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...
Main Authors: | , , , , , , , |
---|---|
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 |
id |
doaj-6465c66a21cd4a64b5fb01f1067e72df |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT priyatakalra quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT julianbrandl quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT thomasgaub quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT christophniederalt quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT jorglippert quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT svensahle quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT larskupfer quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach AT ursulakummer quantitativesystemspharmacologyofinterferonalphaadministrationamultiscaleapproach |
_version_ |
1714820010541580288 |