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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
Mild and major neurocognitive disorders are usually associated with but not restricted to the elderly. Unlike delirium, conditions under these disorders develop slowly and are characterized by memory loss. In addition to memory loss and cognitive impairment, other symptoms include aphasia, apraxia, agnosia, loss of abstract thought, behavioral/personality changes, and impaired judgment. There may also be behavioral disturbances including psychosis, mood, and agitation.
Mild and major neurocognitive disorders are differentiated based on the severity of their symptoms. Previously known as dementia, major neurocognitive disorder is characterized by significant cognitive decline and interference with independence, while mild neurocognitive disorder is characterized by moderate cognitive decline and does not interfere with independence. To be diagnosed, it must not be due to delirium or other mental disorder. They are also usually accompanied by another cognitive dysfunction. For non-reversible causes of dementia such as age, the slow decline of memory and cognition is lifelong. It can be diagnosed by screening tests such as the Mini Mental State Examination (MMSE).
Delirium develops rapidly over a short period of time and is characterized by a disturbance in cognition, manifested by confusion, excitement, disorientation, and a clouding of consciousness. Hallucinations and illusions are common, and some individuals may experience acute onset change of consciousness. It is a disorder that makes situational awareness and processing new information very difficult for those diagnosed. It usually has a high rate of onset ranging from minutes to hours and sometimes days, but it does not last for very long, only a few hours to weeks. Delirium can also be accompanied by a shift in attention, mood swings, violent or unordinary behaviors, and hallucinations. It can be caused by a preexisting medical condition. Delirium during a hospital stay can result in a longer stay and more risk of complications and long terms stays.
Agnosia is the inability to recognize certain objects, persons or sounds. Agnosia is typically caused by damage to the brain (most commonly in the occipital or parietal lobes) or from a neurological disorder. Treatments vary depending on the location and cause of the damage. Recovery is possible depending on the severity of the disorder and the severity of the damage to the brain. Many more specific types of agnosia diagnoses exist, including: associative visual agnosia, astereognosis, auditory agnosia, auditory verbal agnosia, prosopagnosia, simultanagnosia, topographical disorientation, visual agnosia etc.
The CCAS has been described in both adults and children. The precise manifestations may vary on an individual basis, likely reflecting the precise location of the injury in the cerebellum. These investigators subsequently elaborated on the affective component of the CCAS, i.e., the neuropsychiatric phenomena. They reported that patients with injury isolated to the cerebellum may demonstrate distractibility, hyperactivity, impulsiveness, disinhibition, anxiety, ritualistic and stereotypical behaviors, illogical thought and lack of empathy, aggression, irritability, ruminative and obsessive behaviors, dysphoria and depression, tactile defensiveness and sensory overload, apathy, childlike behavior, and inability to comprehend social boundaries and assign ulterior motives.
The CCAS can be recognized by the pattern of deficits involving executive function, visual-spatial cognition, linguistic performance and changes in emotion and personality. Underdiagnosis may reflect lack of familiarity of this syndrome in the scientific and medical community. The nature and variety of the symptoms may also prove challenging. Levels of depression, anxiety, lack of emotion, and affect deregulation can vary between patients. The symptoms of CCAS are often moderately severe following acute injury in adults and children, but tend to lessen with time. This supports the view that the cerebellum is involved with the regulation of cognitive processes.
Symptoms of DES fall into three broad categories: cognitive, emotional and behavioural. Many of the symptoms can be seen as a direct result of impairment to the central executive component of working memory, which is responsible for attentional control and inhibition. Although many of the symptoms regularly co-occur, it is common to encounter patients who have several, but not all symptoms. The accumulated effects of the symptoms have a large impact on daily life.
Cognitive symptoms refer to a person's ability to process thoughts. Cognition primarily refers to memory, the ability to learn new information, speech, and reading comprehension. Deficits within this area cause many problems with every day life decisions.
One of the main difficulties for an individual with DES is planning and reasoning. Impaired planning and reasoning affect the individual's ability to realistically assess and manage the problems of every day living. New problems and situations may be especially poorly handled because of the inability to transfer previous knowledge to the new event. An individual that has DES may have a short attention span due to impairment in attentional control. This may alter the individual's ability to focus, and as such have difficulty with reading and following a storyline or conversation. For instance, they can easily lose track of conversations which can make it difficult to hold a meaningful conversation and may result in avoiding social interactions.
Individuals with DES will have very poor working memory and short term memory due to executive dysfunction. The dysfunction can range from mild and subtle to severe and obvious. There is a tremendous variability in the manifestations of executive dysfunction with strong influences often apparent from the afflicted person's personality, life experiences and intellect. Individuals with DES may suffer from confabulation, which is the spontaneous reporting of events that never happened. This can affect their autobiographical memory. It is thought that patients may not be able to assess the accuracy of memory retrieval and therefore elaborate on implausible memories.
Individuals with dementia, delirium or other severe psychiatric illnesses combined with DES often have disturbed sleep patterns. Some will not recognize that it is night-time and may become upset when someone tries to correct them.
Sensory processing disorders are classified into three categories: "sensory modulation disorder", "sensory-based motor disorders" and "sensory discrimination disorders" (as defined in the Diagnostic Classification of Mental Health and Developmental Disorders in Infancy and Early Childhood).
Sensory-based motor disorder shows motor output that is disorganized as a result of incorrect processing of sensory information affecting postural control challenges, resulting in postural disorder, or developmental coordination disorder.
The SBMD subtypes are:
1. Dyspraxia
2. Postural disorder
The causes of CCAS lead to variations in symptoms, but a common core of symptoms can be seen regardless of etiology. Causes of CCAS include cerebellar agenesis, dysplasia and hypoplasia, cerebellar stroke, tumor, cerebellitis, trauma, and neurodegenerative diseases. CCAS can also be seen in children with prenatal, early postnatal, or developmental lesions. In these cases there are lesions of the cerebellum resulting in cognitive and affect deficits. The severity of CCAS varies depending on the site and extent of the lesion. In the original report that described this syndrome, patients with bihemispheric infarction, pancerebellar disease, or large unilateral posterior inferior cerebellar artery (PICA) infarcts had more cognitive deficits than patients with small right PICA infarcts, small right anterior interior cerebellar artery infarcts or superior cerebellar artery (SCA) territory. Overall, patients with damage to either the posterior lobe of the cerebellum or with bilateral lesions had the greatest severity of symptoms, whereas patients with lesions in the anterior lobe had less severe symptoms. In children, it was found that those with astrocytoma performed better than those with medulloblastoma on neuropsychological tests. When diagnosing a patient with CCAS, medical professionals must remember that CCAS has many different causes.
In psychology and neuroscience, executive dysfunction, or executive function deficit, is a disruption to the efficacy of the executive functions, which is a group of cognitive processes that regulate, control, and manage other cognitive processes. Executive dysfunction can refer to both neurocognitive deficits and behavioural symptoms. It is implicated in numerous psychopathologies and mental disorders, as well as short-term and long-term changes in non-clinical executive control.
Executive dysfunction is not the same as dysexecutive syndrome, a term coined by Alan Baddeley to describe a common pattern of dysfunction in executive functions, such as deficiencies in planning, abstract thinking, flexibility and behavioural control. This group of symptoms, usually resulting from brain damage, tend to occur together. However, the existence of dysexecutive syndrome is controversial.
Memory disorders are the result of damage to neuroanatomical structures that hinders the storage, retention and recollection of memories. Memory disorders can be progressive, including Alzheimer's disease, or they can be immediate including disorders resulting from head injury.
Frontal lobe disorder is an impairment of the frontal lobe that occurs due to disease or head trauma. The frontal lobe of the brain plays a key role in higher mental functions such as motivation, planning, social behaviour, and speech production. A frontal lobe syndrome can be caused by a range of conditions including head trauma, tumours, degenerative diseases, neurosurgery and cerebrovascular disease. Frontal lobe impairment can be detected by recognition of typical clinical signs, use of simple screening tests, and specialist neurological testing.
The signs and symptoms of frontal lobe disorder can be indicated by Dysexecutive syndrome which consists of a number of symptoms which tend to occur together. Broadly speaking, these symptoms fall into three main categories; cognitive (movement and speech), emotional or behavioural. Although many of these symptoms regularly co-occur, it is common to encounter patients who have several, but not all of these symptoms. This is one reason why some researchers are beginning to argue that dysexecutive syndrome is not the best term to describe these various symptoms. The fact that many of the dysexecutive syndrome symptoms can occur alone has led some researchers to suggest that the symptoms should not be labelled as a "syndrome" as such. Some of the latest imaging research on frontal cortex areas suggests that executive functions may be more discrete than was previously thought.
Signs/symptoms can be divided as follows:
Pseudosenility also reversible dementia is a condition where older people are in a state of memory loss, confusion, or disorientation that may have a cause other than the ordinary aging process. Generally, the term "reversible dementia" is used to describe most cases. A more specific term "Pseudodementia" is referring to "behavioral changes that resembler those of the progressive degenerative dementias, but which are attributable to so-called functional causes".
The "New York Times" reports that illnesses such as the flu and hydrocephalus, as well as side-effects to common medications, can produce symptoms in the elderly that are difficult to distinguish from ordinary dementia caused by aging. However, if the real cause of the effects is caught early enough, the effects can be reversed. According to studies cited in Cunha (1990), approximate 10% to 30% of patients who have exhibited symptoms of dementia might have a treatable or reversible pathologic process to some extent.
Cognitive symptoms from steroids appear within the first few weeks of treatment, appear to be dose dependent, and may or may not be accompanied by steroid psychosis or other Cushing's-type symptoms.
The symptoms include deficits in
- verbal and non-verbal memory
- working memory
- attention
- sustained concentration
- executive function
- psychomotor speed
- academic or occupational performance.
These symptoms have been shown to improve within months to a year after discontinuing glucocorticoid medication, but residual impairments following prolonged steroid use can remain.
Two types of confabulation are often distinguished:
- Provoked (momentary, or secondary) confabulations represent a normal response to a faulty memory, are common in both amnesia and dementia, and can become apparent during memory tests.
- Spontaneous (or primary) confabulations do not occur in response to a cue and seem to be involuntary. They are relatively rare, more common in cases of dementia, and may result from the interaction between frontal lobe pathology and organic amnesia.
Another distinction is that between:
- Verbal confabulations, spoken false memories are more common, and
- Behavioral confabulations, occur when an individual acts on their false memories.
Witzelsucht (from the German "witzeln", meaning to joke or wisecrack, and "sucht", meaning addiction or yearning) is a set of rare neurological symptoms characterized by a tendency to make puns, or tell inappropriate jokes or pointless stories in socially inappropriate situations. A less common symptom is hypersexuality, the tendency to make sexual comments at inappropriate times or situations. Patients do not understand that their behavior is abnormal, therefore are nonresponsive to others' reactions. This disorder is most commonly seen in patients with frontal lobe damage, particularly right frontal lobe tumors or trauma. The disorder remains named in accordance with its reviewed definition by German neurologist Hermann Oppenheim; its first description as the less focused "Moria" ("stupidity"), by German neurologist Moritz Jastrowitz, was in 1888.
Due to similarity of symptoms of the disorder to the mannerisms of Batman's arch-rival Joker, it is sometimes known as 'The Joker Syndrome'
In both case studies, patients showed an altered sense of humor, mostly in regard to producing and appreciating humor. The right hemisphere is involved with processing speed and problem solving, which plays a role in humor processing. These patients have difficulty fully interpreting a joke's content, but can recognize the importance of the form of a joke. Patients with witzelsucht often find non sequiturs, slapstick humor, and puns funniest since these forms of humor do not require integration of content across sentences. In other words, the end of the joke is not dependent on the first part; one does not need to make a logical connection to understand humor. Patients show no change in understanding simple logic, and understand the importance of surprise in humor (hence why they choose slapstick humor instead of the “correct” punch line); however, once they have registered this surprise, they cannot connect the punch line to the body of the joke to fully appreciate the true humor behind the joke. Successful jokes require a juxtaposition of the sound and the meaning of words used to understand the punch line. However, patients with witzelsucht have difficulty connecting the two, resulting in an inability to appreciate humor.
Additionally, patients show no emotional reaction to humor, whether produced by themselves or others. This lack of responsiveness is due to dissociation between their cognitive and affective responses to humorous stimuli. That is, even when a patient understands that a joke is funny (based on quantitative brain activity), they do not respond with laughter, or even a smile. While they have grasped the cognitive basis of humor, they do not affectively respond. This also considered a cognitive component of empathy, affecting ability to take the perspective of others; hence why patients often do not respond to humor produced by other people.
As certain of pseudodementia remains potentially treatable, it is essential that they are distinguished from primarily dementia of the Alzheimer's type (DAT), and multi-infarct dementia (MID). For instance, pseudodementia associated with depression (DD) has been found as the most frequently appearing, while as many as 10% to 20% patients are misdiagnosed as primary degenerative dementia (PDD) or vice versa. A significant overlapping in cognitive and neuropsychological dysfunction in DD and PDD patients seemed to increase the difficulty in diagnosis. However, differences in the severity of impairment and quality of patients' responses could be observed, and DD patients exhibited a greater depressive symptomatology. Additionally, a test of antisaccadic movements may be used to differentiate DD from PDD patients. as PDD patients significantly display poorer performance on this test. A general comparison between aspects of DD and PDD is shown below.
In general, pseudodementia patients present a considerable cognitive deficits, including disorders in learning, memory and psychomotor performance. Substantial evidences from brain imaging such as CT scanning and positron emission tomography (PET) have also revealed abnormalities in brain structure and function.
People with WKS often show confabulation, spontaneous confabulation being seen more frequently than provoked confabulation. Spontaneous confabulations refer to incorrect memories that the patient holds to be true, and may act on, arising spontaneously without any provocation. Provoked confabulations can occur when a patient is cued to give a response, this may occur in test settings. The spontaneous confabulations viewed in WKS are thought to be produced by an impairment in source memory, where they are unable to remember the spatial and contextual information for an event, and thus may use irrelevant or old memory traces to fill in for the information that they cannot access. It has also been suggested that this behaviour may be due to executive dysfunction where they are unable to inhibit incorrect memories or because they are unable to shift their attention away from an incorrect response.
Confabulation is distinguished from lying as there is no intent to deceive and the person is unaware the information is false. Although individuals can present blatantly false information, confabulation can also seem to be coherent, internally consistent, and relatively normal.
Most known cases of confabulation are symptomatic of brain damage or dementias, such as aneurysm, Alzheimer's disease, or Wernicke–Korsakoff syndrome (a common manifestation of thiamine deficiency caused by alcoholism). Additionally confabulation often occurs in people who are suffering from anticholinergic toxidrome when interrogated about bizarre or irrational behaviour.
Confabulated memories of all types most often occur in autobiographical memory and are indicative of a complicated and intricate process that can be led astray at any point during encoding, storage, or recall of a memory. This type of confabulation is commonly seen in Korsakoff's syndrome.
WE is characterized by the presence of a triad of symptoms;
1. Ocular disturbances (ophthalmoplegia)
2. Changes in mental state (confusion)
3. Unsteady stance and gait (ataxia)
This triad of symptoms results from a deficiency in vitamin B which is an essential coenzyme. The aforementioned changes in mental state occur in approximately 82% of patients' symptoms of which range from confusion, apathy, inability to concentrate, and a decrease in awareness of the immediate situation they are in. If left untreated, WE can lead to coma or death. In about 29% of patients, ocular disturbances consist of nystagmus and paralysis of the lateral rectus muscles or other muscles in the eye. A smaller percentage of patients experience a decrease in reaction time of the pupils to light stimuli and swelling of the optic disc which may be accompanied by retinal hemorrhage. Finally, the symptoms involving stance and gait occur in about 23% of patients and result from dysfunction in the cerebellum and vestibular system. Other symptoms that have been present in cases of WE are stupor, low blood pressure (hypotension), elevated heart rate (tachycardia), as well as hypothermia, epileptic seizures and a progressive loss of hearing.
Interestingly, about 19% of patients have none of the symptoms in the classic triad at first diagnosis of WE; however, usually one or more of the symptoms develops later as the disease progresses.
Steroid dementia syndrome describes the signs and symptoms of hippocampal and prefrontal cortical dysfunction, such as deficits in memory, attention, and executive function, induced by glucocorticoids. Dementia-like symptoms have been found in some individuals who have been exposed to glucocorticoid medication, often dispensed in the form of asthma, arthritis, and anti-inflammatory steroid medications. The condition reverses, but not always completely, within months after steroid treatment is stopped.
The term "steroid dementia" was coined by Varney et al. (1984) in reference to the effects of long-term glucocorticoid use in 1,500 patients. While the condition generally falls under the classification of Cushing's syndrome, the term "steroid dementia syndrome" is particularly useful because it recognizes both the cause of the syndrome and the specific effects of glucocorticoids on cognitive function. Further, the more precise terminology clearly distinguishes the condition from full-blown Cushing's syndrome, which is extremely broad regarding the causes (endogenous or exogenous, pituitary or adrenal) and the multitude of symptoms (ranging from skin disorders to osteoporosis), and from hypercortisolemia, which identifies neither the source nor the symptoms of excess circulatory cortisol.
The cause of executive dysfunction is heterogeneous, as many neurocognitive processes are involved in the executive system and each may be compromised by a range of genetic and environmental factors. Learning and development of long-term memory play a role in the severity of executive dysfunction through dynamic interaction with neurological characteristics. Studies in cognitive neuroscience suggest that executive functions are widely distributed throughout the brain, though a few areas have been isolated as primary contributors. Executive dysfunction is studied extensively in clinical neuropsychology as well, allowing correlations to be drawn between such dysexecutive symptoms and their neurological correlates.
Executive processes are closely integrated with memory retrieval capabilities for overall cognitive control; in particular, goal/task-information is stored in both short-term and long-term memory, and effective performance requires effective storage and retrieval of this information.
Executive dysfunction characterizes many of the symptoms observed in numerous clinical populations. In the case of acquired brain injury and neurodegenerative diseases there is a clear neurological etiology producing dysexecutive symptoms. Conversely, syndromes and disorders are defined and diagnosed based on their symptomatology rather than etiology. Thus, while Parkinson's disease, a neurodegenerative condition, causes executive dysfunction, a disorder such as attention-deficit/hyperactivity disorder is a classification given to a set of subjectively-determined symptoms implicating executive dysfunction – current models indicate that such clinical symptoms are caused by executive dysfunction.
FTD is traditionally difficult to diagnose due to the heterogeneity of the associated symptoms. Signs and symptoms are classified into three groups based on the functions of the frontal and temporal lobes:
- Behavioural variant frontotemporal dementia (BvFTD) is characterized by changes in social behavior and conduct, with loss of social awareness and poor impulse control.
- Semantic dementia (SD) is characterized by the loss of semantic understanding, resulting in impaired word comprehension, although speech remains fluent and grammatically faultless.
- Progressive nonfluent aphasia (PNFA) is characterized by progressive difficulties in speech production.
However, the following abilities in the person with FTD are preserved:
- Perception
- Spatial Skills
- Memory
- Praxis
In later stages of FTD, the clinical phenotypes may overlap. FTD patients tend to struggle with binge eating and compulsive behaviors. These binge eating habits are often associated with abnormal eating behavior including overeating, stuffing oneself with food, changes in food preferences (cravings for more sweets, carbohydrates), eating inedible objects and snatching food from others. Recent findings from structural MRI research have indicated that eating changes in FTD are associated with atrophy (wasting) in the right ventral insula, striatum, and orbitofrontal cortex.
Patients with FTD show marked deficiencies in executive functioning and working memory. Most FTD patients become unable to perform skills that require complex planning or sequencing. In addition to the characteristic cognitive dysfunction, a number of primitive reflexes known as frontal release signs are often able to be elicited. Usually the first of these frontal release signs to appear is the palmomental reflex which appears relatively early in the disease course whereas the palmar grasp reflex and rooting reflex appear late in the disease course.
In rare cases, FTD can occur in patients with motor neuron disease (MND) (typically amyotrophic lateral sclerosis). The prognosis for people with MND is worse when combined with FTD, shortening survival by about a year.