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Updated: May 15, 2026

Diagonal Method to Measure Synergy Among Any Number of Drugs
Published on: June 21, 2018
Defining principles of combination drug mechanisms of action
Justin R Pritchard1, Peter M Bruno, Luke A Gilbert
1The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Abstract:
Combination chemotherapies have been a mainstay in the treatment of disseminated malignancies for almost 60 y, yet even successful regimens fail to cure many patients. Although their single-drug components are well studied, the mechanisms by which drugs work together in clinical combination regimens are poorly understood. Here, we combine RNAi-based functional signatures with complementary informatics tools to examine drug combinations. This approach seeks to bring to combination therapy what the knowledge of biochemical targets has brought to single-drug therapy and creates a statistical and experimental definition of "combination drug mechanisms of action." We show that certain synergistic drug combinations may act as a more potent version of a single drug. Conversely, unlike these highly synergistic combinations, most drugs average extant single-drug variations in therapeutic response. When combined to form multidrug regimens, averaging combinations form averaging regimens that homogenize genetic variation in mouse models of cancer and in clinical genomics datasets. We suggest surprisingly simple and predictable combination mechanisms of action that are independent of biochemical mechanism and have implications for biomarker discovery as well as for the development of regimens with defined genetic dependencies.
Insights
Understanding how combination chemotherapy works is key. This study defines combination drug mechanisms of action, revealing some regimens act as a single drug, while others homogenize genetic variation.
Area of Science:
- Oncology
- Pharmacology
- Bioinformatics
Background:
- Combination chemotherapy is a cornerstone in treating disseminated malignancies, yet cure rates remain suboptimal.
- The precise mechanisms underlying the efficacy of drug combinations are not well understood.
- Existing knowledge focuses on single-drug mechanisms, leaving a gap in understanding synergistic drug interactions.
Purpose of the Study:
- To develop a statistical and experimental definition of combination drug mechanisms of action.
- To elucidate how different drug combinations impact therapeutic response and genetic variation.
- To identify predictable combination mechanisms independent of biochemical targets.
Main Methods:
- Utilized RNA interference (RNAi)-based functional signatures.
- Integrated complementary bioinformatics tools for analysis.
- Examined drug combinations in mouse cancer models and clinical genomics datasets.
Main Results:
- Identified two main types of combination mechanisms: synergistic (acting as a more potent single drug) and averaging (homogenizing genetic variation).
- Demonstrated that averaging combinations reduce genetic heterogeneity in cancer models and clinical data.
- Showcased simple, predictable combination mechanisms independent of biochemical pathways.
Conclusions:
- Combination drug mechanisms can be statistically and experimentally defined, offering insights beyond biochemical targets.
- Findings have implications for biomarker discovery in cancer therapy.
- Suggests a new paradigm for developing combination regimens with defined genetic dependencies.
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