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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)
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LINES was first described in a 54-year-old male with history of hypothyroidism who presented to an urgent care facility with bilateral axillary adenopathy and severe malaise. Incision and drainage of the nodes was performed and he was discharged home with sulfamethoxazole/trimethoprim for presumed Methicillin-resistant Staphylococcus aureus (MRSA) infection.
The patient subsequently developed a temperature of 37.5°C, expressed rigors, and night sweats. He returned to the ED the next day and on further history admitted to 3 weeks of “snorting 6-8 lines of coke a day” and smoking marijuana every evening to “come down.” He was hospitalized and treated with cefepime, doxycycline, and fluconazole empirically. The next day erythematous painful papules appeared on his trunk, arms, face, and ears. Blood cultures were negative. There was prominent necrosis of the malar region, nose, and lips with complete sparing of the back. Skin biopsy revealed extensive small vessel thrombosis throughout the superficial and deep dermal plexuses with perivascular mononuclear inflammatory infiltrate and a few neutrophils surrounding the vessels. ESR was elevated at 35 mm/hour; cardiolipin IgM was weakly positive at 16.3;C4 was decreased at 10 mg/dl; antinuclear antibodies were negative and p-ANCA was reactive. Coagulation studies were within normal limits. There was an elevated d-dimer of 17.54 mg/mL and platelets were slightly decreased. The patient’s urine drug screen was positive for cannabis but not cocaine.
Methylprednisolone was started and wound care was initiated. Epidermal necrosis then evolved to myonecrosis extending from midthigh to the foot which necessitated below knee amputation of the right extremity.The patient also required allografts to his chest and abdomen and autografts to his face and left lower extremity.
Levamisole has become a common additive to illicit cocaine. It is thought to intensify the “high” by releasing dopamine in the brain, it also acts as a bulking agent and, finally is a difficult adulterant to recognize. Potential risks of levamisole-laced cocaine include neutropenia, agranulocytosis, arthralgias, retiform purpura, skin necrosis, and fever. The skin necrosis associated with levamisole toxicity ranges from leukocytoclastic vasculitis to occlusive vasculopathy. Several cases of severe agranulocytosis associated with cocaine use have been reported since 2006. With the recently recognized dermal disease, the face and ears are commonly affected, especially the bilateral helices and cheeks. However, there have also been case reports of involvement of the abdomen, chest, lower buttocks and legs.
Suggested diagnostic criteria for cryoglobulinemic disease fall into the following obligatory and additional categories:
- Obligatory criteria: 1) cold sensitivity; 2) cutaneous symptoms (i.e. urticaria, purpura, Raynaud phenomenon, ulceration/necrosis/gangrene, and/or livedo reticularis); 3) arterial and/or venous thrombotic events; fever; 4) arthralgia/myalgia; 5) neuritis in >1 site; and 6) renal disorder.
- Additional criteria: 1) typical biopsy findings at site(s) of involvement and 2) angiogram evidence of occlusion in one or more small to medium sized arteries.
The diagnosis of secondary cryofibrinogenemia also requires evidence for the cited infectious, malignant, premalignant vasculitis, and autoimmune disorders while the diagnosis of primary cryofibriongenemia requires a lack of evidence for 1) the cited associated disorders, 2) other vascular occlusive diseases, and 3) cryoglobulinemia.
Paracetamol may be quantified in blood, plasma, or urine as a diagnostic tool in clinical poisoning situations or to aid in the medicolegal investigation of suspicious deaths. The concentration in serum after a typical dose of paracetamol usually peaks below 30 mg/l, which equals 200 µmol/L. Levels of 30–300 mg/L (200–2000 µmol/L) are often observed in overdose patients. Postmortem blood levels have ranged from 50–400 mg/L in persons dying due to acute overdosage. Automated colorimetric techniques, gas chromatography and liquid chromatography are currently in use for the laboratory analysis of the drug in physiological specimens.
Success in treating the primary disease has been reported using blood clot lysing agents such as anabolic steroids (e.g. danazol or stanozolol which is no longer available in the USA), streptokinase, and streptodornase; anticoagulants such as heparin and warfarin, and immunosuppressive drug regimens such as a corticosteroid (e.g. prednisone) combined with either azathioprine of chlorambucil. Very moderate cases may do well by simply avoiding cold exposure. Treatment with a corticosteroid plus low-dose aspirin followed by maintenance therapy with an anabolic steroid where necessary are recommended for moderately severe cases. Very severe cases generally require an immunosuppressive drug regimen and if extreme or life threatening require resorting to plasmaphoresis or plasma exchange. Cryofiltration apheresis, a method to remove plasma agents by removing cold-induced precipitated material, may be an effective alternative to plasmaphoresis and plasma exchange but is still regarded as second-line therapy for cryofibirnogenemic disease treatment.
During the several years following its initial diagnosis, some 27-47% of primary cryofibrinoginemic diseases are complicated by the development of a B-cell or T-cell lymphoma. That is, the cryofibrinoginemic disease may appear to precede by years the malignant disorder to which it is associated. Accordingly, patients require careful follow-up not only to treat their primary cryofibrinoginemic disease but also to monitor them for movement to the diagnosis of secondary cryofibrinoginemic disease caused by the development of one of these hematological malignancies.
All patients with symptomatic cryoglobulinemia are advised to avoid, or protect their extremities, from exposure to cold temperatures. Refrigerators, freezers, and air-conditioning represent dangers of such exposure.
The diagnosis is based on involvement of less than 10% of the skin. It is known as TEN when more than 30% of the skin is involved and an intermediate form with 10 to 30% involvement. A positive Nikolsky's sign is helpful in the diagnosis of SJS and TEN. A skin biopsy is helpful, but not required, to establish a diagnosis of SJS and TEN.
The diagnosis of TRAPS may show an increased IgD level in a possibly affected individual, other methods to ascertain a definite finding is via the following:
- Blood test
- Genetic test
- Clinical evaluation
Many conditions mimic or may be mistaken for warfarin necrosis, including pyoderma gangrenosum or necrotizing fasciitis. Warfarin necrosis is also different from another drug eruption associated with warfarin, purple toe syndrome, which usually occurs three to eight weeks after the start of anticoagulation therapy. No report has described this disorder in the immediate postpartum period in patients with protein S deficiency.
A person's history of taking paracetamol is somewhat accurate for the diagnosis. The most effective way to diagnose poisoning is by obtaining a blood paracetamol level. A drug nomogram developed in 1975, called the Rumack-Matthew nomogram, estimates the risk of toxicity based on the serum concentration of paracetamol at a given number of hours after ingestion. To determine the risk of potential hepatotoxicity, the paracetamol level is traced along the nomogram. Use of a timed serum paracetamol level plotted on the nomogram appears to be the best marker indicating the potential for liver injury. A paracetamol level drawn in the first four hours after ingestion may underestimate the amount in the system because paracetamol may still be in the process of being absorbed from the gastrointestinal tract. Therefore, a serum level taken before 4 hours is not recommended.
Clinical or biochemical evidence of liver toxicity may develop in one to four days, although, in severe cases, it may be evident in 12 hours. Right-upper-quadrant tenderness may be present and can aid in diagnosis. Laboratory studies may show evidence of liver necrosis with elevated AST, ALT, bilirubin, and prolonged coagulation times, particularly an elevated prothrombin time. After paracetamol overdose, when AST and ALT exceed 1000 IU/L, paracetamol-induced hepatotoxicity can be diagnosed. In some cases, the AST and ALT levels can exceed 10,000 IU/L.
Cryoglobulinemia and cryoglobulinemic disease must be distinguished from cryofibrinogenemia or cryofibrinogenemic disease, conditions which involve the cold-induced intravascular deposition of circulating native fibrinogens. The cryoglobulins in plasma or serum precipitate at lower temperatures (e.g. 4°C). Since cryofibrinogens are present in plasma but greatly depleted in serum, precipitation tests for them are positive in plasma but negative in serum. Cryofibrinogenemia is occasionally found in cases of cryoglobulinemic disease. Cryoglobulinemic disease must also be distinguished from frostbite as well as numerous other conditions that have a clinical (particularly cutaneous) presentation similar to cryoglobulinemic disease but are not exacerbated by cold temperature, e.g. dysfibrinogenemia and dysfibrinogenemic disease (conditions involving the intravascular deposition of genetically abnormal circulating fibrinogens), purpura fulminans, cholesterol emboli, warfarin necrosis, ecthyma gangrenosum, and various hypercoagulable states.
Rheumatoid factor is a sensitive test for cryoglobulinemia. The precipitated cryoglobulins are examined by immunoelectrophoresis and immunofixation to detect and quantify the presence of monoclonal IgG, IgM, IgA, κ light chain, or λ light chain immunoglobins. Other routine tests include measuring blood levels of rheumatoid factor activity, complement C4, other complement components, and hepatitic C antigen. Biopsies of skin lesions and, where indicated, kidney or other tissues can help in determining the nature of the vascular disease (immunoglobulin deposition, cryoglobulinemic vasculitis, or, in cases showing the presence of cryfibrinogenemia, fibrinogen deposition. In all events, further studies to determine the presence of hematological, infections, and autoimmune disorders are conducted on the basis of these findings as well as each cases clinical findings.
HIT may be suspected if blood tests show a falling platelet count in someone receiving heparin, even if the heparin has already been discontinued. Professional guidelines recommend that people receiving heparin have a complete blood count (which includes a platelet count) on a regular basis while receiving heparin.
However, not all people with a falling platelet count while receiving heparin turn out to have HIT. The timing, severity of the thrombocytopenia, the occurrence of new thrombosis, and the presence of alternative explanations, all determine the likelihood that HIT is present. A commonly used score to predict the likelihood of HIT is the "4 Ts" score introduced in 2003. A score of 0–8 points is generated; if the score is 0-3, HIT is unlikely. A score of 4–5 indicates intermediate probability, while a score of 6–8 makes it highly likely. Those with a high score may need to be treated with an alternative drug while more sensitive and specific tests for HIT are performed, while those with a low score can safely continue receiving heparin as the likelihood that they have HIT is extremely low. In an analysis of the reliability of the 4T score, a low score had a negative predictive value of 0.998, while an intermediate score had a positive predictive value of 0.14 and a high score a positive predictive value of 0.64; intermediate and high scores therefore warrant further investigation.
The first screening test in someone suspected of having HIT is aimed at detecting antibodies against heparin-PF4 complexes. This may be with a laboratory test of the ELISA (enzyme-linked immunosorbent assay) type. The ELISA test, however, detects all circulating antibodies that bind heparin-PF4 complexes, and may also falsely identify antibodies that do not cause HIT. Therefore, those with a positive ELISA are tested further with a functional assay. This test uses platelets and serum from the patient; the platelets are washed and mixed with serum and heparin. The sample is then tested for the release of serotonin, a marker of platelet activation. If this serotonin release assay (SRA) shows high serotonin release, the diagnosis of HIT is confirmed. The SRA test is difficult to perform and is usually only done in regional laboratories.
If someone has been diagnosed with HIT, some recommend routine Doppler sonography of the leg veins to identify deep vein thromboses, as this is very common in HIT.
The first element of treatment is usually to discontinue the offending drug, although there have been reports describing how the eruption evolved little after it had established in spite of continuing the medication. Vitamin K1 can be used to reverse the effects of warfarin, and heparin or its low molecular weight heparin (LMWH) can be used in an attempt to prevent further clotting. None of these suggested therapies have been studied in clinical trials.
Heparin and LMWH act by a different mechanism than warfarin, so these drugs can also be used to prevent clotting during the first few days of warfarin therapy and thus prevent warfarin necrosis (this is called 'bridging').
Based on the assumption that low levels of protein C are involved in the underlying mechanism, common treatments in this setting include fresh frozen plasma or pure activated protein C.
Since the clot-promoting effects of starting administration of 4-hydroxycoumarins are transitory, patients with protein C deficiency or previous warfarin necrosis can still be restarted on these drugs if appropriate measures are taken. These include gradual increase starting from low doses and supplemental administration of protein C (pure or from fresh frozen plasma).
The necrotic skin areas are treated as in other conditions, sometimes healing spontaneously with or without scarring, sometimes going on to require surgical debridement or skin grafting.
In all cases of suspected NEH, a skin biopsy should be performed, because the clinical symptoms are non specific, but the histopathological findings on the biopsy are specific. The biopsy shows characteristic changes of the eccrine glands, the major sweat glands of the body.
In NEH, eccrine gland necrosis, and neutrophils surroundings the eccrine glands, are typical findings on biopsy. If the chemotherapy has recently been administered, chemotherapy induced neutropenia may be present, and, as a result, the neutrophils may be absent. But the other characteristic finding, i.e. eccrine gland necrosis, can still be seen. A vacuolar interface dermatitis also is visible in glands and ducts, along with necrosis of the lining cells.
In addition, in patients receiving chemotherapy, keratinocyte atypia can be seen.
Stevens–Johnson syndrome (SJS) is a milder form of toxic epidermal necrolysis (TEN). These conditions were first recognised in 1922. A classification first published in 1993, that has been adopted as a consensus definition, identifies Stevens–Johnson syndrome, toxic epidermal necrolysis, and SJS/TEN overlap. All three are part of a spectrum of severe cutaneous reactions (SCAR) which affect skin and mucous membranes. The distinction between SJS, SJS/TEN overlap, and TEN is based on the type of lesions and the amount of the body surface area with blisters and erosions. It is agreed that the most reliable method to classify EM, SJS, and TEN is based on lesion morphology and extent of epidermal detachment. Blisters and erosions cover between 3% and 10% of the body in SJS, 11–30% in SJS/TEN overlap, and over 30% in TEN. The skin pattern most commonly associated with SJS is widespread, often joined or touching (confluent), papuric spots (macules) or flat small blisters or large blisters which may also join together. These occur primarily on the torso.
SJS, TEN, and SJS/TEN overlap can be mistaken for erythema multiforme. Erythema multiforme, which is also within the SCAR spectrum, differs in clinical pattern and etiology. Although both SJS and TEN can also be caused by infections, they are most often adverse effects of medications.
Drugs that commonly induce DRESS syndrome include phenobarbital, carbamazepine, phenytoin, lamotrigine, minocycline, sulfonamides, allopurinol, modafinil, dapsone, ziprasidone, vancomycin, and most recently olanzapine.
It has been associated with HHV-6 reactivation.
The symptoms of DRESS syndrome usually begin several weeks after exposure to the offending drug. No gold standard exists for diagnosis, and at least two diagnostic criteria have been proposed. The RegiSCAR criteria and the Japanese consensus group criteria are detailed in the table below.
Symptoms may be severe and involve many different organs. In a retrospective Taiwanese cohort study of 60 patients, these incidences were observed.
In terms of treatment for TNF receptor associated periodic syndrome, corticosteroids can be administered for the reduction of the severity of this condition, NSAIDS may be used for fever.
Given the fact that HIT predisposes strongly to new episodes of thrombosis, it is not sufficient to simply discontinue the heparin administration. Generally, an alternative anticoagulant is needed to suppress the thrombotic tendency while the generation of antibodies stops and the platelet count recovers. To make matters more complicated, the other most commonly used anticoagulant, warfarin, should not be used in HIT until the platelet count is at least 150 x 10^9/L because there is a very high risk of warfarin necrosis in people with HIT who have low platelet counts. Warfarin necrosis is the development of skin gangrene in those receiving warfarin or a similar vitamin K inhibitor. If the patient was receiving warfarin at the time when HIT is diagnosed, the activity of warfarin is reversed with vitamin K. Transfusing platelets is discouraged, as there is a theoretical risk that this may worsen the risk of thrombosis; the platelet count is rarely low enough to be the principal cause of significant hemorrhage.
Various non-heparin agents are used to provide anticoagulation in those with strongly suspected or proven HIT: danaparoid, fondaparinux, bivalirudin and argatroban. These are alternatives to heparin therapy. Not all agents are available in all countries, and not all are approved for this specific use. For instance, argatroban is only recently licensed in the United Kingdom, and danaparoid is not available in the United States. Fondaparinux, a Factor Xa inhibitor, is commonly used off label for HIT treatment in the United States.
According to a systematic review, people with HIT treated with lepirudin showed a relative risk reduction of clinical outcome (death, amputation, etc.) to be 0.52 and 0.42 when compared to patient controls. In addition, people treated with argatroban for HIT showed a relative risk reduction of the above clinical outcomes to be 0.20 and 0.18. Lepirudin production stopped on May 31, 2012.
A diagnosis can only be definitively made after genetic testing to look for a mutation in the "DOCK8" gene. However, it can be suspected with a high IgE level and eosinophilia. Other suggestive laboratory findings include decreased numbers of B cells, T cells, and NK cells; and hypergammaglobulinemia. It can be distinguished from autosomal dominant hyper-IgE (STAT3 deficiency) because people with DOCK8 deficiency have low levels of IgM and an impaired secondary immune response. IgG and IgA levels are usually normal to high. It can be distinguished from the similar X-linked Wiskott–Aldrich syndrome by the presence of thrombocytopenia and the consequent bloody diarrhea, as well as its pattern of inheritance. WHIM syndrome, caused by a mutation in CXCR4, is associated with similar chronic cutaneous viral infections.
NEH is self-limited and usually resolves without treatment. In the overwhelming majority of the cases, spontaneous resolution occurs within 1–2 weeks.
However, if the patient developed NEH after chemotherapy, the offending cytotoxic drug has to be discontinued, and the patient must avoid this particular cytotoxic drug in the future, because NEH usually re occurs upon re exposure to the same cytotoxic drug.
Despite the fact that NEH is self limited and usually resolves without treatment, some researchers use treatment, mainly systemic corticosteroids, although the efficacy of such a therapy has not been demonstrated in a large randomised controlled clinical trial until now.
Injection site reactions are allergic reactions that result in cutaneous necrosis that may occur at sites of medication injection, typically presenting in one of two forms, (1) those associated with intravenous infusion or (2) those related to intramuscular injection. Intra muscular injections may produce a syndrome called livedo dermatitis.
Alpha-1 antitrypsin deficiency panniculitis is a panniculitis associated with a deficiency of the α-antitrypsin enzyme.
It can occur in any fatty tissue (cutaneous or visceral) and is often diagnosed on the basis of a deep skin biopsy, and can be further classified by histological characteristics based on the location of the inflammatory cells (within fatty lobules or in the septa which separate them) and on the presence or absence of vasculitis.
There are thus four main histological subtypes:
1. lobular panniculitis without vasculitis (acute panniculitis, previously termed Weber–Christian disease, systemic nodular panniculitis)
2. lobular panniculitis with vasculitis
3. septal panniculitis without vasculitis
4. septal panniculitis with vasculitis
Catastrophic antiphospholipid syndrome (CAPS), also known as Asherson's syndrome, is an acute and complex biological process that leads to occlusion of small vessels of various organs. It was first described by Ronald Asherson in 1992. The syndrome exhibits thrombotic microangiopathy, multiple organ thrombosis, and in some cases tissue necrosis and is considered an extreme or catastrophic variant of the antiphospholipid syndrome.
CAPS has a mortality rate of about 50%. With the establishment of a CAPS-Registry more has been learned about this syndrome, but its cause remains unknown. Infection, trauma, medication, and/or surgery can be identified in about half the cases as a "trigger". It is thought that cytokines are activated leading to a cytokine storm with the potentially fatal consequences of organ failure. A low platelet count is a common finding. Individuals with CAPS often exhibit a positive test to antilipid antibodies, typically IgG, and may or may not have a history of lupus or another connective tissue disease. Association with another disease such as lupus is called a secondary APS unless it includes the defining criteria for CAPS.
Clinically, the syndrome affects at least three organs and may affect many organs systems. Peripheral thrombosis may be encountered affecting veins and arteries. Intraabdominal thrombosis may lead to pain. Cardiovascular, nervous, kidney, and lung system complications are common. The affected individual may exhibit skin purpura and necrosis. Cerebral manifestations may lead to encephalopathy and seizures. Myocardial infarctions may occur. Strokes may occur due to the arterial clotting involvement. Death may result from multiple organ failure.
Treatments may involve the following steps:
- Prevention includes the use of antibiotics for infection and parenteral anticoagulation for susceptible patients.
- Specific therapy includes the use of intravenous heparin and corticosteroids, and possibly plasma exchanges, intravenous immunoglobulin.
- Additional steps may have to be taken to manage circulatory problems, kidney failure, and respiratory distress.
- When maintaining survival of the disease treatments also include high doses of Rituxan (Rituximab) to maintain stability.