Empowering Glioma Prognosis with Transparent Machine Learning and Interpretative Insights Using Explainable AI

Information Science, Computer Science, Artificial Intelligence, Medicine, Basic Medical Sciences, Neurology, Oncology,
glioma   molecular makeup   explainable artificial intelligence   SHAP   LIME   Qlattice   ELI5   machine learning  

Enabling Explainable Artificial Intelligence for Glioma Prognosis: Translational Insights from Transparent Machine Learning Academic Background This study is dedicated to developing a reliable technique to detect whether patients have a specific type of brain tumor—glioma—using various machine learning methods and deep learning methods, combined wi...

Fluorescence Molecular Tomography Based on Group Sparsity Priori for Morphological Reconstruction of Glioma

Information Science, Computer Science, Artificial Intelligence, Medicine, Medical Imaging, Oncology, Life Sciences, Biophysics,
Group Sparsity   Fluorescence Molecular Tomography   Glioma   Morphological Reconstruction   Imaging   High Scattering   Tumor Research  

Report on the Study of Fluorescence Molecular Tomography for Morphological Reconstruction of Glioma Based on Group Sparsity Priors 1. Academic Background and Research Motivation Fluorescence Molecular Tomography (FMT) is an important tool in life sciences that allows non-invasive real-time three-dimensional (3D) visualization of fluorescence source...

First Clinical Investigation of Near-Infrared Window IIA/IIB Fluorescence Imaging for Precise Surgical Resection of Gliomas

First Clinical Investigation of Near-Infrared Window IIA/IIB Fluorescence Imaging for Precise Surgical Resection of Gliomas

Physics, Optics, Engineering, Electrical Engineering, Medicine, Medical Laboratory Science, Neurosurgery, Medical Imaging, Oncology, Life Sciences, Bioengineering,
Near-Infrared Window   Glioma   Fluorescence Imaging   Surgical Resection   Multispectral Imaging   Vascular Distribution   Clinical Application  

“IEEE Transactions on Biomedical Engineering” August 2022, Vol. 69, No. 8, First Clinical Study: Application of Near-Infrared Window IIA/IIB Fluorescence Imaging in Precise Glioma Resection Surgery Cao Caiguang, Jin Zeping, Shi Xiaojing, Zhang Zhe, Xiao Anqi, Yang Junying, Ji Nan, Tian Jie (IEEE Member), Hu Zhenhua (IEEE Senior Member) Introduction...

Glioma Survival Analysis Empowered with Data Engineering—A Survey

Information Science, Computer Science, Artificial Intelligence, Medicine, Neurology, Medical Imaging, Oncology,
glioma   survival prediction   genomics   radiomics   prognosis  

Survival Analysis of Glioblastoma Patients: An Overview Empowered by Data Engineering Introduction Glioblastoma is a type of tumor that occurs in glial cells and accounts for 26.7% of all primary brain and central nervous system tumors. Survival analysis of glioblastoma patients is a key task in clinical management due to the heterogeneity of the t...

Bayesian Inference of Tissue Heterogeneity for Individualized Prediction of Glioma Growth

Information Science, Artificial Intelligence, Medicine, Medical Laboratory Science, Neurology, Medical Imaging, Oncology,
Bayesian inference   tissue heterogeneity   glioma   MRI   tumor growth prediction  

Personalized Prediction of Glioma Growth Using Bayesian Inference Introduction Glioblastoma is the most aggressive type of primary brain tumor, characterized by highly invasive tumor cells that spread to surrounding tissues. Conventional medical imaging techniques cannot precisely identify these diffuse tumor boundaries, leading to suboptimal clini...

A Numerical Analysis of Rectangular Open Channel Embedded TiO2-Au-MXene Employed PCF Biosensor for Brain Tumor Diagnosis

Physics, Optics, Chemistry, Nanoscience, Materials Science, Information Science, Artificial Intelligence, Medicine, Medical Laboratory Science, Neurology, Oncology, Life Sciences, Bioengineering,
brain tumor   optical biosensor   photonic crystal fiber   Ti3C2Tx-MXene   surface plasmon resonance  

Numerical Analysis of Rectangular Open-Channel PCF Biosensor Embedded with TiO2-Au-MXene for Brain Tumor Diagnosis Academic Background and Problem Statement In recent years, the development of cost-effective and highly reliable biosensors has become a research hotspot. These sensors aim to detect minute concentrations of analytes and cover a wide a...