Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.

The therapeutic effect of a drug is governed by its pharmacokinetics which determine the downstream pharmacodynamic response within the cellular network. A complete understanding of the drug-effect relationship therefore requires multi-scale models which integrate the properties of the different phy...

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Main Authors: Priyata Kalra, Julian Brandl, Thomas Gaub, Christoph Niederalt, Jörg Lippert, Sven Sahle, Lars Küpfer, Ursula Kummer
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0209587
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spelling doaj-6465c66a21cd4a64b5fb01f1067e72df2021-03-03T20:53:10ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-01142e020958710.1371/journal.pone.0209587Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.Priyata KalraJulian BrandlThomas GaubChristoph NiederaltJörg LippertSven SahleLars KüpferUrsula KummerThe therapeutic effect of a drug is governed by its pharmacokinetics which determine the downstream pharmacodynamic response within the cellular network. A complete understanding of the drug-effect relationship therefore requires multi-scale models which integrate the properties of the different physiological scales. Computational modelling of these individual scales has been successfully established in the past. However, coupling of the scales remains challenging, although it will provide a unique possibility of mechanistic and holistic analyses of therapeutic outcomes for varied treatment scenarios. We present a methodology to combine whole-body physiologically-based pharmacokinetic (PBPK) models with mechanistic intracellular models of signal transduction in the liver for therapeutic proteins. To this end, we developed a whole-body distribution model of IFN-α in human and a detailed intracellular model of the JAK/STAT signalling cascade in hepatocytes and coupled them at the liver of the whole-body human model. This integrated model infers the time-resolved concentration of IFN-α arriving at the liver after intravenous injection while simultaneously estimates the effect of this dose on the intracellular signalling behaviour in the liver. In our multi-scale physiologically-based pharmacokinetic/pharmacodynamic (PBPK/PD) model, receptor saturation is seen at low doses, thus giving mechanistic insights into the pharmacodynamic (PD) response. This model suggests a fourfold lower intracellular response after administration of a typical IFN-α dose to an individual as compared to the experimentally observed responses in in vitro setups. In conclusion, this work highlights clear differences between the observed in vitro and in vivo drug effects and provides important suggestions for future model-based study design.https://doi.org/10.1371/journal.pone.0209587
collection DOAJ
language English
format Article
sources DOAJ
author Priyata Kalra
Julian Brandl
Thomas Gaub
Christoph Niederalt
Jörg Lippert
Sven Sahle
Lars Küpfer
Ursula Kummer
spellingShingle Priyata Kalra
Julian Brandl
Thomas Gaub
Christoph Niederalt
Jörg Lippert
Sven Sahle
Lars Küpfer
Ursula Kummer
Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
PLoS ONE
author_facet Priyata Kalra
Julian Brandl
Thomas Gaub
Christoph Niederalt
Jörg Lippert
Sven Sahle
Lars Küpfer
Ursula Kummer
author_sort Priyata Kalra
title Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
title_short Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
title_full Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
title_fullStr Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
title_full_unstemmed Quantitative systems pharmacology of interferon alpha administration: A multi-scale approach.
title_sort quantitative systems pharmacology of interferon alpha administration: a multi-scale approach.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
description The therapeutic effect of a drug is governed by its pharmacokinetics which determine the downstream pharmacodynamic response within the cellular network. A complete understanding of the drug-effect relationship therefore requires multi-scale models which integrate the properties of the different physiological scales. Computational modelling of these individual scales has been successfully established in the past. However, coupling of the scales remains challenging, although it will provide a unique possibility of mechanistic and holistic analyses of therapeutic outcomes for varied treatment scenarios. We present a methodology to combine whole-body physiologically-based pharmacokinetic (PBPK) models with mechanistic intracellular models of signal transduction in the liver for therapeutic proteins. To this end, we developed a whole-body distribution model of IFN-α in human and a detailed intracellular model of the JAK/STAT signalling cascade in hepatocytes and coupled them at the liver of the whole-body human model. This integrated model infers the time-resolved concentration of IFN-α arriving at the liver after intravenous injection while simultaneously estimates the effect of this dose on the intracellular signalling behaviour in the liver. In our multi-scale physiologically-based pharmacokinetic/pharmacodynamic (PBPK/PD) model, receptor saturation is seen at low doses, thus giving mechanistic insights into the pharmacodynamic (PD) response. This model suggests a fourfold lower intracellular response after administration of a typical IFN-α dose to an individual as compared to the experimentally observed responses in in vitro setups. In conclusion, this work highlights clear differences between the observed in vitro and in vivo drug effects and provides important suggestions for future model-based study design.
url https://doi.org/10.1371/journal.pone.0209587
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