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Questions and Answers
What is a defining characteristic of a drug?
What is a defining characteristic of a drug?
What was one of the primary benefits of acetylating salicylic acid to form aspirin?
What was one of the primary benefits of acetylating salicylic acid to form aspirin?
Why is target identification crucial in drug discovery?
Why is target identification crucial in drug discovery?
What role do high throughput screening methods play in drug discovery?
What role do high throughput screening methods play in drug discovery?
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What is a key challenge faced during clinical trials?
What is a key challenge faced during clinical trials?
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What percentage of compounds in clinical trials typically fail to receive approval?
What percentage of compounds in clinical trials typically fail to receive approval?
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What is an important criterion in selecting a target for drug discovery?
What is an important criterion in selecting a target for drug discovery?
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Which phase follows the identification of drug 'hits'?
Which phase follows the identification of drug 'hits'?
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What is the typical volume for a high throughput screening (HTS) test?
What is the typical volume for a high throughput screening (HTS) test?
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What might cause a 'hit' to be deemed unsuitable during the transition to 'leads'?
What might cause a 'hit' to be deemed unsuitable during the transition to 'leads'?
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Which aspect does lead optimization primarily focus on improving?
Which aspect does lead optimization primarily focus on improving?
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What is the average cost and duration to develop and approve a new drug?
What is the average cost and duration to develop and approve a new drug?
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What is the primary goal of high throughput screening (HTS)?
What is the primary goal of high throughput screening (HTS)?
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What is one of the initial steps in the drug development process after discovering a drug candidate?
What is one of the initial steps in the drug development process after discovering a drug candidate?
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What does the drug development phase known as 'lead optimization' primarily focus on?
What does the drug development phase known as 'lead optimization' primarily focus on?
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In drug development, what is the purpose of pre-clinical trials?
In drug development, what is the purpose of pre-clinical trials?
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What do the phases of clinical trials primarily aim to achieve after pre-clinical testing?
What do the phases of clinical trials primarily aim to achieve after pre-clinical testing?
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Which factor must be established before a drug can be marketed to patients?
Which factor must be established before a drug can be marketed to patients?
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Which of the following is a crucial aspect of risk assessment in drug development?
Which of the following is a crucial aspect of risk assessment in drug development?
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What is a common challenge faced during clinical trials?
What is a common challenge faced during clinical trials?
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Which aspect is NOT typically tested during the lead discovery phase?
Which aspect is NOT typically tested during the lead discovery phase?
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Which property is NOT essential for orally available drugs?
Which property is NOT essential for orally available drugs?
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What role does computational anticipation of properties play in drug development?
What role does computational anticipation of properties play in drug development?
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What is the hit rate achieved by the virtual fragment screening innovation mentioned?
What is the hit rate achieved by the virtual fragment screening innovation mentioned?
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Which factor does NOT contribute to the successful absorption of a drug in the body?
Which factor does NOT contribute to the successful absorption of a drug in the body?
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Why is it important for drugs to minimize cross reactions?
Why is it important for drugs to minimize cross reactions?
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What recent advancement has been utilized for docking in drug discovery?
What recent advancement has been utilized for docking in drug discovery?
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Which characteristic is important for a drug to pass through cell membranes?
Which characteristic is important for a drug to pass through cell membranes?
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What is the primary benefit of using computational methods in drug screening?
What is the primary benefit of using computational methods in drug screening?
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Which statement best describes the role of AF3 in drug discovery?
Which statement best describes the role of AF3 in drug discovery?
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What unique advantage does computational pre-screening provide in drug development?
What unique advantage does computational pre-screening provide in drug development?
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Which of the following is NOT a feature of AF3 and related tools in drug discovery?
Which of the following is NOT a feature of AF3 and related tools in drug discovery?
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Which challenge can be mitigated through the use of AF3 in drug discovery?
Which challenge can be mitigated through the use of AF3 in drug discovery?
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What does AF3's capability to predict complex structures aim to achieve in drug optimization?
What does AF3's capability to predict complex structures aim to achieve in drug optimization?
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How does having the structure of a target influence drug discovery?
How does having the structure of a target influence drug discovery?
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What is the primary mechanism by which Aspirin exerts its effects?
What is the primary mechanism by which Aspirin exerts its effects?
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What specific enzyme does Aspirin irreversibly inhibit?
What specific enzyme does Aspirin irreversibly inhibit?
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What does the acetylation of Ser530 by Aspirin result in?
What does the acetylation of Ser530 by Aspirin result in?
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What is a possible consequence of random modifications in drug design as stated in the content?
What is a possible consequence of random modifications in drug design as stated in the content?
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What distinguishes salicylic acid's action from that of Aspirin?
What distinguishes salicylic acid's action from that of Aspirin?
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What is the main effect of COX-2 in the body?
What is the main effect of COX-2 in the body?
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How does Aspirin acetylate Ser530 in COX-2?
How does Aspirin acetylate Ser530 in COX-2?
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What does the 'A' in ADME Tox stand for?
What does the 'A' in ADME Tox stand for?
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Which of the following best describes the term 'Metabolism' in the context of ADME Tox?
Which of the following best describes the term 'Metabolism' in the context of ADME Tox?
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What is the significance of considering ADME-Tox issues early in drug development?
What is the significance of considering ADME-Tox issues early in drug development?
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What does the 'Toxicity' aspect in ADME Tox refer to?
What does the 'Toxicity' aspect in ADME Tox refer to?
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Which of the following is not a component of ADME Tox?
Which of the following is not a component of ADME Tox?
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Which method is known for revealing the binding site AND mode in fragment screening?
Which method is known for revealing the binding site AND mode in fragment screening?
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What is a notable advantage of using NMR for measuring ligand binding?
What is a notable advantage of using NMR for measuring ligand binding?
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What is a key reason for using crystallography in fragment screening?
What is a key reason for using crystallography in fragment screening?
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What can influence the design of a linker in linking two closely binding fragments?
What can influence the design of a linker in linking two closely binding fragments?
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Which binding energy characteristic is important when linking two millimolar binders?
Which binding energy characteristic is important when linking two millimolar binders?
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Which method can detect binding but does not provide information about binding mode or site?
Which method can detect binding but does not provide information about binding mode or site?
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What advantage does fragment screening with crystallography provide over other methods?
What advantage does fragment screening with crystallography provide over other methods?
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What is the concentration at which very weakly binding ligands can be detected using NMR?
What is the concentration at which very weakly binding ligands can be detected using NMR?
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Match each method with a specific capability of detecting protein-ligand interactions:
Match each method with a specific capability of detecting protein-ligand interactions:
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Match the following methods to the interactions they can detect:
Match the following methods to the interactions they can detect:
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Study Notes
Structural Biology in Drug Discovery
- Drug discovery employs structural biology to identify and predict drug function.
- Drugs are chemical entities causing desired therapeutic effects.
- These entities can be small molecules (natural, synthetic, or semi-synthetic) or proteins (from natural sources or recombinant).
- Drugs work by specifically binding and affecting a protein or other biological target.
Drug Targets
- Common targets are proteins, but DNA and RNA may also be targets.
- Effective drugs target only one or a few biological molecules.
- The target is selected so that effective chemical interventions efficiently produce the desired effect.
Historical Example - Aspirin
- Hippocrates recognized willow bark's pain-relieving properties.
- Salicylic acid, extracted from willow bark, was later identified as the active ingredient.
- Researchers modified salicylic acid to form acetyl salicylic acid (aspirin).
- Aspirin has fewer gastrointestinal side effects than salicylic acid.
- Aspirin inhibits the synthesis of prostaglandins through the inhibition of cycloxygenase 2 (COX-2).
How Aspirin Works
- Aspirin inhibits COX-2 by acetylating Ser530.
- COX-2 is an inducible oxygenase that synthesizes prostaglandins, mediators of inflammation and chronic pain.
Aspirin Limitations
- Acetylation can be applied to other natural products, like morphine.
- Early drug development had riskier practices compared to modern standards
Modern Drug Development
- Today, new drugs need extensive in vitro and animal testing before human trials.
- Modern drug development processes ensure that a drug candidate demonstrates safety and efficacy.
- Many compounds fail to meet the stringent criteria set for regulatory approval.
Conceptual Drug Invention
- Drug invention begins with understanding the "disease" state.
- Mechanistic understanding leads to identifying a possible route for therapeutic intervention.
- Systematic search for a chemical that hits the target.
Drug Candidate Development
- Lead discovery involves identifying preliminary molecules with desired activity.
- Lead optimization involves affinity, selectivity, toxicity, property refinement.
- A drug candidate goes through pre-clinical testing and three phases of clinical trials.
- The average drug takes ~15 years and costs ~US$2 billion to develop and approve.
Target Identification
- Drug discovery often focuses on finding compounds affecting specific molecular targets (usually proteins).
- The selected target enables effective chemical intervention for the desired biological outcome.
- Common targets include the first committed step of an enzymatic pathway or the receptor of a signal transduction pathway.
- Protein structure is crucial as it indicates how "druggable" a target is.
High-Throughput Screening (HTS)
- HTS is traditionally the first step in identifying a new drug.
- Screening involves a large library (~105-106) of synthesized organic compounds, for potential drug candidates.
- A biochemical or cell-based assay identifies if a compound binds to the target.
Transforming Hits to Leads
- Hits are compounds exhibiting positive assay results but not necessarily producing the desired pharmacological effect.
- Subsequent testing involves evaluating and eliminating compounds not meeting criteria, such as being toxic, too difficult to synthesize or non-specific
- “Leads” are compounds confirmed to demonstrate the desirable bio-chemical response and eligible for further investigation.
Lead Optimization
- Modifying lead compounds to improve affinity, selectivity, toxicity, and other pharmacokinetic parameters.
- This often requires synthesizing many new compounds, with extensive testing on activity, selectivity, and other qualities.
- Leads may have 10 µM binding constants, and the development candidates need ~1 nM binding constants.
Properties of Orally Available Drugs
- Binding of the drug to the target must be tight with the target (in the low nanomolar range) to ensure effective action at low concentrations.
- The drug needs to be readily absorbed, dissolved into membranes, and transported out of cells efficiently.
- Large molecules often face challenges in crossing cell membranes; optimal size is important
- Favorable chemical properties contribute to greater success during drug development.
Drug Candidate Chemical Properties
- Drug candidates should ideally have few or no chiral centers, for easier synthesis in good yields.
- The presence of chiral centers in the structure impacts the production of a desired quantity and prevents the development of undesired properties.
- Minimizing free rotatable bonds is critical to reducing conformational entropy in a drug molecule.
ADME-Tox
- Assessing the Absorption, Distribution, Metabolism, Excretion, and Toxicity of drug candidates in the body.
- These factors ensure the efficacy and safety of a drug by evaluating its interaction and metabolism within the body.
- Early identification of associated problems are crucial.
Structure-Guided Drug Discovery (SGDD)
- Using structural biology to measure and predict drug function and binding.
- Drug development can leverage protein structures to predict drug binding and guide medicinal chemistry.
Experimental Structures for Rationalization
- Experimental structures (e.g., X-ray crystallography) help rationalize how new compounds bind.
Fragment Screening
- Fragment screening is a "divide and conquer" approach for drug discovery by focusing on small molecules.
- Methods like native mass spectrometry or surface plasmon resonance can identify weak binders.
NMR for Ligand Binding
- Monitoring ligand binding using NMR identifies changes in chemical shifts.
Screening with Crystallography
- Screening drug-like fragments using crystallography assists in understanding how the ligand binds, identifying interactions, and evaluating potential modifications.
Linking Fragments
- Linking pre-identified fragments that bind in close proximity on the targeted protein enables designing an appropriate linker.
- Drug-like molecules, with their size constraints, are prioritized for production.
Computational Chemistry
- Computational methods can estimate binding energies, using force fields and molecular dynamics simulations.
MD in Drug Discovery
- Molecular dynamics (MD) simulations can evaluate molecular interaction details and binding.
Simplified Scoring Functions
- Simplified scoring functions provide quick evaluations for large numbers of molecules by assuming the protein is static.
Approximating Binding Energy
- Estimating energy by integrating van der Waals, electrostatic, and hydrogen bond interactions.
Docking
- Docking computationally analyzes where ligands bind to target proteins with available structural data.
Virtual Screening
- Virtual screening uses iterative docking to examine a large library of candidate molecules.
- Ranking compounds based on energy levels guides drug discovery efforts.
"On-Demand" Molecules
- "On-demand" molecules are available through customized synthesis, expanding chemical libraries for drug testing.
Virtual Fragment Screening
- Focused on testing component fragments, limiting experimentation scope to relevant compounds.
Virtual Screening Against Alphafold Models
- Alphafold models have been used in virtual screening to identify new drug compounds.
Alphafold 3 and Beyond
- Alphafold 3 and its counterparts hold significant promise in drug target evaluation.
Summary
- Computational approaches are powerful tools in circumventing expensive high-throughput screening (HTS).
- Understanding a target's structure allows for 'pre-screening' compounds.
- Computational tools can predict and incorporate off-target interactions into the workflow for drug screening.
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Description
This quiz explores the role of structural biology in drug discovery, including the identification of drug functions and targets. It highlights how effective drugs interact with specific biological targets, such as proteins, DNA, and RNA. A historical example of aspirin illustrates the process of drug development.