Lead discovery and ligand libraries MCQs With Answer
This blog provides M.Pharm students with a focused set of multiple-choice questions on lead discovery and ligand libraries, emphasizing computational and experimental approaches used in modern drug discovery. It covers concepts such as virtual screening, fragment-based design, combinatorial libraries, docking and scoring, ligand efficiency metrics, ADMET profiling, and common pitfalls like PAINS. The questions are designed to deepen understanding by linking theoretical concepts to practical decision-making in hit identification and hit-to-lead progression. Each question includes concise answer choices and the correct answer to facilitate efficient revision and exam preparation for advanced pharmacy students.
Q1. What is the primary objective of lead discovery in drug development?
- To perform toxicology studies on marketed drugs
- To identify chemical starting points (hits) for optimization
- To scale up manufacturing processes
- To conduct Phase III clinical trials
Correct Answer: To identify chemical starting points (hits) for optimization
Q2. Which two major approaches are used in virtual screening for lead discovery?
- In vitro and in vivo screening
- Ligand-based and structure-based virtual screening
- Fragment-based and phenotypic screening
- ADMET profiling and medicinal chemistry
Correct Answer: Ligand-based and structure-based virtual screening
Q3. What best describes fragment-based lead discovery (FBLD)?
- Screening large drug-like molecules to find nanomolar hits
- Using high-throughput phenotypic assays to find leads
- Using small, low-molecular-weight fragments that bind weakly and are grown or linked
- Applying combinatorial libraries to generate macrocycles only
Correct Answer: Using small, low-molecular-weight fragments that bind weakly and are grown or linked
Q4. How is a “hit” differentiated from a “lead” in early drug discovery?
- A hit is always more potent than a lead
- Hits are initial actives; leads are optimized with improved potency and ADME
- Leads are untested computational predictions, hits are approved drugs
- Hits must be covalent inhibitors; leads are non-covalent
Correct Answer: Hits are initial actives; leads are optimized with improved potency and ADME
Q5. What is the main goal of diversity-oriented synthesis (DOS) when creating ligand libraries?
- To produce only stereochemically pure single-target series
- To create structurally diverse compounds that explore wide chemical space
- To focus exclusively on lipid-soluble molecules
- To synthesize only analogs of a known drug
Correct Answer: To create structurally diverse compounds that explore wide chemical space
Q6. Which set correctly summarizes Lipinski’s “Rule of Five” typical thresholds?
- More than 5 H-bond donors, more than 10 H-bond acceptors, MW > 800, logP > 10
- 5 or fewer H-bond donors, 10 or fewer H-bond acceptors, MW < 500, logP < 5
- Zero rotatable bonds, polar surface area < 20 Ų, MW < 200
- At least one charged center, MW > 600, logP < -1
Correct Answer: 5 or fewer H-bond donors, 10 or fewer H-bond acceptors, MW < 500, logP < 5
Q7. What is the purpose of applying PAINS filters to screening libraries?
- To enrich libraries with metal chelators only
- To identify compounds that are likely pan-assay interference substances and remove them
- To select for molecules that cross the blood–brain barrier
- To prioritize covalent modifiers exclusively
Correct Answer: To identify compounds that are likely pan-assay interference substances and remove them
Q8. Which types of scoring functions are commonly used in molecular docking?
- Empirical, force-field, and knowledge-based scoring functions
- Clinical outcome-based and genomic scoring functions
- Hydrophobicity-only and PSA-only scoring functions
- Enzymatic turnover rate and metabolic clearance scoring functions
Correct Answer: Empirical, force-field, and knowledge-based scoring functions
Q9. What does ligand efficiency (LE) measure in lead optimization?
- The ratio of aqueous solubility to molecular weight
- Binding energy per non-hydrogen (heavy) atom
- Fraction unbound in plasma
- The number of rotatable bonds per ring
Correct Answer: Binding energy per non-hydrogen (heavy) atom
Q10. How is lipophilic ligand efficiency (LLE) commonly calculated?
- logP minus pIC50
- pIC50 minus logP
- pKa times molecular weight
- pIC50 divided by polar surface area
Correct Answer: pIC50 minus logP
Q11. Which is a common limitation of high-throughput screening (HTS) libraries?
- They always guarantee clinical success
- High cost and higher false positive rate due to assay artifacts
- They cannot be used with automation
- HTS libraries contain only covalent binders
Correct Answer: High cost and higher false positive rate due to assay artifacts
Q12. What defines a combinatorial chemical library?
- A systematic set of compounds generated by combining sets of building blocks in parallel synthesis
- A single, highly optimized lead compound
- Only natural product extracts pooled from different sources
- Microbial fermentation broths screened without fractionation
Correct Answer: A systematic set of compounds generated by combining sets of building blocks in parallel synthesis
Q13. What is “scaffold hopping” in medicinal chemistry?
- Increasing molecular weight by adding long alkyl chains
- Changing the core (scaffold) of a molecule to find new chemotypes preserving activity
- Replacing all heteroatoms with carbon
- Only performing prodrug conversions
Correct Answer: Changing the core (scaffold) of a molecule to find new chemotypes preserving activity
Q14. How do covalent inhibitors typically achieve prolonged target inhibition?
- By forming reversible hydrogen bonds exclusively
- By forming a covalent bond with a nucleophilic residue in the target protein
- By increasing metabolic clearance rapidly
- By binding to the cell membrane non-specifically
Correct Answer: By forming a covalent bond with a nucleophilic residue in the target protein
Q15. Why is early ADMET profiling important during hit-to-lead stage?
- To delay identification of liabilities until clinical trials
- To reduce later-stage attrition by identifying absorption, distribution, metabolism, excretion, and toxicity issues early
- To guarantee a compound will be approved by regulators
- To replace the need for potency optimization
Correct Answer: To reduce later-stage attrition by identifying absorption, distribution, metabolism, excretion, and toxicity issues early
Q16. What is the core concept of pharmacophore modeling in ligand discovery?
- Defining a 3D arrangement of essential steric and electronic features required for activity
- Predicting metabolic half-life from logP alone
- Designing only peptidic inhibitors
- Measuring protein tertiary structure by NMR noise reduction
Correct Answer: Defining a 3D arrangement of essential steric and electronic features required for activity
Q17. What does the area under the ROC curve (AUC) indicate when evaluating virtual screening performance?
- The physical size of the ligand library screened
- How well the method distinguishes actives from inactives (enrichment)
- The number of rotatable bonds in top hits
- Only the binding free energy in kcal/mol
Correct Answer: How well the method distinguishes actives from inactives (enrichment)
Q18. Why is ensemble docking used rather than single-structure docking?
- To increase computational speed by using fewer conformations
- To account for protein flexibility by docking to multiple receptor conformations
- To ensure only covalent interactions are modeled
- To ignore solvent effects completely
Correct Answer: To account for protein flexibility by docking to multiple receptor conformations
Q19. Which statement best reflects exceptions to Lipinski’s rules?
- No clinically used drug can ever violate Lipinski’s rules
- Some drugs, such as natural products and macrocycles, may violate Lipinski’s rules yet still be successful
- Lipinski’s rules mandate a compound must be charged
- Lipinski only applies to topical formulations
Correct Answer: Some drugs, such as natural products and macrocycles, may violate Lipinski’s rules yet still be successful
Q20. During hit-to-lead optimization which objectives are typically prioritized?
- Only increasing molecular weight without regard to ADME
- Improving potency, selectivity, ADME properties, and synthetic tractability
- Eliminating all polar functionality regardless of activity
- Converting leads to irreversible covalent probes only
Correct Answer: Improving potency, selectivity, ADME properties, and synthetic tractability

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.
Mail- Sachin@pharmacyfreak.com

