Automated Laryngeal Cancer Detection and Classification Using Dwarf Mongoose Optimization Algorithm with Deep Learning.

Laryngeal cancer (LCA) is a serious disease with a concerning global rise in incidence. Accurate treatment for LCA is particularly challenging in later stages, due to its complex nature as a head and neck malignancy. To address this challenge, researchers have been actively developing various analysis methods and tools to assist medical professionals in efficient LCA identification. However, existing tools and methods often suffer from various limitations, including low accuracy in early-stage LCA detection, high computational complexity, and lengthy patient screening times. With this motivation, this study presents an Automated Laryngeal Cancer Detection and Classification using a Dwarf Mongoose Optimization Algorithm with Deep Learning (ALCAD-DMODL) technique. The main objective of the ALCAD-DMODL method is to recognize the existence of LCA using the DL model. In the presented ALCAD-DMODL technique, a median filtering (MF)-based noise removal process takes place to get rid of the noise. Additionally, the ALCAD-DMODL technique involves the EfficientNet-B0 model for deriving feature vectors from the pre-processed images. For optimal hyperparameter tuning of the EfficientNet-B0 model, the DMO algorithm can be applied to select the parameters. Finally, the multi-head bidirectional gated recurrent unit (MBGRU) model is applied for the recognition and classification of LCA. The simulation result analysis of the ALCAD-DMODL technique is carried out on the throat region image dataset. The comparison study stated the supremacy of the ALCAD-DMODL technique in terms of distinct measures.

Artificial neural networks and statistical models for optimization studying COVID-19.

The biggest challenge facing the world in 2020 was the pandemic of the coronavirus disease (COVID-19). Since the start of 2020, COVID-19 has invaded the world, causing death to people and economic damage, which is cause for sadness and anxiety. Since the world has passed from the first peak with relative success, this should be evaluated by statistical analysis in preparation for potential further waves. Artificial neural networks and logistic regression models were used in this study, and some statistical indicators were extracted to shed light on this pandemic. WHO website data for 32 European countries from 11th of January 2020 to 29th of May 2020 was utilized. The rationale for choosing the stated methodological tools is that the classification accuracy rate of artificial neural networks is 85.6% while the classification accuracy rate of logistic regression models 80.8%.

Parenting Stress Undermines Mother-Child Brain-to-Brain Synchrony: A Hyperscanning Study.

Synchrony refers to the coordinated interplay of behavioural and physiological signals that reflect the bi-directional attunement of one partner to the other's psychophysiological, cognitive, emotional, and behavioral state. In mother-child relationships, a synchronous pattern of interaction indicates parental sensitivity. Parenting stress has been shown to undermine mother-child behavioural synchrony. However, it has yet to be discerned whether parenting stress affects brain-to-brain synchrony during everyday joint activities. Here, we show that greater parenting stress is associated with less brain-to-brain synchrony in the medial left cluster of the prefrontal cortex when mother and child engage in a typical dyadic task of watching animation videos together. This brain region overlaps with the inferior frontal gyrus, the frontal eye field, and the dorsolateral prefrontal cortex, which are implicated in inference of mental states and social cognition. Our result demonstrates the adverse effect of parenting stress on mother-child attunement that is evident at a brain-to-brain level. Mother-child brain-to-brain asynchrony may underlie the robust association between parenting stress and poor dyadic co-regulation. We anticipate our study to form the foundation for future investigations into mechanisms by which parenting stress impairs the mother-child relationship.

Salivary α-amylase as a marker of stress reduction in individuals with intellectual disability and autism in response to occupational and music therapy.

BACKGROUND: Although the benefits of a range of disability-centric therapies have been well studied, little remains known about how they work, let alone how to monitor these benefits in a precise and reliable way. METHODS: Here, in two independent studies, we examine how sessions consisting of occupational or music therapy, both widely recognised for their effectiveness, modulate levels of salivary α-amylase (sAA), a now time- and cost-efficient marker of stress, in individuals with intellectual disability and autism spectrum disorder. Pre-session and post-session levels of sAA were compared in both groups in response to therapy and control sessions. RESULTS: In comparison to control sessions, occupational therapy significantly dampened rises in sAA levels while music therapy significantly decreased baseline sAA levels, highlighting the ability of both types of therapy to reduce stress and by proxy contribute to enhancing overall well-being. CONCLUSIONS: Not only do these results confirm the stress-reducing nature of two types of multisensory therapy, but they support the use of sAA as a potential tool for evaluating stress levels in individuals with intellectual disability and autism spectrum disorder, providing an important physiological lens that may guide strategies in clinical and non-clinical care for individuals with disabilities.

[Cerebral primitive osteosarcoma, a radiological and histological atypia]. / Ostéosarcome cérébral primitif, une atypie radiologique et histologique.

INTRODUCTION: Osteosarcoma is a malignant mesenchymal tumor including cells that present an osteoblastic differentiation. On the skull, it has often extra-axial development associated with bone reaction. We report an atypical and rare case of intracranial or cerebral osteosarcoma underline the radiological and pathological diagnostic difficulties. CASE REPORT: Our case concerns a primary osteosarcoma without bone involvement in a 10-year old boy who was admitted for intracranial hypertension with progressive worsening and brachial monoparesis. Subtotal resection was performed but the postoperative course was not favorable. The child died five months after the initial surgery. Its radiological aspect prompted us evoke several diagnoses including glioma or meningioma. On the histological level, osteosarcoma, especially with poorly differentiated cells, can be deceiving with other processes, including a gliosarcoma that was revealed by simple microscopic reading before being confirmed by an immunohistochemical study. CONCLUSION: In the absence of any bone reaction or known extra-cranial location, it can be difficult to suggest the diagnosis of osteosarcoma based on imagery alone. Immunohistochemistry is essential for an accurate diagnosis.

[Orbital subperiotal hematoma associated with extradural hematoma: one case report]. / Hématome sous-périosté orbitaire associé à un hématome extradural: une observation.

Subperiotal hematoma of the orbit associated with extradural hematoma has been rarely reported in the literature. We report a case of an 8-year-old girl who presented after traumatism, a subperiotal hematoma of the orbit with two extradural hematomas. During the first clinical examination realized while the patient was unconscious, left exophthalmia was found, but after conscious improvement, we discovered ophtalmoplegia and a grade I papilla edema. The CT scan showed two extradural hematomas and a left intraorbital hematoma. The intraorbital hematoma was drained by surgical way but the extradural hematomas were not surgical. The outcome has been marked by the neurological improvement and the oculomotricity recovering.

[Posterior migration of a lumbar disc herniation as a cause of cauda equina syndrome]. / Migration postérieure d'une hernie discale lombaire responsable d'un syndrome de la queue-de-cheval.

Posterior épidural migration of a lumbar disc herniation is rare. Clinical symptoms frequently indicate severe radicular compression. Cauda equina syndrome is very unusual. Three cases of cauda equina syndrome from posterior epidural migration of a lumbar disc herniation along with a review of the literature are presented to illustrate the Imaging features of this entity and related diagnostic difficulties. Finaly, early surgical management is the treatment of choice for optimal symptomatic recovery.

[Brain abscess (80 cases)]. / Les abcès cérébraux (à propos de 80 cas).

BACKGROUND AND PURPOSE: Cerebral abscesses are focal suppurations of infectious origin developed within the cerebral parenchyma. This is a rare pathology, with a relatively poor prognosis. Therapy continues to be debated and the results are inconsistent. The objectives of this study were to define the factors influencing prognosis. METHODS: In a search for predictive factors, we analyzed 80 observations of intracranial abscesses compiled between January 1990 and December 2004. RESULTS: We noted a strong male prevalence (7:1) with age ranging from three to 65 years. The duration of symptoms was short in 34 patients (42.5%). A motor deficit existed in 25 cases (31.25%), aphasia in five patients, and seizure in 11. A CT scan in 77 patients and MRI in three patients provided the diagnosis in all patients. The supratentorial location was found in 72.5% of the cases. Otitis ranked first among etiologies, followed by cranial injuries and sinusitis. The pathogenic agent found in the pus from the abscess was seldom found at the entry point. Staphylococcus aureus was found in 12.1% of the cases, followed by Proteus (11.8% of the cases). Seventy-eight patients underwent surgery, two were treated with antibiotics only, with favorable progression in 76.3%. We noted a 13.1% rate of complications and five deaths. CONCLUSIONS: Comparing the data from this study with those of the literature, we observed that progression was better among young patients with a mean age of 20-35 years, a good level of consciousness, and supratentorial location.

[Granulocytic sarcoma of the brain revealed on vascular mode]. / Sarcome granulocytaire intracérébral à présentation pseudo-méningiomateuse.

Granulocytic sarcoma is a rare tumor composed of immature granulocytic cells. Prognosis is poor. The dura and orbits are preferentially involved. An intracranial localization is unusual. We report the case of a 31-year-old man who was admitted with a history of headache and vomiting. The neurological examination revealed hemiplegia. Computed and tomography (CT) and magnetic resonance imaging (MRI) showed a lesion which was interpreted as a meningioma. After surgical resection, pathology examination led to the diagnosis of granulocytic sarcoma. The clinical and radiological features of this case are discussed with reference to other reports in the literature.

[Orbital epidermoid cyst. Case report]. / Kyste épidermoïde intraorbitaire. A propos d'un cas.

Epidermoid tumors represent 1% of all primary intracranial tumors. Most of them occur intradurally in cerebellopontine angle and parasellar citerns. The intra-orbital location accounts for 4 to 5% of all primary intra-orbital tumors. We report the case of a 23-year-old girl with progressive right proptosis who had developed 6 months earlier. The tumor was removed via an external orbitotomy approach. Histology confirmed the diagnosis.

[Intramedullary schwannoma. A case report]. / Schwannome intramédullaire. A propos d'un cas.

The intramedullary localization of schwannoma is rare, corresponding to 0.3% of all intraspinal tumors. We report a case of intramedullary schwannoma without symptoms suggestive of neurofibromatosis. This patient presented with symptoms of spinal compression. Total removal of the tumor was achieved. The literature is reviewed about of this rare localization of schwannoma.

[Gliosarcomas. A case report]. / Gliosarcome. A propos d'un cas.

Gliosarcomas account for 2% of glioblastomas. We report a case of gliosarcoma in a 65-year-old man, which presented as meningioma, and discuss diagnostic, therapeutic and prognostic aspects of this particular entity.

[Lumbar intradural hydatid cyst. Case report]. / Kyste hydatique intradural lombaire. A propos d'un cas.

Hydatid disease is a serious public health problem in developing countries. Cerebrospinal localizations account for 1% of all cases of hydatid disease. The spino-radicular form is exceptional. We report a case of a 25-year-old women with cauda equina. Thoraco-lumbar MRI has showed an intradural process extending from L3 to L5, a low-intensity signal on T1 weighted images and a high-intensity signal on T2 weighted images, which were not enhanced after gadolinium injection. There was no vertebral involvement. After L3 L4 and L5 laminotomy and opening of the dura-matter, multiple vesicles were found scattered among the roots, with no adhesion to meninges or nervous structures. Total extirpation was easy. The outcome was marked by recovery of the motor deficit and sphincter disorders. This localization is serious but its prognosis is excellent if the diagnosis is made early enough to prevent cyst rupture and to allow total resection.

[Cerebellar schistomiasis. A case report]. / La bilharziose cérébelleuse. A propos d'un cas.

Schistomiasis or bilharziosis remains an endemic parasitic disease in many countries world wide. Urogenital, intestinal and hepatic symptoms are common. The brain is exceptionally involved and very few cases have been described in the literature. We report the case of a 35-Year-old male with a history of hematuria and bladder disorders, who developed signs of intracranial hypertension and a cerebellar syndrome over a period of one Month. Brain MRI disclosed a cerebellar lesion and a pelvic CT scan revealed a bladder tumor. Treatment consisted in a ventriculo-peritoneal shunt and corticosteroid therapy. Cystoscopy was performed for total resection of the bladder lesion. Histopathology confirmed the diagnosis of schistomiasis. Surgery was also performed to approach the cerebellar lesion. Histopathology showed the inflammatory nature of the lesion. The patient was given an antiparasitic treatment. Clinical and radiological radiological manifestations regressed.

[Intramedullary tuberculomas. Five cases]. / Les tuberculomes intramédullaires. A propos de 5 cas.

Tuberculosis of the central nervous system is uncommon. The intramedullary localization is exceptional. We report five cases of intramedullary tuberculosis observed in four women and one man with a mean age of 43 years. Two patients had a prior history of tuberculosis. Spinal cord compression was found clinically in all cases. The spinal MRI visualized the tuberculoma in all patients; two had a double tumor. Complete removal of the tuberculoma was possible in only one patient. Outcome was stationary for four patients.

[Postoperative infection following craniotomy in adults]. / L'infection postopératoire après craniotomie chez l'adulte.

OBJECTIVE: The aim of this study was to determine the risk factors for postoperative infection after craniotomy, a threat for the vital prognosis, in order to define specific prevention measures. METHOD AND PATIENTS: An open prospective study was made on all adult patients undergoing craniotomy and followed 30 days postoperatively. The infections were defined according to CDCA criteria. The parameters studied were: age, sex, ASA and Glasgow scores, neurosurgical history, the type, the moment and the surface of shaving, antibioprophylaxis, and the type and duration of surgery as well as its emergency level. RESULTS: One hundred and seventy patients were included. Thirty presented with an infection (17.6%), nine with a skull infection, 13 with meningitis, three with empyema, and two with osteitis. The risk factors identified thanks to a univariate analysis were the emergency level of surgery (P < 0.01), duration of surgery >200 min, and duration of stay in ICU >72 h (P < 0.02).

High precision measurement of the superallowed 0+ --> 0+ beta decay of 22Mg.

The half-life, 3.8755(12) s, and superallowed branching ratio, 0.5315(12), for 22Mg beta decay have been measured with high precision. The latter depended on gamma-ray intensities being measured with an HPGe detector calibrated for relative efficiencies to an unprecedented 0.15%. Previous precise measurements of 0+ --> 0+ transitions have been restricted to the nine that populate stable daughter nuclei. No more such cases exist, and any improvement in a critical Cabibbo-Kobayashi-Maskawa unitarity test must depend on precise measurements of more exotic nuclei. With this branching-ratio measurement, we show those to be possible for T(z)=-1 parents. We obtain a corrected Ft value of 3071(9) s, in good agreement with expectations.

[Epidermoid cyst of the cerebellopontine angle. A surgical series of 10 cases and review of the literature]. / Kyste épidermoïde de l'angle ponto-cérébelleux. Série chirurgicale de 10 cas et revue de la littérature.

Epidermoid cyst or cholesteastoma is a congenital slow growing lesion. It usually arises in the paramedian cisterns of the posterior fossa. Its incidence varies between 0.2 and 1% of all intracranial tumors. The cerebello-pontine angle (CPA) is the most common localization. Our study reports 10 observations of CPA epidermoid cysts, treated in our department between 1989 and 1999. The age of our patients ranged from 20 to 45 years, with male predominance. The patients were admitted with symptoms of cerebello-pontine angle syndrome or signs of posterior fossa tumor. CT-scan was performed in all cases and MRI was performed in 5 patients. The audiometric explorations only provided an orienting contribution. Treatment was exclusively surgical. The retro-sigmoid approach was used in 6 cases, the sub-occipital in 30% and a subtemporal approach in one case. Total resection of the epidermoid cysts was accomplished in 4 cases, and subtotal resection in 4 cases. Two patients underwent partial resection and underwent a revision procedure. The histological examination showed an epidermoid cyst in all cases. The clinical course was controlled in 6 patients: 4 patients recovered and became symptom free. A persisting neurologic deficit was observed in two cases (hearing loss, dysphonia); 4 patients were lost to follow-up. Epidermoid cyst is a benign tumor. Total resection is the ideal treatment, but we have to be aware, taking into consideration the adherence of the tumor to neurovascular structures, of the risks at attempting total resection.