Thyroid disease is a common disease affecting millions worldwide. Early diagnosis and treatment of thyroid disease can help prevent more serious complications and improve long-term health outcomes. However, thyroid disease diagnosis can be challenging due to its variable symptoms and limited diagnostic tests. By processing enormous amounts of data and seeing trends that may not be immediately evident to human doctors, Machine Learning (ML) algorithms may be capable of increasing the accuracy with which thyroid disease is diagnosed. This study seeks to discover the most recent ML-based and data-driven developments and strategies for diagnosing thyroid disease while considering the challenges associated with imbalanced data in thyroid dise

Congenital agenesis of the hemi-diaphragm (AHD) in adults is rare and exceedingly so on the right side. Since its first recognition in 1959, no more than 9 cases have been published in the English literature by the year 2016. “Partial diaphragm agenesis” is actually large congenital diaphragmatic hernia (CDH) rather than true AHD. Respiratory compromise is the likely presentation, however, patients may survive for years without symptoms. Despite a straightforward clinical and radiographic diagnosis of AHD, the best method of repair is controversial. Herein, we present a case of complete right-sided AHD in a man of 54 diagnosed on surgical exploration 16 years earlier. Despite trans-thoracic mesh repair, the patient experienced just a

collision tumor is the presence of two histopathologically distinct tumors in the same anatomical site.  It is a rare pathology of the thyroid gland that makes diagnosis and treatment challenging.  This is a case report of a collision tumor of the thyroid gland.

Background: Pyle`s disease is a distinct skeletal dysplasia with defective metaphyseal modeling and Erlenmeyer-flask deformity of tubular bones.
Objectives: Clinical implications in five reported cases with mechanical bone properties different from normal bones were presented. One patient with Genu-valgum deformity had corrective osteotomy done with internal fixation showing osteotomy healing and sustained deformity correction with more than twelve years of follow up. Two patients presented with fractures and angular malalignment with abundant callus .The other two had insufficiency fractures due to repetitive low energy activities.
Results: Patients with Pyle`s disease have less than normal mechanical bone

We describe here a case of a 70 yr old man with long-standing rheumatoid arthritis who presented with low grade fever, fatigue, loss of appetite and weight, bluish discoloration of the fingers and patches of gangrenous skin on the fingers. There was intense pain in the fingers which prevented him from sleep. Along with these symptoms he developed loss of sensation in the dorsum of left foot, then left foot drop. We give below full account of the case and review of the causes of vasculitis. We want to emphasize on the importance of identifying vasculitis as one of the complications of rheumatoid arthritis and intensive treatment of this complication, as it is a life-threatening complication.

Aim: is to report a case of trans-oral pin, penetrating base of skull and upper cervical region, which is rarely reported in the literatures and to compare it with other studies reporting similar case.
Patients Methods: the details, the presentation, both clinical and radiological finding, and surgical approach of such a case are presented.
Results: the diagnosis was verified with plain x-rays and C.T. scan with bone study. Surgery was conducted under G.A., the patient was recovered well without neurological deficit.
Conclusion: meticulous and close pre-operative care with safe operator and careful fellow up is mandatory. Surgery only offers the best chance of care.

Rupture of the trachea or main bronchus can occurs during severe chest trauma and this event has been reported since more than a century. This is a report of a 19 year old male patient sustained car accident leading to loss of consciousness due to multiple trauma ,involving specially the head and the chest that he needs assisted ventilation in an intensive care unit and later a tracheostomy .The patient regain his consciousness gradually , and a late diagnosis of traumatic rupture of the left main bronchus , which was approved by bonchoscopy and CT chest .Surgical repair of the ruptured left main bronchus was accomplished sixty days from the admission with the lung fully expanded on a post operative che

Leigh's syndrome, or sub acute necrotizing encephalomyelopathy, is a rare inherited neurometabolic disease of infancy and early childhood with variable course and prognosis. Rarely, it occurs in juveniles and adults. The diagnosis is difficult and still remains to challenge the clinicians on the basis of history; hence the role of imaging is very essential. It is the neuroimaging, chiefly the Magnetic Resonance Imaging showing characteristic symmetrical necrotic lesions in the basal ganglia and/or brain stem that leads to the diagnosis. Late-onset varieties are rare and only few cases were reported all over the world. Here, I report a case of late onset (juvenile) Leigh syndrome presenting with an acute polyneuropathy. Neuroimaging confi

Case Report: Common bile duct perforation has been reported in adults after invasive procedures, spontaneous common bile duct perforation is a rare entity as a cute abdomen in adults. A few cases due to choledocholithiasis have been reported as a cause of spontaneous perforation. We report an adult patient who presented with acute abdomen after spontaneous common bile duct perforation due to unknown etiology who was treated successfully.