Linking data sources to elucidate non-fatal and fatal opioid-related overdose epidemiology and the role of FDA-regulated products
CERSI Collaborators: Ben Howell, MD, MPH, MHS, William Becker, MD, Gail D’Onofrio, MD, MS, Anne Black, PhD, Lauretta Grau, PhD, Kathryn Hawk, MD, MHS, Robert Heimer, PhD
FDA Collaborators: Christina Greene, PhD, Hana Lee, PhD, Mark Liberatore, PharmD, RAC, Yueqin Zhao, PhD, MS
CERSI Subcontractors: University of Connecticut: Linda Frisman, PhD, Hsiu-Ju Lin, PhD
Project Start: June 2017
Project End: December 2024
Regulatory Science Challenge
Opioid-involved overdose, or the syndrome where opioids, with or without other drugs, cause respiratory depression and loss of consciousness/coma is the leading cause of accidental death in the United States. Medications, including diverted prescription medications and not only drugs originating in the illicit market, are frequently involved in opioid overdoses. As such, the FDA has prioritized examining the role of prescription medications, particularly opioids and benzodiazepines, in the overdose crisis. One of the main challenges in this work is that it has been difficult to assess what medications individuals may have had access to or were taking prior to an overdose event. The primary reason for this difficulty is that there are many different sources of data on medication receipt and outcomes of interest, such as fatal and nonfatal overdose events, and it is challenging to link this information on the same person. .
Project Description and Goals
In this project, researchers have worked to overcome the challenges of studying drug overdoses by linking Connecticut-based prescription drug monitoring program, criminal justice, drug treatment, and hospital data with the Connecticut Office of the Chief Medical Examiner dataset. This enabled a more accurate assessment of medication and health services utilization that may have increased or decreased patient risk for overdose. The goals of this project included:
- Gaining access to, cleaning, and linking the necessary datasets.
- Determining the extent to which opioid-related overdose victims as identified through hospital and medical examiner datasets are represented in state-based Prescription Drug Monitoring Program, criminal justice, hospital, and drug treatment databases.
- Identifying specific FDA-regulated products, prescribing, and service utilization profiles associated with opioid-related overdoses.
The project was also expanded to:
- Determine patterns of opioid and benzodiazepine receipt via prescription drug monitoring program and addiction treatment system data in three months prior to opioid-involved deaths and concordance with post-mortem toxicology.
- Examine association between the risk of subsequent fatal and non-fatal overdose and demographics, opioid and benzodiazepine prescription receipt, and substance use disorder treatment, including medications for opioid use disorder (MOUD) and non-MOUD-based treatment, following a non-fatal overdose. .
Research Results
Accessing datasets is the largest barrier to linking data sources. Without a legislative mandate for coordinated effort across state agencies, several different Memoranda of Understanding (MOU) need to be established that require a lengthy internal state agency legal review, resulting in over a year’s time to obtain approvals. In addition, other than the dataset obtained from the Office of the Chief Medical Examiner, all other datasets were considered protected personal health information, creating legal challenges related to patient privacy. Overall, during phase one of this project, Yale-Mayo CERSI linked several datasets. The creation of a unified database linking state-level administrative claims data on nonfatal overdoses, mortality data, substance use treatment data, and controlled substances prescription dispensing data in a timely and ongoing fashion served as a proof of concept for future efforts to enhance states’ capabilities to monitor the public health impact of controlled substances, identify and implement interventions, and assess their effectiveness.
Once this linked database in Connecticut was established, in the second phase of this project, the CERSI investigators determined that, between May 2016 and December 2017, 1 in 3 people with an opioid-involved overdose death in Connecticut were prescribed and dispensed an opioid in the 90 days prior to death and 1 in 4 had received a prescribed benzodiazepine. In 17% of these opioid-involved deaths, there was concordance between a recently prescribed opioid and post-mortem toxicology, and in 21% there was concordance between a recently prescribed benzodiazepine and post-mortem toxicology.
Lastly, when examining receipt of addiction treatment after nonfatal opioid overdose and risk of subsequent overdose, the CERSI investigators found that over 11% experienced another opioid overdose within 12 months, including 2.1% experiencing a fatal opioid-involved overdose. Following a non- fatal opioid-involved overdose, over one-third of individuals accessed methadone or buprenorphine for the treatment of OUD within 12 months and 1 in 5 received inpatient addiction treatment. Consistent with data from clinical trials and similar work using real-world epidemiological data, receipt of OAT for OUD was associated with decreased risk of subsequent overdose, with receipt of methadone associated with lower risk than buprenorphine receipt for any overdose. Use of inpatient addiction treatments, supervised opioid withdrawal or extended inpatient treatment, in the context of all other treatments, was not associated with risk of subsequent overdose.
Research Outcomes
This research has the potential to increase safe prescribing practices of opioids and benzodiazepines to reduce the risk of overdose. The work can also be used to inform public health systems and improve connections to methadone and buprenorphine treatment for people who survive overdoses, likely leading to reduced risk of another overdose in these people.
Publications
Becker WC, Heimer R, Dormitzer CM, Doernberg M, D'Onofrio G, Grau LE, Hawk K, Lin HJ, Secora AM, Fiellin DA. Merging statewide data in a public/university collaboration to address opioid use disorder and overdose. Addict Sci Clin Pract. 2021 Jan 4;16(1):1. doi: 10.1186/s13722-020-00211-9.
Howell BA, Black AC, Grau LE, Lin HJ, Greene C, Lee H, Heimer R, Hawk KE, D'Onofrio G, Fiellin DA, Becker WC. Concordance between controlled substance receipt and post-mortem toxicology in opioid-detected overdose deaths: A statewide analysis. Drug Alcohol Depend. 2023 Mar 1; 244:109788. doi: 10.1016/j.drugalcdep.2023.109788. Epub 2023 Jan 30. PMID: 36738634; PMCID: PMC9975083.