Related Experiment Video
Updated: Sep 11, 2025

Diagonal Method to Measure Synergy Among Any Number of Drugs
Published on: June 21, 2018
Potential Drug Dose-Specific Adverse Three-Drug Combinations: A US Insurance Claims Data-Based Study
Y Shi1, A Sun1, C W Chiang2
1Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, Indiana, USA.
Introduction:
Use of three-drug combinations is increasingly prevalent and associated with an increased risk of adverse drug events (ADEs). While real-world data-based pharmacovigilance and pharmacoepidemiology studies have derived knowledge on potential adverse three-drug combinations, the relationship between doses of each drug in three-drug combination exposure and the risk of ADEs remains unclear.
Methods:
We derived matched case-control datasets from US nationwide health insurance claims data for potential ADEs including acute kidney injury, acute myocardial infarction, gastrointestinal bleeding, hypoglycemia, and opioid-related ADE. We used the conditional logistic regression model to investigate the relationship between the dose of three-drug combination exposure and the risk of ADE. We used Benjamini and Hochberg's procedure to control the false discovery rate (FDR). We explored the relationship between the reduction of drug dose and the risk of ADE.
Results:
We identified over 500 potential adverse three-drug combinations from approximately two million case-control pairs (all odds ratios ≥ 1.3 and FDR < 0.05). For the signals, compared with a high-dose level of all three drugs, 74% of three-drug combinations had a lower risk by decreasing the dose of one drug without any drug discontinuation (p value < 0.05).
Conclusions:
Certain three-drug combinations are associated with an increased risk of ADE. Dose of exposure might be used to evaluate the risk of ADE for a majority of adverse three-drug combinations.
Plain Language Summary:
Use of three-drug combinations is increasingly prevalent and associated with an increased risk of adverse drug events (ADEs). We identified potential adverse three-drug combinations from real-world data, and revealed the corresponding relationships between doses and risks of ADEs. We find doses might be used to evaluate the risk of ADE for many adverse three-drug combinations. Additionally, we find risk of many adverse three-drug combinations might be decreased by reducing the dose of one drug without any drug discontinuation.
More Related Videos
15:04Potentiation of Anticancer Antibody Efficacy by Antineoplastic Drugs: Detection of Antibody-drug Synergism Using the Combination Index Equation
Published on: January 19, 2019
07:40A Data Integration Workflow to Identify Drug Combinations Targeting Synthetic Lethal Interactions
Published on: May 27, 2021
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...
Combined Effects of Drugs: Synergism
Such synergistic combinations...
Drug Dosage Regimen: Overview
Typically, the starting dose and dosing interval are guided by the manufacturer's recommendations based on clinical trials conducted during and after drug...
Combined Effects of Drugs: Antagonism
The most common type is receptor antagonism, where one drug acts as an antagonist to block the effects of another drug by...
Agonism and Antagonism: Quantification
To quantify these effects, researchers use a dose-response curve, which provides valuable information about the potency and efficacy of a drug. Potency refers to...
Factors Affecting Drug Response: Overview