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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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Two elements are considered: radiology and joint fluid analysis.
Radiology has a large role to play in finding chondrocalcinosis, with radiographs, CT scans, MRIs, US, and nuclear medicine all having a part. CT scans and MRIs show calcific masses (usually within the ligamentum flavum or joint capsule), however radiography is more successful. At ultrasound, chondrocalcinosis may be depicted as echogenic foci with no acoustic shadow within the hyaline cartilage. As with most conditions, CPPD can present with similarity to other diseases such as ankylosing spondylitis and gout.
Arthrocentesis, or removing synovial fluid from the affected joint, is performed to test the synovial fluid for the calcium pyrophosphate crystals that are present in CPPD. When stained with H&E stain, calcium pyrophosphate crystals appears deeply blue ("basophilic"). However, CPP crystals are much better known for their rhomboid shape and weak positive birefringence on polarized light microscopy, and this method remains the most reliable method of identifying the crystals under the microscope. However, even this method suffers from poor sensitivity, specificity, and inter-operator agreement.
These two modalities currently define CPPD disease but lack diagnostic accuracy, and are potentially epiphenomenological.
Ultrasonography and magnetic resonance imaging of the hands and/or feet have been proposed as useful diagnostic investigations in RS3PE.
Some studies linked RS3PE to HLA-B27 whereas others have not.
Inflammatory arthritis can be disabling to the point where people with the diseases can lose their jobs, which can cause psychological distress. Because it is typically progressive, those who lose their jobs are unlikely to re-enter the workforce after leaving due to their diagnosis. Programs now aim to retain those with inflammatory arthritis by preventing work-related injuries and by making necessary accommodations in the workplace. A 2014 Cochrane review found low-quality evidence that work focused interventions, including counseling, education, advocacy, and occupational medicine consultations, were effective in retaining workers with inflammatory arthritis.
Arthritis mutilans' parent condition psoriatic arthritis leaves people with a mortality risk 60% higher than the general population, with premature death causes mirroring those of the general population, cardiovascular issues being most common. Life expectancy for people with psoriatic arthritis is estimated to be reduced by approximately 3 years.
The bone edema in arthitis mutilans can be treated with TNF inhibitors in the short term: a 2007 study found that the bone edema associated with psoriatic arthritis (of which arthitis mutilans is a subtype) responded to TNF inhibitors with "dramatic" improvement, but the study was not determinative of whether TNF inhibitors would prevent new bone formation, bone fusion, or osteolysis (bone resorption).
Because any medication that could reduce the inflammation of CPPD bears a risk of causing organ damage, treatment is not advised if the condition is not causing pain.
For acute pseudogout, treatments include intra-articular corticosteroid injection, systemic corticosteroids, non-steroidal anti-inflammatory drugs (NSAIDs), or, on occasion, high-dose colchicine. In general, NSAIDs are administered in low doses to help prevent CPPD. However, if an acute attack is already occurring, higher doses are administered. If nothing else works, hydroxychloroquine or methotrexate may provide relief.
Research into surgical removal of calcifications is underway, however this still remains an experimental procedure.
The worldwide prevalence of inflammatory arthritis is approximately 3%. Rheumatoid arthritis, psoriatic arthritis, ankylosing spondylitis, and undifferentiated spondyloarthritis are the most common subtypes of inflammatory arthritis. The diseases occur most commonly in the 30-40 age group.
RS3PE responds excellently to low dose corticosteroids, with sustained and often complete remission. Non-steroidal anti-inflammatory drugs (NSAIDs) have also been used. Hydroxychloroquine has proven effective in some cases.
Enteropathic arthropathy or enteropathic arthritis refers to acute or subacute arthritis in association with, or as a reaction to, an enteric (usually colonic) inflammatory condition.
Arthropathy may also include joint conditions caused by physical trauma to joints, but is traditionally used to describe the following conditions:
- "Reactive arthropathy" (M02-M03) is caused by an infection, but not a direct infection of the synovial space. (See also Reactive arthritis)
- "Enteropathic arthropathy" (M07) is caused by colitis and related conditions.
- "Crystal arthropathy" (also known as "crystal arthritis") (M10-M11) involves the deposition of crystals in the joint.
- In gout, the crystal is uric acid.
- In pseudogout/chondrocalcinosis/calcium pyrophosphate deposition disease, the crystal is calcium pyrophosphate.
- "Diabetic arthropathy" (M14.2, E10-E14) is caused by diabetes.
- "Neuropathic arthropathy" (M14.6) is associated with a loss of .
Note that reactive arthritis can also occur secondary to urethral infection. In that case, the term enteropathic arthropathy would not be used.
Common clinical signs and symptoms of Whipple's disease include diarrhea, steatorrhea, abdominal pain, weight loss, migratory arthropathy, fever, and neurological symptoms. Weight loss and diarrhea are the most common symptoms that lead to identification of the process, but may be preceded by chronic, unexplained, relapsing episodes of non-destructive seronegative arthritis, often of large joints.
Diagnosis is made by biopsy, usually by duodenal endoscopy, which reveals PAS-positive macrophages in the lamina propria containing non-acid-fast gram-positive bacilli. Immunohistochemical staining for antibodies against "T. whipplei" has been used to detect the organism in a variety of tissues, and a PCR-based assay is also available. PCR can be confirmatory if performed on blood, vitreous fluid, synovial fluid, heart valves, or cerebrospinal fluid. PCR of saliva, gastric or intestinal fluid, and stool specimens is highly sensitive, but not specific enough, indicating that healthy individuals can also harbor the causative bacterium without the manifestation of Whipple's disease, but that a negative PCR is most likely indicative of a healthy individual.
Endoscopy of the duodenum and jejunum can reveal pale yellow shaggy mucosa with erythematous eroded patches in patients with classic intestinal Whipple's disease, and small bowel X-rays may show some thickened folds. Other pathological findings may include enlarged mesenteric lymph nodes, hypercellularity of lamina propria with "foamy macrophages", and a concurrent decreased number of lymphocytes and plasma cells, per high power field view of the biopsy.
A D-Xylose test can be performed, which is where the patient will consume 4.5g of D-xylose, a sugar, by mouth. The urine excretion of D-Xylose is then measured after 5 hours. The majority of D-Xylose is absorbed normally, and should be found in the urine. If the D-Xylose is found to be low in the urine, this suggests an intestinal malabsorption problem such as bacterial overgrowth of the proximal small intestine, Whipple's Disease, or an autoimmune with diseases such as Celiac's Disease (allergy to gluten) or Crohn's Disease (autoimmune disease affecting the small intestine). With empiric antibiotic treatment after an initial positive D-Xylose test, and if a follow-up D-Xylose test is positive (decreased urine excretion) after antibiotic therapy, then this would signify it is not bacterial overgrowth of the proximal small intestine. Since Whipple's disease is so rare, a follow-up positive D-Xylose test more likely indicates a non-infectious etiology and more likely an autoimmune etiology. Clinical correlation is recommended to rule out Whipple's disease.
An arthropathy is a disease of a joint. Arthritis is a form of arthropathy that involves inflammation of one or more joints, while the term arthropathy may be used regardless of whether there is inflammation or not.
Spondylarthropathy is any form of arthropathy of the vertebral column.
At least one study suggests that gluten neuropathy can be effectively treated with a gluten-free diet. In the study, 35 patients with gluten neuropathy adhered to a gluten-free diet, where adherence was monitored serologically. After one year, the treatment group had improved significantly compared to the control group. The indicators of improvements were improvements of sural sensory action potential and subjective improvement of neuropathic symptoms. Subgroup analysis suggested that severe neuropathy might imply reduced capacity for recovery of the peripheral nerves or longer recovery.
Jaccoud arthropathy (JA), Jaccoud deformity or Jaccoud's arthopathy is a chronic non-erosive reversible joint disorder that may occur after repeated bouts of arthritis. It is caused by inflammation of the joint capsule and subsequent fibrotic retraction, causing ulnar deviation of the fingers, through metacarpophalangeal joint (MCP) subluxation, primarily of the ring and little-finger. Joints in the feet, knees and shoulders may also get affected. It is commonly associated with systemic lupus erythematosus (SLE), and occurs in roughly 5% of all cases.
When associated with rheumatic fever it is also called chronic post–RF arthropathy.
Originally thought to be associated only with rheumatic fever, it has since been shown to occur also in SLE, Sjögren syndrome, scleroderma, dermatomyositis, psoriatic arthritis, vasculitis, ankylosing spondylitis, mixed connective tissue disease, and pyrophosphate deposition disease. It is distinct from bone erosion which is commonly associated with rheumatic arthritis, and also distinct from mild deforming arthropathy which is associated with SLE. There have also been cases of non-rheumatic JA associated with Lyme disease, HIV-infection and a number of other conditions.
Treatment focuses toward alleviating pain and in maintaining functionality of the affected joints through use of nonsteroidal anti-inflammatory drugs, corticosteroids, antimalarial drugs and physiotherapy. Surgery is also a possibility, with osteotomy or stabilization with Kirschner intramedullary wire. Tendon relocation, however, has been shown to only work in 30% of cases. The condition is named after the French 19th century physician Sigismond Jaccoud.
Treatment is with penicillin, ampicillin, tetracycline, or co-trimoxazole for one to two years. Any treatment lasting less than a year has an approximate relapse rate of 40%. Recent expert opinion is that Whipple's disease should be treated with doxycycline with hydroxychloroquine for 12 to 18 months. Sulfonamides (sulfadiazine or sulfamethoxazole) may be added for treatment of neurological symptoms.
Diagnosis of gluten-sensitive neuropathies without a clear cause is on the rise. These "idiopathic" neuropathies were first identified by screening for anti-gliadin IgG (AGA). The criteria have been critiqued because of the large misdiagnosis rate of coeliac disease (CD), and because AGA exists in the normal population at over 12%, far more abundant than cases of neuropathy. The problem in diagnosis arises because there are precursor states prior to coeliac disease. These are called coeliac disease and early gluten-sensitive enteropathy and are defined as Marsh grade 1 and 2 coeliac disease. Coeliac disease was diagnosed by duodenal biopsy, often misinterpreted as negative as high as grade 3 on the Marsh scale. Anti-gliadin antibodies may precede or lag the appearance of coeliac disease. Studies in Scandinavia found an increase of pathologies as much as 10 years before coeliac disease. These included gastrointestinal symptoms, anemia or other autoimmune disease. In addition IgG and IgA responses sometimes accompany allergic responses to proteins. Gliadin is exceptional in that it has several proteins which remain peptides of considerable length after digestion, and migrate into systemic circulation.
A subset of people with idiopathic neuropathies have only anti-gliadin antibodies but none of the other enteropathic criteria. About 1/3 have no DQ2 or DQ8 and an apparent abundance of HLA-DQ1. One percent of coeliacs in Europe have no DQ2 and DQ8 but have DQ1. The DQ1 serotype is very common in the normal population, over 65% of Americans have one copy, therefore the linkage is speculative.
Outcomes vary depending on the location of the disease, the degree of damage to the joint, and whether surgical repair was necessary. Average healing times vary from 55–97 days depending on location. Up to 1–2 years may be required for complete healing.
The diagnosis of osteomyelitis is complex and relies on a combination of clinical suspicion and indirect laboratory markers such as a high white blood cell count and fever, although confirmation of clinical and laboratory suspicion with imaging is usually necessary.
Radiographs and CT are the initial method of diagnosis, but are not sensitive and only moderately specific for the diagnosis. They can show the cortical destruction of advanced osteomyelitis, but can miss nascent or indolent diagnoses.
Confirmation is most often by MRI. The presence of edema, diagnosed as increased signal on T2 sequences, is sensitive, but not specific, as edema can occur in reaction to adjacent cellulitis. Confirmation of bony marrow and cortical destruction by viewing the T1 sequences significantly increases specificity. The administration of intravenous gadolinium-based contrast enhances specificity further. In certain situations, such as severe Charcot arthropathy, diagnosis with MRI is still difficult. Similarly, it is limited in distinguishing bone infarcts from osteomyelitis in sickle cell anemia.
Nuclear medicine scans can be a helpful adjunct to MRI in patients who have metallic hardware that limits or prevents effective magnetic resonance. Generally a triple phase technetium 99 based scan will show increased uptake on all three phases. Gallium scans are 100% sensitive for osteomyelitis but not specific, and may be helpful in patients with metallic prostheses. Combined WBC imaging with marrow studies have 90% accuracy in diagnosing osteomyelitis.
Diagnosis of osteomyelitis is often based on radiologic results showing a lytic center with a ring of sclerosis. Culture of material taken from a bone biopsy is needed to identify the specific pathogen; alternative sampling methods such as needle puncture or surface swabs are easier to perform, but do not produce reliable results.
Factors that may commonly complicate osteomyelitis are fractures of the bone, amyloidosis, endocarditis, or sepsis.
Clinical findings include erythema, edema and increased temperature in the affected joint. In neuropathic foot joints, plantar ulcers may be present. Note that it is often difficult to differentiate osteomyelitis from a Charcot joint, as they may have similar tagged WBC scan and MRI features (joint destruction, dislocation, edema). Definitive diagnosis may require bone or synovial biopsy.
Diagnosis of sarcoidosis is a matter of exclusion, as there is no specific test for the condition. To exclude sarcoidosis in a case presenting with pulmonary symptoms might involve a chest radiograph, CT scan of chest, PET scan, CT-guided biopsy, mediastinoscopy, open lung biopsy, bronchoscopy with biopsy, endobronchial ultrasound, and endoscopic ultrasound with fine-needle aspiration of mediastinal lymph nodes (EBUS FNA). Tissue from biopsy of lymph nodes is subjected to both flow cytometry to rule out cancer and special stains (acid fast bacilli stain and Gömöri methenamine silver stain) to rule out microorganisms and fungi.
Serum markers of sarcoidosis, include: serum amyloid A, soluble interleukin-2 receptor, lysozyme, angiotensin converting enzyme, and the glycoprotein KL-6. Angiotensin-converting enzyme blood levels are used in the monitoring of sarcoidosis. A bronchoalveolar lavage can show an elevated (of at least 3.5) CD4/CD8 T cell ratio, which is indicative (but not proof) of pulmonary sarcoidosis. In at least one study the induced sputum ratio of CD4/CD8 and level of TNF was correlated to those in the lavage fluid. A sarcoidosis-like lung disease called granulomatous–lymphocytic interstitial lung disease can be seen in patients with common variable immunodeficiency (CVID) and therefore serum antibody levels should be measured to exclude CVID.
Differential diagnosis includes metastatic disease, lymphoma, septic emboli, rheumatoid nodules, granulomatosis with polyangiitis, varicella infection, tuberculosis, and atypical infections, such as "Mycobacterium avium" complex, cytomegalovirus, and cryptococcus. Sarcoidosis is confused most commonly with neoplastic diseases, such as lymphoma, or with disorders characterized also by a mononuclear cell granulomatous inflammatory process, such as the mycobacterial and fungal disorders.
Chest radiograph changes are divided into four stages:
1. bihilar lymphadenopathy
2. bihilar lymphadenopathy and reticulonodular infiltrates
3. bilateral pulmonary infiltrates
4. fibrocystic sarcoidosis typically with upward hilar retraction, cystic and bullous changes
Although people with stage 1 radiographs tend to have the acute or subacute, reversible form of the disease, those with stages 2 and 3 often have the chronic, progressive disease; these patterns do not represent consecutive "stages" of sarcoidosis. Thus, except for epidemiologic purposes, this categorization is mostly of historic interest.
In sarcoidosis presenting in the Caucasian population, hilar adenopathy and erythema nodosum are the most common initial symptoms. In this population, a biopsy of the gastrocnemius muscle is a useful tool in correctly diagnosing the person. The presence of a noncaseating epithelioid granuloma in a gastrocnemius specimen is definitive evidence of sarcoidosis, as other tuberculoid and fungal diseases extremely rarely present histologically in this muscle.
The definition of OM is broad, and encompasses a wide variety of conditions. Traditionally, the length of time the infection has been present and whether there is suppuration (pus formation) or sclerosis (increased density of bone) is used to arbitrarily classify OM. Chronic OM is often defined as OM that has been present for more than one month. In reality, there are no distinct subtypes; instead there is a spectrum of pathologic features that reflect balance between the type and severity of the cause of the inflammation, the immune system and local and systemic predisposing factors.
- Suppurative osteomyelitis
- Acute suppurative osteomyelitis
- Chronic suppurative osteomyelitis
- Primary (no preceding phase)
- Secondary (follows an acute phase)
- Non-suppurative osteomyelitis
- Diffuse sclerosing
- Focal sclerosing (condensing osteitis)
- Proliferative periostitis (periostitis ossificans, Garré's sclerosing osteomyelitis)
- Osteoradionecrosis
OM can also be typed according to the area of the skeleton in which it is present. For example, osteomyelitis of the jaws is different in several respects from osteomyelitis present in a long bone. Vertebral osteomyelitis is another possible presentation.
Sarcoidosis may be divided into the following types:
- Annular sarcoidosis
- Erythrodermic sarcoidosis
- Ichthyosiform sarcoidosis
- Hypopigmented sarcoidosis
- Löfgren syndrome
- Lupus pernio
- Morpheaform sarcoidosis
- Mucosal sarcoidosis
- Neurosarcoidosis
- Papular sarcoid
- Scar sarcoid
- Subcutaneous sarcoidosis
- Systemic sarcoidosis
- Ulcerative sarcoidosis
Trochleitis is diagnosed based on three criteria: 1) demonstration of inflammation of superior oblique tendon/ trochlea region, 2) periorbital pain and tenderness to palpation in the area of the sore trochlea, and 3) worsening of pain on attempted vertical eye movement, particularly with adduction of the eye. It is important to identify trochleitis because it is a treatable condition and the patient can benefit much from pain relief. Treatment consists of a single injection of corticosteroids to the affected peritrochlear region. A specific "cocktail" consisting of 0.5 ml of depomedrol (80 mg/ml) and 0.5 ml of 2% lidocaine can be injected into the trochlea; immediate relief due to the effects of the local anesthetic indicates successful placement. However, great care must be taken as the injection is in the region of several arteries, veins and nerves. The needle should not be too small (so as not to penetrate tiny structures), the surgeon should draw back on the syringe (to ensure not have pierced a vessel), the lidocaine should not contain epinephrine (which could cause vasospasm), and the pressure of the injection must always be controlled. Only a limited number of injections can be made as they would otherwise lead to muscle atrophy. Diagnosis can be confirmed by response to this treatment; pain and swelling are expected to disappear in 48–72 hours. Some patients experience recurrence of trochleitis.
The Sartorius staging system is more sophisticated than Hurley's. Sartorius "et al." suggested that the Hurley system is not sophisticated enough to assess treatment effects in clinical trials during research. This classification allows for better dynamic monitoring of the disease severity in individual patients. The elements of this staging system are:
- Anatomic regions involved (axilla, groin gluteal, or other region or inframammary region left or right)
- Number and types of lesions involved (abscesses, nodules, fistulas [actually sinuses], scars, points for lesions of all regions involved)
- The distance between lesions, in particular the longest distance between two relevant lesions (i.e., nodules and fistulas in each region or size if only one lesion present)
- The presence of normal skin in between lesions (i.e., are all lesions clearly separated by normal skin?)
Points are accumulated in each of the above categories, and added to give both a regional and total score. In addition, the authors recommend adding a visual analog scale for pain or using the dermatology life quality index (DLQI, or the Skindex) when assessing HS.