onset). Second, rising mortality might primarily reflect greater availability of synthetic opioids. This hypothesis would predict (...truncated)