Introduction: Solubility and permeability modeling is central to predicting a drug candidate’s oral absorption and developability. This blog provides focused multiple-choice questions tailored for M.Pharm students studying Computer Aided Drug Development (MPH 203T). Questions cover key theoretical concepts (intrinsic versus thermodynamic solubility, pH-dependent solubility, partitioning), experimental assays (Caco-2, PAMPA), computational methods (QSPR, COSMO-RS, molecular dynamics), and important descriptors (logP/logD, PSA, H-bond donors). Each MCQ reinforces practical understanding needed to interpret model outputs and design strategies to optimize solubility and permeability for lead optimization and formulation decisions.
Q1. Which term best defines the solubility of the un-ionized form of a compound measured at a defined temperature and pH where it is neutral?
- Intrinsic solubility
- Apparent solubility
- Thermodynamic solubility
- Equilibrium solubility
Correct Answer: Intrinsic solubility
Q2. According to pH-partition theory, which form of a weak base preferentially permeates a lipid membrane?
- The ionized cationic form
- The unionized neutral form
- Both ionized and unionized equally
- Only salt forms
Correct Answer: The unionized neutral form
Q3. Which descriptor is most directly used to represent a molecule’s distribution between octanol and water at a specific pH?
- logP
- pKa
- logD
- PSA
Correct Answer: logD
Q4. Which experimental assay is designed to measure passive transcellular permeability using an artificial lipid barrier?
- Caco-2 assay
- PAMPA
- MDCK assay
- Ussing chamber
Correct Answer: PAMPA
Q5. Which permeability unit is commonly reported for apparent permeability (Papp) in in vitro assays?
- mol/L
- cm/s
- mg/mL
- mM
Correct Answer: cm/s
Q6. In QSPR models for solubility, which molecular descriptor often negatively correlates with aqueous solubility?
- Topological polar surface area (TPSA)
- Number of hydrogen bond donors
- Number of aromatic rings and high lipophilicity
- Number of rotatable bonds
Correct Answer: Number of aromatic rings and high lipophilicity
Q7. Which model explicitly accounts for conformational sampling and solvent interactions to estimate solvation free energy for solubility prediction?
- COSMO-RS
- Hansen solubility parameters
- Molecular dynamics with free energy perturbation
- Simple linear regression QSPR
Correct Answer: Molecular dynamics with free energy perturbation
Q8. What does an efflux ratio (Papp B→A / Papp A→B) greater than 2 in Caco-2 indicate?
- High passive permeability
- Significant active efflux likely via transporters
- Measurement error
- Compound is exclusively paracellular
Correct Answer: Significant active efflux likely via transporters
Q9. Which of the following best describes thermodynamic solubility?
- Solubility of the neutral form only
- Maximum dissolved concentration of all forms of the drug in equilibrium with its solid phase
- Solubility measured immediately after dissolution
- Solubility of the free base in organic solvent
Correct Answer: Maximum dissolved concentration of all forms of the drug in equilibrium with its solid phase
Q10. Which computational solubility approach uses three Hansen parameters (dispersion, polar, hydrogen-bonding) to predict compatibility with solvents or excipients?
- COSMO-RS
- Hansen solubility parameters
- Random forest QSPR
- ADMET Predictor
Correct Answer: Hansen solubility parameters
Q11. Which property is most predictive of passive intestinal permeability when using simple physico-chemical filters?
- High aqueous solubility only
- Low molecular weight and moderate lipophilicity
- High polar surface area (>140 Å2)
- Many hydrogen bond donors (>6)
Correct Answer: Low molecular weight and moderate lipophilicity
Q12. Which of the following is NOT a common strategy to improve the aqueous solubility of a poorly soluble drug?
- Salt formation
- Particle size reduction (nanocrystals)
- Increasing aromatic ring count
- Solid dispersion with polymers
Correct Answer: Increasing aromatic ring count
Q13. In COSMO-RS solubility prediction, what key molecular property is primarily derived from quantum chemical calculations?
- Partition coefficient logP directly
- Surface polarization charge distribution (sigma-profile)
- pKa values
- Molecular weight
Correct Answer: Surface polarization charge distribution (sigma-profile)
Q14. Which statement correctly links BCS class to solubility and permeability?
- BCS Class I: low solubility, low permeability
- BCS Class II: high solubility, low permeability
- BCS Class III: high permeability, low solubility
- BCS Class II: low solubility, high permeability
Correct Answer: BCS Class II: low solubility, high permeability
Q15. Which in silico approach is best suited for rapid screening of large chemical libraries for likely low-solubility compounds?
- High-level quantum dynamics
- Simple QSPR or machine learning models trained on large datasets
- Alchemical free energy calculations for each compound
- Full explicit solvent molecular dynamics
Correct Answer: Simple QSPR or machine learning models trained on large datasets
Q16. Which molecular descriptor threshold is commonly used to flag poor passive CNS penetration due to polarity?
- TPSA > 90 Å2
- TPSA > 140 Å2
- TPSA < 20 Å2
- TPSA = 0 Å2
Correct Answer: TPSA > 90 Å2
Q17. Which factor can cause apparent permeability measured in PAMPA to deviate from intrinsic membrane permeability?
- Presence of active transporters in PAMPA
- Compound ionization state and unstirred water layer effects
- Use of living epithelial cells in the assay
- PAMPA measures only paracellular transport
Correct Answer: Compound ionization state and unstirred water layer effects
Q18. In solubility modeling, which thermodynamic term must be overcome for a solid drug to dissolve into solvent?
- Entropy of mixing only
- Lattice energy (crystal lattice cohesion)
- Evaporation enthalpy
- Membrane partition energy
Correct Answer: Lattice energy (crystal lattice cohesion)
Q19. Which of the following best describes logP?
- pH-dependent distribution coefficient between octanol and water
- Partition coefficient for the neutral form between octanol and water
- Measure of aqueous solubility at a given pH
- Apparent permeability value
Correct Answer: Partition coefficient for the neutral form between octanol and water
Q20. Which machine learning practice improves robustness of QSPR models for solubility and permeability prediction?
- Training on small diverse datasets only
- Using single descriptor and single model without validation
- Cross-validation, external test sets, and applicability domain assessment
- Ignoring descriptor correlation and overfitting the training set
Correct Answer: Cross-validation, external test sets, and applicability domain assessment

I am a Registered Pharmacist under the Pharmacy Act, 1948, and the founder of PharmacyFreak.com. I hold a Bachelor of Pharmacy degree from Rungta College of Pharmaceutical Science and Research. With a strong academic foundation and practical knowledge, I am committed to providing accurate, easy-to-understand content to support pharmacy students and professionals. My aim is to make complex pharmaceutical concepts accessible and useful for real-world application.
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