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1.
medRxiv ; 2024 Apr 28.
Artículo en Inglés | MEDLINE | ID: mdl-38712177

RESUMEN

Intracortical microstimulation (ICMS) is a method for restoring sensation to people with paralysis as part of a bidirectional brain-computer interface to restore upper limb function. Evoking tactile sensations of the hand through ICMS requires precise targeting of implanted electrodes. Here we describe the presurgical imaging procedures used to generate functional maps of the hand area of the somatosensory cortex and subsequent planning that guided the implantation of intracortical microelectrode arrays. In five participants with cervical spinal cord injury, across two study locations, this procedure successfully enabled ICMS-evoked sensations localized to at least the first four digits of the hand. The imaging and planning procedures developed through this clinical trial provide a roadmap for other brain-computer interface studies to ensure successful placement of stimulation electrodes.

2.
Curr Biol ; 34(7): 1519-1531.e4, 2024 Apr 08.
Artículo en Inglés | MEDLINE | ID: mdl-38531360

RESUMEN

How are we able to learn new behaviors without disrupting previously learned ones? To understand how the brain achieves this, we used a brain-computer interface (BCI) learning paradigm, which enables us to detect the presence of a memory of one behavior while performing another. We found that learning to use a new BCI map altered the neural activity that monkeys produced when they returned to using a familiar BCI map in a way that was specific to the learning experience. That is, learning left a "memory trace" in the primary motor cortex. This memory trace coexisted with proficient performance under the familiar map, primarily by altering neural activity in dimensions that did not impact behavior. Forming memory traces might be how the brain is able to provide for the joint learning of multiple behaviors without interference.


Asunto(s)
Interfaces Cerebro-Computador , Corteza Motora , Aprendizaje , Encéfalo , Mapeo Encefálico , Electroencefalografía
3.
Pediatr Neurosurg ; 59(1): 14-19, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-37980900

RESUMEN

BACKGROUND/OBJECTIVE: Several studies describe traumatic head injuries caused by ceiling fans in Australia, the Middle East, and Malaysia. Some injuries required neurosurgical intervention, especially those caused by metallic ceiling fans. This study describes traumatic head injuries caused by ceiling fans at a single pediatric level 1 trauma center in the Southern USA. METHODS: Medical records were retrospectively reviewed for patients under 18 years of age who presented with a traumatic injury to the head from a ceiling fan from January 1, 2008, through December 31, 2021. The cohort of patients meeting all inclusion criteria was identified by querying multiple free-text fields derived from the electronic medical record, followed by a manual record review. RESULTS: Of 60 children treated for traumatic head injury from a ceiling fan, the median age was 5.7 years and 53% were female. Laceration was the most common injury (80%), followed by scalp swelling/hematoma (20%), contusion (8%), and skull fracture (7%). Two patients (3%) with intracranial hemorrhage and fracture underwent neurosurgery. One neurosurgical case involved a metal ceiling fan and the other involved an outdoor ceiling fan. Nearly half of the injuries involved bunk or loft beds (47%) and young children were often injured while being lifted up by a caregiver (18%). CONCLUSION: Although most pediatric traumatic head injuries from ceiling fans resulted in minor injuries, our center saw a similar proportion of cases with skull fractures to what has been reported in Australia (5%). The effects of fan construction and blade material on the severity of head injury may warrant further study. Understanding the most common mechanisms for these injuries may guide injury prevention efforts.


Asunto(s)
Lesiones Traumáticas del Encéfalo , Traumatismos Craneocerebrales , Fracturas Craneales , Niño , Humanos , Femenino , Estados Unidos/epidemiología , Adolescente , Preescolar , Masculino , Estudios Retrospectivos , Centros Traumatológicos , Traumatismos Craneocerebrales/complicaciones , Fracturas Craneales/cirugía , Hemorragias Intracraneales , Lesiones Traumáticas del Encéfalo/epidemiología , Lesiones Traumáticas del Encéfalo/cirugía
4.
Brain Sci ; 13(11)2023 Oct 26.
Artículo en Inglés | MEDLINE | ID: mdl-38002476

RESUMEN

Primitive neuroectodermal tumors of the central nervous system, or CNS neuroblastoma, are rare neoplasms in children. Recently, methylation profiling enabled the discovery of four distinct entities of these tumors. The current treatment paradigm involves surgical resection followed by chemotherapy and radiation. However, upfront surgical resection carries high surgical morbidity in this patient population due to their young age, tumor vascularity, and often deep location in the brain. We report a case of CNS neuroblastoma that can be successfully treated with neoadjuvant chemotherapy followed by minimally invasive laser interstitial thermal therapy and radiation. The patient has complete treatment with no evidence of recurrence at one year follow-up. This case illustrates a potential paradigm shift in the treatment of these rare tumors can be treated using minimally invasive surgical approach to achieve a favorable outcome.

6.
bioRxiv ; 2023 Jan 31.
Artículo en Inglés | MEDLINE | ID: mdl-36778255

RESUMEN

Purpose: To evaluate changes in monkey optic nerve head (ONH) morphology under acutely controlled intraocular pressure (IOP) and intracranial pressure (ICP). Methods: Seven ONHs from six monkeys were imaged via optical coherence tomography while IOP and ICP were maintained at one of 16 conditions. These conditions were defined by 4 levels for each pressure: low, baseline, high and very high. Images were processed to determine scleral canal area, aspect ratio, and planarity and anterior lamina cribrosa (ALC) shape index and curvature. Linear mixed effect models were utilized to investigate the effects of IOP, ICP and their interactions on ONH morphological features. The IOP-ICP interaction model was compared with one based on translaminar pressure difference (TLPD). Results: We observed complex, eye-specific, non-linear patterns of ONH morphological changes with changes in IOP and ICP. For all ONH morphological features, linear mixed effects models demonstrated significant interactions between IOP and ICP that were unaccounted for by TLPD. Interactions indicate that the effects of IOP and ICP depend on the other pressure. The IOP-ICP interaction model was a higher quality predictor of ONH features than a TLPD model. Conclusions: In vivo modulation of IOP and ICP causes nonlinear and non-monotonic changes in monkey ONH morphology that depend on both pressures and is not accounted for by a simplistic TLPD. These results support and extend prior findings. Translational Relevance: A better understanding of ICP's influence on the effects of IOP can help inform the highly variable presentations of glaucoma and effective treatment strategies.

7.
World Neurosurg ; 167: e10-e18, 2022 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-35643406

RESUMEN

BACKGROUND: Ventriculoperitoneal shunt placement is the mainstay of treatment for hydrocephalus, but there are relatively high rates of malfunction. Shunt catheter entry can be performed anteriorly or posteriorly, with the body of evidence from randomized controlled trials and retrospective studies suggesting conflicting findings. METHODS: A systematic review of PubMed, Medline, Scopus, and Web of Science was performed adherent to PRISMA guidelines, searching for clinical studies examining outcomes for anterior or frontal and posterior or occipital ventriculoperitoneal shunt placement. A random-effects model meta-analysis was performed on R. RESULTS: Six studies (2 randomized controlled trials and 4 retrospective cohort studies) comprising 1808 patients were identified. There were no statistically significant differences between anterior and posterior ventriculoperitoneal shunt placement for the outcomes of poor catheter placement (odds ratio [OR], 0.74; P = 0.6) and shunt infections (OR, 1.01; P = 0.9). Posterior shunts trended toward greater number of shunt revisions (OR, 0.72; P = 0.06). Six and 12 months shunt survival was comparable between anterior and posterior approaches (P > 0.05). There were significant differences between long-term shunt survival (2 and 5 years shunt survival), favoring anterior shunt placement with greater odds of survival (OR, 1.91 and OR, 1.62, respectively; P < 0.05). CONCLUSIONS: We show that although anteriorly and posteriorly placed shunts have mostly comparable outcomes, shunt survival at 2-year and 5-year intervals favors anteriorly placed shunts. Additional well-designed clinical trials are needed to validate the findings of greater late shunt failure in posteriorly placed shunts, with more time-dependent statistical measures.


Asunto(s)
Hidrocefalia , Derivación Ventriculoperitoneal , Niño , Humanos , Estudios Retrospectivos , Derivaciones del Líquido Cefalorraquídeo , Catéteres , Reoperación , Hidrocefalia/cirugía , Ensayos Clínicos Controlados Aleatorios como Asunto
9.
Hum Brain Mapp ; 43(4): 1342-1357, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-35019189

RESUMEN

Prior studies have used graph analysis of resting-state magnetoencephalography (MEG) to characterize abnormal brain networks in neurological disorders. However, a present challenge for researchers is the lack of guidance on which network construction strategies to employ. The reproducibility of graph measures is important for their use as clinical biomarkers. Furthermore, global graph measures should ideally not depend on whether the analysis was performed in the sensor or source space. Therefore, MEG data of the 89 healthy subjects of the Human Connectome Project were used to investigate test-retest reliability and sensor versus source association of global graph measures. Atlas-based beamforming was used for source reconstruction, and functional connectivity (FC) was estimated for both sensor and source signals in six frequency bands using the debiased weighted phase lag index (dwPLI), amplitude envelope correlation (AEC), and leakage-corrected AEC. Reliability was examined over multiple network density levels achieved with proportional weight and orthogonal minimum spanning tree thresholding. At a 100% density, graph measures for most FC metrics and frequency bands had fair to excellent reliability and significant sensor versus source association. The greatest reliability and sensor versus source association was obtained when using amplitude metrics. Reliability was similar between sensor and source spaces when using amplitude metrics but greater for the source than the sensor space in higher frequency bands when using the dwPLI. These results suggest that graph measures are useful biomarkers, particularly for investigating functional networks based on amplitude synchrony.


Asunto(s)
Conectoma/normas , Magnetoencefalografía/normas , Red Nerviosa/diagnóstico por imagen , Red Nerviosa/fisiología , Procesamiento de Señales Asistido por Computador , Humanos , Modelos Teóricos , Reproducibilidad de los Resultados
10.
Front Bioeng Biotechnol ; 9: 759711, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-34950640

RESUMEN

Brain-computer interfaces are being developed to restore movement for people living with paralysis due to injury or disease. Although the therapeutic potential is great, long-term stability of the interface is critical for widespread clinical implementation. While many factors can affect recording and stimulation performance including electrode material stability and host tissue reaction, these factors have not been investigated in human implants. In this clinical study, we sought to characterize the material integrity and biological tissue encapsulation via explant analysis in an effort to identify factors that influence electrophysiological performance. We examined a total of six Utah arrays explanted from two human participants involved in intracortical BCI studies. Two platinum (Pt) arrays were implanted for 980 days in one participant (P1) and two Pt and two iridium oxide (IrOx) arrays were implanted for 182 days in the second participant (P2). We observed that the recording quality followed a similar trend in all six arrays with an initial increase in peak-to-peak voltage during the first 30-40 days and gradual decline thereafter in P1. Using optical and two-photon microscopy we observed a higher degree of tissue encapsulation on both arrays implanted for longer durations in participant P1. We then used scanning electron microscopy and energy dispersive X-ray spectroscopy to assess material degradation. All measures of material degradation for the Pt arrays were found to be more prominent in the participant with a longer implantation time. Two IrOx arrays were subjected to brief survey stimulations, and one of these arrays showed loss of iridium from most of the stimulated sites. Recording performance appeared to be unaffected by this loss of iridium, suggesting that the adhesion of IrOx coating may have been compromised by the stimulation, but the metal layer did not detach until or after array removal. In summary, both tissue encapsulation and material degradation were more pronounced in the arrays that were implanted for a longer duration. Additionally, these arrays also had lower signal amplitude and impedance. New biomaterial strategies that minimize fibrotic encapsulation and enhance material stability should be developed to achieve high quality recording and stimulation for longer implantation periods.

11.
Exp Eye Res ; 213: 108809, 2021 12.
Artículo en Inglés | MEDLINE | ID: mdl-34736887

RESUMEN

Intracranial pressure (ICP) has been proposed to play an important role in the sensitivity to intraocular pressure (IOP) and susceptibility to glaucoma. However, the in vivo effects of simultaneous, controlled, acute variations in ICP and IOP have not been directly measured. We quantified the deformations of the anterior lamina cribrosa (ALC) and scleral canal at Bruch's membrane opening (BMO) under acute elevation of IOP and/or ICP. Four eyes of three adult monkeys were imaged in vivo with OCT under four pressure conditions: IOP and ICP either at baseline or elevated. The BMO and ALC were reconstructed from manual delineations. From these, we determined canal area at the BMO (BMO area), BMO aspect ratio and planarity, and ALC median depth relative to the BMO plane. To better account for the pressure effects on the imaging, we also measured ALC visibility as a percent of the BMO area. Further, ALC depths were analyzed only in regions where the ALC was visible in all pressure conditions. Bootstrap sampling was used to obtain mean estimates and confidence intervals, which were then used to test for significant effects of IOP and ICP, independently and in interaction. Response to pressure manipulation was highly individualized between eyes, with significant changes detected in a majority of the parameters. Significant interactions between ICP and IOP occurred in all measures, except ALC visibility. On average, ICP elevation expanded BMO area by 0.17 mm2 at baseline IOP, and contracted BMO area by 0.02 mm2 at high IOP. ICP elevation decreased ALC depth by 10 µm at baseline IOP, but increased depth by 7 µm at high IOP. ALC visibility decreased as ICP increased, both at baseline (-10%) and high IOP (-17%). IOP elevation expanded BMO area by 0.04 mm2 at baseline ICP, and contracted BMO area by 0.09 mm2 at high ICP. On average, IOP elevation caused the ALC to displace 3.3 µm anteriorly at baseline ICP, and 22 µm posteriorly at high ICP. ALC visibility improved as IOP increased, both at baseline (5%) and high ICP (8%). In summary, changing IOP or ICP significantly deformed both the scleral canal and the lamina of the monkey ONH, regardless of the other pressure level. There were significant interactions between the effects of IOP and those of ICP on LC depth, BMO area, aspect ratio and planarity. On most eyes, elevating both pressures by the same amount did not cancel out the effects. Altogether our results show that ICP affects sensitivity to IOP, and thus that it can potentially also affect susceptibility to glaucoma.


Asunto(s)
Hipertensión Intracraneal/fisiopatología , Presión Intracraneal/fisiología , Presión Intraocular/fisiología , Hipertensión Ocular/fisiopatología , Disco Óptico/fisiopatología , Animales , Presión Sanguínea/fisiología , Lámina Basal de la Coroides/fisiopatología , Modelos Animales de Enfermedad , Frecuencia Cardíaca/fisiología , Imagenología Tridimensional , Hipertensión Intracraneal/diagnóstico por imagen , Macaca mulatta , Hipertensión Ocular/diagnóstico por imagen , Disco Óptico/diagnóstico por imagen , Esclerótica/fisiopatología , Tomografía de Coherencia Óptica , Tonometría Ocular
12.
Pediatr Qual Saf ; 6(4): e441, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-34345754

RESUMEN

INTRODUCTION: Children with ventricular shunts undergo frequent neuroimaging, and therefore, radiation exposures, to evaluate shunt malfunctions. The objective of this study was to safely reduce radiation exposure in this population by reducing computed tomography (CT) and increasing "rapid" magnetic resonance imaging (rMRI-shunt) among patients warranting neuroimaging for possible shunt malfunction. METHODS: This was a single-center quality improvement study in a tertiary care pediatric emergency department (ED). We implemented a multidisciplinary guideline for ED shunt evaluation, which promoted the use of rMRI-shunt over CT. We included patients younger than 18 years undergoing an ED shunt evaluation during 11 months of the preintervention and 25 months of the intervention study periods. The primary outcome was the CT rate, and we evaluated the relevant process and balancing measures. RESULTS: There were 266 encounters preintervention and 488 during the intervention periods with similar neuroimaging rates (80.7% versus 81.5%, P = 0.8.) CT decreased from 90.1% to 34.8% (difference -55.3%, 95% confidence interval [CI]: -71.1, -25.8), and rMRI-shunt increased from 9.9% to 65.2% (difference 55.3%, 95% CI: 25.8, 71.1) during the preintervention and intervention periods, respectively. There were increases in the mean time to neuroimaging (53.1 min; [95% CI: 41.6, 64.6]) and ED length of stay (LOS) (52.3 min; [95% CI: 36.8, 67.6]), without changes in total neuroimaging, 72-hour revisits, or follow-up neuroimaging. CONCLUSIONS: Multidisciplinary implementation of a standardized guideline reduced CT and increased rMRI-shunt use in a pediatric ED setting. Clinicians should balance the reduction in radiation exposure with ED rMRI-shunt for patients with ventricular shunts against the increased time of obtaining imaging and LOS.

13.
Pediatr Crit Care Med ; 22(11): 960-968, 2021 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-34038066

RESUMEN

OBJECTIVES: To define the clinical characteristics of hospitalized children with moderate traumatic brain injury and identify factors associated with deterioration to severe traumatic brain injury. DESIGN: Retrospective cohort study. SETTING: Tertiary Children's Hospital with Level 1 Trauma Center designation. PATIENTS: Inpatient children less than 18 years old with an International Classification of Diseases code for traumatic brain injury and an admission Glasgow Coma Scale score of 9-13. MEASUREMENTS AND RESULTS: We queried the National Trauma Data Bank for our institutional data and identified 177 patients with moderate traumatic brain injury from 2010 to 2017. These patients were then linked to the electronic health record to obtain baseline and injury characteristics, laboratory data, serial Glasgow Coma Scale scores, CT findings, and neurocritical care interventions. Clinical deterioration was defined as greater than or equal to 2 recorded values of Glasgow Coma Scale scores less than or equal to 8 during the first 48 hours of hospitalization. Thirty-seven patients experienced deterioration. Children who deteriorated were more likely to require intubation (73% vs 26%), have generalized edema, subdural hematoma, or contusion on CT scan (30% vs 8%, 57% vs 37%, 35% vs 16%, respectively), receive hypertonic saline (38% vs 7%), undergo intracranial pressure monitoring (24% vs 0%), were more likely to be transferred to inpatient rehabilitation following hospital discharge (32% vs 5%), and incur greater costs of care ($25,568 vs $10,724) (all p < 0.01). There was no mortality in this cohort. Multivariable regression demonstrated that a higher Injury Severity Score, a higher initial international normalized ratio, and a lower admission Glasgow Coma Scale score were associated with deterioration to severe traumatic brain injury in the first 48 hours (p < 0.05 for all). CONCLUSIONS: A substantial subset of children (21%) presenting with moderate traumatic brain injury at a Level 1 pediatric trauma center experienced deterioration in the first 48 hours, requiring additional resource utilization associated with increased cost of care. Deterioration was independently associated with an increased international normalized ratio higher Injury Severity Score, and a lower admission Glasgow Coma Scale score.


Asunto(s)
Lesiones Traumáticas del Encéfalo , Deterioro Clínico , Adolescente , Lesiones Traumáticas del Encéfalo/diagnóstico , Lesiones Traumáticas del Encéfalo/terapia , Niño , Escala de Coma de Glasgow , Humanos , Estudios Retrospectivos , Resultado del Tratamiento
14.
Science ; 372(6544): 831-836, 2021 05 21.
Artículo en Inglés | MEDLINE | ID: mdl-34016775

RESUMEN

Prosthetic arms controlled by a brain-computer interface can enable people with tetraplegia to perform functional movements. However, vision provides limited feedback because information about grasping objects is best relayed through tactile feedback. We supplemented vision with tactile percepts evoked using a bidirectional brain-computer interface that records neural activity from the motor cortex and generates tactile sensations through intracortical microstimulation of the somatosensory cortex. This enabled a person with tetraplegia to substantially improve performance with a robotic limb; trial times on a clinical upper-limb assessment were reduced by half, from a median time of 20.9 to 10.2 seconds. Faster times were primarily due to less time spent attempting to grasp objects, revealing that mimicking known biological control principles results in task performance that is closer to able-bodied human abilities.


Asunto(s)
Brazo/fisiología , Miembros Artificiales , Interfaces Cerebro-Computador , Cuadriplejía/terapia , Robótica , Tacto/fisiología , Adulto , Brazo/inervación , Fuerza de la Mano/fisiología , Humanos , Masculino , Corteza Motora/fisiología , Movimiento , Corteza Somatosensorial/fisiología
15.
J Neurosurg Pediatr ; 28(1): 50-53, 2021 May 21.
Artículo en Inglés | MEDLINE | ID: mdl-34020419

RESUMEN

Laser interstitial thermal therapy (LITT) is increasingly used as a surgical option for the treatment of epilepsy. Placement of the laser fibers relies on stereotactic navigation with cranial fixation pins. In addition, the laser fiber is stabilized in the cranium during the ablation using a cranial bolt that assumes maturity of the skull. Therefore, younger infants (< 2 years of age) have traditionally not been considered as candidates for LITT. However, LITT is an appealing option for patients with familial epilepsy syndromes, such as tuberous sclerosis complex (TSC), due to the multiplicity of lesions and the likely need for multiple procedures. A 4-month-old infant with TSC presented with refractory focal seizures despite receiving escalating doses of 5 antiepileptic medications. Electrographic and clinical seizures occurred numerous times daily. Noninvasive evaluations, including MRI, magnetoencephalography, scalp EEG, and SPECT, localized the ictal onset to a left frontal cortical tuber in the premotor area. In this paper, the authors report a novel technique to overcome the challenges of performing LITT in an infant with an immature skull by repurposing the Navigus biopsy skull mount for stereotactic placement of a laser fiber using electromagnetic-based navigation. The patient underwent successful ablation of the tuber and remained seizure free 4 months postoperatively. To the authors' knowledge, this is the youngest reported patient to undergo LITT. A safe method is described to perform LITT in an infant using commonly available tools without dedicated instrumentation beyond standard stereotactic navigation, a biopsy platform, and the Visualase system.

16.
Nat Neurosci ; 24(5): 727-736, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33782622

RESUMEN

Internal states such as arousal, attention and motivation modulate brain-wide neural activity, but how these processes interact with learning is not well understood. During learning, the brain modifies its neural activity to improve behavior. How do internal states affect this process? Using a brain-computer interface learning paradigm in monkeys, we identified large, abrupt fluctuations in neural population activity in motor cortex indicative of arousal-like internal state changes, which we term 'neural engagement.' In a brain-computer interface, the causal relationship between neural activity and behavior is known, allowing us to understand how neural engagement impacted behavioral performance for different task goals. We observed stereotyped changes in neural engagement that occurred regardless of how they impacted performance. This allowed us to predict how quickly different task goals were learned. These results suggest that changes in internal states, even those seemingly unrelated to goal-seeking behavior, can systematically influence how behavior improves with learning.


Asunto(s)
Potenciales de Acción/fisiología , Interfaces Cerebro-Computador , Aprendizaje/fisiología , Corteza Motora/fisiología , Neuronas/fisiología , Animales , Atención/fisiología , Macaca mulatta , Masculino
17.
J Neurosurg Pediatr ; 27(2): 170-179, 2020 Nov 20.
Artículo en Inglés | MEDLINE | ID: mdl-33254137

RESUMEN

OBJECTIVE: Pediatric skull base chordoma is a rare entity that is traditionally considered to display aggressive behavior with an increased risk of recurrence. There is an absence of literature examining outcomes in the pediatric population in general and using the endoscopic endonasal approach (EEA). METHODS: The authors retrospectively reviewed all patients with skull base chordomas presenting by the age of 18 years to the Children's Hospital of Pittsburgh or the University of Pittsburgh Medical Center from 2004 to 2019. Clinical outcomes, the number and location of recurrences, and progression-free survival time were determined. RESULTS: Twenty patients met the study criteria. The most common presenting complaints were diplopia (n = 7), headache (n = 6), and swallowing difficulty (n = 4). Three cases were incidentally discovered. Twelve patients underwent single-stage EEA alone, 2 patients had two-stage EEA, and 6 patients had combined EEA with open far-lateral or extreme-lateral approaches. Fourteen patients underwent gross-total resection (GTR), and 6 patients had near-total resection. Larger tumors were more likely to require staging or a combined approach (86% vs 7%) and were less likely to receive GTR (33% vs 86%) but had comparable recurrence and mortality rates. Five patients developed CSF leaks requiring reoperation, 2 patients developed a permanent abducens nerve palsy, 1 patient suffered an internal carotid artery injury, 1 patient developed an epidural hematoma, and 1 patient developed a subdural empyema. Four (20%) patients had recurrence during follow-up (mean radiographic follow-up 59 months and mean time to local recurrence 19 months). Two patients with recurrence underwent further resection, and 1 patient elected to stop treatment. Both patients who underwent repeat resection experienced a second recurrence, one of whom elected to stop treatment. Both patients who died had an elevated Ki-67 (p = 0.039), one of whom developed de-differentiated histology. A third patient died of progressive spinal metastases without local recurrence and is one of 2 patients who developed postoperative spinal metastases. Both patients whose tumors became de-differentiated progressed from tumors with an initial Ki-67 of 15 or greater (p = 0.035) and received prior radiotherapy to the bulk tumor (p = 0.03). CONCLUSIONS: The majority of pediatric skull base chordomas, when managed at a specialized center with a goal of GTR, may have a better outcome than traditionally believed. Elevated Ki-67 rates may predict poor outcome and progression to de-differentiation.


Asunto(s)
Cordoma/cirugía , Endoscopía/métodos , Cavidad Nasal/cirugía , Neuroendoscopía/métodos , Procedimientos Neuroquirúrgicos/métodos , Neoplasias de la Base del Cráneo/cirugía , Adolescente , Pérdida de Líquido Cefalorraquídeo , Niño , Preescolar , Cordoma/mortalidad , Femenino , Humanos , Antígeno Ki-67/análisis , Masculino , Cirugía Endoscópica por Orificios Naturales , Recurrencia Local de Neoplasia , Supervivencia sin Progresión , Reoperación/estadística & datos numéricos , Estudios Retrospectivos , Neoplasias de la Base del Cráneo/mortalidad , Neoplasias de la Médula Espinal/secundario , Resultado del Tratamiento
18.
Sci Rep ; 10(1): 16885, 2020 10 09.
Artículo en Inglés | MEDLINE | ID: mdl-33037266

RESUMEN

Deep learning (DL) is a widely applied mathematical modeling technique. Classically, DL models utilize large volumes of training data, which are not available in many healthcare contexts. For patients with brain tumors, non-invasive diagnosis would represent a substantial clinical advance, potentially sparing patients from the risks associated with surgical intervention on the brain. Such an approach will depend upon highly accurate models built using the limited datasets that are available. Herein, we present a novel genetic algorithm (GA) that identifies optimal architecture parameters using feature embeddings from state-of-the-art image classification networks to identify the pediatric brain tumor, adamantinomatous craniopharyngioma (ACP). We optimized classification models for preoperative Computed Tomography (CT), Magnetic Resonance Imaging (MRI), and combined CT and MRI datasets with demonstrated test accuracies of 85.3%, 83.3%, and 87.8%, respectively. Notably, our GA improved baseline model performance by up to 38%. This work advances DL and its applications within healthcare by identifying optimized networks in small-scale data contexts. The proposed system is easily implementable and scalable for non-invasive computer-aided diagnosis, even for uncommon diseases.


Asunto(s)
Neoplasias Encefálicas/diagnóstico por imagen , Craneofaringioma/diagnóstico por imagen , Aprendizaje Profundo , Diagnóstico por Computador/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Imagen por Resonancia Magnética/métodos , Tomografía Computarizada por Rayos X/métodos , Algoritmos , Humanos , Modelos Teóricos , Redes Neurales de la Computación , Periodo Preoperatorio
19.
World Neurosurg ; 144: e447-e459, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-32890848

RESUMEN

BACKGROUND: Traditionally, craniopharyngiomas with intraventricular extension were approached transcranially; however, endoscopic approaches are now increasingly used. We sought to study the endoscopic endonasal approach (EEA) in the setting of complex craniopharyngiomas with intraventricular extension and to compare it with existing literature. METHODS: Patients undergoing EEA for resection of craniopharyngioma with ventricular involvement from 2002 to 2015 were retrospectively reviewed. Outcomes were compared with previously published EEA and transcranial approach (TCA) studies for all craniopharyngioma locations. RESULTS: Sixty-two patients were included. Average tumor and intraventricular volume were 13.93 cm3 and 2.61 cm3, respectively. Patients presented with visual impairment, endocrinopathy, and, headache. Gross total resection (GTR) was achieved in 47% of all cases and increased to 77% after 2012 Approximately 98% experienced improvement or stability of vision. Postoperative cerebrospinal fluid (CSF) leak and meningitis rates were 19% and 8.1%, respectively. However, nasoseptal flap (NSF) use reduced CSF leak rate to 10%. Six (9.6%) patients required shunting before resection and 25% were shunted postoperatively. Seven of 10 patients (70%) treated before NSF use required shunting, whereas only 7 of 46 (15%) required shunting with NSF reconstruction. Review demonstrated similar outcomes between the present cohort and EEA or TCA for all craniopharyngioma locations. TCA had a greater GTR, however, with large study variation. EEA showed improved visual outcomes but also increased CSF leaks. CONCLUSIONS: EEA for craniopharyngiomas with intraventricular extension shows similar outcomes to TCA and EEA for all craniopharyngiomas, expanding this anatomic limit. Given ventricular involvement, CSF leak rates are expectedly high. GTR increased and CSF leak rates dramatically decreased with time, suggestive of the steep learning curve to complex resection.


Asunto(s)
Craneofaringioma/cirugía , Neuroendoscopía/métodos , Neoplasias Hipofisarias/cirugía , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Pérdida de Líquido Cefalorraquídeo/epidemiología , Pérdida de Líquido Cefalorraquídeo/etiología , Niño , Preescolar , Femenino , Humanos , Masculino , Persona de Mediana Edad , Cirugía Endoscópica por Orificios Naturales/efectos adversos , Cirugía Endoscópica por Orificios Naturales/métodos , Neuroendoscopía/efectos adversos , Neoplasias Hipofisarias/patología , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Estudios Retrospectivos , Adulto Joven
20.
Nat Biomed Eng ; 4(7): 672-685, 2020 07.
Artículo en Inglés | MEDLINE | ID: mdl-32313100

RESUMEN

The instability of neural recordings can render clinical brain-computer interfaces (BCIs) uncontrollable. Here, we show that the alignment of low-dimensional neural manifolds (low-dimensional spaces that describe specific correlation patterns between neurons) can be used to stabilize neural activity, thereby maintaining BCI performance in the presence of recording instabilities. We evaluated the stabilizer with non-human primates during online cursor control via intracortical BCIs in the presence of severe and abrupt recording instabilities. The stabilized BCIs recovered proficient control under different instability conditions and across multiple days. The stabilizer does not require knowledge of user intent and can outperform supervised recalibration. It stabilized BCIs even when neural activity contained little information about the direction of cursor movement. The stabilizer may be applicable to other neural interfaces and may improve the clinical viability of BCIs.


Asunto(s)
Interfaces Cerebro-Computador , Corteza Motora/fisiología , Neuronas/fisiología , Animales , Conducta Animal , Electrodos , Electroencefalografía , Electrofisiología , Macaca mulatta , Masculino , Movimiento/fisiología , Interfaz Usuario-Computador
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