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Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)
Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies
Some drugs, such as the prokinetic agents increase the speed with which a substance passes through the intestines. If a drug is present in the digestive tract's absorption zone for less time its blood concentration will decrease. The opposite will occur with drugs that decrease intestinal motility.
- pH: Drugs can be present in either ionised or non-ionised form, depending on their pKa (pH at which the drug reaches equilibrium between its ionised and non-ionised form). The non-ionized forms of drugs are usually easier to absorb, because they will not be repelled by the lipidic bylayer of the cell, most of them can be absorbed by passive diffusion, unless they are too big or too polarized (like glucose or vancomicyn), in which case they may have or not specific and non specific transporters distributed on the entire intestine internal surface, that carries drugs inside the body. Obviously increasing the absorption of a drug will increase its bioavailability, so, changing the drug's state between ionized or not, can be useful or not for certain drugs.
Certain drugs require an acid stomach pH for absorption. Others require the basic pH of the intestines. Any modification in the pH could change this absorption. In the case of the antacids, an increase in pH can inhibit the absorption of other drugs such as zalcitabine (absorption can be decreased by 25%), tipranavir (25%) and amprenavir (up to 35%). However, this occurs less often than an increase in pH causes an increase in absorption. Such as occurs when cimetidine is taken with didanosine. In this case a gap of two to four hours between taking the two drugs is usually sufficient to avoid the interaction.
- Drug solubility: The absorption of some drugs can be drastically reduced if they are administered together with food with a high fat content. This is the case for oral anticoagulants and avocado.
- Formation of non-absorbable complexes:
- Chelation: The presence of di- or trivalent cations can cause the chelation of certain drugs, making them harder to absorb. This interaction frequently occurs between drugs such as tetracycline or the fluoroquinolones and dairy products (due to the presence of Ca).
- Binding with proteins. Some drugs such as sucralfate binds to proteins, especially if they have a high bioavailability. For this reason its administration is contraindicated in enteral feeding.
- Finally, another possibility is that the drug is retained in the intestinal lumen forming large complexes that impede its absorption. This can occur with cholestyramine if it is associated with sulfamethoxazol, thyroxine, warfarin or digoxin.
- Acting on the P-glycoprotein of the enterocytes: This appears to be one of the mechanisms promoted by the consumption of grapefruit juice in increasing the bioavailability of various drugs, regardless of its demonstrated inhibitory activity on first pass metabolism.
Additional drugs found to be affected by grapefruit juice include, but are not limited to:
- Some statins, including atorvastatin (Lipitor), lovastatin (Mevacor) and simvastatin (Zocor, Simlup, Simcor, Simvacor)
- (In contrast, pravastatin (Pravachol), fluvastatin (Lescol) and rosuvastatin (Crestor) are unaffected by grapefruit.)
- Anti-arrhythmics including amiodarone (Cordarone), dronedarone (Multaq), quinidine (Quinidex, Cardioquin, Quinora), disopyramide (Norpace), propafenone (Rythmol) and carvedilol (Coreg)
- Amlodipine: Grapefruit increases the available amount of the drug in the blood stream, leading to an unpredictable increase in antihypertensive effects.
- Anti-migraine drugs ergotamine (Cafergot, Ergomar), amitriptyline (Elavil, Endep, Vanatrip) and nimodipine (Nimotop)
- Erectile dysfunction drugs sildenafil (Viagra), tadalafil (Cialis) and vardenafil (Levitra)
- Acetaminophen/paracetamol (Tylenol) concentrations were found to be increased in murinae blood by white and pink grapefruit juice, with the white juice acting faster. Interestingly, "the bioavailability of paracetamol was significantly reduced following multiple GFJ administration" in mice and rats. This suggests that repeated intake of grapefruit juice reduces the efficacy and bioavailability of acetaminophen/paracetamol in comparison to a single dose of grapefruit juice which conversely increases the efficacy and bioavailability of acetaminophen/paracetamol.
- Anthelmintics: Used for treating certain parasitic infections; includes praziquantel
- Apremilast (Otezla): Used to treat psoriasis.
- Buprenorphine: Metabolized into norbuprenorphine by CYP3A4
- Buspirone (Buspar): Grapefruit juice increased peak and AUC plasma concentrations of buspirone 4.3- and 9.2, respectively, in a randomized, 2-phase, ten-subject crossover study.
- Codeine is a prodrug that produces its analgesic properties following metabolism to morphine entirely by CYP2D6.
- Ciclosporin (cyclosporine, Neoral): Blood levels of ciclosporin are increased if taken with grapefruit juice, orange juice, or apple juice. A plausible mechanism involves the combined inhibition of enteric CYP3A4 and MDR1, which potentially leads to serious adverse events (e.g., nephrotoxicity). Blood levels of tacrolimus (Prograf) can also be equally affected for the same reason as ciclosporin, as both drugs are calcineurin inhibitors.
- Dihydropyridines including felodipine (Plendil), nicardipine (Cardene), nifedipine, nisoldipine (Sular) and nitrendipine (Bayotensin)
- Erlotinib (Tarceva)
- Exemestane, aromasin, and by extension all estrogen-like compounds and aromatase inhibitors which mimic estrogen in function will be increased in effect, causing increased estrogen retention and increased drug retention.
- Etoposide interferes with grapefruit, orange, and apple juices.
- Fexofenadine (Allegra)
- Fluvoxamine (Luvox, Faverin, Fevarin and Dumyrox)
- Imatinib (Gleevec): Although no formal studies with imatinib and grapefruit juice have been conducted, the fact that grapefruit juice is a known inhibitor of the CYP 3A4 suggests that co-administration may lead to increased imatinib plasma concentrations. Likewise, although no formal studies were conducted, co-administration of imatinib with another specific type of citrus juice called Seville orange juice (SOJ) may lead to increased imatinib plasma concentrations via inhibition of the CYP3A isoenzymes. Seville orange juice is not usually consumed as a juice because of its sour taste, but it is found in marmalade and other jams. Seville orange juice has been reported to be a possible inhibitor of CYP3A enzymes without affecting MDR1 when taken concomitantly with ciclosporin.
- Lamotrigine
- Levothyroxine (Eltroxin, Levoxyl, Synthroid): the absorption of levothyroxine is affected by grapefruit juice.
- Losartan (Cozaar)
- Methadone: Inhibits the metabolism of methadone and raises serum levels.
- Omeprazole (Losec, Prilosec)
- Oxycodone: grapefruit juice enhances the exposure to oral oxycodone. And a randomized, controlled trial 12 healthy volunteers ingested 200 mL of either grapefruit juice or water three times daily for five days. On the fourth day 10 mg of oxycodone hydrochloride were administered orally. Analgesic and behavioral effects were reported for 12 hours and plasma samples were analyzed for oxycodone metabolites for 48 hours. Grapefruit juice and increased the mean area under the oxycodone concentration-time curve (AUC(0-∞)) by 1.7 fold, the peak plasma concentration by 1.5-fold and the half-life of oxycodone by 1.2-fold as compared to water. The metabolite-to-parent ratios of noroxycodone and noroxymorphone decreased by 44% and 45% respectively. Oxymorphone AUC(0-∞) increased by 1.6-fold but the metabolite-to-parent ratio remained unchanged.
- Quetiapine (Seroquel)
- Repaglinide (Prandin)
- Tamoxifen (Nolvadex): Tamoxifen is metabolized by CYP2D6 into its active metabolite 4-hydroxytamoxifen. Grapefruit juice may potentially reduce the effectiveness of tamoxifen.
- Trazodone (Desyrel): Little or no interaction with grapefruit juice.
- Verapamil (Calan SR, Covera HS, Isoptin SR, Verelan)
- Warfarin (coumadin)
- Zolpidem (Ambien): Little or no interaction with grapefruit juice.
The interaction between citrus and medication depends on the individual drug, and not the class of the drug. Drugs that interact usually share three common features: they are taken orally, normally only a small amount enters systemic blood circulation, and they are metabolized by CYP3A4. However, the effects on the CYP3A4 in the liver could in principle cause interactions with non-oral drugs, and non-CYP3A4-meditated effects also exist.
Cytochrome isoforms affected by grapefruit components include CYP3A4, CYP1A2, CYP2C9, and CYP2D6. Drugs that are metabolized by these enzymes may have interactions with components of grapefruit.
An easy way to tell if a medication may be affected by grapefruit juice is by researching whether another known CYP3A4 inhibitor drug is already contraindicated with the active drug of the medication in question. Examples of such known CYP3A4 inhibitors include cisapride (Propulsid), erythromycin, itraconazole (Sporanox), ketoconazole (Nizoral), and mibefradil (Posicor).
Following a declination or total extinction in response to a previously therapeutic dose of an antidepressant, the issue is clinically addressed as stemming from tolerance development. Several strategies are available, such as exploring drug options from a different drug class used to treat depression. The patient can also choose to switch to another SSRI (or MAOI, if applicable) while maintaining proportionate dose. If tolerance develops in a drug from the same class, the clinician may recommend a regular cycle consisting of all effective treatments within the SSRI or MAOI classes, in order to minimize transitional side effects while maximizing therapeutic efficacy.
Other options include increasing dose of the same medication, or supplementation with another antidepressant. Dual reuptake inhibitors, also known as tricyclic antidepressants have been shown to have lower rates of tachyphylaxis.
Among US adults older than 55, 4% are taking medication and or supplements that put them at risk of a major drug interaction. Potential drug-drug interactions have increased over time and are more common in the low educated elderly even after controlling for age, sex, place of residence, and comorbidity.
Use of intranasal decongestants (such as oxymetazoline) for more than three days leads to tachyphylaxis of response and rebound congestion, caused by alpha-adrenoceptor mediated down-regulation and desensitization of response. Oxymetazoline-induced tachyphylaxis and rebound congestion are reversed by intranasal fluticasone.
In a patient fully withdrawn from opioids, going back to an intermittent schedule or maintenance dosing protocol, a fraction of the old tolerance level will rapidly develop, usually starting two days after therapy is resumed and, in general, leveling off after day 7. Whether this is caused directly by opioid receptors modified in the past or affecting a change in some metabolic set-point is unclear. Increasing the dose will usually restore efficacy; relatively rapid opioid rotation may also be of use if the increase in tolerance continues.
A related issue is overprescription, which occurs when doctors give prescription drugs to patients who do not need them. Antibiotics are a common example, as are narcotic painkillers. Aggressive marketing by drug companies is sometimes cited as a reason for overprescription.
Products containing multivalent cations, such as aluminium- or magnesium-containing antacids, and products containing calcium, iron or zinc invariably result in marked reduction of oral absorption of fluoroquinolones. Other drugs that interact with fluoroquinolones include sucralfate, probenecid, cimetidine, theophylline, warfarin, antiviral agents, phenytoin, cyclosporine, rifampin, pyrazinamide, and cycloserine.
Administration of quinolone antibiotics to a benzodiazepine dependent individual can precipitate acute benzodiazepine withdrawal symptoms due to quinolones displacing benzodiazepines from their binding site.
Fluoroquinolones have varying specificity for cytochrome P450, and so may have interactions with drugs cleared by those enzymes; the order from most P450-inhibitory to least, is enoxacin > ciprofloxacin > norfloxacin > ofloxacin, levofloxacin, trovafloxacin, gatifloxacin, moxifloxacin.
The mechanisms of the toxicity of fluoroquinolones have been attributed to their interactions with different receptor complexes, such as blockade of the GABAa receptor complex within the central nervous system, leading to excitotoxic type effects and oxidative stress.
The mechanisms underlying most herb-drug interactions are not fully understood. Interactions between herbal medicines and anticancer drugs typically involve enzymes that metabolize cytochrome P450. For example, St. John's Wort has been shown to induce CYP3A4 and P-glycoprotein in vitro and in vivo.
ADT tachyphylaxis specifically occurs in depressed patients using SSRIs and MAOIs. Currently, SSRIs are the preferred treatment for depression among clinicians, as MAOIs require the patient to avoid certain foods and other medications due to the potential for interactions capable of inducing dangerous side effects. Provided is a list of medications known to be subject to Poop-out.
On June 30, 2009, an FDA advisory panel recommended that Vicodin and another painkiller, Percocet, be removed from the market because they have allegedly caused over 400 deaths a year. The problem is with paracetamol (acetaminophen/Tylenol for example ) overdose and liver damage. These two drugs, in combination with other drugs like Nyquil and Theraflu, can cause death by multiple drug intake and/or drug overdose. Another solution would be to not include paracetamol with Vicodin or Percocet.
Examples of herb-drug interactions include, but are not limited to:
- St. John's wort affects the clearance of numerous drugs, including cyclosporin, SSRI antidepressants, digoxin, indinavir, and phenprocoumon. It may also interact with the anti-cancer drugs irinotecan and imatinib.
- Salvia miltiorrhiza may enhance anticoagulation and bleeding among people taking warfarin.
- Allium sativum has been found to decrease the plasma concentration of saquinavir, and may cause hypoglycemia when taken with chlorpropamide.
- Ginkgo biloba can cause bleeding when combined with warfarin or aspirin.
- Concomitant ephedra and caffeine use has been reported to, in rare cases, cause fatalities.
In general, the simultaneous use of multiple drugs should be carefully monitored by a qualified individual such as board certified and licensed medical doctor, either an MD or DO Close association between prescribing physicians and pharmacies, along with the computerization of prescriptions and patients' medical histories, aim to avoid the occurrence of dangerous drug interactions. Lists of contraindications for a drug are usually provided with it, either in monographs, package inserts (accompanying prescribed medications), or in warning labels (for OTC drugs). CDI/MDI might also be avoided by physicians requiring their patients to return any unused prescriptions. Patients should ask their doctors and pharmacists if there are any interactions between the drugs they are taking.
The overmedication of children has dramatically risen with those between the ages of 2 and 5 years old who are being prescribed atypical antipsychotics for bipolar disorders, developmental disabilities, ADHD, and behavior disorders. Drug companies have benefited considerably with profits made in sales for drugs such as stimulants for hyperactive children, with half a million children in the United States receiving medication. Children have become more involved with technology resulting in less play time outside and less time spent with parents. The long hours children spend with technology has impacted their attachment development, sensory and motor development, along with socialization skills, in return causing behavioral and psychological disorders and learning disabilities being diagnosed by psychotropic medication.
According to recent data from IMS health one of the leading services for data distribution in health care, 274,000 infants (0 to 1) are on anti-anxiety drugs, and 26,000 under a year old are on antidepressants. This is only a fraction of the millions of children 5 to 12 being prescribed these same drugs.
While these drugs can provide relief from some symptoms the children may suffer, psychiatric drugs have been shown in some instances to worsen the symptoms of mental illness and can cause adverse physical effects such as liver damage, weight gain, decreased cognitive function and dependency on the drug. (1) Antidepressants have side effects that can include suicidal thoughts and worsening depression. These medications can have long lasting effects on the children and these risks need to be taken into consideration.
It's important for parents to monitor their child's behavior and regulate their environment in order to help prevent any future affective disorders. Medication is often prescribed to these children however, it alone will not teach a child to create more valuable relationships at home or in the community. Other forms of intervention can be applied to supplement the effects of medication therapy and teach the child self-regulatory behaviors and healthy coping skills. The increase of psychiatric medication of children may be a result of the declining support for caregiving, leading to psychopathology in which drugs are oftentimes the go to method of treatment. Families do not always have knowledge regarding or the means to pursue other methods of intervention such as one-on-one therapy with the child, family therapy and parenting counseling that can teach effective parenting strategies to meet their child's specific needs. There is debate that healthcare professionals have been put under pressure to perform proficiently causing the influence of piecemeal polypharmacy.
If there is evidence of overdose or it is suspected, the patient should be given gastric lavage, activated charcoal, or both; this could make the difference between life and death in a close situation. It can however aggravate the patient which should be taken into account.
The first line treatments are diazepam and a non-selective beta blocker; other antihypertensive drugs may also be used. It is important to note that not all benzodiazepines and beta blockers are safe to use in an adrenergic storm; for instance, alprazolam and propranolol; alprazolam weakly agonizes dopamine receptors and causes catecholamine release while propranolol mildly promotes some catecholamine release - each worsening the condition.
Adrenergic storms are often idiopathic in nature; however if there is an underlying condition, then that must be addressed after bringing the heart rate and blood pressure down.
Causality assessment is used to determine the likelihood that a drug caused a suspected ADR. There are a number of different methods used to judge causation, including the Naranjo algorithm, the Venulet algorithm and the WHO causality term assessment criteria. Each have pros and cons associated with their use and most require some level of expert judgement to apply.
An ADR should not be labeled as 'certain' unless the ADR abates with a challenge-dechallenge-rechallenge protocol (stopping and starting the agent in question). The chronology of the onset of the suspected ADR is important, as another substance or factor may be implicated as a cause; co-prescribed medications and underlying psychiatric conditions may be factors in the ADR.
Assigning causality to a specific agent often proves difficult, unless the event is found during a clinical study or large databases are used. Both methods have difficulties and can be fraught with error. Even in clinical studies some ADRs may be missed as large numbers of test individuals are required to find that adverse drug reaction. Psychiatric ADRs are often missed as they are grouped together in the questionnaires used to assess the population.
An example of synergism is two drugs that both prolong the QT interval.
Specific antidotes are available for certain overdoses. For example, Naloxone is the antidote for opiates such as heroin or morphine. Similarly, benzodiazepine overdoses may be effectively reversed with flumazenil. As a nonspecific antidote, activated charcoal is frequently recommended if available within one hour of the ingestion and the ingestion is significant. Gastric lavage, syrup of ipecac, and whole bowel irrigation are rarely used.
The therapy of an acute TTP episode has to be started as early as possible. The standard treatment is the daily replacement of the missing ADAMTS13 protease in form of plasma infusions or in more severe episodes by plasma exchange. In the latter the patients plasma is replaced by donated plasma. The most common sources of ADAMTS13 is platelet-poor fresh frozen plasma (FFP) or solvent-detergent plasma.
The benefit of plasma exchange compared to plasma infusions alone may result from the additional removal of ULVWF. In general both plasma therapies are well tolerated, several mostly minor complications may be observed. The number of infusion/exchange sessions needed to overcome a TTP episode are variable but usually take less than a week in USS. The intensive plasma-therapy is generally stopped when platelet count increases to normal levels and is stable over several days.
Stabilization of the victim's airway, breathing, and circulation (ABCs) is the initial treatment of an overdose. Ventilation is considered when there is a low respiratory rate or when blood gases show the person to be hypoxic. Monitoring of the patient should continue before and throughout the treatment process, with particular attention to temperature, pulse, respiratory rate, blood pressure, urine output, electrocardiography (ECG) and O saturation. Poison control centers and medical toxicologists are available in many areas to provide guidance in overdoses to both physicians and the general public.
Not all affected patients seem to need a regular preventive plasma infusion therapy, especially as some reach longterm remission without it. Regular plasma infusions are necessary in patients with frequent relapses and in general situations with increased risk to develop an acute episode (as seen above) such as pregnancy. Plasma infusions are given usually every two to three weeks to prevent acute episodes of USS but are often individually adapted.
Several approaches have been taken to address tumor hypoxia. Some companies tried to develop drugs that are activated in hypoxic environments (Novacea, Inc. Proacta, Inc, and Threshold Pharmaceuticals, Inc), while others are currently seeking to reduce tumor hypoxia (Diffusion Pharmaceuticals, Inc. and NuvOx Pharma, LLC).
Several companies have tried to develop drugs that are activated in hypoxic environments. These drug candidates target levels of hypoxia that are common in tumors but are rare in normal tissues. The hypoxic zones of tumors generally evade traditional chemotherapeutic agents and ultimately contribute to relapse. In the literature, hypoxia has been demonstrated to be associated with a worse prognosis, making it a determinant of cancer progression and therapeutic response. Several review articles summarize the current status of hypoxic cytotoxins (hypoxia activated prodrugs). Companies that have tried drugs that are activated in hypoxic environments included Novacea, Inc. Proacta, and Threshold Pharmaceuticals. Novacea Inc discontinued development of its hypoxia activated drug. Proacta’s drug PR610 failed a Phase I clinical trial due to toxicity. Threshold Pharmaceuticals discontinued the hypxia activated prodrug, TH-302, after Phase III trials failed to show statistically significant overall survival.
Niacinamide, the active form of vitamin B, acts as a chemo- and radio-sensitizing agent by enhancing tumor blood flow, thereby reducing tumor hypoxia. Niacinamide also inhibits poly(ADP-ribose) polymerases (PARP-1), enzymes involved in the rejoining of DNA strand breaks induced by radiation or chemotherapy. As of August 2016, no clinical trials appear to be in progress for this indication.
Another approach to the treatment of tumor hypoxia is the use of an oxygen diffusion-enhancing compound to reoxygenate the hypoxic zones of tumors. The developer of oxygen diffusion-enhancing compounds, Diffusion Pharmaceuticals, tested its lead compound, trans sodium crocetinate (TSC), in a Phase II clinical trial in 59 patients newly diagnosed with glioblastoma multiforme. The results of the Phase II showed that 36% of the full-dose TSC patients were alive at 2 years, compared with historical survival values ranging from 27% to 30% for the standard of care. The main endpoint of the trial was survival at two years, not overall survival.
Another drug in development that is designed to reduce tumor hypoxia is NuvOx Pharma’s NVX-108. NVX-108 is a formulation of the perfluorocarbon, dodecafluoropentane (DDFPe). NVX-108 is injected intravenously, flows through the lungs and picks up oxygen, then flows through the arteries and releases oxygen in the precense of hypoxic tissue. A Phase Ib/II clinical trial is in progress for newly diagnosed glioblastoma multiforme. Early results have shown reversal of tumor hypoxia, and the trial continues to progress.
The individual should consult the doctor if their symptoms worsen to prevent any major complications of the condition.
Avoid alcohol—avoid alcohol consumption during the duration of the illness, because alcohol may increase stress on the already strained heart and can make symptoms worse.
Increase consumption of foods rich in selenium—eat foods rich in selenium to help the individual’s heart heal more quickly (in addition to any supplements they may also be taking).
Monitor side effects to medications—if the patient was prescribed with medication, it may be helpful if they can monitor any side effects they have (if they are present) and see their doctor if the side effects are more than just the mildly common ones.
Increase sleep—it is important to get an adequate rest due to poor heart condition. In the case of mild Keshan's disease caused by a viral agent, the individuals doctor will advise them to have complete rest (and adequate fluids) for a specific period to help their body's immune system fight the infection and heal.
Supplements—an individual will most likely be prescribed selenium supplements (in the form of selenomethionine) or have injections of this mineral.
Surgery—if surgery has been advised (implants, stents or full heart transplant) the individual cardiac specialist will advise you about the pre-operative and post-operative care that they will need to undergo and how to best take care of themselves during this time, to avoid complications or worsening of any symptoms or the hhealth.