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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
           
        
The table below demonstrates the extensive and differential diagnosis of acquired epileptic aphasia along with Cognitive and Behavioral Regression:
Note: EEG = electroencephalographic; ESES = electrical status epilepticus of sleep; RL = receptive language; S = sociability
- Continuous spike and wave of slow-wave sleep (>85% of slow-wave sleep).
The syndrome can be difficult to diagnose and may be misdiagnosed as autism, pervasive developmental disorder, hearing impairment, learning disability, auditory/verbal processing disorder, attention deficit hyperactivity disorder, intellectual disability, childhood schizophrenia, or emotional/behavioral problems. An EEG (electroencephalogram) test is imperative to a diagnosis. Many cases of patients exhibiting LKS will show abnormal electrical brain activity in both the right and left hemispheres of the brain; this is exhibited frequently during sleep. Even though an abnormal EEG reading is common in LKS patients, a relationship has not been identified between EEG abnormalities and the presence and intensity of language problems. In many cases however, abnormalities in the EEG test has preceded language deterioration and improvement in the EEG tracing has preceded language improvement (this occurs in about half of all affected children). Many factors inhibit the reliability of the EEG data: neurologic deficits do not closely follow the maximal EEG changes in time.
The most effective way of confirming LKS is by obtaining overnight sleep EEGs, including EEGs in all stages of sleep. Many conditions like demyelination and brain tumors can be ruled out by using magnetic resonance imaging (MRI). In LKS, fluorodeoxyglucose (FDG) and positron emission tomography (PET) scanning can show decreased metabolism in one or both temporal lobes - hypermetabolism has been seen in patients with acquired epileptic aphasia.
Most cases of LKS do not have a known cause. Occasionally, the condition may be induced secondary to other diagnoses such as low-grade brain tumors, closed-head injury, neurocysticercosis, and demyelinating disease. Central Nervous System vasculitis may be associated with this condition as well.
For nonverbal grade school children and adolescents with autism, communication systems and interventions have been implemented to enhance language and communication outcomes. Speech-generated devices, such as iPads, use visual displays for children who lack verbal language, giving them the task of selecting icons indicating a request or need. For adolescents with nonverbal autism, interventions can condition them to learn more advanced operations on speech-generated devices that require more steps (i.e. turning on device, scrolling through pages), which would allow them to enhance their communicative abilities independently.
The Picture Exchange System (PECS) is an alternative form of spontaneous communication for children with autism in which an individual selects a picture indicating a request. PECS can be utilized in educational settings and at the child’s home. Longitudinal studies suggest PECS can have long-term positive outcomes for school-aged children with nonverbal autism, specifically their social-communicative skills, such as higher frequencies of joint attention and initiation, and duration of cooperative play, which are all important roles in improving language outcomes.
It has also been suggested that a significant stage in acquiring verbal language is learning how to identify and reproduce syllables of words. One study found that nonverbal and minimally verbal children with autism are capable of enhancing their oral production and vocalizing written words by isolating each syllable of a word one at a time. The process of breaking down a syllable at a time and having it visually displayed and audibly available to the child can prompt him or her to imitate and create nonrandom and meaningful utterances.
Most of these studies contain small sample sizes and were pilot studies, making additional research significant to assess whether these findings can be generalized to all age groups of the same population. Furthermore, most studies on nonverbal autism speech-generated device communication were based on more basic skills, such as naming pictures and making requests for stimuli, while studies in advanced communication (i.e. asking "how are you?") is limited.
Infantile speech, pedolalia, baby talk, infantile perseveration, or infantilism is a speech disorder, persistence of early speech development stage beyond the age when it is normally expected. It is characterized by the omission of some sounds and the substitution of standard speech sounds observed in children in early developmental stages.
It is estimated that 25 to 50% of children diagnosed with Autism Spectrum Disorder (ASD) never develop spoken language beyond a few words or utterances. Despite the growing field of research on ASD, there is not much information available pertaining to individuals with autism who never develop functional language; that, in fact, individuals with nonverbal autism are considered to be underrepresented in all of autism research. Because of the limited research on nonverbal autism, there are not many validated measurements appropriate for this population. For example, while they may be appropriate for younger children, they lack the validity for grade-school aged children and adolescents and have continued to be a roadblock for nonverbal autism research. Often in autism research, individuals with nonverbal autism are sub-grouped with LFA, categorized by learning at most one word or having minimal verbal language.
Most of the existing body of research in nonverbal autism focuses on early interventions that predict successful language outcomes. Research suggests that most spoken language is inherited before the age of five, and the likelihood of acquiring functional language in the future past this age is minimal, that early language development is crucial to educational achievement, employment, independence during adulthood, and social relationships.
The presence of porencephalic cysts or cavities can be detected using trans-illumination of the skull of infant patients. Porencephaly is usually diagnosed clinically using the patients and families history, clinical observations, or based on the presence of certain characteristic neurological and physiological features of porencephaly. Advanced medical imaging with computed tomography (CT), magnetic resonance imaging (MRI), or with ultrasonography can be used as a method to exclude other possible neurological disorders. The diagnosis can be made antenatally with ultrasound. Other assessments include memory, speech, or intellect testing to help further determine the exact diagnose of the disorder.
Diagnosis can be made by EEG. In case of epileptic spasms, EEG shows typical patterns.
There are varying types of intervention for ankyloglossia. Horton "et al.," have a classical belief that people with ankyloglossia can compensate in their speech for limited tongue range of motion. For example, if the tip of the tongue is restricted for making sounds such as /n, t, d, l/, the tongue can compensate through dentalization; this is when the tongue tip moves forward and up. When producing /r/, elevation of the mandible can compensate for restriction of tongue movement. Also, compensations can be made for /s/ and /z/ by using the dorsum of the tongue for contact against the palatal rugae. Thus, Horton "et al." proposed compensatory strategies as a way to counteract the adverse effects of ankyloglossia and did not promote surgery. Non-surgical treatments for ankyglossia are typically performed by Orofacial Myology specialists, and involve using exercises to strengthen and improve the function of the facial muscles and thus promote proper function of the face, mouth and tongue
Intervention for ankyloglossia does sometimes include surgery in the form of frenotomy (also called a frenectomy or frenulectomy) or frenuloplasty. This relatively common dental procedure may be done with soft-tissue lasers, such as the CO laser. However, authors such as Horton "et al." are in opposition to it. According to Lalakea and Messner, surgery can be considered for patients of any age with a tight frenulum, as well as a history of speech, feeding, or mechanical/social difficulties. Adults with ankyloglossia may elect the procedure. Some of those who have done so report post-operative pain.
A viable alternative to surgery for children with ankyloglossia is to take a wait-and-see approach. Ruffoli "et al." report that the frenulum naturally recedes during the process of a child's growth between six months and six years of age;
According to Horton "et al.", diagnosis of ankyloglossia may be difficult; it is not always apparent by looking at the underside of the tongue, but is often dependent on the range of movement permitted by the genioglossus muscles. For infants, passively elevating the tongue tip with a tongue depressor may reveal the problem. For older children, making the tongue move to its maximum range will demonstrate the tongue tip restriction. In addition, palpation of genioglossus on the underside of the tongue will aid in confirming the diagnosis.
A severity scale for ankyloglossia, which grades the appearance and function of the tongue, is recommended for use in the Academy of Breastfeeding medicine.
It is not possible to make a generalised prognosis for development due to the variability of causes, as mentioned above, the differing types of symptoms and cause. Each case must be considered individually.
The prognosis for children with idiopathic West syndrome are mostly more positive than for those with the cryptogenic or symptomatic forms. Idiopathic cases are less likely to show signs of developmental problems before the attacks begin, the attacks can often be treated more easily and effectively and there is a lower relapse rate. Children with this form of the syndrome are less likely to go on to develop other forms of epilepsy; around two in every five children develop at the same rate as healthy children.
In other cases, however, treatment of West syndrome is relatively difficult and the results of therapy often dissatisfying; for children with symptomatic and cryptogenic West syndrome, the prognosis is generally not positive, especially when they prove resistant to therapy.
Statistically, 5 out of every 100 children with West syndrome do not survive beyond five years of age, in some cases due to the cause of the syndrome, in others for reasons related to their medication. Only less than half of all children can become entirely free from attacks with the help of medication. Statistics show that treatment produces a satisfactory result in around three out of ten cases, with only one in every 25 children's cognitive and motoric development developing more or less normally.
A large proportion (up to 90%) of children suffer severe physical and cognitive impairments, even when treatment for the attacks is successful. This is not usually because of the epileptic fits, but rather because of the causes behind them (cerebral anomalies or their location or degree of severity). Severe, frequent attacks can (further) damage the brain.
Permanent damage often associated with West syndrome in the literature include cognitive disabilities, learning difficulties and behavioural problems, cerebral palsy (up to 5 out of 10 children), psychological disorders and often autism (in around 3 out of 10 children). Once more, the cause of each individual case of West syndrome must be considered when debating cause and effect.
As many as 6 out of 10 children with West syndrome suffer from epilepsy later in life. Sometimes West syndrome turns into a focal or other generalised epilepsy. Around half of all children develop Lennox-Gastaut syndrome.
The severity of the symptoms associated with porencephaly varies significantly across the population of those affected, depending on the location of the cyst and damage of the brain. For some patients with porencephaly, only minor neurological problems may develop, and those patients can live normal lives. Therefore, based on the level of severity, self-care is possible, but for the more serious cases lifelong care will be necessary. For those that have severe disability, early diagnosis, medication, participation in rehabilitation related to fine-motor control skills, and communication therapies can significantly improve the symptoms and ability of the patient with porencephaly to live a normal life. Infants with porencephaly that survive, with proper treatment, can display proper communication skills, movement, and live a normal life.
Infantile neuroaxonal dystrophy is a rare pervasive developmental disorder that primarily affects the nervous system. Individuals with infantile neuroaxonal dystrophy typically do not have any symptoms at birth, but between the ages of about 6 and 18 months they begin to experience delays in acquiring new motor and intellectual skills, such as crawling or beginning to speak. Eventually they lose previously acquired skills.
This condition is inherited in an autosomal recessive pattern, which means two copies of the gene ("PLA2G6") in each cell are altered. Most often, the parents of an individual with an autosomal recessive disorder each carry one copy of the altered gene but do not show signs and symptoms of the disorder.
Infantile neuronal ceroid lipofuscinoses (INCL) or Santavuori disease or Hagberg-Santavuori disease or Santavuori-Haltia disease or Infantile Finnish type neuronal ceroid lipofuscinosis or Balkan disease is a form of NCL and inherited as a recessive autosomal genetic trait. The disorder is progressive, degenerative and fatal, extremely rare worldwide – with approximately 60 official cases reported by 1982, perhaps 100 sufferers in total today – but relatively common in Finland due to the local founder effect.
A barium swallow test is often performed, where the child is given a liquid or food with barium in it. This allows the consulting medical practitioners to trace the swallow-function on an X-ray or other investigative system such as a CAT scan. An endoscopic assignment test can also be performed, where an endoscope is used to view the oesophagus and throat on a screen. It can also allow viewing of how the patient will react during feeding.
The syndrome primarily affects young males. Preliminary studies suggest that prevalence may be 1.8 per 10,000 live male births. 50% of those affected do not live beyond 25 years of age, with deaths attributed to the impaired immune function.
It is possible to detect the signs of Alexander disease with magnetic resonance imaging (MRI), which looks for specific changes in the brain that may be tell-tale signs for the disease. It is even possible to detect adult-onset Alexander disease with MRI. Alexander disease may also be revealed by genetic testing for the known cause of Alexander disease. A rough diagnosis may also be made through revealing of clinical symptoms including, enlarged head size, along with radiological studies, and negative tests for other leukodystrophies.
Because vision loss is often an early sign, Batten disease/NCL may be first suspected during an eye exam. An eye doctor can detect a loss of cells within the eye that occurs in the three childhood forms of Batten disease/NCL. However, because such cell loss occurs in other eye diseases, the disorder cannot be diagnosed by this sign alone. Often an eye specialist or other physician who suspects Batten disease/NCL may refer the child to a neurologist, a doctor who specializes in disease of the brain and nervous system. In order to diagnose Batten disease/NCL, the neurologist needs the patient's medical history and information from various laboratory tests.
Diagnostic tests used for Batten disease/NCLs include:
- Skin or tissue sampling. The doctor can examine a small piece of tissue under an electron microscope. The powerful magnification of the microscope helps the doctor spot typical NCL deposits. These deposits are found in many different tissues, including skin, muscle, conjunctiva, rectal and others. Blood can also be used. These deposits take on characteristic shapes, depending on the variant under which they are said to occur: granular osmophilic deposits (GRODs) are generally characteristic of INCL, while curvilinear profiles, fingerprint profiles, and mixed-type inclusions are typically found in LINCL, JNCL, and ANCL, respectively.
- Electroencephalogram or EEG. An EEG uses special patches placed on the scalp to record electrical currents inside the brain. This helps doctors see telltale patterns in the brain's electrical activity that suggest a patient has seizures.
- Electrical studies of the eyes. These tests, which include visual-evoked responses (VER) and electroretinograms (ERG), can detect various eye problems common in childhood Batten disease/NCLs.
- Brain scans. Imaging can help doctors look for changes in the brain's appearance. The most commonly used imaging technique is computed tomography (CT), which uses x-rays and a computer to create a sophisticated picture of the brain's tissues and structures. A CT scan may reveal brain areas that are decaying in NCL patients. A second imaging technique that is increasingly common is magnetic resonance imaging, or MRI. MRI uses a combination of magnetic fields and radio waves, instead of radiation, to create a picture of the brain.
- Enzyme assay. A recent development in diagnosis of Batten disease/NCL is the use of enzyme assays that look for specific missing lysosomal enzymes for infantile and late infantile only. This is a quick and easy diagnostic test.
Batten disease is rare, so may result in misdiagnosis, which in turn causes increased medical expenses, family stress, and the chance of using incorrect forms of treatment. Nevertheless, Batten disease can be diagnosed if properly detected. Vision impairment is the most common observable symptom to detect the disease. Children are more prevalent, and should be suspected more for juvenile Batten disease. Children or someone suspected to have Batten disease should initially be seen by an optometrist or ophthalmologist. A fundus eye examination that aids in the detection of common vision impairment abnormalities, such as granularity of the retinal pigment epithelium in the central macula will be performed. Though it is also seen in a variety of other diseases, a loss of ocular cells should be a warning sign of Batten disease. If Batten disease is the suspected diagnosis, a variety of tests is conducted to help accurately confirm the diagnosis, including:
- Blood or urine tests can help detect abnormalities that may indicate Batten disease. For example, elevated levels of dolichol in urine have been found in many individuals with NCL. The presence of vacuolated lymphocytes—white blood cells that contain holes or cavities (observed by microscopic analysis of blood smears)—when combined with other findings that indicate NCL, is suggestive for the juvenile form caused by "CLN3" mutations.
- Skin or tissue sampling is performed by extracting a small piece of tissue, which then is examined under an electron microscope. This can allow physicians to detect typical NCL deposits. These deposits are common in tissues such as skin, muscle, conjunctiva, and rectum. This diagnostic technique is useful, but other invasive tests are more reliable for diagnosing Batten disease.
- Electroencephalogram (EEG) is a technique that uses special probes attached on to the individual's scalp. It records electrical currents/signals, which allow medical experts to analylze electrical pattern activity in the brain. EEG assists in observing if the patient has seizures.
- Electrical studies of the eyes are used, because as mentioned, vision loss is the most common characteristic of Batten disease. Visual-evoked responses and electroretinograms are effective tests for detecting various eye conditions common in childhood NCLs.
- Computed tomography (CT) or magnetic resonance imaging (MRI) are diagnostic imaging tests which allow physicians to better visualize the appearance of the brain. MRI imaging test uses magnetic fields and radio waves to help create images of the brain. CT scan uses x-rays and computers to create a detailed image of the brain's tissues and structures. Both diagnostic imaging test can help reveal brain areas that are decaying, or atrophic, in persons with NCL.
- Measurement of enzyme activity specific to Batten disease may help confirm certain diagnoses caused by different mutations. Elevated levels of palmitoyl-protein thioesterase is involved in "CLN1". Acid protease is involved in "CLN2". Cathepsin D is involved in "CLN10".
- DNA analysis can be used to help confirm the diagnosis of Batten disease. When the mutation is known, DNA analysis can also be used to detect unaffected carriers of this condition for genetic counseling. If a family mutation has not previously been identified or if the common mutations are not present, recent molecular advances have made it possible to sequence all of the known NCL genes, increasing the chances of finding the responsible mutation(s).
In affected individuals presenting with the ICCA syndrome, the human genome was screened with microsatellite markers regularly spaced, and strong evidence of linkage with the disease was obtained in the pericentromeric region of chromosome 16, with a maximum lod score, for D16S3133 of 6.76 at a recombination fraction of 0. The disease gene has been mapped at chromosome 16p12-q12.This linkage has been confirmed by different authors. The chromosome 16 ICCA locus shows complicated genomic architecture and the ICCA gene remains unknown.
Infantile Progressive Bulbar palsy is a rare type of progressive bulbar palsy that occurs in children. The disease exists in both rapid and slow onsets, and involves inflammation of the gray matter of the bulb. Infantile PBP is a disease that manifests itself in two forms: Fazio Londe syndrome (FL) and Brown-Vialetto-Van-Laere syndrome (BVVL).
Treatment of Aicardi syndrome primarily involves management of seizures and early/continuing intervention programs for developmental delays.
Additional comorbidities and complications sometimes seen with Aicardi syndrome include porencephalic cysts and hydrocephalus, and gastro-intestinal problems. Treatment for porencephalic cysts and/or hydrocephalus is often via a shunt or endoscopic of the cysts, though some require no treatment. Placement of a feeding tube, fundoplication, and surgeries to correct hernias or other gastrointestinal structural problems are sometimes used to treat gastro-intestinal issues.
Treatment is limited. Drugs can alleviate the symptoms, such as sleep difficulties and epilepsy. Physiotherapy helps affected children retain the ability to remain upright for as long as possible, and prevents some of the pain.
Recent attempts to treat INCL with cystagon have been unsuccessful.
Aicardi syndrome is typically characterized by the following triad of features - however, one of the "classic" features being missing does not preclude a diagnosis of Aicardi Syndrome, if other supporting features are present.
1. Partial or complete absence of the corpus callosum in the brain (agenesis of the corpus callosum);
2. Eye abnormalities known as "lacunae" of the retina that are quite specific to this disorder; [optic nerve coloboma]]; and
3. The development in infancy of seizures that are called infantile spasms.
Other types of defects of the brain such as microcephaly, polymicrogyria, porencephalic cysts and enlarged cerebral ventricles due to hydrocephalus are also common in Aicardi syndrome.
Infantile convulsions and choreoathetosis (ICCA) syndrome is a neurological genetic disorder with an autosomal dominant mode of inheritance. It is characterized by the association of benign familial infantile epilepsy (BIFE) at age 3–12 months and later in life with paroxysmal kinesigenic choreoathetosis. The ICCA syndrome was first reported in 1997 in four French families from north-western France and provided the first genetic evidence for common mechanisms shared by benign infantile seizures and paroxysmal dyskinesia. The epileptic origin of PKC has long been a matter of debates and PD have been classified as reflex epilepsies.Indeed, attacks of PKC and epileptic seizures have several characteristics in common, they both are paroxysmal in presentation with a tendency to spontaneous remission, and a subset of PKC responds well to anticonvulsants. This genetic disease has been mapped to chromosome 16p-q12. More than 30 families with the clinical characteristics of ICCA syndrome have been described worldwide so far.