Podcast
Questions and Answers
A drug that chronically overstimulates postsynaptic receptors would most likely lead to which compensatory change in the presynaptic neuron?
A drug that chronically overstimulates postsynaptic receptors would most likely lead to which compensatory change in the presynaptic neuron?
- Increased synthesis of neurotransmitters to maintain the heightened level of stimulation.
- Upregulation of autoreceptors to decrease neurotransmitter release and dampen postsynaptic activity. (correct)
- Downregulation of autoreceptors to reduce negative feedback on neurotransmitter release.
- Decreased expression of enzymes responsible for neurotransmitter degradation to prolong postsynaptic effects.
Which of the following scenarios would most likely result in drug sensitization, characterized by an increased response to a drug after repeated exposure?
Which of the following scenarios would most likely result in drug sensitization, characterized by an increased response to a drug after repeated exposure?
- Increased expression of drug-metabolizing enzymes in the liver.
- Enhanced postsynaptic receptor signaling through altered second messenger pathways. (correct)
- Downregulation of postsynaptic receptors due to chronic drug exposure.
- Upregulation of presynaptic autoreceptors that inhibit neurotransmitter release.
In a dopamine synapse, how would activation of presynaptic Gi-coupled D2 receptors affect vesicle movement and dopamine release?
In a dopamine synapse, how would activation of presynaptic Gi-coupled D2 receptors affect vesicle movement and dopamine release?
- Increase adenylate cyclase activity, leading to increased cAMP and enhanced vesicle movement.
- Directly stimulate vesicle-moving proteins, resulting in immediate dopamine release.
- Inhibit voltage-sensitive calcium channels, reducing calcium influx and blocking dopamine release.
- Decrease adenylate cyclase activity, leading to decreased cAMP and inhibited vesicle movement. (correct)
How does the activation of presynaptic NMDA receptors by glutamate contribute to dopamine release in the described case study?
How does the activation of presynaptic NMDA receptors by glutamate contribute to dopamine release in the described case study?
If a drug blocks tyrosine hydroxylase, the rate-limiting enzyme for DOPA synthesis, what is the most likely downstream effect in a dopamine synapse?
If a drug blocks tyrosine hydroxylase, the rate-limiting enzyme for DOPA synthesis, what is the most likely downstream effect in a dopamine synapse?
Which of the following best describes the sequence of events at the presynaptic terminal leading to neurotransmitter release after an action potential arrives?
Which of the following best describes the sequence of events at the presynaptic terminal leading to neurotransmitter release after an action potential arrives?
In the context of receptor regulation, what distinguishes autoreceptors from postsynaptic receptors?
In the context of receptor regulation, what distinguishes autoreceptors from postsynaptic receptors?
How does the activation of Gs-coupled adrenergic receptors on the presynaptic terminal influence dopamine release?
How does the activation of Gs-coupled adrenergic receptors on the presynaptic terminal influence dopamine release?
Which factor contributes most significantly to the increased risk of breast cancer associated with Zantac (Ranitidine)?
Which factor contributes most significantly to the increased risk of breast cancer associated with Zantac (Ranitidine)?
Why is an opioid overdose classified as an adverse event rather than an adverse reaction?
Why is an opioid overdose classified as an adverse event rather than an adverse reaction?
Which of the following mechanisms primarily explains how opioids induce respiratory depression?
Which of the following mechanisms primarily explains how opioids induce respiratory depression?
Why is it important to report Adverse Drug Reactions (ADRs)?
Why is it important to report Adverse Drug Reactions (ADRs)?
Searching for a specific drug product in the FAERS database provides what kind of information?
Searching for a specific drug product in the FAERS database provides what kind of information?
What is the proposed mechanism by which opioid use is linked to hypoglycemia?
What is the proposed mechanism by which opioid use is linked to hypoglycemia?
How can machine learning and AI contribute to improving drug safety?
How can machine learning and AI contribute to improving drug safety?
Which off-target is most likely associated with QT prolongation and heart attack?
Which off-target is most likely associated with QT prolongation and heart attack?
Oxycodone is the most abused drug that causes what ADR?
Oxycodone is the most abused drug that causes what ADR?
Which drug is most associated with respiratory depression?
Which drug is most associated with respiratory depression?
What is the primary effect of D2 autoreceptor activation on cyclic AMP production in dopamine neurons?
What is the primary effect of D2 autoreceptor activation on cyclic AMP production in dopamine neurons?
How does the activation of D2 autoreceptors modulate potassium channels in dopamine neurons?
How does the activation of D2 autoreceptors modulate potassium channels in dopamine neurons?
What is the immediate consequence of dopamine binding to D1 receptors on postsynaptic neurons?
What is the immediate consequence of dopamine binding to D1 receptors on postsynaptic neurons?
How does protein kinase A activation affect GABA receptors on postsynaptic neurons?
How does protein kinase A activation affect GABA receptors on postsynaptic neurons?
What is the primary role of homologous autoreceptors in regulating dopamine release?
What is the primary role of homologous autoreceptors in regulating dopamine release?
How do glutaminergic terminals from the NMDA receptor modulate dopamine release?
How do glutaminergic terminals from the NMDA receptor modulate dopamine release?
Where are release-modulating D2 autoreceptors primarily located?
Where are release-modulating D2 autoreceptors primarily located?
What is the effect of activating autoreceptors located on the cell body of a dopamine neuron?
What is the effect of activating autoreceptors located on the cell body of a dopamine neuron?
Which cellular pathways are directly affected by autoreceptors?
Which cellular pathways are directly affected by autoreceptors?
What happens to receptors in an overstimulated terminal with excessive neurotransmitter levels?
What happens to receptors in an overstimulated terminal with excessive neurotransmitter levels?
How does understimulation affect Bmax in a neurotransmitter system?
How does understimulation affect Bmax in a neurotransmitter system?
Which of the receptors are modulated by other neurotransmitters, influencing dopamine release?
Which of the receptors are modulated by other neurotransmitters, influencing dopamine release?
How does inhibiting tyrosine hydroxylase enzymatic rate affect dopamine synthesis?
How does inhibiting tyrosine hydroxylase enzymatic rate affect dopamine synthesis?
What is the primary function of autoreceptors?
What is the primary function of autoreceptors?
In normal conditions, how is receptor regulation maintained?
In normal conditions, how is receptor regulation maintained?
In an understimulated synapse treated with an antagonist, what compensatory change would you expect to observe in receptor binding?
In an understimulated synapse treated with an antagonist, what compensatory change would you expect to observe in receptor binding?
How does the system typically respond to chronic overstimulation by an agonist to maintain homeostasis?
How does the system typically respond to chronic overstimulation by an agonist to maintain homeostasis?
Which of the following pre-synaptic mechanisms is NOT typically involved in downregulating an overstimulated synapse?
Which of the following pre-synaptic mechanisms is NOT typically involved in downregulating an overstimulated synapse?
If a drug increases the activity of hydroxylase in dopamine synthesis, which mechanism is the system most likely employing?
If a drug increases the activity of hydroxylase in dopamine synthesis, which mechanism is the system most likely employing?
How would increasing the catabolic pathways of second messengers contribute to the normalization of an overstimulated system?
How would increasing the catabolic pathways of second messengers contribute to the normalization of an overstimulated system?
A researcher observes that a neuron chronically exposed to a drug now requires a higher dose to achieve the same effect. Which of the following mechanisms is LEAST likely to contribute to this tolerance?
A researcher observes that a neuron chronically exposed to a drug now requires a higher dose to achieve the same effect. Which of the following mechanisms is LEAST likely to contribute to this tolerance?
Which of the following changes would NOT be expected in a system attempting to upregulate a signal?
Which of the following changes would NOT be expected in a system attempting to upregulate a signal?
In a system chronically exposed to an antagonist, what change in Bmax and Kd would you expect to observe?
In a system chronically exposed to an antagonist, what change in Bmax and Kd would you expect to observe?
Which of the following best describes the role of synaptic plasticity in drug tolerance?
Which of the following best describes the role of synaptic plasticity in drug tolerance?
What effect would moving neurotransmitter vesicles to long-term storage have on synaptic transmission in an overstimulated system?
What effect would moving neurotransmitter vesicles to long-term storage have on synaptic transmission in an overstimulated system?
In the context of drug tolerance, which adaptation involves changes in the efficiency of second messenger pathways?
In the context of drug tolerance, which adaptation involves changes in the efficiency of second messenger pathways?
Why might a neuron decrease the number of receptors on its surface in response to prolonged exposure to an agonist?
Why might a neuron decrease the number of receptors on its surface in response to prolonged exposure to an agonist?
If a drug decreases the re-uptake of a specific neurotransmitter, how might the post-synaptic neuron compensate over time?
If a drug decreases the re-uptake of a specific neurotransmitter, how might the post-synaptic neuron compensate over time?
Which scenario exemplifies the system's attempt to normalize a signal by upregulating receptor activity?
Which scenario exemplifies the system's attempt to normalize a signal by upregulating receptor activity?
Which of the following mechanisms would directly counteract the effects of a drug that inhibits the breakdown of second messengers?
Which of the following mechanisms would directly counteract the effects of a drug that inhibits the breakdown of second messengers?
How does tolerance to opioids typically manifest at the receptor level?
How does tolerance to opioids typically manifest at the receptor level?
According to the Law of Mass Action, under which condition does the EC50 equal the Kd?
According to the Law of Mass Action, under which condition does the EC50 equal the Kd?
What is the primary factor that determines the duration of action of a drug?
What is the primary factor that determines the duration of action of a drug?
Which of the following best describes an Adverse Drug Reaction (ADR)?
Which of the following best describes an Adverse Drug Reaction (ADR)?
What type of information is NOT typically found in the FAERS database?
What type of information is NOT typically found in the FAERS database?
What is a key limitation one should consider when using the FAERS database for research?
What is a key limitation one should consider when using the FAERS database for research?
Why were COX-2 selective drugs initially considered advantageous compared to non-selective NSAIDs?
Why were COX-2 selective drugs initially considered advantageous compared to non-selective NSAIDs?
What is the role of COX-2 in endothelial cells that explains the cardiovascular risks associated with Vioxx?
What is the role of COX-2 in endothelial cells that explains the cardiovascular risks associated with Vioxx?
What is the primary mechanism by which SSRIs can cause QT prolongation?
What is the primary mechanism by which SSRIs can cause QT prolongation?
What physiological process is disrupted when SSRIs block hERG potassium channels in heart cells?
What physiological process is disrupted when SSRIs block hERG potassium channels in heart cells?
Which of the following is a potentially fatal symptom of severe serotonin syndrome?
Which of the following is a potentially fatal symptom of severe serotonin syndrome?
What is the underlying cause of serotonin syndrome?
What is the underlying cause of serotonin syndrome?
In the context of drug-receptor interactions, what happens when a drug acts as an inverse agonist?
In the context of drug-receptor interactions, what happens when a drug acts as an inverse agonist?
How can changes in the 'off rate' (Koff) of a drug affect its 'on rate' (Kon), assuming Kd remains constant?
How can changes in the 'off rate' (Koff) of a drug affect its 'on rate' (Kon), assuming Kd remains constant?
Convulsive ergotism, historically observed due to fungal infections in grain, shares symptomatic similarities with which modern-day drug-related adverse effect?
Convulsive ergotism, historically observed due to fungal infections in grain, shares symptomatic similarities with which modern-day drug-related adverse effect?
Flashcards
Autoreceptors
Autoreceptors
Receptors typically on the presynapse that have effects opposing postsynaptic receptors.
Receptor Regulation
Receptor Regulation
Changes in receptor sensitivity due to under- or overstimulation.
Drug Tolerance
Drug Tolerance
Reduced response to a drug after repeated exposure.
Drug Sensitization
Drug Sensitization
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Tyrosine Hydroxylase
Tyrosine Hydroxylase
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Calcium
Calcium
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Gs-coupled Adrenergic Receptor
Gs-coupled Adrenergic Receptor
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Gi-coupled D2 Receptor
Gi-coupled D2 Receptor
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Receptor Downregulation
Receptor Downregulation
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Bmax
Bmax
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Antagonist Effect
Antagonist Effect
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Agonist Effect
Agonist Effect
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Receptor Internalization
Receptor Internalization
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Receptor Replenishment
Receptor Replenishment
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Synaptic Plasticity
Synaptic Plasticity
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Synthesis Changes
Synthesis Changes
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Storage Changes
Storage Changes
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Release Changes
Release Changes
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Second Messenger Changes
Second Messenger Changes
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Metabolism Changes
Metabolism Changes
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Kd
Kd
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Intrinsic Regulation
Intrinsic Regulation
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FAERS Database
FAERS Database
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Zantac (Ranitidine)
Zantac (Ranitidine)
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Overdose
Overdose
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Physical Dependence
Physical Dependence
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Fentanyl & Respiratory Depression
Fentanyl & Respiratory Depression
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Opioids Mechanism
Opioids Mechanism
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Reporting ADRs
Reporting ADRs
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Searching FAERS by Drug
Searching FAERS by Drug
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Opioids and Hypoglycemia
Opioids and Hypoglycemia
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Machine Learning for ADRs
Machine Learning for ADRs
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Inhibitory Autoreceptors
Inhibitory Autoreceptors
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Heterologous Receptors
Heterologous Receptors
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D2 Autoreceptor Action
D2 Autoreceptor Action
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Release-Modulating Autoreceptors Location
Release-Modulating Autoreceptors Location
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Synthesis-Modulating Autoreceptors
Synthesis-Modulating Autoreceptors
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Synthesis-Modulating Autoreceptors Location
Synthesis-Modulating Autoreceptors Location
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Impulse-Modulating Autoreceptors Effect
Impulse-Modulating Autoreceptors Effect
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Autoreceptor Targets
Autoreceptor Targets
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Autoreceptor Downstream Effects
Autoreceptor Downstream Effects
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Receptor Dynamics
Receptor Dynamics
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Compensatory Upregulation
Compensatory Upregulation
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Compensatory Downregulation
Compensatory Downregulation
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Agonist
Agonist
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Antagonist
Antagonist
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Allosteric Modulator
Allosteric Modulator
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Inverse Agonist
Inverse Agonist
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Spare Receptors
Spare Receptors
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Off Rate (Koff)
Off Rate (Koff)
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Adverse Drug Reaction (ADR)
Adverse Drug Reaction (ADR)
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MEDWATCH
MEDWATCH
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COX-2 Inhibitors
COX-2 Inhibitors
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Prostacyclin
Prostacyclin
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QT Prolongation
QT Prolongation
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SSRIs Effect on Heart
SSRIs Effect on Heart
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Serotonin Syndrome
Serotonin Syndrome
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Study Notes
Autoreceptors
- Autoreceptors are typically located on the presynapse, exerting effects opposite to those of postsynaptic receptors.
- Functions include modulating neurotransmitter release and synthesis.
Receptor Regulation
- Receptor regulation involves changes in receptor function due to under- or overstimulation.
- Repeated drug exposure can alter receptor mechanisms, prompting signaling pathways to adjust and restore normal function.
- Drug tolerance and sensitization can arise from under- and overstimulation.
Review of Neurotransmission
- Essential components include the synapse, neurotransmitter release, storage, and synthesis in the presynapse.
- Also includes receptor binding and second messenger signaling in the postsynapse.
- Understanding specifics of dopamine, serotonin, and norepinephrine neurotransmission is crucial.
- Tyrosine hydroxylase is the rate-limiting enzyme for DOPA synthesis, a key factor in dopamine production.
- Neurotransmission involves vesicle fusion, neurotransmitter release, and calcium level changes.
Case Study: Dopamine Synapse
Presynaptic Events
- Action potentials trigger the opening of voltage-sensitive calcium channels.
- Increased calcium influx into the presynaptic terminal.
- Increased calcium leads to an increase in the formation of dopamine vesicles.
- Dopamine is released into the synapse
- Glutamate activates presynaptic NMDA receptors, further increasing calcium influx.
- Activation of Gs-coupled adrenergic receptors increases adenylate cyclase activity, leading to increased cyclic AMP and protein kinase A activation.
- Protein kinase A activates vesicle-moving proteins.
- Activation of Gi-coupled D2 receptors inhibits adenylate cyclase, decreasing cyclic AMP and reducing vesicle movement.
- Dopamine reuptake and binding to D2 autoreceptors activates Gi coupling, inhibiting cyclic AMP production and dopamine vesicle formation.
- D2 autoreceptors decrease cyclic AMP, affecting tyrosine hydroxylase and reducing the conversion of tyrosine to DOPA, decreasing dopamine synthesis.
- D2 receptors interact with potassium channels, increasing potassium outflow and causing an inhibitory postsynaptic potential.
Postsynaptic Events
- Dopamine binds to postsynaptic D1 receptors.
- D1 receptor activation increases adenylate cyclase activity, leading to protein kinase A activation.
- A signaling cascade is initiated, and protein kinase A phosphorylates GABA receptors, sensitizing or inhibiting them.
- Dopamine can be metabolized, halting the signal
Regulatory Mechanisms & Feedback Loops
- D2 receptors act as homologous autoreceptors, modulating dopamine release.
- Autoreceptors are generally inhibitory, reducing further dopamine release when dopamine levels are high.
- Heterologous receptors for other neurotransmitters (e.g., glutamate, GABA, norepinephrine) can modulate dopamine release.
- Synaptic plasticity ensures homeostasis is maintained.
Autoreceptor Details
- A homologous receptor, or autoreceptor, influences its own release.
- Autoreceptors are typically inhibitory.
- Autoreceptors exist for nearly all neurotransmitters like norepinephrine, GABA-B, and adrenergic receptors.
- Glutaminergic terminals from the NMDA receptor and adrenergic receptors can stimulate dopamine release through calcium and adenylate cyclase.
- Postsynaptically, dopamine binding to dopamine receptors activates adenylate cyclase and cyclic AMP, activating protein kinase A, which can phosphorylate GABA receptors.
Location of Autoreceptors
- Presynaptic D2 receptors decrease cyclic AMP through Gi coupling and decrease protein kinase A, reducing dopamine vesicle formation.
- Other D2 autoreceptors decrease cyclic AMP, affecting the tyrosine hydroxylase enzymatic rate, affecting dopamine synthesis.
- Autoreceptors on the cell body interact with Gi to inhibit adenylate cyclase, interact with calcium channels to decrease calcium signaling, and interact with potassium channels. Activation of these autoreceptors results in more potassium, leading to an inhibitory postsynaptic potential and decreasing action potential probability.
Autoreceptor Effects
- Autoreceptors affect cyclic AMP, calcium, and potassium pathways.
- The downstream target can be vesicle movement, action potential, or a synthetic pathway.
- Most autoreceptors are inhibitory, but some serotonin autoreceptors can stimulate the neuron.
Receptor Regulation
- Receptors undergo a balance between internalization and replenishment.
- Neurotransmission binding to receptors can change their affinity state or number via internalization.
- In an understimulated terminal, the system upregulates recycling to the membrane, increasing Bmax.
- In an overstimulated case, the system internalizes receptors and shuts down recycling to downregulate the system, decreasing the Bmax.
- Understimulation increases Bmax, while overstimulation decreases Bmax.
- The system normalizes the signal in both understimulated and overstimulated scenarios.
Antagonists and Agonists
- In an understimulated synapse, an antagonist blocks receptors, shutting down stimulation, and the system upregulates receptors to overcome the block, increasing Bmax.
- In an overstimulated case, an agonist stimulates receptors, and the system internalizes receptors and does not recycle them, lowering Bmax.
Drug Tolerance
- Drug tolerance can occur with both understimulation (antagonist) and overstimulation (agonist).
- The system changes to counter the antagonist or combat the agonist.
Synaptic Plasticity
- The system adapts to normalize the signal by changing synthesis, storage, and release pathways.
- Postsynaptically, it considers second messengers, receptor binding, second messenger signaling, and metabolism.
- Synaptic plasticity ensures homeostasis and maintains balance.
Mechanism of Drug Tolerance
- The system has plasticity to respond to varying neurotransmitter stimulation via synthesis, storage, and release changes presynaptically.
- Postsynaptically, receptor binding, second messenger amplification, and metabolism are adjusted.
Downregulation of a Signal
- In an overstimulated system, mechanisms to downregulate an overstimulated system include decreasing receptor binding (Bmax and Kd).
- Also includes decreasing second messenger activity, increasing metabolism, and pre-synaptic changes like decreasing neurotransmitter synthesis and release.
- Another aspect includes increasing neurotransmitter metabolism, activating autoreceptors, and increasing re-uptake.
- These changes normalize the signal in response to overstimulation and contribute to drug tolerance.
Upregulation of a Signal
- When understimulated, the system upregulates by increasing receptor binding (Bmax, affinity), increasing second messenger activity.
- Also includes decreasing metabolism, increasing synthesis and release, decreasing autoreceptor effects, and decreasing re-uptake.
- The outcome is that these changes normalize the signal in response to understimulation and contribute to drug tolerance.
Receptor Regulation: Intrinsic Regulation
- Receptors regulate themselves through various events and are subject to homeostatic controls.
- Repeated drug use leads to pharmacodynamic changes normalizing the signal but causing drug tolerance.
- Disease states alter receptor number and function, complicating intrinsic regulation.
Drug Tolerance
- Tolerance occurs when larger doses of a drug are needed to produce the same effect.
- Tolerance can be pharmacodynamic (receptor-related) or pharmacokinetic (clearance-related).
- Physiological and behavioral adaptations can also contribute.
Response Curve and Affinity Curve
- In a one-to-one molecule interaction, the response curve and affinity curve overlap, and EC50 = Kd.
- Response can differ from affinity due to intrinsic efficacy and spare receptors.
- Receptor regulation (changes in Bmax) can shift the affinity curve.
Ligand Concentration and Receptor Occupancy
- Drug duration of action is influenced by the off rate (Koff).
- Kd = Koff/Kon.
- Required receptor occupancy for a maximal response determines whether changes in off rate are beneficial.
Adverse Drug Reactions
- An ADR is a non-preventable adverse event occurring with the intended use of a drug.
- Side effects are well-known ADRs with varying harm.
- MEDWATCH is the FDA's gateway for safety information on medical products.
- FAERS Database is a reporting system where healthcare providers can report ADRs.
- FAERS is populated by healthcare providers, consumers, advocates, and drug manufacturers.
- SIDER 4.1 is a European version of FAERS.
- Caution is advised due to reporting bias and non-specific information in the FAERS database.
Survey of ADRs Using the FAERS Database
COX-2 Inhibitors (Vioxx)
- Vioxx, a COX-2 inhibitor, was associated with an increased risk of myocardial infarction (10% of cases).
- COX-2 selective drugs were initially thought to avoid the side effects of COX-1 inhibition.
- Post-approval use showed an increased risk of clots, stroke, and heart attack.
- COX-2 is beneficial in endothelial cells because it generates prostacyclin, promoting vasodilation and decreasing clotting.
- Vioxx blocks the beneficial effect, increasing the risk of clots and heart attacks.
- The FDA discontinued Vioxx due to the risk outweighing the benefit.
Serotonin Reuptake Inhibitors (SSRIs)
- SSRIs can cause QT prolongation, which is the delay in repolarization of heart cells.
- SSRIs can block hERG potassium channels, disrupting the contraction-relaxation cycle.
- This can lead to irregular heartbeat rhythm, potentially leading to tachycardia, heart attack, and death.
- Serotonin syndrome: SSRIs block serotonin reuptake channels, leading to excess serotonin and hyperstimulation of serotonin receptors.
- Approximately 11,000 out of 15,000 cases in the FAERS database for serotonin syndrome are reported for SSRIs.
- Sertraline and fluoxetine are specific branded drugs with considerable risk.
- Varies from mild to severe, affecting neuromuscular action and mental state, with severe cases including hyperthermia and respiratory failure.
Convulsive Ergotism
- Convulsive ergotism is similar to serotonin syndrome.
- In the medieval world, fungal infections in grain led to consumption of excess serotonin, resulting in symptoms similar to serotonin syndrome.
Zantac (Ranitidine) and Breast Cancer
- Zantac, an over-the-counter antacid, has been linked to an increased incidence of breast cancer.
- The high risk of cancer is due to process impurities in manufacturing and the generation of nitrosamines (carcinogens) under acidic conditions.
Opioids
- Nearly 300,000 Americans died from opioid overdoses between 1999 and 2021.
- Physical dependence is a major ADR associated with opiates.
- Oxycodone is the most abused drug that causes dependence.
- Opioid receptors can directly lead to increased insulin synthesis and secretion from beta cells of the pancreas.
- Fentanyl is at the top of the list in terms of the number of cases of respiratory depression.
- Respiratory depression and cardiovascular depression, hallucinations, sedation, and addiction/dependence.
- Opioids activate opioid receptors, leading to downregulation or inhibition of cyclic AMP levels, which mutes the excitation of neurons.
- Opioid receptor-dependent and independent mechanisms lead to respiratory depression.
Reporting ADRs and Research
- Reporting ADRs is important because it leads to researchers addressing why and how it is tied to a specific drug.
- Investigators are looking at the signaling downstream of the opioid receptor, including G proteins and beta-arrestin signaling.
- The goal is to identify specific pathways responsible for respiratory depression to selectively prevent it from happening.
- ADRs drive new research into attenuating those effects and making drugs better.
Future Directions: Machine Learning and AI
- Machine learning can help predict ADRs before a drug is administered to many patients.
- Novartis used the FAERS and SIDER databases to look at adverse drug reactions reported.
- They connected the off-targets to the adverse drug reaction.
- PDE3 is very well represented in ADRs as one of the major ADR-causing targets.
- hERG channel is a known connect to the ADR, which is QT prolongation and heart attack.
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