Related Experiment Video
Updated: May 15, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Using multiple cause-of-death data to improve surveillance of drug-related mortality
David L Nordstrom1, Mieko L Yokoi-Shelton, Amy Zosel
1Department of Occupational and Environmental Safety and Health, College of Education and Professional Studies, University of Wisconsin-Whitewater, Whitewater, WI 53190, USA. nordstrd@uww.edu
Context:
Many states and local areas are affected by the national epidemic of drug-related mortality, which recently has shown signs of a rising "licit-to-illicit drug" death ratio. Appropriate local public health surveillance can help monitor and control this epidemic.
Objective:
Using our state as an example, we sought to illustrate how to describe the changes in drug death rates, causes, and circumstances. In contrast to most other surveillance reports, our approach includes both drug-induced and drug-related deaths as well as both demographic and socioeconomic characteristics of decedents.
Design:
Cross-sectional study.
Setting:
All residents of the state of Wisconsin.
Participants:
Decedents from 1999 to 2008.
Main Outcome Measure:
Annual numbers and population-based rates of deaths due to drugs, including both identified and unidentified drugs. Information was obtained from death certificates with any of approximately 270 underlying, immediate, or contributing cause-of-death codes from the International Classification of Diseases, 10th Revision.
Results:
Drug-related death rates increased during much of the 10-year study period, and the male-to-female death ratio rose. The median age at death from drug-related causes was 43 years. Opioid analgesic poisoning surpassed cocaine and heroin poisoning as the most frequent type of fatal drug poisoning. Of all 4828 deaths from drug-related causes--virtually all of which were certified by a county medical examiner or coroner--3410 (71%) were unintentional and 1053 (22%) were suicides. The unintentional-to-suicide death rate ratio grew from 1.6 to 3.5 during the study period. Methadone-related deaths increased from 10 in 1999 to 118 in 2008 (1080%), while benzodiazepine-related deaths rose from 23 to 106 (361%).
Conclusions:
Although premature deaths from drug use and abuse continue to rise, even surpassing deaths due to motor vehicle crash in some states, "multiple causes of death" information from death certificates is available to monitor their occurrence and nature and to inform selection of prevention strategies.
Related Concept Videos
Pharmacovigilance
This process, termed pharmacovigilance, aims to detect, evaluate, and minimize harmful effects related to medication use. The data collection for pharmacovigilance depends on spontaneous reporting systems, where healthcare professionals or patients voluntarily report suspected ADRs.
In some cases, there...
Principles of Disease Surveillance
Combined Effects of Drugs: Synergism
Such synergistic combinations...
Analysis of Population Pharmacokinetic Data
Comparing the Survival Analysis of Two or More Groups
Pharmaceutical Poisoning: Potential Scenarios

