ABSTRACT
In the context of Alzheimer's disease (AD), timely identification is paramount for effective management, acknowledging its chronic and irreversible nature, where medications can only impede its progression. Our study introduces a holistic solution, leveraging the hippocampus and the VGG16 model with transfer learning for early AD detection. The hippocampus, a pivotal early affected region linked to memory, plays a central role in classifying patients into three categories: cognitively normal (CN), representing individuals without cognitive impairment; mild cognitive impairment (MCI), indicative of a subtle decline in cognitive abilities; and AD, denoting Alzheimer's disease. Employing the Alzheimer's Disease Neuroimaging Initiative (ADNI) dataset, our model undergoes training enriched by advanced image preprocessing techniques, achieving outstanding accuracy (testing 98.17 %, validation 97.52 %, training 99.62 %). The strategic use of transfer learning fortifies our competitive edge, incorporating the hippocampus approach and, notably, a progressive data augmentation technique. This innovative augmentation strategy gradually introduces augmentation factors during training, significantly elevating accuracy and enhancing the model's generalization ability. The study emphasizes practical application with a user-friendly website, empowering radiologists to predict class probabilities, track disease progression, and visualize patient images in both 2D and 3D formats, contributing significantly to the advancement of early AD detection.
ABSTRACT
Antiphospholipid syndrome (APS) is a multisystemic autoimmune disease which presents with thromboembolic disease, pregnancy complications and the presence of antiphospholipid antibodies. There are some reports of arterial dissections in different sites of the body associated with APS. We describe two patients with APS who developed ischaemic stroke as a result of vertebral artery dissection in the absence of acquired and genetic risk factors for arterial dissection. We also conducted a systematic review of the literature for cases of arterial dissection associated with APS. We suspect that APS may be a potential cause of vasculopathy and arterial dissection. Further research is needed to explore this possible association. LEARNING POINTS: Antiphospholipid syndrome (APS) is a major risk factor for stroke in young patients.APS may be associated with vasculopathy and arterial dissection.Patients should meet both clinical and laboratory criteria for a diagnosis of APS.
ABSTRACT
The number of cases of superior vena cava syndrome (SVCS) increased due to increased cardiac devices and central venous catheters. Management of benign SVCS is still controversial. A 51-year-old male known to have ischemic cardiomyopathy and chronic renal failure on regular hemodialysis. In the last 12 months, he had progressive shortness of breath and swelling of his upper part of the body. Examination revealed engorgement of the neck veins, facial puffiness, and pitting edema of both upper limbs. Venography showed occluded SVC. We applied a 50 Watt of energy via electrocautery pen to a Hi-Torque 0.014 Astato guidewire to cross the occluded segment retrogradely. We used 2 stents 39 mm, mounted on BIB 20/40 mm. Final angiography revealed full restoration of SVC flow. Diathermy use to cross a chronic total SVC obstruction is feasible and safe. Endovascular techniques are suitable as initial management of benign SVC syndrome.
