Drug Interactions - Table of contents Dr. Gé za Lakner
Preventable Drug-Related Morbidity (PDRM)
Important principles for physicians to consider when prescribing any drug
Postmarket ADE Reports by Top-10 Ranked Classes of Suspect Drugs (FDA, 1995)
Barriers to Improved Monitoring and Reporting of ADEs
Factors affecting serum drug concentration
Competitive interaction for serum protein binding of clinical significance
Environmental factors affecting the activity of the intestinal monooxigenase systems
Drug - Food Interaction of Grapefruit Juice
Monogenic oxydative polymorphism drugs (template drug: debrisoquin)
Pharmacogenetic enzyme variations of clinical significance
Interactions between defibrillators and drugs
Factors to consider before prescribing non-sedating antihistamines (terfenadine and astemizole)
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Preventable Drug-Related Morbidity (PDRM)
• About 3.2% of all hospital admissions in the United States and Europe
may be caused to a significant degree by preventable drug-relatedmorbidity (PDRM) in ambulatory care.
• This is the median incidence from seven well-designed studies
• Incidentally, PDRM represents, on average, about one-half of all
medication-related hospital admissions. Proximal causes of drug-related morbidity (DRM) • Inappropriate prescribing
• Unexpected adverse drug reactions (ADRs)
• Overdose or underdose, either in general or for a specific patient
• Failure to recognize symptoms, delay in response, inadequate follow-up
Main components of the strategy • Increase general awareness of the problem of PDRM.
• Develop and disseminate a means for health care programs to identify
and assess medication use problems in their own population: developPDRM outcome indicators that could be used to screen populationdatabases
• Develop a means to improve systems found to be unsafe
• develop new process indicators for medication use
• adapt quality improvement (QI) concepts to use in clinic, hospital,
• Improve standards for medication use - determine minimum standards
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Important principles for physicians to consider when prescribing any drug
• Document all treatments the patient is taking, including over-the-
counter therapies (such as appetite suppressants, herbs, and the like).
• Understand the pharmacology of the drugs that you prescribe, including
their route of excretion, the type of liver metabolism if it exists, the half-life of the drug, and its bioavailability. The careful use of drugs alsorequires an understanding of the toxic-therapeutic ratio for the drug.
• Minimize the number of prescriptions you write if you can, thus
avoiding the probability of drug--drug interactions.
• Be especially vigilant in high risk situations, especially therapy of the
elderly, therapy of patients in an intensive care unit, or therapy ofpatients requiring multiple drugs or with co-existing illnesses such asrenal or hepatic impairment.
• If there is an unexpected deterioration or change in the patient
condition, consider drug--drug interactions, which usually present in asubtle manner. Dr. Jean T. Barbey - 20th Annual Scientific Sessions of the North American Society of Pacing and ElectrophysiologyDay 2 - May 13, 1999
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Adverse Drug Reactions (ADR) ADR = any unexpected, unintended, undesired, or excessive response to a medicine: • requires discontinuing the medicine (therapeutic or diagnostic),
• requires changing the medication therapy,
• requires modifying the dose (except for minor dosage adjustments),
• necessitates admission to the hospital,
• prolongs stay in a healthcare facility,
• results in temporary or permanent harm, disability, or deathAmerican Society of Health-System Pharmacists (ASHP)
• side effect = expected adverse pharmacological effect occurring in the
• overdose toxicity = expected toxicity occurring at higher doses than
• allergy = changed organic reactivity against a drug molecule which
turned into an antigen upon previous exposition
• idiosyncrasy = unforeseen events unrelated to the pharmacologic
effects of the drug and are not allergic by their nature (e.g. myelotoxicity of chloramphenicol)
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Adverse Drug Experience ADE = ADR + medication errors Postmarket ADE Reports by Top-10 Ranked Classes of Suspect Drugs (FDA, 1995)
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Barriers to Improved Monitoring and Reporting of ADEs
• Fear of personal and organizational liability
• Lack of resources for surveillance and reporting
• Ambiguity in interpreting whether the medication was the cause of the
• Minimal feedback provided to reporters
• Lack of distinction between significant ADEs and minor ones
• Surveillance and reporting functions without a leader
Essential Antidote Medications
• Sodium polystyrene sulfonate (Kayexelate)
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Factors affecting serum drug concentration
• age• gender• body weight• genetic potentials• inductors• nutrition• environment
• liver• kidney• cardiovascular• pregnancy• changes in serum proteins
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Classification of drug interactions
• according to the lifecycle of the drug
• extracorporal
• intracorporal
• pharmacokinetic = ADME
• Absorption
• Distribution
• Metabolism
• Excretion
• according to the playing parties Pharmaceutical interactions
• potential physical interactions between drugs when they are mixed prior
• intravenous incompatibilities, such as precipitation in a line when two
agents are administered together• drugs may bind to intravenous bags or tubing and
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Pharmacokinetic Interactions #1/3 Alterations in Absorption • drugs of risk:
• ability to chelate (cations such as aluminum)
• ability to alter gastrointestinal mobility (metoclopramide or narcotics)
• ability to alter gastric pH (ketoconazole)
• management: separate the times of administration
• tetracycline - chelated by dairy products
• fluoroquinolones - chelated by divalent cations, antacids, iron,
sucralfate, and didanosine; these drugs must also be separated by at least 2 hours - important caveat: fluoroquinolone must be given first !
• drug-excipient interactions: can be actively used to the advantage of the
formulator to increase the bioavailability of the druge.g. complexation with cyclodextrins or solid dispersion technology
Protein-Binding Effects • basic mechanism: drugs compete for protein- or tissue-binding sites;
when the drug is freed from a binding site, it may then effect anenhanced pharmacologic action
• occupy most of the available binding sites
• small volume of distribution + long half-life
• e.g. warfarin and cotrimoxazole, digoxin and quinidine.
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Interactions during the absorption phase
• barbitures - antacids• warfarin - antacids• salycylate - antacids• Na-bicarbonate - tetracyclin
• Change in GI motility (gastric emptying and intestinal peristalsis)
• purgatives• parasympatholytics• parasympatholytics - L-DOPA• antacids - L-DOPA• griseofulvin - barbiturates• antibiotics - food• fat contents of food
• tetracyclin - metals• cholestyramin• obstipantia• desferroxamine - iron
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Protein binding of drugs in human serum Anticoagulants CNS Antibiotics NSAID phenoprofen OAD Cardiovascular Kidney Competitive interaction for serum protein binding of clinical significance Freed drug “ Attacking” drug Consequence
NalidixatePhenylbutazonTCA (metabolite of
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Pharmacokinetic Interactions #2/3 Changes in Drug Metabolism • Cytochrome P-450 (CYP) isoenzymes are important for oxidative
• Extrahepatic isoenzymes: small intestine, kidneys, lungs, and brain
• More than 30 CYP isoenzymes have been identified
• Most commonly involved in drug metabolism are 3A4, 2D6, and 1A2
• Good understanding of substrates, inhibitors, and inducers can help
predict the risk for drug interactions in certain drug combinations
Enzyme induction = synthesis of metabolizing enzymes is stimulated;result is reduced plasma concentrations of the substrate agent due to theincreased metabolism; onset and offset is usually gradual and depends,among other factors, on half-life:• Rifampin’s short half-life enables induction of CYP3A4 and CYP2C
within 24 hours (note: rifampin is a self-inducer !)
• Phenobarbital, on the other hand, with a half-life of 3 to 5 days, takes up
to a week to induce CYP3A4, CYP1A2, and CYP2C
• Other inducers are rifabutin, carbamazepine, primidone, phenytoin
Interactions between CYP isoenzymes and herbal products
• Garlic and melatonin may act as inhibitors,
• St. John’s wort may be an inducer (observed with: indinavir,
theophylline, cyclosporine, oral contraceptives, digoxin, phencoumoron,and dextromethorphan)
• Grapefruit juice is an inhibitor of e.g. the CYP3A4 pathway, thus the
metabolism of dyhydropyridines, saquinavir, cyclosporine, andverapamil.
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Frequent parties in drug interactions
• antiarrhytmics• anticoagulants• antacides• anticonvulsives• antidiabetics• cytostatics• H2-receptor antagonists• psyhotropics (lithium, MAO-inhibitors)• heart glycosids• theophyllin
Role of metabolites • original compound is inactive:
• pro-drug (cyclophosphamid, phenacetin, phenylbutazon, D-vitamin)• quick metabolism (chloralhydrate, clofibrate)
• original compound and its metabolic are pharmacologically equivalent:
allopurinol, diazepam, imipramin, lidocain, morphin, nalidixate,
probenecid, procainamid, propranolol, rifampycin, warfarin
• the action of the metabolite differs from the original compound:
codein - morphin, prenylamin - amphetamin
• the metabolite is responsible for toxicity:
INH, paracetamol, acetanilide, furosemid, chloramphenicol
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CYP-450 system - Substrates Inhibitors of CYP enzymes Inducers of CYP Enzymes
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Environmental factors affecting the activity of the intestinal monooxigenase systems
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Drug - Nutrient Interactions Nutritient Interaction
amounts) induces hypokalemiaand sodium retention
large amounts of dietarysodium can reduce efficacy
alkalinization of the urinemay impair elimination
[*] Avoid cheddar, camembert, roquefort cheese.
Processed cheese, cottage cheese, mozzarella and gouda may be eaten in moderation.
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Drug - Food Interaction of Grapefruit Juice Flavonoids contained in grapefruit juice:
• Naringin - a major flavonoid found in grapefruit juice having itself has no
apparent effect on human cytochrome P-450 enzymes - is apparently hydrolyzedin the intestine to naringenin: which is a potent inhibitor of several enzymefamilies, including CYP3A4, CYP1A2, and 11-beta-hydroxysteroiddehydrogenase
• Bergapten, a newly identified furocoumarin was detected in grape-fruit juice and
Seville orange (!) juice, and it was found to be a mechanism-based inhibitorof CYP3A4. Pharmacodynamic Effects
Greater decrease in mean arterial pressure andprolongation of P--R interval during grapefruit juiceadministration.
Concurrent grapefruit juice administration wasassociated with more frequent adverse effects, anincreased heart rate, and decreased diastolic bloodpressure compared with water or orange juice.
Psychometric performance tests were significantlyaltered during grapefruit juice administration.
Concurrent grapefruit juice administration wasassociated with an increased heart rate and minoreffects on systolic and diastolic blood pressures.
Heart rate increased slightly (10%) with concurrentgrapefruit juice administration.
No significant change in QTc interval between waterand grapefruit juice periods.
Increased QTc interval during grapefruit juiceadministration.
Increased drowsiness was observed during concurrentgrapefruit juice administration.
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Monogenic oxydative polymorphism drugs (template drug: debrisoquin) Metabolic Clinical consequence pathways Beta-blockers alprenolol Cardiovascular encainid Psychotropics amiflamin Other metoxiphenamin
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Pharmacogenetic enzyme variations of clinical significance Drug of risk Heredity Incidence
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Pharmacokinetic Interactions #3/3 Alterations in Elimination • Mechanism
• Reduced renal excretion of one drug by another;
Example: penicillin-probenecid interaction - probenicid blocksactive secretion of penicillin in the renal tubule
Example: alkalinization of urine increases methotrexate elimination
Pharmacodynamic Interactions
• are indicative of the pharmacologic actions of the interacting agents by
additive or synergistic toxicity or, conversely, additive or synergisticactivity; examples:• Drugs used together that depress the central nervous system (CNS)
usually interact, causing synergistic depression of the CNS
• St. John’s wort: monoamine oxidase inhibition? + serotonin reuptake
• Kava kava - risk for increased central nervous system depression
when combined with other central nervous system depressants, suchas ethanol, conventional sedative hypnotics, and antidepressants
• Methotrexate (used in patients with severe psoriasis, psoriatic arthritis
or bullous diseases) and trimethoprim inhibit human dihydrofolatereductase - may cause severe myelosuppression
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Drug interaction and renal function Drug causing the Mechanism Clinical interaction consequence
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Interactions between defibrillators and drugs
• Implanted (“ cardioverter”) defibrillators combined with
antiarrhytmic drugs: • beneficial effect: slower ventricular tachycardia may allow increased
ease in pace terminability by implanted defibrillators
• deleterious effect: ability of drugs to slow ventricular tachycardia to
below the rate cutoff for the device, thus leading to non-detection
• V-W class Ia, Ib antiarrhythmics: either increase or cause no change
• V-W class Ic : flecainide increase DFTs, propafenone appears to be
• V-W class III: acute IV amiodarone has no effects on DFTs, although
some studies have shown that it decreases DFTs; chronic amiodaronegenerally tends to increase DFTs; other class III agents, for examplesotalol, decrease defibrillation thresholds.
• Calcium channel blockers increase defibrillation thresholds.
• In modern defibrillator technology, there is sufficient safety margin
between the defibrillation threshold measured at implant and themaximum output of the device, that drugs that increase DFT do notusually lead to inability to defibrillate. Dr. John DiMarco - 20th Annual Scientific Sessions of the North American Society of Pacing and ElectrophysiologyDay 2 - May 13, 1999
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Factors to consider before prescribing non-sedating antihistamines (terfenadine and astemizole)
• Concurrent use of other medications that prolong the QT interval
• Antiarrhythmic Drugs
• Haloperidol (a structural analogue of terfenadine)
• Concurrent use of ketoconazole, itraconazole, fluconazole,
erythromycin, clarithromycin, quinine, saquinavir, ritonavir, orindinavir.
• Electrolyte disturbances that predispose to torsades de pointes (ie,
hypomagnesemia, hypokalemia, or hypocalcemia).
• Recurrent ventricular tachycardia.
• Substance abuse (since these patients may be more likely to take
• Liver disease or chronic alcohol abuse (since these patients may have
significant underlying liver disease). Joette M. Meyer, Keith A. Rodvold : Drug Interactions Between Nonsedating Antihistamines and Anti-InfectiveAgents; in Infect. Med. 13(7):609-613,634 1996
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Drug interactions of ACEIs Interaction Clinical significance
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Pharmacy and Therapeutics Committee Functions
• Reviews all adverse drug reaction (ADR) reports and initiates/approves appropriate modifications to policies, procedures,
• Reviews all requests for new formulary medications
• Thoroughly evaluates all medications, based on efficacy and toxicity, and if the potential for adverse effects is high, the medication
may be "Reserved" to specific practitioners, indications, or location of use within the institution, or may require specializedmonitoring, labeling, or use of standardized order sheets to minimize the risk of adverse drug events (ADEs)
Adult IV Medication
• Provide information on high-risk medications regarding dose; indication; qualifications of healthcare professional required to
Guidelines
administer medication -- ie, RN, LPN, critical care nurse; location of administration -- ie, critical care, general medical floor;monitoring parameters; and potential adverse effects that can be prevented from becoming actual ADEs. Adult Chemotherapy
• Contain information similar to the above for antineoplastic agents, as this class of medications can be associated with significant
Guidelines Standardized Order Sheets
• Antibiotic order sheets ; Antineoplastic order sheets ; Total parenteral nutritional order sheets ;
• Standard order sheets based on pathway contents -- ie, MI standing orders based on MI pathway
Standardized Pathways
• Developed by multidisciplinary teams to decrease the variability in care. RPh Attends
• By doing so, the RPh proactively evaluates patient’s medication profile for potential ADEs. Multidisciplinary Rounds Creatinine Clearance
• RPh monitors all renally eliminated medications and makes recommendations for dosage modification to prevent dose-related
Monitoring Program Metformin (glucophage)
• Evaluates renal function to ensure use is in accordance with FDA dosing recommendations to prevent the adverse effect of lactic
Monitoring Program Interaction Monitoring
• Monitor drug-drug and food-drug interactions, a preventable type of ADR
Pharmacy Bulletin
• A newsletter distributed to the medical staff that focuses on rationale for drug therapy.
An issue is annually devoted to review of ADRs. Allergy Documentation
• Any patient who experiences an ADR due to a hypersensitivity/allergic reaction is evaluated by a pharmacist, and the allergy
information is added to the hospital-wide computer system to prevent the patient from inadvertently receiving the medication at afuture date. IV Labels
• A significant number of cases of vancomycin-induced red-man syndrome were detected via ADR surveillance, leading to the
addition of the warning statement, "Run over 1 hour" to all vancomycin minibags. FDA Reports
• Warfarin/tramadol interaction resulting in prolongation of the prothrombin time was detected and reported to the FDA.
This report and others resulted in this drug interaction being added to the package insert
• Subpotent diazepam injection was noted through surveillance. As a result, the institution changed brands of diazepam injection,
• Angioedema associated with sumatriptan was reported to the FDA, and reports were published[26] to inform other healthcare
practitioners of this potentially life-threatening reaction.
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Therapeutic Drug Monitoring (TDM)
1. profilactic drugs
2. low profile drugs: low therapeutic / toxic concentration ratio
3. doubtful compliance (in silent periods od chronic diseases)
4. desired therapeutic answer not achieved or
5. significant interindividual variations in the effect or
6. overdose , signs of toxicity (paradox intoxication)
7. changes in the pharmacokinetic properties fo the drug due to
secondary diseases (changes in hepatic and renal drug clearance)
9. possibility of drug interaction
(changes in the bound-free fraction of the drug)
10. changes in the physiological state of the patient
11. drug treatment should be documented (clinical studies)
12. racem drugs containing a kirality centre if the biological activity /
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"Red Flag" List and Alternatives 1. Cytochrome P-450 inhibitors:impair drug metabolism of other drugs which share the same pathway increase concentrations of the co-administered drug. DRUG CLASS LIKELIHOOD OF A DRUG INTERACTION ALTERNATIVES HIV Protease Ritonavir (Norvir® ) strongest Saquinavir (Invirase® /Fortovase® ) has less potential to cause drug inhibitors Amprenavir (Agenerase® ) intermed Indinavir (Crixivan® ) intermed Nelfinavir (Viracept® )intermed Saquinavir (Fortovase® / Invirase® ) - weakest Macrolides Erythromycin and clarithromycin (Biaxin® ) are both inhibitors Azithromycin (Zithromax® ) is not metabolized by CYP450 and of CYP450, however, the inhibition may be greater with
may be substituted if clinically warranted
erythromycin Antifungals Fluconazole (Diflucan® ) is associated with less drug interactions Ketoconazole (Nizoral® ) > Itraconazole (Sporanox® ) >
when dosages of 200 mg or less are used. As dose is increased,
Fluconazole (Diflucan® )
there is a greater potential for drug interactions. Ketoconazole (Nizoral® ) and Itraconazole (Sporanox® ) are Topical antifungals such as clotrimazole (Mycelex® ) troches and potent inhibitors of CYP450 nystatin may be useful for prophylaxis of thrush or minor infections. For more severe fungal infections, amphotericin B (Fungizone® , Abelcet® , AmBisome® , Amphotec® ) may be used Non-nucleoside Delavirdine (Rescriptor® ) is a potent inhibitor of CYP450
While it may be beneficial in some cases to use delavirdine to
potentially raising concentrations of other drugs
increase concentrations of other drugs (e.g. protease inhibitors),
transcriptase Efavirenz (Sustiva® ) is a mixed inhibitor/inducer,
alternatives in this class would be nevirapine and efavirenz inhibitors
(Sustiva® ) or perhaps nucleoside analogs (i.e., didanosine [Videx® ], zidovudine [Retrovir® ]) if clinically appropriate H2 Antagonists Cimetidine (Tagamet® ) is a CYP450 inhibitor with a high
i.e. Ranitidine (Zantac® ) or Famotidine (Pepcid® ) Charles Flexner, MD and Steven Piscitelli, PharmD: Managing Drug-Drug Interactions in HIV Disease ; MedScape CME
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2. Cytochrome P-450 Inducers: INDUCING DRUG STRENGTH ALTERNATIVES Rifamycins: Potent inducers of CYP450 and may
For patients receiving protease inhibitors, rifampin should be Rifabutin (Mycobutin® ) and avoided. However, rifabutin (Mycobutin® ) may be used with Rifampin (Rifadin® , Rimactane® ) indinavir (Crixivan® ), amprenavir (Agenerase® ) and nelfinavir (Viracept® ) at one-half the normal dose (150 mg/day). For ritonavir (Norvir® ), rifabutin (Mycobutin® ) can be used on an every-other- day basis or 3 times weekly at one half the normal dose (150 mg q M-W-F). In patients requiring MAC prophylaxis, azithromycin (Zithromax® ) or clarithromycin (Biaxin® ) may be substituted for rifabutin HIV Protease inhibitors: Moderate inducers of CYP450, potentially In this class Alternatives would be: Nelfinavir (Viracept® ) and amprenavir (Agenerase® ) Ritonavir (Norvir® ) indinavir (Crixivan® ) saquinavir (Fortovase® ) delavirdine (Rescriptor® ) or perhaps nucleoside analogs, i.e. didanosin e (Videx® ) zidovudine (Retrovir® ) could be used if clinically appropriate Non-nucleoside reverse Moderate inducers of CYP450, potentially Alternatives in this class would be delavirdine or perhaps nucleoside transcriptase inhibitors: Nevirapine (Viramune® ) and didanosine (Videx® ) Efavirenz (Sustiva® ) zidovudine (Retrovir® ) if clinically appropriate Anticonvulsants: Major / moderate inducers of CYP450,
If clinically warranted, possible alternative anti-epileptics include: Phenobarbital valproic acid (Depakene® , Depakote® ) Phenytoin (Dilantin® ) gabapentin (Neurontin® ) Carbamazepine (Tegretol® ) lamotrigine (Lamictal® ) topiramate (Topamax® ) tigabine (Investigational Tabitril® ) Charles Flexner, MD and Steven Piscitelli, PharmD: Managing Drug-Drug Interactions in HIV Disease ; MedScape CME
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3. Metabolized drugs with narrow therapeutic indexes: CATEGORY ALTERNATIVES / NOTES Non-sedating Terfenadine (Seldane® ) Astemizole (Hismanal® )
Newer non-sedating antihistamines such as fexofenadine (Allegra® ) antihistamines
*although removed from US market, patients may and loratadine (Claritin® ) can be safely used with P450 inhibitors, as still have supplies
well as most over-the counter preparations
Antiarrythmics Flecainide (Tambocor® ) Encainide (Enkaid® )
Antiarrhythmic therapy should be closely monitored and used with
Quinidine
caution in patients receiving inhibitors of cytochrome P-450
Long-acting opiate Fentanyl (Sublimaze® , Duragesic® )
Alternative analgesics include hydromorphone,codeine, and analgesics NSAIDs, particularly in patients receiving ritonavir (Norvir® ) Promotility agents Cisapride (Propulsid® ) Metoclopramide (Reglan® ) Long-acting Midazolam (Versed® ) Triazolam (Halcion® ) benzodiazepines Ergotamines and dihydroergotamine Illicit drugs Ecstacy/XTC/MDMA Coumarin anticoagulants Warfarin (Coumadin® ) Oral contraceptives Oral contraceptives should not be given concurrently with P450 inducers, as this can decrease their concentrations and lead to unwanted pregnancy 4. Renally cleared drugs with narrow therapeutic indices: DRUG / NOTES ALTERNATIVES Foscarnet (Foscavir® )
Adjust dose for renal function with these agents
Ganciclovir (Cytovene® ) Cidofovir (Vistide) may be used if clinically appropriate, but this agent can cause irreversible renal insufficiency Aminoglycosides:
Other antibiotics covering gram – bacteria:
Gentamycin Aztreonam (Azactram® ) Tobramycin
Broad Spectrum penicillins and cephalosporins Amikacin (Any drugs that are nephrotoxic may decrease aminoglycoside clearance and increase likelihood of aminoglycoside toxicity) Charles Flexner, MD and Steven Piscitelli, PharmD: Managing Drug-Drug Interactions in HIV Disease ; MedScape CME
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5. Drugs with specific requirements for absorption: REQUIREMENTS ALTERNATIVES Ketoconazole (Nizoral® )
Require an acidic gastric pH for optimal absorption - avoid in Fluconazole can be substituted if clinically appropriate. Itraconazole (Sporanox® ) patients with achlorhydria or those receiving H2-antagonists, Topical antifungals such as clotrimazole (Mycelex® )
troches and nystatin may be useful for prophylaxis of thrush or minor involvement. For more severe fungal infections, amphotericin B (Fungizone® , Abelcet® , AmBisome® , Amphotec® ) may be used Didanosine (Videx® )
Must be taken on an empty stomach and separated from
Administer didanosine (Videx® ) once daily on empty
indinavir by one hour since the buffer component may impair stomach to lessen inconvenience associated with indinavir. indinavir (Crixivan® ) absorption
Can use alternative nucleoside analogs if clinicallyappropriate
Fluoroquinolones
Must be separated from di- and trivalent cations (calcium
Separate quinolone from cations by 2-4 hours - administer products, antacids, ironpreparations, DDI, etc) to avoid quinolone first. Also, other antimicrobials with appropriate
chelation and decreased therapeutic effect
coverage (i.e. cephalosporins) may be used if clinically appropriate Charles Flexner, MD and Steven Piscitelli, PharmD: Managing Drug-Drug Interactions in HIV Disease ; MedScape CME
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Big Data and the “New” Privacy Tradeoff Predictions of transformative change surround Big Data. It is routine to read, for example, that “with the coming of Big Data, we are going to be operating very much out of our old, familiar ballpark.”1 But, as both Niels Bohr and Yogi Berra are reputed to have observed, “Prediction is difficult, especially about the future.” And, they might
COCKTAILS FOR THE SPICE MERCHANTS JUNIPER GONE EAST The flavours of cardamom and cucumber are enhanced by the orange from the Cointreau in this Tanqueray based cocktail. The concoction is shaken vigorously then topped off with ginger beer. THE INFUSED MEXICAN Warning - this one is spicy… very spicy. There’s nothing like as Mexican chili to put a spring in your step. In t