2013 · Biopharmaceutics & Drug Disposition · Wiley · added 2026-04-21
Computational modeling has been adopted in all aspects of drug research and
development, from the early phases of target identification and drug discovery to the late-stage clinical
trials. The differe Show more
Computational modeling has been adopted in all aspects of drug research and
development, from the early phases of target identification and drug discovery to the late-stage clinical
trials. The different questions addressed during each stage of drug R&D has led to the emergence of
different modeling methodologies. In the research phase, systems biology couples experimental data
with elaborate computational modeling techniques to capture lifecycle and effector cellular functions
(e.g. metabolism, signaling, transcription regulation, protein synthesis and interaction) and integrates
them in quantitative models. These models are subsequently used in various ways, i.e. to identify
new targets, generate testable hypotheses, gain insights on the drug’s mode of action (MOA), translate
preclinical findings, and assess the potential of clinical drug efficacy and toxicity. In the development
phase, pharmacokinetic/pharmacodynamic (PK/PD) modeling is the established way to determine safe
and efficacious doses for testing at increasingly larger, and more pertinent to the target indication, cohorts
of subjects. First, the relationship between drug input and its concentration in plasma is established.
Second, the relationship between this concentration and desired or undesired PD responses is ascertained.
Recognizing that the interface of systems biology with PK/PD will facilitate drug development, systems
pharmacology came into existence, combining methods from PK/PD modeling and systems engineering
explicitly to account for the implicated mechanisms of the target system in the study of drug–target
interactions. Herein, a number of popular system biology methodologies are discussed, which could be
leveraged within a systems pharmacology framework to address major issues in drug development.
© 2013 The Authors. Biopharmaceutics & Drug Disposition published by John Wiley & Sons, Ltd.
Key words: systems pharmacology; systems biology; modeling of signaling pathways; identification of drug mode of action; prediction of clinical drug efficacy Show less
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DOI: 10.1002/bdd.1859 📋