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Attention-guided convolutional network for bias-mitigated and interpretable oral lesion classification.
Sci Rep
December 2024
Faculty of Dental Medicine and Oral Health Sciences, McGill University, Montreal, Canada.
Accurate diagnosis of oral lesions, early indicators of oral cancer, is a complex clinical challenge. Recent advances in deep learning have demonstrated potential in supporting clinical decisions. This paper introduces a deep learning model for classifying oral lesions, focusing on accuracy, interpretability, and reducing dataset bias.
View Article and Find Full Text PDFLocalized molecular chaperone synthesis maintains neuronal dendrite proteostasis.
Nat Commun
December 2024
Department of Biochemistry, McGill University, Montreal, QC, Canada.
Proteostasis is maintained through regulated protein synthesis and degradation and chaperone-assisted protein folding. However, this is challenging in neuronal projections because of their polarized morphology and constant synaptic proteome remodeling. Using high-resolution fluorescence microscopy, we discover that hippocampal and spinal cord motor neurons of mouse and human origin localize a subset of chaperone mRNAs to their dendrites and use microtubule-based transport to increase this asymmetric localization following proteotoxic stress.
View Article and Find Full Text PDFReal-Time Tractography-Assisted Neuronavigation for Transcranial Magnetic Stimulation.
Hum Brain Mapp
January 2025
Department of Neuroscience and Biomedical Engineering, School of Science, Aalto University, Espoo, Finland.
State-of-the-art navigated transcranial magnetic stimulation (nTMS) systems can display the TMS coil position relative to the structural magnetic resonance image (MRI) of the subject's brain and calculate the induced electric field. However, the local effect of TMS propagates via the white-matter network to different areas of the brain, and currently there is no commercial or research neuronavigation system that can highlight in real time the brain's structural connections during TMS. This lack of real-time visualization may overlook critical inter-individual differences in brain connectivity and does not provide the opportunity to target brain networks.
View Article and Find Full Text PDFAccountability and objectivity: Humanitarian narratives at the intersection of evidence and localisation.
J Int Humanit Action
December 2024
Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, UK.
In the last decade, there has been a push for greater evidence-based practice within the humanitarian sector, alongside an increasing turn towards localising humanitarian assistance. Humanitarian actors and organisations have been increasing their production and use of evidence, while also being encouraged to reflect more critically on power hierarchies and decolonise humanitarian aid. This paper explores the intersection of these two narratives, examining how the use of evidence in humanitarian decision-making fits within a localisation agenda.
View Article and Find Full Text PDFA case series of VATS intrapericardial pneumonectomy: a bi-centric experience.
J Cardiothorac Surg
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Izmir Faculty of Medicine, Department of Thoracic Surgery, University of Health Sciences Turkey, Izmir, Turkey.
Background: Intrapericardial pneumonectomy is a complex procedure indicated for large lung tumors where safe dissection of major vascular structures outside the pericardium is unfeasible or when the pericardium itself is invaded. Traditionally managed via open thoracotomy, recent advancements in VATS techniques now allow for intrapericardial pneumonectomy even in cases with extensive tumors or locally advanced disease. In this article, we detail the clinical outcomes and surgical considerations of six patients with non-small cell lung cancer who underwent VATS intrapericardial pneumonectomy.
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