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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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Socioeconomic correlates of health have been well established in the study of heart disease, lung cancer, and diabetes. Many of the explanations for the increased incidence of these conditions in people with lower socioeconomic status (SES) suggest they are the result of poor diet, low levels of exercise, dangerous jobs (exposure to toxins etc.) and increased levels of smoking and alcohol intake in socially deprived populations. Hesdorffer et al. found that low SES, indexed by poor education and lack of home ownership, was a risk factor for epilepsy in adults, but not in children in a population study. Low socioeconomic status may have a cumulative effect for the risk of developing epilepsy over a lifetime.
There were also observations that hippocampal sclerosis was associated with vascular risk factors. Hippocampal sclerosis cases were more likely than Alzheimer's disease to have had a history of stroke (56% vs. 25%) or hypertension (56% vs. 40%), evidence of small vessel disease (25% vs. 6%), but less likely to have had diabetes mellitus (0% vs. 22%).
Approximately 2 million people in the world suffer from multiple sclerosis Tumefactive multiple sclerosis cases make up 1 to 2 of every 1000 multiple sclerosis cases. This means that only around 2000 people in the world suffer of tumefactive MS. Of those cases, there is a higher percentage of females affected than males. The median age of onset is 37 years.
As in general MS, there are differences for gender, ethnicity and geographic location. Based on epidemiological studies, there are about 3 times more female MS patients than male patients, indicating a possibility of an increased risk due to hormones. Among different ethnic groups, MS is the most common among Caucasians and seems to have a greater incidence at latitudes above 40° as compared to at the equator. While these associations have been made, it is still unclear how they result in an increased risk of MS onset.
The pathology of the tumefactive demyelinating lesion (TDL) is heterogeneous. In acute phase, the plaques of lesions were characterized by massive demyelination with relatively axonal preservation associated with reactive astrocytosis and infiltration of macrophages. In plaques of chronic lesions, demyelinated lesions with relative axonal preservation and sharply defined margins were major findings. And myelin-laden macrophages accumulate at the edges of plaques and stay inactive
There are several conditions can produce tumefactive lesions. This is known because in some special cases the etiology can be identified. For example, there are some cases of NMO, misidentified as MS and treated with interferon-beta by mistake. Some of these patients developed tumefactive lesions. Anyway, it is important to have into account that NMO itself can also produce them
Some other cases have been found related to viral infection, some others related to NMOSD, others could be paraneoplastic. Also some cases could be related to hormonal treatments
Other possible cause are immunomodulatory combinations. In particular, it has been found that switching from standard MS therapies to fingolimod can trigger tumefactive lesions in some MS patients
While standard multiple sclerosis process has an autoimmune response after the breach of the blood-brain barrier, in tumefactive MS things do not process in the same way, and demyelinating lesions do not always show antibody damage. Subjects with tumefactive multiple sclerosis display elevated levels of choline (Cho)/creatine ratio and increased lactate which is associated with demylinating diseases. Cases also display oligoclonal bands in the cerebrospinal fluid.
The disease is heterogeneous and the lesions do not always comply with the requirements for multiple sclerosis diagnosis (dissemination in time and space). In these cases it is only possible to speak about tumefactive demyelination (TD).
In general, it is accepted that the two main causes of pseudo-tumoral lesions are Marburg multiple sclerosis and acute disseminated encephalomyelitis (ADEM). Tumefactive demyelination of the spinal cord is rare but it has been reported
Damage is not confined to the demyelinating area. Wallerian degeneration outside the lesions has been reported.
Genetics may play a role in the risk that a person will develop PTE; people with the ApoE-ε4 allele may be at higher risk for PTE. The haptoglobin Hp2-2 allele may be another genetic risk factor, possibly because it binds hemoglobin poorly and thus allows more iron to escape and damage tissues. However, most studies have found that having family members with epilepsy does not significantly increase the risk of PTS, suggesting that genetics are not a strong risk factor.
Transneuronal degeneration is the death of neurons resulting from the disruption of input from or output to other nearby neurons. It is an active excitotoxic process when a neuron is overstimulated by a neurotransmitter (most commonly glutamate) causing the dysfunction of that neuron (either damaging it or killing it) which drives neighboring neurons into metabolic deficit, resulting in rapid, widespread loss of neurons. This can be either anterograde or retrograde, indicating the direction of the degeneration relative to the original site of damage (see types). There are varying causes for transneuronal degeneration such as brain lesions, disconnection syndromes, respiratory chain deficient neuron interaction, and lobectomies. Although there are different causes, transneuronal degeneration generally results in the same effects (whether they be cellular, dendritic, or axonal) to varying degrees. Transneuronal degeneration is thought to be linked to a number of diseases, most notably Huntington's disease and Alzheimer's disease, and researchers recently have been performing experiments with monkeys and rats, monitoring lesions in different parts of the body to study more closely how exactly the process works.
The prognosis for epilepsy due to trauma is worse than that for epilepsy of undetermined cause. People with PTE are thought to have shorter life expectancies than people with brain injury who do not suffer from seizures. Compared to people with similar structural brain injuries but without PTE, people with PTE take longer to recover from the injury, have more cognitive and motor problems, and perform worse at everyday tasks. This finding may suggest that PTE is an indicator of a more severe brain injury, rather than a complication that itself worsens outcome. PTE has also been found to be associated with worse social and functional outcomes but not to worsen patients' rehabilitation or ability to return to work. However, people with PTE may have trouble finding employment if they admit to having seizures, especially if their work involves operating heavy machinery.
The period of time between an injury and development of epilepsy varies, and it is not uncommon for an injury to be followed by a latent period with no recurrent seizures. The longer a person goes without developing seizures, the lower the chances are that epilepsy will develop. At least 80–90% of people with PTE have their first seizure within two years of the TBI. People with no seizures within three years of the injury have only a 5% chance of developing epilepsy. However, one study found that head trauma survivors are at an increased risk for PTE as many as 10 years after moderate TBI and over 20 years after severe TBI. Since head trauma is fairly common and epilepsy can occur late after the injury, it can be difficult to determine whether a case of epilepsy resulted from head trauma in the past or whether the trauma was incidental.
The question of how long a person with PTE remains at higher risk for seizures than the general population is controversial. About half of PTE cases go into remission, but cases that occur later may have a smaller chance of doing so.
Transneuronal degeneration can be grouped into two general categories: anterograde and retrograde.
Prognosis is poor, however, current analysis suggests that those associated with thymoma, benign or malignant, show a less favorable prognosis (CASPR2 Ab positive).
5 had positive response to immunotherapy and tumor therapy, 10 partial response, and 6 no response. Eventually 5 patients died; all had a tumor or additional paraneoplastic symptoms related to onconeuronal antibodies. Coexistence of onconeuronal antibodies predicted a poor outcome.
The prognosis of this disease is very variable and can take three different courses: a monophasic, not remitting;
remitting;
and finally, progressive, with increase in deficits.
Frontotemporal lobar degeneration (FTLD) is a pathological process that occurs in frontotemporal dementia. It is characterized by atrophy in the frontal lobe and temporal lobe of the brain, with sparing of the parietal and occipital lobes.
Common proteinopathies that are found in FTLD include the accumulation of Tau proteins and TARDBPs. Mutations in the C9orf72 gene have been established as a major genetic contribution of FTLD, although defects in the GRN and MAPT genes are also associated with it.
Symptoms of frontotemporal dementia progress at a rapid, steady rate. Patients suffering from the disease can survive between 2–15 years. Eventually patients will need 24-hour care for daily function.
CSF leaks are a known cause of reversible frontotemporal dementia.
Balo concentric sclerosis is a disease in which the white matter of the brain appears damaged in concentric layers, leaving the axis cylinder intact. It was described by Joszef Balo who initially named it "leuko-encephalitis periaxialis concentrica" from the previous definition, and it is currently considered one of the borderline forms of multiple sclerosis.
Balo concentric sclerosis is a demyelinating disease similar to standard multiple sclerosis, but with the particularity that the demyelinated tissues form concentric layers. Scientists used to believe that the prognosis was similar to Marburg multiple sclerosis, but now they know that patients can survive, or even have spontaneous remission and asymptomatic cases.
It is also common that the clinical course is primary progressive, but a relapsing-remitting course has been reported.
It seems that the course gets better with prednisone therapy, although evidence of this is anecdotal and such conclusions are difficult to accept given that there are cases where patients spontaneously recover whether the patient was on steroid therapy or not.
Balo lesions have been reported alone, but also associated to standard multiple sclerosis, neuromyelitis optica, CADASIL and progressive multifocal leukoencephalopathy
Diffuse myelinoclastic sclerosis, sometimes referred to as Schilder's disease, is a very infrequent neurodegenerative disease that presents clinically as pseudotumoural demyelinating lesions, that make its diagnosis difficult. It usually begins in childhood, affecting children between 5 and 14 years old, but cases in adults are possible.
This disease is considered one of the borderline forms of multiple sclerosis because some authors consider them different diseases and others MS variants. Other diseases in this group are neuromyelitis optica (NMO), Balo concentric sclerosis and Marburg multiple sclerosis.
Originally found in neuromyelitis optica, this autoantibody has been associated with other conditions. Its current spectrum is as following:
- Seropositive Devic's disease, according to the diagnostic criteria described above
- Limited forms of Devic's disease, such as single or recurrent events of longitudinally extensive myelitis, and bilateral simultaneous or recurrent optic neuritis
- Asian optic-spinal MS - this variant can present brain lesions like MS.
- Longitudinally extensive myelitis or optic neuritis associated with systemic autoimmune disease
- Optic neuritis or myelitis associated with lesions in specific brain areas such as the hypothalamus, periventricular nucleus, and brainstem
- Some cases of tumefactive multiple sclerosis
Currently, there is no cure for FTD. Treatments are available to manage the behavioral symptoms. Disinhibition and compulsive behaviors can be controlled by selective serotonin reuptake inhibitors (SSRIs). Although Alzheimer's and FTD share certain symptoms, they cannot be treated with the same pharmacological agents because the cholinergic systems are not affected in FTD.
Because FTD often occurs in younger people (i.e. in their 40's or 50's), it can severely affect families. Patients often still have children living in the home. Financially, it can be devastating as the disease strikes at the time of life that often includes the top wage-earning years.
Personality changes in individuals with FTD are involuntary. Managing the disease is unique to each individual, as different patients with FTD will display different symptoms, sometimes of rebellious nature.
The list of these diseases depends of the author, but usually are included:
- multiple sclerosis, normally defined by the dissemination in time and space of demyelinating lesions, with two (or sometimes three) clinical presentations:
- Relapsing-Onset multiple sclerosis, the most known and extended variant, normally consisting of two distinct clinical phases (Remitent-Recidivant, RRMS, and Secondary Progressive, SPMS)
- Progressive-Onset MS, most known as Primary progressive MS including a special genetic variant named rapidly progressive multiple sclerosis.
- Optic-spinal MS, or opticospinal, clinical and pathological variant of multiple sclerosis which often include visual symptoms and have a more severe course than typical MS. Though multiple scars (scleroses) are present in CNS, and they comply with the dissemination criteria, and sometimes is classified as clinically definite multiple sclerosis, currently is considered outside the scope of Multiple Sclerosis and inside the scope of Devic's disease, though it is uncertain if this applies to all cases. Also a variant affecting mainly the spinal cord and the cortex has been proposed
- Neuromyelitis optica (NMO), and its associated "spectrum of disorders" (NMOSD), currently considered a common syndrome for at least three separated diseases:, mainly produced by AQP4 autoimmune channelopathy, though other variants exists, some with anti-MOG and some others idiopathic. Some researchers think that there could exist an overlapping between Anti-NMDA receptor encephalitis cases and neuromyelitis optica or acute disseminated encephalomyelitis.
- Anti-MOG associated spectrum, often clinically presented as an anti-MOG autoimmune encephalomyelitis, but can also appear as negative NMO or atypical multiple sclerosis
- CRION (Chronic relapsing inflammatory optic neuritis): A distinct clinical entity from other inflammatory demyelinating diseases including multiple sclerosis (MS), neuromyelitis optica-immunoglobulin G (NMO-IgG) spectrum disease, and idiopathic relapsing optic neuritis.
- Acute disseminated encephalomyelitis or ADEM, a closely related disorder in which a known virus or vaccine triggers autoimmunity against myelin.
- Acute hemorrhagic leukoencephalitis, possibly a variant of Acute disseminated encephalomyelitis
- Balo concentric sclerosis, an unusual presentation of plaques forming concentrenic circles, which can sometimes get better spontaneously.
- Schilder disease or diffuse myelinoclastic sclerosis: is a rare disease that presents clinically as a pseudotumoural demyelinating lesion; and is more common in children.
- Marburg multiple sclerosis, an aggressive form, also known as malignant, fulminant or acute MS.
- Tumefactive multiple sclerosis: lesions whose size is more than 2 cm, with mass effect, oedema and/or ring enhancement
- Solitary sclerosis: This variant has been recently proposed (2012) by Mayo Clinic researches. though it was also reported by other groups more or less at the same time. It is defined as isolated demyelinating lesions which produce a progressive myelopathy similar to primary progressive MS, and is currently considered a synonym for tumefactive multiple sclerosis.
Some inflammatory conditions are associated with the presence of scleroses in the CNS. Optic neuritis (monophasic and recurrent) and Transverse myelitis (monophasic and recurrent)
As MS is an active field for research, the list is not closed or definitive. For example, some diseases like Susac's syndrome (MS has an important vascular component), leukoaraiosis, myalgic encephalomyelitis (aka chronic fatigue syndrome) or autoimmune variants of peripheral neuropathies like Guillain–Barré syndrome or progressive inflammatory neuropathy could be included assuming the autoimmune model. Also Leukodystrophy (which see) and its sub-conditions: Adrenoleukodystrophy and Adrenomyeloneuropathy could be in the list. Venous induced demyelination has also been proposed as a hypothetical MS variant produced by CCSVI.
Recent research has identified some possible new variants, like the possibility to separate primary progressive MS, PPMS, after recent findings seem to point that it is pathologically a very different disease.
Also an OPA1 variant and aKIR4.1 multiple sclerosis variant was reported in 2012 and later reported again, which could be considered a different disease (as Devic disease did before), and can represent up to a 47% of the MS cases. Finally, there exist some reports of an aquaporine-related multiple sclerosis, related to vegetal aquaporine proteins.
Epilepsy is a relatively common disorder, affecting between 0.5-1% of the population, and frontal lobe epilepsy accounts for about 1-2% of all epilepsies. The most common subdivision of epilepsy is symptomatic partial epilepsy, which causes simple partial seizures, and can be further divided into temporal and frontal lobe epilepsy. Although the exact number of cases of frontal lobe epilepsy is not currently known, it is known that FLE is the less common type of partial epilepsy, accounting for 20-30% of operative procedures involving intractable epilepsy. The disorder also has no gender or age bias, affecting males and females of all ages. In a recent study, the mean subject age with frontal lobe epilepsy was 28.5 years old, and the average age of epilepsy onset for left frontal epilepsy was 9.3 years old whereas for right frontal epilepsy it was 11.1 years old.
There are 3 main histological subtypes found at post-mortem:
- FTLD-tau is characterised by tau positive inclusions often referred to as Pick-bodies. Examples of FTLD-tau include; Pick's disease, corticobasal degeneration, progressive supranuclear palsy.
- FTLD-TDP (or FTLD-U ) is characterised by ubiquitin and TDP-43 positive, tau negative, FUS negative inclusions. The pathological histology of this subtype is so diverse it is subdivided into four subtypes based on the detailed histological findings:
Two physicians independently categorized the various forms of TDP-43 associated disorders. Both classifications were considered equally valid by the medical community, but the physicians in question have jointly proposed a compromise classification to avoid confusion.
- FTLD-FUS; which is characterised by FUS positive cytoplasmic inclusions, intra nuclear inclusions, and neuritic threads. All of which are present in the cortex, medulla, hippocampus, and motor cells of the spinal cord and XIIth cranial nerve.
Dementia lacking distinctive histology (DLDH) is a rare and controversial entity. New analyses have allowed many cases previously described as DLDH to be reclassified into one of the positively defined subgroups.
The origins of frontal lobe seizures range from tumors to head trauma to genetics. Tumors account for about one third of all frontal lobe epilepsy cases. Low-grade tumors such as gangliogliomas, low-grade gliomas, and epidermoid tumors are most common, but many high-grade tumors were most likely once involved with seizures. Other lesions on the frontal lobe such as hamartomas and nodular heterotopias can cause frontal lobe symptoms as well. Birth defects such as vascular malformation are known to cause seizures, especially arteriovenous malformations and cavernous angiomas. Head trauma frequently causes damage to the frontal lobe and can cause seizures directly or indirectly through gliosis. Seizures originating directly from head trauma usually occur within a few months, but occasionally they can take years to manifest. On occasion encephalitis can cause frontal lobe seizures but it is most often associated with temporal lobe affliction. The main genetic cause of frontal lobe epilepsy is an autosomal dominant disease called Autosomal Dominant Nocturnal Frontal Lobe Epilepsy, which involves mutations in 2 nicotinic acetylcholine receptor genes. A genetic mutation on chromosome 22 has also been associated with another genetic form of the disorder.
Antibodies against voltage-gated potassium channels (VGKC), which are detectable in about 40% of patients with acquired neuromytonia, have been implicated in Morvan’s pathophysiology. Raised serum levels of antibodies to VGKCs have been reported in three patients with Morvan’s Syndrome. Binding of serum from a patient with Morvan’s Syndrome to the hippocampus in a similar pattern of antibodies to known VGKC suggest that these antibodies can also cause CNS dysfunction. Additional antibodies against neuromuscular junction channels and receptors have also been described. Experimental evidence exists that these anti-VGKC antibodies cause nerve hyperexcitability by suppression of voltage gated K+ outward currents, whereas other, yet undefined humoral factors have been implicated in anti-VGKC antibody negative neuromyotonia. It is believed that antibodies to the Shaker-type K+ channels (the Kv1 family) are the type of potassium channel most strongly associated with acquired neuromyotonia and Morvan’s Syndrome.
Whether VGKC antibodies play a pathogenic role in the encephalopathy as they do in the peripheral nervous system is as yet unclear. It has been suggested that the VGKC antibodies may cross the blood–brain barrier and act centrally, binding predominantly to thalamic and striatal neurons causing encephalopathic and autonomic features.
Neurodegeneration is the progressive loss of structure or function of neurons, including death of neurons. Many neurodegenerative diseases – including amyotrophic lateral sclerosis, Parkinson's, Alzheimer's, and Huntington's – occur as a result of neurodegenerative processes. Such diseases are incurable, resulting in progressive degeneration and/or death of neuron cells. As research progresses, many similarities appear that relate these diseases to one another on a sub-cellular level. Discovering these similarities offers hope for therapeutic advances that could ameliorate many diseases simultaneously. There are many parallels between different neurodegenerative disorders including atypical protein assemblies as well as induced cell death. Neurodegeneration can be found in many different levels of neuronal circuitry ranging from molecular to systemic.
Juvenile primary lateral sclerosis (JPLS) ", also known as primary lateral sclerois (PLSJ)," is a rare genetic disorder, with a small number of reported cases, characterized by progressive weakness and stiffness of muscles in the arms, legs, and face. The disorder damages motor neurons, which are specialized nerve cells in the brain and spinal cord that control muscle movement.