RESUMEN
OBJECTIVE: Infantile spasms are associated with a wide variety of clinical conditions, including perinatal brain injuries. We have created a model in which prolonged infusion of tetrodotoxin (TTX) into the neocortex, beginning in infancy, produces a localized lesion and reproduces the behavioral spasms, electroencephalogram (EEG) abnormalities, and drug responsiveness seen clinically. Here, we undertook experiments to explore the possibility that the growth factor IGF-1 plays a role in generating epileptic spasms. METHODS: We combined long-term video EEG recordings with quantitative immunohistochemical and biochemical analyses to unravel IGF-1's role in spasm generation. Immunohistochemistry was undertaken in surgically resected tissue from infantile spasms patients. We used viral injections in neonatal conditional IGF-1R knock-out mice to show that an IGF-1-derived tripeptide (1-3)IGF-1, acts through the IGF-1 receptor to abolish spasms. RESULTS: Immunohistochemical methods revealed widespread loss of IGF-1 from cortical neurons, but an increase in IGF-1 in the reactive astrocytes in the TTX-induced lesion. Very similar changes were observed in the neocortex from patients with spasms. In animals, we observed reduced signaling through the IGF-1 growth pathways in areas remote from the lesion. To show the reduction in IGF-1 expression plays a role in spasm generation, epileptic rats were treated with (1-3)IGF-1. We provide 3 lines of evidence that (1-3)IGF-1 activates the IGF-1 signaling pathway by acting through the receptor for IGF-1. Treatment with (1-3)IGF-1 abolished spasms and hypsarrhythmia-like activity in the majority of animals. INTERPRETATION: Results implicate IGF-1 in the pathogenesis of infantile spasms and IGF-1 analogues as potential novel therapies for this neurodevelopmental disorder. ANN NEUROL 2022;92:45-60.
Asunto(s)
Espasmos Infantiles , Animales , Modelos Animales de Enfermedad , Electroencefalografía/métodos , Humanos , Lactante , Factor I del Crecimiento Similar a la Insulina , Ratones , Ratas , Espasmo/inducido químicamente , Espasmos Infantiles/inducido químicamente , Espasmos Infantiles/tratamiento farmacológico , Tetrodotoxina/farmacologíaRESUMEN
OBJECTIVE: Our goal was to determine whether animals with a history of epileptic spasms have learning and memory deficits. We also used continuous (24/7) long-term electroencephalographic (EEG) recordings to evaluate the evolution of epileptiform activity in the same animals over time. METHODS: Object recognition memory and object location memory tests were undertaken, as well as a matching to place water maze test that evaluated working memory. A retrospective analysis was undertaken of long-term video/EEG recordings from rats with epileptic spasms. The frequency and duration of the ictal events of spasms were quantified. RESULTS: Rats with a history of epileptic spasms showed impairment on the three behavioral tests, and their scores on the object recognition memory and matching to place water maze tests indicated neocortical involvement in the observed impaired cognition. Analysis of EEG recordings unexpectedly showed that the ictal events of spasms and their accompanying behaviors progressively increased in duration over a 2-week period soon after onset, after which spasm duration plateaued. At the same time, spasm frequency remained unchanged. Soon after spasm onset, ictal events were variable in wave form but became more stereotyped as the syndrome evolved. SIGNIFICANCE: Our EEG findings are the first to demonstrate progressive ictogenesis for epileptic spasms. Furthermore, in demonstrating cognitive deficits in the tetrodotoxin model, we have met a criterion for an animal model of West syndrome. Animal models will allow in-depth studies of spasm progression's potential role in cognitive regression and may elucidate why early treatment is considered essential for improved neurodevelopmental outcomes in children.
Asunto(s)
Espasmos Infantiles , Ratas , Animales , Estudios RetrospectivosRESUMEN
Studies were undertaken to evaluate the effectiveness of Acthar® Gel (repository corticotropin injection [RCI]) in the tetrodotoxin (TTX) model of early-life-induced epileptic spasms. Repository corticotropin injection (RCI) is widely used in the United States to treat infantile spasms. A major component of RCI is N25 deamidated ACTH. Additionally, we hoped to provide some insight into the possible role circulating corticosteroids play in spasm cessation by comparing the RCI dose-response relationships for spasm suppression to RCI-induced corticosterone release from the adrenal gland. Spasms were induced by chronic TTX infusion into the neocortex beginning on postnatal day 11. Repository corticotropin injection (RCI) dosages were between 8 and 32â¯IU/kg/day. Drug titration protocols were used, and comparisons were made to injections of a vehicle gel. Video/EEG recordings (24/7) monitored the drug's effects continuously for up to 2â¯months. Tetrodotoxin (TTX)-infused control rats were monitored for the same period of time. In separate experiments, the same dosages of RCI were given to rats and 1â¯h later plasma was collected and assayed for corticosterone. A parallel study compared the effects of 1-day and 10-day RCI treatments on circulating corticosterone. Results showed that RCI was ineffective at dosages of 8, 12, and 16â¯IU/kg/day but eliminated spasms in 66% of animals treated with 24 or 32â¯IU/kg/day. Treating animals with 32â¯IU/kg/day alone produced the same degree of spasms suppression as observed during the titration protocols. In rats that had hypsarrhythmia-like activity, RCI eliminated this abnormal interictal EEG pattern in all rats that became seizure-free. In terms of plasma corticosterone, 1- and 10-day treatments with RCI produced similar increases in this hormone and the levels increased linearly with increasing dosages of RCI. This stood in sharp contrast to the sigmoid-like dose-response curve for decreases in spasm counts. Our results further validate the TTX model as relevant for the study of infantile spasms. The model should be useful for investigating how RCI acts to eliminate seizures and hypsarrhythmia. Dose-response results suggest that either very high concentrations of circulating corticosteroids are required to abolish spasms or RCI acts through a different mechanism.
Asunto(s)
Neocórtex , Espasmos Infantiles , Hormona Adrenocorticotrópica , Animales , Modelos Animales de Enfermedad , Electroencefalografía , Ratas , Espasmo , Espasmos Infantiles/inducido químicamente , Espasmos Infantiles/tratamiento farmacológicoRESUMEN
Abnormal high frequency oscillations (HFOs) in EEG recordings are thought to be reflections of mechanisms responsible for focal seizure generation in the temporal lobe and neocortex. HFOs have also been recorded in patients and animal models of infantile spasms. If HFOs are important contributors to infantile spasms then anticonvulsant drugs that suppress these seizures should decrease the occurrence of HFOs. In experiments reported here, we used long-term video/EEG recordings with digital sampling rates capable of capturing HFOs. We tested the effectiveness of vigabatrin (VGB) in the TTX animal model of infantile spasms. VGB was found to be quite effective in suppressing spasms. In 3 of 5 animals, spasms ceased after a daily two week treatment. In the other 2 rats, spasm frequency dramatically decreased but gradually increased following treatment cessation. In all animals, hypsarrhythmia was abolished by the last treatment day. As VGB suppressed the frequency of spasms, there was a decrease in the intensity of the behavioral spasms and the duration of the ictal EEG event. Analysis showed that there was a burst of high frequency activity at ictal onset, followed by a later burst of HFOs. VGB was found to selectively suppress the late HFOs of ictal complexes. VGB also suppressed abnormal HFOs recorded during the interictal periods. Thus VGB was found to be effective in suppressing both the generation of spasms and hypsarrhythmia in the TTX model. Vigabatrin also appears to preferentially suppress the generation of abnormal HFOs, thus implicating neocortical HFOs in the infantile spasms disease state.
Asunto(s)
Anticonvulsivantes/uso terapéutico , Neocórtex/efectos de los fármacos , Espasmos Infantiles/tratamiento farmacológico , Vigabatrin/uso terapéutico , Animales , Anticonvulsivantes/farmacología , Mapeo Encefálico , Modelos Animales de Enfermedad , Electroencefalografía , Humanos , Lactante , Masculino , Neocórtex/fisiopatología , Ratas , Espasmos Infantiles/fisiopatología , Vigabatrin/farmacologíaRESUMEN
While infantile spasms is the most common catastrophic epilepsy of infancy and early-childhood, very little is known about the basic mechanisms responsible for this devastating disorder. In experiments reported here, spasms were induced in rats by the chronic infusion of TTX into the neocortex beginning on postnatal days 10-12. Studies of focal epilepsy suggest that high frequency EEG oscillations (HFOs) occur interictally at sites that are most likely responsible for seizure generation. Thus, our goal was to determine if HFOs occurred and where they occurred in cortex in the TTX model. We also undertook multiunit recordings to begin to analyze the basic mechanisms responsible for HFOs. Our results show that HFOs occur most frequently during hypsarrhythmia and NREM sleep and are most prominent contralateral to the TTX infusion site in the homotopic cortex and anterior to this region in frontal cortex. While HFOs were largest and most frequent in these contralateral regions, they were also commonly recorded synchronously across multiple and widely-spaced recordings sites. The amplitude and spatial distribution of interictal HFOs were found to be very similar to the high frequency bursts seen at seizure onset. However, the latter differed from the interictal events in that the high frequency activity was more intense at seizure onset. Microwire recordings showed that neuronal unit firing increased abruptly with the generation of HFOs. A similar increase in neuronal firing occurred at the onset of the ictal events. Taken together, results suggest that neocortical networks are abnormally excitable, particularly contralateral to TTX infusion, and that these abnormalities are not restricted to small areas of cortex. Multiunit firing coincident with HFOs is fully consistent with a neocortical hyperexcitability hypothesis particularly since they both occur at seizure onset.
Asunto(s)
Modelos Animales de Enfermedad , Electroencefalografía , Epilepsia/inducido químicamente , Epilepsia/fisiopatología , Factores de Edad , Animales , Animales Recién Nacidos , Electroencefalografía/métodos , Neocórtex/efectos de los fármacos , Ratas , Espasmo/inducido químicamente , Espasmo/fisiopatología , Tetrodotoxina/toxicidadRESUMEN
PURPOSE: To describe high frequency (HF) electrographic activity accompanying ictal discharges in the tetrodotoxin (TTX) model of infantile spasms. Previous studies of HF oscillations in humans and animals suggest that they arise at sites of seizure onset. We compared HF oscillations at several cortical sites to determine regional differences. METHODS: TTX was infused for 4 weeks into the neocortex of rats beginning on postnatal days 11 or 12. Electroencephalography (EEG) electrodes were implanted 2 weeks later and video-EEG recordings were analyzed between postnatal days 31 and 47. EEG recordings were digitally sampled at 2,048 Hz. HF EEG activity (20-900 Hz) was quantified using compressed spectral arrays and band-pass filtering. KEY FINDINGS: Multiple seizures were analyzed in 10 rats. Ictal onset was associated with multiple bands of rhythmic HF activity that could extend to 700 Hz. The earliest and most intense discharging typically occurred contralaterally to where TTX was infused. HF activity continued to occur throughout the seizure (even during the electrodecrement that is recorded with more traditional filter settings), although there was a gradual decrease of the intensity of the highest frequency components as the amplitude of lower frequency oscillations increased. Higher frequencies sometimes reappeared in association with spike/sharp-waves at seizure termination. SIGNIFICANCE: The findings show that HF EEG activity accompanies ictal events in the TTX model. Results also suggest that the seizures in this model do not originate from the TTX infusion site. Instead HF discharges are usually most intense and occur earliest contralaterally, suggesting that these homologous regions may be involved in seizure generation.
Asunto(s)
Modelos Animales de Enfermedad , Electroencefalografía/métodos , Neocórtex/fisiopatología , Espasmos Infantiles/fisiopatología , Animales , Animales Recién Nacidos , Electroencefalografía/efectos de los fármacos , Humanos , Recién Nacido , Neocórtex/efectos de los fármacos , Ratas , Espasmos Infantiles/inducido químicamente , Espasmos Infantiles/diagnóstico , Tetrodotoxina/toxicidadRESUMEN
Infantile spasms syndrome (ISS) is a catastrophic pediatric epilepsy with motor spasms, persistent seizures, mental retardation, and in some cases, autism. One of its monogenic causes is an insertion mutation [c.304ins (GCG)(7)] on the X chromosome, expanding the first polyalanine tract of the interneuron-specific transcription factor Aristaless-related homeobox (ARX) from 16 to 23 alanine codons. Null mutation of the Arx gene impairs GABA and cholinergic interneuronal migration but results in a neonatal lethal phenotype. We developed the first viable genetic mouse model of ISS that spontaneously recapitulates salient phenotypic features of the human triplet repeat expansion mutation. Arx((GCG)10+7) ("Arx plus 7") pups display abnormal spasm-like myoclonus and other key EEG features, including multifocal spikes, electrodecremental episodes, and spontaneous seizures persisting into maturity. The neurobehavioral profile of Arx mutants was remarkable for lowered anxiety, impaired associative learning, and abnormal social interaction. Laminar decreases of Arx+ cortical interneurons and a selective reduction of calbindin-, but not parvalbumin- or calretinin-expressing interneurons in neocortical layers and hippocampus indicate that specific classes of synaptic inhibition are missing from the adult forebrain, providing a basis for the seizures and cognitive disorder. A significant reduction of calbindin-, NPY (neuropeptide Y)-expressing, and cholinergic interneurons in the mutant striatum suggest that dysinhibition within this network may contribute to the dyskinetic motor spasms. This mouse model narrows the range of critical pathogenic elements within brain inhibitory networks essential to recreate this complex neurodevelopmental syndrome.
Asunto(s)
Trastornos del Conocimiento/genética , Modelos Animales de Enfermedad , Proteínas de Homeodominio/genética , Trastornos Mentales/genética , Convulsiones/genética , Factores de Transcripción/genética , Repeticiones de Trinucleótidos/genética , Factores de Edad , Animales , Trastornos del Conocimiento/mortalidad , Trastornos del Conocimiento/fisiopatología , Femenino , Técnicas de Sustitución del Gen , Proteínas de Homeodominio/fisiología , Interneuronas/metabolismo , Interneuronas/patología , Masculino , Trastornos Mentales/mortalidad , Trastornos Mentales/fisiopatología , Ratones , Ratones Endogámicos C57BL , Ratones Transgénicos , Fenotipo , Convulsiones/fisiopatología , Síndrome , Factores de Transcripción/fisiologíaRESUMEN
The temporal latency between an encephalopathic event and the onset of infantile spasms cannot be determined in the majority of symptomatic cases (e.g. genetic conditions, cerebral malformations). However, we can measure this interval when a previously normal infant sustains brain injury followed by infantile spasms. This information has implications for understanding the underlying pathophysiologic basis for infantile spasms and, also, is germane to allegations that a close temporal relationship between vaccination and the onset of this seizure disorder establishes causation. We identified 19 published cases with sufficient information. The interval between brain injury and the onset of infantile spasms ranged from 6 weeks to 11 months (mean = 5.1 months). A similar temporal latency occurs in children with perinatal cerebral infarction and infantile spasms. We conclude that infantile spasms do not occur acutely following an encephalopathic event. This interval of weeks to months is consistent with prior studies indicating temporal latency between brain injury and the onset of other types of epilepsy, as well as with the previously proposed developmental desynchronization hypothesis. The findings refute claims that a close temporal association between an immunization and the onset of infantile spasms establishes causation.
Asunto(s)
Encefalopatías/complicaciones , Encefalopatías/fisiopatología , Espasmos Infantiles/etiología , Espasmos Infantiles/fisiopatología , Factores de Edad , Edad de Inicio , Encéfalo/irrigación sanguínea , Encéfalo/patología , Encéfalo/fisiopatología , Lesión Encefálica Crónica/complicaciones , Lesión Encefálica Crónica/fisiopatología , Trastornos Cerebrovasculares/complicaciones , Trastornos Cerebrovasculares/fisiopatología , Preescolar , Encefalitis/complicaciones , Encefalitis/fisiopatología , Humanos , Hipoxia-Isquemia Encefálica/complicaciones , Hipoxia-Isquemia Encefálica/fisiopatología , Lactante , Recién Nacido , Meningitis/complicaciones , Meningitis/fisiopatología , Factores de TiempoRESUMEN
OBJECTIVE: This study was aimed at the development of a seizure detection system by training neural networks using quantitative motion information extracted by motion segmentation methods from short video recordings of infants monitored for seizures. METHODS: The motion of the infants' body parts was quantified by temporal motion strength signals extracted from video recordings by motion segmentation methods based on optical flow computation. The area of each frame occupied by the infants' moving body parts was segmented by direct thresholding, by clustering of the pixel velocities, and by clustering the motion parameters obtained by fitting an affine model to the pixel velocities. The computational tools and procedures developed for automated seizure detection were tested and evaluated on 240 short video segments selected and labeled by physicians from a set of video recordings of 54 patients exhibiting myoclonic seizures (80 segments), focal clonic seizures (80 segments), and random infant movements (80 segments). RESULTS: The experimental study described in this paper provided the basis for selecting the most effective strategy for training neural networks to detect neonatal seizures as well as the decision scheme used for interpreting the responses of the trained neural networks. Depending on the decision scheme used for interpreting the responses of the trained neural networks, the best neural networks exhibited sensitivity above 90% or specificity above 90%. CONCLUSIONS: The best among the motion segmentation methods developed in this study produced quantitative features that constitute a reliable basis for detecting myoclonic and focal clonic neonatal seizures. The performance targets of this phase of the project may be achieved by combining the quantitative features described in this paper with those obtained by analyzing motion trajectory signals produced by motion tracking methods. SIGNIFICANCE: A video system based upon automated analysis potentially offers a number of advantages. Infants who are at risk for seizures could be monitored continuously using relatively inexpensive and non-invasive video techniques that supplement direct observation by nursery personnel. This would represent a major advance in seizure surveillance and offers the possibility for earlier identification of potential neurological problems and subsequent intervention.
Asunto(s)
Movimiento (Física) , Movimiento/fisiología , Convulsiones/fisiopatología , Procesamiento de Señales Asistido por Computador , Grabación de Cinta de Video/métodos , Análisis por Conglomerados , Diagnóstico por Computador , Humanos , Lactante , Redes Neurales de la Computación , Convulsiones/diagnóstico , Sensibilidad y Especificidad , Factores de TiempoRESUMEN
This article reviews the ictal and interictal EEG findings associated with a select group of generalized seizures. These include absence seizures, myoclonic seizures seen in juvenile myoclonic epilepsy, idiopathic generalized tonic clonic seizures, infantile spasms, and atypical absence, tonic, and atonic seizures associated with the Lennox Gastaut syndrome.
Asunto(s)
Electroencefalografía/métodos , Convulsiones/clasificación , Convulsiones/diagnóstico , Diagnóstico Diferencial , Humanos , Guías de Práctica Clínica como Asunto , Pautas de la Práctica en MedicinaRESUMEN
This study was carried out during the second phase of the project "Video Technologies for Neonatal Seizures" and aimed at the development of a seizure detection system by training neural networks, using quantitative motion information extracted by motion tracking methods from short video segments of infants monitored for seizures. The motion of the infants' body parts was quantified by temporal motion trajectory signals extracted from video recordings by robust motion trackers, based on block motion models. These motion trackers were developed to autonomously adjust to illumination and contrast changes that may occur during the video frame sequence. The computational tools and procedures developed for automated seizure detection were evaluated on short video segments selected and labeled by physicians from a set of 240 video recordings of 54 patients exhibiting myoclonic seizures (80 segments), focal clonic seizures (80 segments), and random infant movements (80 segments). This evaluation provided the basis for selecting the most effective strategy for training neural networks to detect neonatal seizures as well as the decision scheme used for interpreting the responses of the trained neural networks. The best neural networks exhibited sensitivity and specificity above 90%. The best among the motion trackers developed in this study produced quantitative features that constitute a reliable basis for detecting myoclonic and focal clonic neonatal seizures. The performance targets of the second phase of the project may be achieved by combining the quantitative features described in this paper with those obtained by analyzing motion strength signals produced by motion segmentation methods.
Asunto(s)
Movimiento/fisiología , Redes Neurales de la Computación , Convulsiones/diagnóstico , Convulsiones/fisiopatología , Procesamiento de Señales Asistido por Computador , Grabación en Video/métodos , Diagnóstico por Computador , Humanos , Lactante , Recién Nacido , Sensibilidad y Especificidad , Análisis EspectralRESUMEN
This paper presents an approach to detect epileptic seizure segments in the neonatal electroencephalogram (EEG) by characterizing the spectral features of the EEG waveform using a rule-based algorithm cascaded with a neural network. A rule-based algorithm screens out short segments of pseudosinusoidal EEG patterns as epileptic based on features in the power spectrum. The output of the rule-based algorithm is used to train and compare the performance of conventional feedforward neural networks and quantum neural networks. The results indicate that the trained neural networks, cascaded with the rule-based algorithm, improved the performance of the rule-based algorithm acting by itself. The evaluation of the proposed cascaded scheme for the detection of pseudosinusoidal seizure segments reveals its potential as a building block of the automated seizure detection system under development.
Asunto(s)
Algoritmos , Diagnóstico por Computador/métodos , Electroencefalografía/métodos , Epilepsia Benigna Neonatal/diagnóstico , Epilepsia Benigna Neonatal/fisiopatología , Redes Neurales de la Computación , Reconocimiento de Normas Patrones Automatizadas/métodos , Encéfalo/fisiopatología , Humanos , Recién Nacido , Reproducibilidad de los Resultados , Estudios Retrospectivos , Sensibilidad y EspecificidadRESUMEN
Infantile spasms is a severe epileptic encephalopathy of infancy. The fundamental cause is unknown, although a number of predisposing conditions are recognized. In this article, the authors critically review current knowledge concerning the pathophysiologic basis of infantile spasms and propose a new model based on developmental desynchronization. It is suggested that infantile spasms may result from a particular temporal desynchronization of two or more central nervous system developmental processes, resulting in a specific disturbance of brain function. The disturbance of function is postulated to be crucially dependent on an unbalanced maturational pattern, in which certain brain systems become dysfunctional owing to divergent developmental status. An important aspect of this model is the idea that disturbed function of a specific kind can result from multiple causative factors, and so can be associated with a variety of different anatomic and/or biochemical abnormalities. Thus, this concept is compatible with the observed diversity of pathologic findings and multiplicity of etiological associations observed in infantile spasms patients.
Asunto(s)
Encefalopatías/complicaciones , Encéfalo/anomalías , Modelos Biológicos , Espasmos Infantiles/etiología , Factores de Edad , Encéfalo/crecimiento & desarrollo , Humanos , Enfermedades del Sistema Inmune/complicaciones , Lactante , Recién Nacido , Vaina de Mielina/fisiología , Neurotransmisores/fisiología , Espasmos Infantiles/genética , Sinapsis/fisiologíaRESUMEN
This paper introduces a methodology for the development of robust motion trackers for video based on block motion models. According to this methodology, the motion of a site between two successive frames is estimated by minimizing an error function defined in terms of the intensities at these frames. The proposed methodology is used to develop robust motion trackers that rely on fractional block motion models. The motion trackers developed in this paper are utilized to extract motor activity signals from video recordings of neonatal seizures. The experimental results reveal that the proposed motion trackers are more accurate and reliable than existing motion tracking methods relying on pure translation and affine block motion models.
Asunto(s)
Interpretación de Imagen Asistida por Computador/métodos , Modelos Biológicos , Movimiento , Reconocimiento de Normas Patrones Automatizadas/métodos , Convulsiones/clasificación , Convulsiones/diagnóstico , Grabación en Video/métodos , Algoritmos , Simulación por Computador , Electroencefalografía/métodos , Humanos , Conducta del Lactante , Recién Nacido , Actividad Motora , Reproducibilidad de los Resultados , Convulsiones/fisiopatología , Sensibilidad y Especificidad , Técnica de SustracciónRESUMEN
This paper presents an automated procedure developed to extract quantitative information from video recordings of neonatal seizures in the form of motor activity signals. This procedure relies on optical flow computation to select anatomical sites located on the infants' body parts. Motor activity signals are extracted by tracking selected anatomical sites during the seizure using adaptive block matching. A block of pixels is tracked throughout a sequence of frames by searching for the most similar block of pixels in subsequent frames; this search is facilitated by employing various update strategies to account for the changing appearance of the block. The proposed procedure is used to extract temporal motor activity signals from video recordings of neonatal seizures and other events not associated with seizures.
Asunto(s)
Inteligencia Artificial , Interpretación de Imagen Asistida por Computador/métodos , Enfermedades del Recién Nacido/diagnóstico , Actividad Motora , Reconocimiento de Normas Patrones Automatizadas/métodos , Convulsiones/diagnóstico , Grabación en Video/métodos , Algoritmos , Análisis por Conglomerados , Retroalimentación , Humanos , Aumento de la Imagen/métodos , Recién Nacido , Enfermedades del Recién Nacido/fisiopatología , Almacenamiento y Recuperación de la Información/métodos , Cuidado Intensivo Neonatal/métodos , Modelos Biológicos , Monitoreo Fisiológico/métodos , Análisis Numérico Asistido por Computador , Reproducibilidad de los Resultados , Convulsiones/fisiopatología , Sensibilidad y Especificidad , Procesamiento de Señales Asistido por Computador , Técnica de SustracciónRESUMEN
This paper presents an approach for improving the accuracy and reliability of motion tracking methods developed for video based on block motion models. This approach estimates the displacement of a block of pixels between two successive frames by minimizing an error function defined in terms of the pixel intensities at these frames. The minimization problem is made analytically tractable by approximating the error function using a second-order Taylor expansion. The improved reliability of the proposed method is illustrated by its application in the extraction of temporal motor activity signals from video recordings of neonatal seizures.
Asunto(s)
Inteligencia Artificial , Interpretación de Imagen Asistida por Computador/métodos , Enfermedades del Recién Nacido/diagnóstico , Actividad Motora , Reconocimiento de Normas Patrones Automatizadas/métodos , Convulsiones/diagnóstico , Grabación en Video/métodos , Algoritmos , Análisis por Conglomerados , Retroalimentación , Humanos , Aumento de la Imagen/métodos , Recién Nacido , Enfermedades del Recién Nacido/fisiopatología , Almacenamiento y Recuperación de la Información/métodos , Cuidado Intensivo Neonatal/métodos , Modelos Biológicos , Monitoreo Fisiológico/métodos , Análisis Numérico Asistido por Computador , Reproducibilidad de los Resultados , Convulsiones/fisiopatología , Sensibilidad y Especificidad , Procesamiento de Señales Asistido por Computador , Técnica de SustracciónRESUMEN
This paper presents the development of regularized optical flow computation methods and an evaluation of their performance in the extraction of quantitative motion information from video recordings of neonatal seizures. A general formulation of optical flow computation is presented and a mathematical framework for the development of practical tools for computing optical flow is outlined. In addition, this paper proposes an alternative formulation of the optical flow problem that relies on a discrete approximation of a family of quadratic functionals. These regularized optical flow computation methods are used to extract motion strength signals from video recordings of neonatal seizures.
Asunto(s)
Epilepsias Mioclónicas/diagnóstico , Epilepsias Mioclónicas/fisiopatología , Interpretación de Imagen Asistida por Computador/métodos , Movimiento , Reconocimiento de Normas Patrones Automatizadas/métodos , Convulsiones/diagnóstico , Convulsiones/fisiopatología , Técnica de Sustracción , Algoritmos , Inteligencia Artificial , Gráficos por Computador , Epilepsias Mioclónicas/etiología , Humanos , Aumento de la Imagen/métodos , Recién Nacido , Almacenamiento y Recuperación de la Información/métodos , Análisis Numérico Asistido por Computador , Reproducibilidad de los Resultados , Convulsiones/complicaciones , Sensibilidad y Especificidad , Procesamiento de Señales Asistido por Computador , Interfaz Usuario-ComputadorRESUMEN
Infantile spasms is a unique disorder peculiar to infancy and early childhood. In this article, the clinical manifestations and electroencephalographic features of the disorder are described. The possible pathophysiologic mechanisms underlying infantile spasms and the relation of this disorder to other childhood encephalopathies are discussed. Finally, the treatment of patients with infantile spasms and their long-term outcome are briefly reviewed.
Asunto(s)
Electroencefalografía , Epilepsia/fisiopatología , Espasmos Infantiles/fisiopatología , Encéfalo/patología , Encéfalo/fisiopatología , Epilepsia/complicaciones , Epilepsia/epidemiología , Epilepsia/terapia , Humanos , Lactante , Recién Nacido , Imagen por Resonancia Magnética , Convulsiones/etiología , Convulsiones/fisiopatología , Convulsiones/terapia , Espasmo/etiología , Espasmo/fisiopatología , Espasmo/terapia , Espasmos Infantiles/epidemiología , Espasmos Infantiles/terapia , Resultado del TratamientoRESUMEN
Infantile spasms are a unique disorder of infancy and early childhood. The average age at onset of infantile spasms is 6 months and the average incidence of the disorder is approximately 0.31 per 1000 live births. Approximately one-quarter of patients will spontaneously stop having spasms within 1 year of onset. There are three main types of epileptic spasms: flexor, extensor, and mixed flexor-extensor. Spasms frequently occur in clusters and commonly occur upon arousal from sleep. The motor spasms are frequently confused with other normal and abnormal infant behaviors. Typically, the interictal EEG reveals hypsarrhythmia or one of its variants. A variety of ictal EEG patterns may be seen, the most common of which is a generalized slow-wave transient followed by an attenuation of the background activity in all regions. The primary treatment objective is to improve the EEG and stop the spasms as soon as possible and to avoid prolonged treatment durations with any form of therapy. Currently, there is no conclusive evidence that medical or surgical treatment of infantile spasms significantly alters long-term outcome. Although the pathophysiological mechanism underlying infantile spasms is unknown, several animal models of infantile spasms have been developed in recent years.
Asunto(s)
Espasmos Infantiles , Animales , Modelos Animales de Enfermedad , Humanos , Lactante , Recién Nacido , Espasmos Infantiles/diagnóstico , Espasmos Infantiles/epidemiología , Espasmos Infantiles/terapiaRESUMEN
Mild traumatic brain injury (mTBI) causes brain injury resulting in electrophysiologic abnormalities visible in electroencephalography (EEG) recordings. Quantitative EEG (qEEG) makes use of quantitative techniques to analyze EEG characteristics such as frequency, amplitude, coherence, power, phase, and symmetry over time independently or in combination. QEEG has been evaluated for its use in making a diagnosis of mTBI and assessing prognosis, including the likelihood of progressing to the postconcussive syndrome (PCS) phase. We review the EEG and qEEG changes of mTBI described in the literature. An attempt is made to separate the findings seen during the acute, subacute, and chronic phases after mTBI. Brief mention is also made of the neurobiological correlates of qEEG using neuroimaging techniques or in histopathology. Although the literature indicates the promise of qEEG in making a diagnosis and indicating prognosis of mTBI, further study is needed to corroborate and refine these methods.