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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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The cause of IPF is unknown but certain environmental factors and exposures have been shown to increase the risk of getting IPF. Cigarette smoking is the best recognized and most accepted risk factor for IPF, and increases the risk of IPF by about twofold. Other environmental and occupation exposures such as exposure to metal dust, wood dust, coal dust, silica, stone dust, biologic dusts coming from hay dust or mold spores or other agricultural products, and occupations related to farming/livestock have also been shown to increase the risk for IPF. There is some evidence that viral infections may be associated with idiopathic pulmonary fibrosis and other fibrotic lung diseases.
According to a recent study, the main risk factors for RA-ILD are advancing age, male sex, greater RA disease activity, rheumatoid factor (RF) positivity, and elevated titers of anticitrullinated protein antibodies such as anticyclic citrullinated peptide. Cigarette smoking also appears to increase risk of RA-ILD, especially in patients with human leukocyte antigen DRB1.
A recently published retrospective study by a team from Beijing Chao-Yang Hospital in Beijing, China, supported three of the risk factors listed for RA-ILD and identified an additional risk factor. In that study of 550 RA patients, logistic regression analysis of data collected on the 237 (43%) with ILD revealed that age, smoking, RF positivity, and elevated lactate dehydrogenase closely correlated with ILD.
Recent studies have identified risk factors for disease progression and mortality. A retrospective study of 167 patients with RA-ILD determined that the usual interstitial pneumonia (UIP) pattern on high-resolution computed tomography (HRCT) was a risk factor for progression, as were severe disease upon diagnosis and rate of change in pulmonary function test results in the first 6 months after diagnosis.
A study of 59 RA-ILD patients found no median survival difference between those with the UIP pattern and those without it. But the UIP group had more deaths, hospital admissions, need for supplemental oxygen, and decline in lung function.
The clinical course of IPF can be unpredictable. IPF progression is associated with an estimated median survival time of 2 to 5 years following diagnosis.
The 5-year survival for IPF ranges between 20–40%, a mortality rate higher than that of a number of malignancies, including colon cancer, multiple myeloma and bladder cancer.
Recently a multidimensional index and staging system has been proposed to predict mortality in IPF. The name of the index is GAP and is based on gender [G], age [A], and two lung physiology variables [P] (FVC and DL that are commonly measured in clinical practice to predict mortality in IPF. The highest stage of GAP (stage III) has been found to be associated with a 39% risk of mortality at 1 year. This model has also been evaluated in IPF and other ILDs and shown good performance in predicting mortality in all main ILD subtypes. A modified ILD-GAP Index has been developed for application across ILD subtypes to provide disease-specific survival estimates. In IPF patients, the overall mortality at 5 years rate is high but the annual rate of all-cause mortality in patients with mild to moderate lung impairment is relatively low. This is the reason why change in lung function (FVC) is usually measured in 1-year clinical trials of IPF treatments rather than survival.
In addition to clinical and physiological parameters to predict how rapidly patients with IPF might progress, genetic and molecular features are also associated with IPF mortality. For example, it has been shown that IPF patients who have a specific genotype in the mucin MUC5B gene polymorphism (see above) experience slower decline in FVC and significantly improved survival. Even if such data are interesting from a scientific point of view, the application in the clinical routine of a prognostic model based on specific genotypes is still not possible.
ILD may be classified according to the cause. One method of classification is as follows:
1. Inhaled substances
- Inorganic
- Silicosis
- Asbestosis
- Berylliosis
- printing workers (eg. carbon bblack, ink mist)
- Organic
- Hypersensitivity pneumonitis
2. Drug-induced
- Antibiotics
- Chemotherapeutic drugs
- Antiarrhythmic agents
3. Connective tissue and Autoimmune diseases
- Rheumatoid arthritis
- Systemic lupus erythematosus
- Systemic sclerosis
- Polymyositis
- Dermatomyositis
4. Infection
- Atypical pneumonia
- Pneumocystis pneumonia (PCP)
- Tuberculosis
- "Chlamydia" trachomatis
- Respiratory Syncytial Virus
5. Idiopathic
- Sarcoidosis
- Idiopathic pulmonary fibrosis
- Hamman-Rich syndrome
- Antisynthetase syndrome
6. Malignancy
- Lymphangitic carcinomatosis
7. Predominantly in children
- Diffuse developmental disorders
- Growth abnormalities deficient alveolarisation
- Infant conditions of undefined cause
- ILD related to alveolar surfactant region
Interstitial lung disease (ILD), or diffuse parenchymal lung disease (DPLD), is a group of lung diseases affecting the interstitium (the tissue and space around the air sacs of the lungs). It concerns alveolar epithelium, pulmonary capillary endothelium, basement membrane, perivascular and perilymphatic tissues. It may occur when an injury to the lungs triggers an abnormal healing response. Ordinarily, the body generates just the right amount of tissue to repair damage. But in interstitial lung disease, the repair process goes awry and the tissue around the air sacs (alveoli) becomes scarred and thickened. This makes it more difficult for oxygen to pass into the bloodstream. The term ILD is used to distinguish these diseases from obstructive airways diseases.
In children, several unique forms of ILD exist which are specific for the young age groups. The acronym chILD is used for this group of diseases and is derived from the English name, Children’s Interstitial Lung Diseases – chILD.
Prolonged ILD may result in pulmonary fibrosis, but this is not always the case. Idiopathic pulmonary fibrosis is interstitial lung disease for which no obvious cause can be identified (idiopathic), and is associated with typical findings both radiographic (basal and pleural based fibrosis with honeycombing) and pathologic (temporally and spatially heterogeneous fibrosis, histopathologic honeycombing and fibroblastic foci).
In 2013 interstitial lung disease affected 595,000 people globally. This resulted in 471,000 deaths.
The exact cause of rheumatoid lung disease is unknown. However, associated factors could be due largely to smoking. Sometimes, the medicines used to treat rheumatoid arthritis, especially methotrexate, may result in lung disease.
Prevention's:
- Stop smoking: Chemicals found in cigarettes can irritate already delicate lung tissue, leading to further complications.
- Having regular checkups: The doctor could listen to lungs and monitor breathing, because lung problems that are detected early can be easier to treat.
To properly treat a patient with tracheobronchomalacia, the subtype must be determined (primary or secondary). After the type is named, the cause must be identified, whether it is from genetics, a trauma accident, or chronic tracheal illness. If a trauma case or chronic tracheal illnesses were the cause, the first steps of treatment would be to fix or help these underlying issues. If the cause is genetic or the previous underlying issues could not be fixed, other treatments would be assessed. More severe treatments include silicone stenting to prevent tracheal constriction, surgery to strengthen or attempt to rebuild the walls, continuous positive airway pressure that has a machine blow small amounts of air into the trachea to keep it open (mainly at night), or a tracheostomy, which is surgically put into your neck that leads to your trachea to help with breathing. People with tracheobronchomalacia who do not experience symptoms do not need treatment and are often undiagnosed.
Tracheobronchomalacia or TBM is a condition characterized by flaccidity of the tracheal support cartilage which leads to tracheal collapse. This condition can also affect the bronchi. There are two forms of this rare condition: primary TB and secondary TB. Primary TB is congenital and starts as early as two years old. It is mainly linked to genetic causes. Secondary TB is acquired and starts in adulthood. It is mainly developed after an accident or chronic inflammation.
On 28 May 2013, it was reported that a cure had been developed via a 3D printed windpipe. This cure has currently saved the lives of at least 3 infants.
Estimation of the frequency of SGD is difficult, as it is an extremely rare disease with few cases reported in literature. The condition was first reported in 1980, and since only a handful more cases have been published.
A survey of 10,000 American households revealed that the prevalence of diagnosed primary immunodeficiency approaches 1 in 1200. This figure does not take into account people with mild immune system defects who have not received a formal diagnosis.
Milder forms of primary immunodeficiency, such as selective immunoglobulin A deficiency, are fairly common, with random groups of people (such as otherwise healthy blood donors) having a rate of 1:600. Other disorders are distinctly more uncommon, with incidences between 1:100,000 and 1:2,000,000 being reported.
By definition, primary immune deficiencies are due to genetic causes. They may result from a single genetic defect, but most are multifactorial. They may be caused by recessive or dominant inheritance. Some are latent, and require a certain environmental trigger to become manifest, like the presence in the environment of a reactive allergen. Other problems become apparent due to aging of bodily and cellular maintenance processes.
Treatment consists mainly of high dose antibiotics for active infections and prophylactic antibiotics for prevention of future infections. GM-CSF therapy or bone marrow transplant might be considered for severe cases. Prognosis is difficult to predict, but patients receiving treatment are generally able to survive to adulthood.
A large percentage of children that suffer from PEM also have other co-morbid conditions. The most common co-morbidities are diarrhea (72.2% of a sample of 66 subjects) and malaria (43.3%). However, a variety of other conditions have been observed with PEM, including sepsis, severe anaemia, bronchopneumonia, HIV, tuberculosis, scabies, chronic suppurative otitis media, rickets, and keratomalacia. These co-morbidities tax already malnourished children and may prolong hospital stays initially for PEM and may increase the likelihood of death.
The prognosis is guarded with an overall mortality of 50%. Poor prognostic factors included HLH associated with malignancy, with half the patients dying by 1.4 months compared to 22.8 months for non-tumour associated HLH patients.
Secondary HLH in some individuals may be self-limited because patients are able to fully recover after having received only supportive medical treatment (i.e., IV immunoglobulin only). However, long-term remission without the use of cytotoxic and immune-suppressive therapies is unlikely in the majority of adults with HLH and in those with involvement of the central nervous system (brain and/or spinal cord).
LRBA deficiency presents as a syndrome of autoimmunity, lymphoproliferation, and humoral immune deficiency. Predominant clinical problems include idiopathic thrombocytopenic purpura (ITP), autoimmune hemolytic anemia (AIHA), and an autoimmune enteropathy. Before the discovery of these gene mutations, patients were diagnosed with common variable immune deficiency (CVID), which is characterized by low antibody levels and recurrent infections. Infections mostly affect the respiratory tract, as many patients suffer from chronic lung disease, pneumonias, and bronchiectasis. Lymphocytic interstitial lung disease (ILD) is also observed, which complicates breathing and leads to impairment of lung function and mortality. Infections can also occur at other sites, such as the eyes, skin and gastrointestinal tract. Many patients suffer from chronic diarrhea and inflammatory bowel disease. Other clinical features can include hepatosplenomegaly, reoccurring warts, growth retardation, allergic dermatitis, and arthritis. Notably, LRBA deficiency has also been associated with type 1 diabetes mellitus. There is significant clinical phenotypic overlap with disease caused by CTLA4 haploinsufficiency. Since LRBA loss results in a loss of CTLA4 protein, the immune dysregulation syndrome of LRBA deficient patients can be attributed to the secondary loss of CTLA4. Because the predominant features of the disease include autoantibody-mediated disease (AIHA, ITP), Treg defects (resembling those found in CTLA4 haploinsufficient patients), autoimmune infiltration (of non-lymphoid organs, also resembling that found in CTLA4 haploinsufficient patients), and enteropathy, the disease has been termed LATAIE for LRBA deficiency with autoantibodies, Treg defects, autoimmune infiltration, and enteropathy.
Although protein energy malnutrition is more common in low-income countries, children from higher-income countries are also affected, including children from large urban areas in low socioeconomic neighborhoods. This may also occur in children with chronic diseases, and children who are institutionalized or hospitalized for a different diagnosis. Risk factors include a primary diagnosis of intellectual disability, cystic fibrosis, malignancy, cardiovascular disease, end stage renal disease, oncologic disease, genetic disease, neurological disease, multiple diagnoses, or prolonged hospitalization. In these conditions, the challenging nutritional management may get overlooked and underestimated, resulting in an impairment of the chances for recovery and the worsening of the situation.
PEM is fairly common worldwide in both children and adults and accounts for 6 million deaths annually. In the industrialized world, PEM is predominantly seen in hospitals, is associated with disease, or is often found in the elderly.
LRBA deficiency is a rare genetic disorder of the immune system. This disorder is caused by a mutation in the gene "LRBA". LRBA stands for “Lipopolysaccharide (LPS)-responsive vesicle trafficking, beach- and anchor-containing” gene. This condition is characterized by autoimmunity, lymphoproliferation, and immune deficiency. It was first described by Gabriela Lopez-Herrera from University College London in 2012. Investigators in the laboratory of Dr. Michael Lenardo at National Institute of Allergy and Infectious Diseases, the National Institutes of Health and Dr. Michael Jordan at Cincinnati Children’s Hospital Medical Center later described this condition and therapy in 2015.
The recurrence of DOOR in siblings and the finding of DOOR syndrome in a few families with consanguinity suggest that the condition is an autosomal recessive genetic condition. Mutations in TBC1D24 have been identified in 9 families.
Ultrasonography is the primary method to evaluate autosomal recessive polycystic kidney disease, particularly in the perinatal and neonatal.
The prognosis is favorable in most patients with an isolated cutaneous abnormality. In the majority of cases, both the vivid red marking and the difference in circumference of the extremities regress spontaneously during the first year of life. It is theorized that this may be due to the normal maturation process, with thickening of the epidermis and dermis. Improvements for some patients can continue for up to 10 years, while in other cases, the marbled skin may persist for the patient's lifetime.
One study reported an improvement in lesions in 46% of patients within 3 years. If CMTC persists into adulthood, it can result in complaints due to paresthesia, increased sensitivity to cold and pain, and the formation of ulcers.
Few reports included long-term follow up of CMTC into adolescence and adulthood. While about 50% of patients seem to show definite improvement in the reticular vascular pattern, the exact incidence and cause of persistent cases are unknown.
The mainstay of treatment consists of thymectomy and immunoglobulin replacement with IVIG (Kelesidis, 2010). Immunodeficiency does not resolve after thymectomy (Arnold, 2015). To treat the autoimmune component of the disease, immune-suppression is sometimes used and it is often challenging to determine if a patient’s symptoms are infectious or autoimmune (Arnold, 2015).
Patients should have serological testing for antibodies to toxoplasma and cytomegalovirus. If receiving a transfusion, CMV negative blood should be used in those with negative serological testing. Live vaccines should also be avoided (Kelesidis, 2010). The CDC recommends pneumococcal, meningococcal, and Hib vaccination in those with diminished humoral and cell-mediated immunity (Hamborsky, 2015).
Some have advocated treating prophylactically with TMP-SMX if CD4 counts are lower than 200 cells/mm^3, similar to AIDS patients (Kelesidis, 2010).
Usually observed at birth or shortly thereafter in 94% of patients, in other reports, patients did not develop skin lesions until 3 months or even 2 years after birth. Females are typically affected more often than males (64%).
Raynaud's disease, or "Primary Raynaud's", is diagnosed if the symptoms are "idiopathic", that is, if they occur by themselves and not in association with other diseases. Some refer to Primary Raynaud's disease as "being allergic to coldness". It often develops in young women in their teens and early adulthood. Primary Raynaud's is thought to be at least partly hereditary, although specific genes have not yet been identified.
Smoking increases frequency and intensity of attacks, and there is a hormonal component. Caffeine, estrogen, and non-selective beta-blockers are often listed as aggravating factors, but evidence that they should be avoided is not solid. People with the condition are more likely to have migraines and angina.
The cause of GS has not been discovered. The basic defect is most likely in the bone marrow and there is some evidence of autoimmune pathogenesis.
Raynaud's phenomenon, or "Secondary Raynaud's", occurs "secondary to" a wide variety of other conditions.
Secondary Raynaud's has a number of associations:
- Connective tissue disorders:
- scleroderma
- systemic lupus erythematosus
- rheumatoid arthritis
- Sjögren's syndrome
- dermatomyositis
- polymyositis
- mixed connective tissue disease
- cold agglutinin disease
- Ehlers-Danlos syndrome
- Eating disorders:
- anorexia nervosa
- Obstructive disorders:
- atherosclerosis
- Buerger's disease
- Takayasu's arteritis
- subclavian aneurysms
- thoracic outlet syndrome
- Drugs:
- beta-blockers
- cytotoxic drugs – particularly chemotherapeutics and most especially bleomycin
- ciclosporin
- bromocriptine
- ergotamine
- sulfasalazine
- anthrax vaccines whose primary ingredient is the Anthrax Protective Antigen
- stimulant medications, such as those used to treat ADHD (amphetamine and methylphenidate)
- OTC pseudoephedrine medications (Chlor-Trimeton, Sudafed, others)
- Occupation:
- jobs involving vibration, particularly drilling and prolonged use of a String trimmer (weed whacker), suffer from vibration white finger
- exposure to vinyl chloride, mercury
- exposure to the cold (e.g., by working as a frozen food packer)
- Others:
- physical trauma, such as that sustained in auto accidents or other traumatic events
- Lyme disease
- hypothyroidism
- cryoglobulinemia
- malignancy
- chronic fatigue syndrome
- reflex sympathetic dystrophy
- carpal tunnel syndrome
- magnesium deficiency
- multiple sclerosis
- erythromelalgia (clinically presenting as the opposite of Raynaud's, with hot and warm extremities) often co-exists in patients with Raynaud's)
Raynaud's can "herald" these diseases by periods of more than twenty years in some cases, making it effectively their first presenting symptom. This may be the case in the CREST syndrome, of which Raynaud's is a part.
Patients with Secondary Raynaud's can also have symptoms related to their underlying diseases. Raynaud's phenomenon is the initial symptom that presents for 70% of patients with scleroderma, a skin and joint disease.
When Raynaud's phenomenon is limited to one hand or one foot, it is referred to as Unilateral Raynaud's. This is an uncommon form, and it is always secondary to local or regional vascular disease. It commonly progresses within several years to affect other limbs as the vascular disease progresses.