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COMPUTER-AIDED BIOPHARMACEUTICAL CHARACTERIZATION:
GASTROINTESTINAL ABSORPTION SIMULATION AND
THEORETICAL BACKGROUND
PRESENTED BY
NIVEDITHA G
2ND SEM MPHARM
DEPARTMENT OF PHARMACEUTICS
NARGUND COLLEGE OF PHARMACY
COMPUTER-AIDED BIOPHARMACEUTICAL
CHARACTERIZATION: GASTROINTESTINALABSORPTION
SIMULATION
• Biopharmaceutical assessment of drugs is of crucial importance in different
phases of drug discovery and development.
• In early phases, pharmaceutical profiling can help to find an appropriate ‘drug-
like’ molecule for preclinical and clinical development, and in later stages,
extended biopharmaceutical evaluation can be used to guide formulation strategy
or to predict the effect of food on drug absorption.
• A growing concern for biopharmaceutical characterization of
drugs/pharmaceutical products increased the interest in development and
evaluation of in-silico tools capable of identifying critical factors influencing
drug in-vivo performance, and predicting drug absorption based on the selected
data set(s) of input factors.
• Although an in-silico pharmacokinetic (PK) model can confirm
different drug administration routes the main focus has been on
prediction of pharmacokinetics of orally administered drugs.
• Drug absorption from the gastrointestinal (GI) tract is a complex
interplay between a large number of factors and its correct
representation in the in-silico models has been a major challenge.
• Various qualitative/quantitative approaches have been proposed,
starting from the pHpartition hypothesis and later moving to the more
complex models, such as the Compartmental Absorption and Transit
(CAT) model
• In recent years, substantial effort has been allocated to develop and promote
dynamic models that represent GI tract physiology in view of drug transit,
dissolution, and absorption. Among these are –
• The Advanced Dissolution, Absorption and Metabolism (ADAM) model,
• The Grass model,
• The GI- Transit-Absorption (GITA) model,
• The CAT model, and the Advanced CAT (ACAT) model
• Some of them have been integrated in commercial software packages, such as
GastroPlus™, SimCYP, PK-Sim®, IDEA™ (no longer available), Cloe® PK,
Cloe® HIA, and INTELLIPHARM® PKCR
• Due to dynamic interpretation of the processes a drug undergoes in the GI tract,
dynamic models are able to predict both the fraction of dose absorbed and the rate
of drug absorption, and can be related to PK models to evaluate plasma
concentration-time profiles. Such models can be beneficial at different stages of
formulation development.
• For example, taking into account all the relevant biopharmaceutical
properties of the compound of interest, the potential advantage of
various drug properties in terms of improving oral bioavailability can be
in-silico assessed, before proceeding to in-vivo studies.
• The decisive advantage of in-silico simulation tools is that they require
less investment in resources and time in comparison to in-vivo studies.
Also, they offer a potential to screen virtual compounds.
• As a consequence, the number of experiments, and concomitant costs
and time required for compound selection and development, is
considerably reduced. In addition, in-silico methods can be applied to
predict oral drug absorption when conventional PK analysis is limited,
such as when intravenous data are lacking due to poor drug solubility or
if the drug shows nonlinear kinetics.
• Modeling and simulation are particularly useful to drug developers
because it enables them to:
1. Determine dosage safety and efficacy.
2. Select optimal dosage for the general population.
3. Estimate appropriate sample sizes for trials.
4. Evaluate the reliability of endpoints
GASTROPLUSTM (THEORETICAL BACKGROUND)
• By integrating the key input parameters regarding drug absorption,
distribution, metabolism, and excretion (e.g. partition coefficients,
metabolic rate constants, elimination rate constants, permeability
coefficients, diffusion coefficients, protein binding constants), we
can not only estimate drug PK parameters and plasma and tissue
concentration-time profiles, but also gain a more mechanistic insight
into the properties of a compound.
• GastroPlus™ ACAT modeling requires a number of input
parameters, which should adequately reflect drug biopharmaceutical
properties.
• Default physiology parameters under fasted and fed states (e.g.
transit time, pH, volume, length, radii of the corresponding GI
region) are population mean values obtained from published data.
• The other input parameters include drug physicochemical properties
(i.e. solubility, permeability, logP, pK a , diffusion coefficient) and PK
parameters (clearance (CL), volume of distribution (Yc), percentage
of drug extracted in the oral cavity, gut or liver, etc.), along with
certain formulation characteristics (e.g. particle size distribution and
density, drug release profiles for controlled- release formulations).
• Given a known solubility at any single pH and drug pKa value(s),
GastroPlus™ calculates regional solubility based on the fraction of
drug ionized at each compartmental pH according to the Henderson–
Hasselbalch relation.
• The program also includes a mean precipitation time, to model
possible precipitation of poorly soluble weak bases when moving
from stomach to the small intestine.
• Effective permeability value (P eff ) refers to human jejunal
permeability. However, in the absence of the measured value, an
estimated value (derived from in-silico prediction (ADMET
Predictor), in-vitro measurements (e.g. CaCo −2 , PAMPA assay),
or animal studies can be used in the simulation.
• For this purpose, the program has provided a permeability
converter that transforms the selected input value to human P eff ,
based on the correlation model generated on the basis of a chosen
training data set.
THANK YOU

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COMPUTER-AIDED BIOPHARMACEUTICAL CHARACTERIZATION AND THEORETICAL BACKGROUND.pptx

  • 1. COMPUTER-AIDED BIOPHARMACEUTICAL CHARACTERIZATION: GASTROINTESTINAL ABSORPTION SIMULATION AND THEORETICAL BACKGROUND PRESENTED BY NIVEDITHA G 2ND SEM MPHARM DEPARTMENT OF PHARMACEUTICS NARGUND COLLEGE OF PHARMACY
  • 2. COMPUTER-AIDED BIOPHARMACEUTICAL CHARACTERIZATION: GASTROINTESTINALABSORPTION SIMULATION • Biopharmaceutical assessment of drugs is of crucial importance in different phases of drug discovery and development. • In early phases, pharmaceutical profiling can help to find an appropriate ‘drug- like’ molecule for preclinical and clinical development, and in later stages, extended biopharmaceutical evaluation can be used to guide formulation strategy or to predict the effect of food on drug absorption. • A growing concern for biopharmaceutical characterization of drugs/pharmaceutical products increased the interest in development and evaluation of in-silico tools capable of identifying critical factors influencing drug in-vivo performance, and predicting drug absorption based on the selected data set(s) of input factors.
  • 3. • Although an in-silico pharmacokinetic (PK) model can confirm different drug administration routes the main focus has been on prediction of pharmacokinetics of orally administered drugs. • Drug absorption from the gastrointestinal (GI) tract is a complex interplay between a large number of factors and its correct representation in the in-silico models has been a major challenge. • Various qualitative/quantitative approaches have been proposed, starting from the pHpartition hypothesis and later moving to the more complex models, such as the Compartmental Absorption and Transit (CAT) model
  • 4. • In recent years, substantial effort has been allocated to develop and promote dynamic models that represent GI tract physiology in view of drug transit, dissolution, and absorption. Among these are – • The Advanced Dissolution, Absorption and Metabolism (ADAM) model, • The Grass model, • The GI- Transit-Absorption (GITA) model, • The CAT model, and the Advanced CAT (ACAT) model • Some of them have been integrated in commercial software packages, such as GastroPlus™, SimCYP, PK-Sim®, IDEA™ (no longer available), Cloe® PK, Cloe® HIA, and INTELLIPHARM® PKCR • Due to dynamic interpretation of the processes a drug undergoes in the GI tract, dynamic models are able to predict both the fraction of dose absorbed and the rate of drug absorption, and can be related to PK models to evaluate plasma concentration-time profiles. Such models can be beneficial at different stages of formulation development.
  • 5. • For example, taking into account all the relevant biopharmaceutical properties of the compound of interest, the potential advantage of various drug properties in terms of improving oral bioavailability can be in-silico assessed, before proceeding to in-vivo studies. • The decisive advantage of in-silico simulation tools is that they require less investment in resources and time in comparison to in-vivo studies. Also, they offer a potential to screen virtual compounds. • As a consequence, the number of experiments, and concomitant costs and time required for compound selection and development, is considerably reduced. In addition, in-silico methods can be applied to predict oral drug absorption when conventional PK analysis is limited, such as when intravenous data are lacking due to poor drug solubility or if the drug shows nonlinear kinetics.
  • 6. • Modeling and simulation are particularly useful to drug developers because it enables them to: 1. Determine dosage safety and efficacy. 2. Select optimal dosage for the general population. 3. Estimate appropriate sample sizes for trials. 4. Evaluate the reliability of endpoints
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  • 16. • By integrating the key input parameters regarding drug absorption, distribution, metabolism, and excretion (e.g. partition coefficients, metabolic rate constants, elimination rate constants, permeability coefficients, diffusion coefficients, protein binding constants), we can not only estimate drug PK parameters and plasma and tissue concentration-time profiles, but also gain a more mechanistic insight into the properties of a compound. • GastroPlus™ ACAT modeling requires a number of input parameters, which should adequately reflect drug biopharmaceutical properties. • Default physiology parameters under fasted and fed states (e.g. transit time, pH, volume, length, radii of the corresponding GI region) are population mean values obtained from published data.
  • 17. • The other input parameters include drug physicochemical properties (i.e. solubility, permeability, logP, pK a , diffusion coefficient) and PK parameters (clearance (CL), volume of distribution (Yc), percentage of drug extracted in the oral cavity, gut or liver, etc.), along with certain formulation characteristics (e.g. particle size distribution and density, drug release profiles for controlled- release formulations). • Given a known solubility at any single pH and drug pKa value(s), GastroPlus™ calculates regional solubility based on the fraction of drug ionized at each compartmental pH according to the Henderson– Hasselbalch relation. • The program also includes a mean precipitation time, to model possible precipitation of poorly soluble weak bases when moving from stomach to the small intestine.
  • 18. • Effective permeability value (P eff ) refers to human jejunal permeability. However, in the absence of the measured value, an estimated value (derived from in-silico prediction (ADMET Predictor), in-vitro measurements (e.g. CaCo −2 , PAMPA assay), or animal studies can be used in the simulation. • For this purpose, the program has provided a permeability converter that transforms the selected input value to human P eff , based on the correlation model generated on the basis of a chosen training data set.