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QPDP Glossary

Comprehensive guide to personalized medicine, pharmacogenomics, and quantum computing terminology used in the Quantum Personalized Drug Pathway platform.

Pharmacogenomics

CYP450 Enzymes
Cytochrome P450 enzymes are a family of liver enzymes responsible for metabolizing approximately 75% of all medications. Genetic variants in CYP450 genes significantly affect drug metabolism rates.
Example: CYP2D6 poor metabolizers require 40% of standard codeine dose to avoid toxicity.
Learn more at PharmGKB →
Metabolizer Status
Classification of an individual's drug metabolism rate based on genetic variants. Categories include ultrarapid, normal, intermediate, and poor metabolizers, each requiring different dosing strategies.
Example: Ultrarapid metabolizers may need 1.5x standard dose for therapeutic effect.
CPIC Guidelines →
Pharmacokinetics (PK)
The study of how the body absorbs, distributes, metabolizes, and excretes drugs. PK parameters include bioavailability, half-life, clearance, and volume of distribution.
Example: Renal impairment reduces drug clearance, requiring dose adjustment.
NIH Pharmacokinetics Overview →
Pharmacodynamics (PD)
The study of how drugs affect the body, including therapeutic effects and adverse reactions. PD is influenced by receptor sensitivity, signal transduction, and physiological response.
Example: Beta-blocker sensitivity varies with ADRB1 receptor polymorphisms.
NIH Pharmacodynamics Overview →
Diplotype
The combination of two alleles (one from each parent) for a specific gene. Diplotypes determine metabolizer status for pharmacogenes like CYP2D6.
Example: CYP2D6 *1/*4 diplotype indicates intermediate metabolizer status.
PharmGKB Gene Reference →

Drug Interactions

Drug-Drug Interaction (DDI)
When one drug affects the pharmacokinetics or pharmacodynamics of another drug, potentially altering efficacy or toxicity. DDIs can be pharmacokinetic (affecting absorption, metabolism, excretion) or pharmacodynamic (affecting drug action).
Example: Omeprazole inhibits CYP2C19, reducing clopidogrel activation and antiplatelet effect.
Drug Interaction Checker →
Polypharmacy
The concurrent use of multiple medications by a patient, typically defined as 5 or more drugs. Polypharmacy increases the risk of drug interactions, adverse events, and medication non-adherence.
Example: Elderly patients on 8+ medications have 80% probability of at least one DDI.
Polypharmacy Review →
Enzyme Induction
When a drug increases the expression or activity of metabolic enzymes, leading to faster metabolism of other drugs. Induction typically takes days to weeks to develop and resolve.
Example: Rifampin induces CYP3A4, reducing warfarin levels and anticoagulation effect.
Enzyme Induction Mechanisms →
Enzyme Inhibition
When a drug decreases the activity of metabolic enzymes, leading to slower metabolism and higher levels of other drugs. Inhibition can occur rapidly (within hours) and increases toxicity risk.
Example: Fluconazole inhibits CYP2C9, increasing warfarin levels and bleeding risk.
Enzyme Inhibition Mechanisms →

Adverse Drug Reactions

QTc Prolongation
Lengthening of the QT interval on ECG (corrected for heart rate), indicating delayed cardiac repolarization. QTc > 500 ms significantly increases risk of torsades de pointes, a potentially fatal arrhythmia.
Example: Combining azithromycin with amiodarone can cause dangerous QTc prolongation.
CredibleMeds QT Drug List →
Hepatotoxicity
Liver damage caused by medications, ranging from asymptomatic enzyme elevation to acute liver failure. Drug-induced liver injury (DILI) is a leading cause of acute liver failure in the US.
Example: Acetaminophen overdose causes hepatotoxicity via toxic metabolite NAPQI.
LiverTox Database →
Nephrotoxicity
Kidney damage caused by medications, affecting glomerular filtration, tubular function, or interstitial tissue. Risk factors include pre-existing renal impairment, dehydration, and concurrent nephrotoxic drugs.
Example: NSAIDs combined with ACE inhibitors increase acute kidney injury risk.
Drug-Induced Nephrotoxicity Review →
Serotonin Syndrome
Life-threatening condition caused by excessive serotonergic activity, typically from drug combinations. Symptoms include agitation, hyperthermia, tremor, hyperreflexia, and autonomic instability.
Example: Combining SSRI antidepressants with tramadol or linezolid can trigger serotonin syndrome.
Serotonin Syndrome Overview →
Stevens-Johnson Syndrome (SJS)
Severe, life-threatening skin reaction characterized by widespread blistering and skin detachment. SJS is often triggered by medications and has strong genetic associations (e.g., HLA-B*1502 with carbamazepine).
Example: Allopurinol-induced SJS is more common in patients with HLA-B*5801 allele.
SJS Clinical Overview →

Quantum Computing

Qubit
Quantum bit - the fundamental unit of quantum information. Unlike classical bits (0 or 1), qubits can exist in superposition of both states simultaneously, enabling parallel computation.
Example: QPDP uses 32 qubits to encode genomic, interaction, comorbidity, dosing, ADR, and efficacy data.
Qiskit Qubit Introduction →
Quantum Entanglement
Quantum phenomenon where two or more qubits become correlated such that the state of one instantly affects the others, regardless of distance. Used to model complex correlations between risk factors.
Example: Entangling genomic qubits with dosing qubits models gene-dose correlations.
Qiskit Entanglement Guide →
QAOA (Quantum Approximate Optimization Algorithm)
Hybrid quantum-classical algorithm for solving combinatorial optimization problems. QAOA alternates between problem-specific and mixing Hamiltonians to find near-optimal solutions.
Example: QPDP uses QAOA for optimal dose selection across multiple constraints.
Qiskit QAOA Tutorial →
Grover's Algorithm
Quantum algorithm for unstructured search providing quadratic speedup over classical methods. Grover's algorithm can search N items in √N steps compared to N/2 classically.
Example: Searching for optimal drug combinations in large interaction databases.
Qiskit Grover's Algorithm →
Quantum Gate
Quantum operation that manipulates qubits. Common gates include RY (rotation), CX (controlled-NOT for entanglement), CRZ (controlled rotation), and MCX (multi-controlled gates).
Example: RY gates encode continuous variables like enzyme activity; CX gates create correlations.
Qiskit Quantum Gates →
Circuit Depth
The longest path from input to output in a quantum circuit, measured in layers of gates. Deeper circuits provide more computational power but are more susceptible to noise and decoherence.
Example: QPDP circuit has depth 187, balancing complexity with noise tolerance.
Qiskit Circuit Depth →

Clinical Decision Support

Real-World Evidence (RWE)
Clinical evidence derived from analysis of real-world data (RWD) collected outside traditional clinical trials, including electronic health records, insurance claims, and patient registries.
Example: RWE from 10M+ EHRs informs QPDP efficacy predictions.
FDA RWE Framework →
Bayesian Inference
Statistical method that updates probability estimates as new evidence becomes available. Used in personalized medicine to refine treatment predictions based on patient-specific data.
Example: QPDP efficacy timeline uses Bayesian convergence to predict treatment response.
Bayesian Methods in Medicine →
Biomarker
Measurable biological indicator of disease state, treatment response, or drug toxicity. Biomarkers can be genetic, proteomic, metabolomic, or imaging-based.
Example: HER2 status predicts trastuzumab response in breast cancer.
FDA Biomarker Qualification →
FHIR (Fast Healthcare Interoperability Resources)
HL7 standard for exchanging healthcare information electronically. FHIR uses RESTful APIs and modern web standards to enable seamless EHR integration.
Example: QPDP can integrate with EHRs via FHIR MedicationRequest resources.
HL7 FHIR Overview →

Healthcare Economics

Adverse Drug Event (ADE) Cost
Total economic burden of medication-related harm, including hospitalization, extended care, lost productivity, and mortality. ADEs cost US healthcare $30+ billion annually.
Example: Preventable ADEs cost $8,200/patient/year; quantum-guided therapy reduces this by 50%.
ADE Cost Analysis →
Trial-and-Error Prescribing
Traditional approach where medications are prescribed empirically and adjusted based on patient response. This method is time-consuming, costly, and exposes patients to unnecessary ADR risk.
Example: Antidepressant selection averages 2.3 trials before finding effective medication.
Precision Medicine Economics →
Number Needed to Treat (NNT)
Number of patients who must receive an intervention for one patient to benefit. Lower NNT indicates more effective treatment. Personalized medicine aims to reduce NNT by targeting responders.
Example: Quantum-guided therapy reduces NNT from 8 to 3 for depression treatment.
NNT Database →