Graph neural networks for electroencephalogram analysis: Alzheimer's disease and epilepsy use cases.

Electroencephalography (EEG) is widely used as a non-invasive technique for the diagnosis of several brain disorders, including Alzheimer's disease and epilepsy. Until recently, diseases have been identified over EEG readings by human experts, which may not only be specific and difficult to find, but are also subject to human error. Despite the recent emergence of machine learning methods for the interpretation of EEGs, most approaches are not capable of capturing the underlying arbitrary non-Euclidean relations between signals in the different regions of the human brain.

On the influence of structural and chemical properties on the elastic modulus of woven bone under healing.

Introduction: Woven bone, a heterogeneous and temporary tissue in bone regeneration, is remodeled by osteoblastic and osteoclastic activity and shaped by mechanical stress to restore healthy tissue properties. Characterizing this tissue at different length scales is crucial for developing micromechanical models that optimize mechanical parameters, thereby controlling regeneration and preventing non-unions.

Methods: This study examines the temporal evolution of the mechanical properties of bone distraction callus using nanoindentation, ash analysis, micro-CT for trabecular microarchitecture, and Raman spectroscopy for mineral quality.

Cuba's kidney transplantation program.

The first kidney transplant in Cuba was performed on 24 February 1970, using a cadaveric donor. In 1979, living donor kidney transplantation began between first-degree relatives. A total of 2775 patients are enrolled in renal replacement therapy in 47 hospitals across the country, 1440 of whom are awaiting kidney transplantation.

Renal transplantation program in Cuba.

Kidney transplantation has been performed in Cuba since 1970. In 1979, compatible living-related donors were introduced into our renal transplantation program. There are 43 hospitals distributed around the country with a multidisciplinary group that attends cadaveric donors with encephalic death.