[PDF][PDF] Artificial intelligence for multimodal data integration in oncology

J Lipkova, RJ Chen, B Chen, MY Lu, M Barbieri… - Cancer cell, 2022 - cell.com
In oncology, the patient state is characterized by a whole spectrum of modalities, ranging
from radiology, histology, and genomics to electronic health records. Current artificial …

Noninvasive determination of IDH and 1p19q status of lower-grade gliomas using MRI radiomics: a systematic review

AP Bhandari, R Liong, J Koppen… - American Journal …, 2021 - Am Soc Neuroradiology
BACKGROUND: Determination of isocitrate dehydrogenase (IDH) status and, if IDH-mutant,
assessing 1p19q codeletion are an important component of diagnosis of World Health …

Computer-assisted brain tumor type discrimination using magnetic resonance imaging features

S Iqbal, MUG Khan, T Saba, A Rehman - Biomedical Engineering Letters, 2018 - Springer
Medical imaging plays an integral role in the identification, segmentation, and classification
of brain tumors. The invention of MRI has opened new horizons for brain-related research …

Image enhancement and segmentation techniques for detection of knee joint diseases: A survey

T Saba, A Rehman, Z Mehmood… - Current Medical …, 2018 - ingentaconnect.com
Background: Knee bone diseases are rare but might be highly destructive. Magnetic
Resonance Imaging (MRI) is the main approach to identify knee cancer and its treatment …

MRI features can predict 1p/19q status in intracranial gliomas

A Lasocki, F Gaillard, A Gorelik… - American Journal of …, 2018 - Am Soc Neuroradiology
BACKGROUND AND PURPOSE: The 2016 revision of the World Health Organization
Classification of Tumors of the Central Nervous System mandates codeletion of …

DNA methylation profiling for molecular classification of adult diffuse lower-grade gliomas

S Ferreyra Vega, T Olsson Bontell, A Corell, A Smits… - Clinical …, 2021 - Springer
Background DNA methylation profiling has facilitated and improved the classification of a
wide variety of tumors of the central nervous system. In this study, we investigated the …

Imaging features associated with H3 K27-altered and H3 G34-mutant gliomas: a narrative systematic review

A Lasocki, G Abdalla, G Chow, SC Thust - Cancer Imaging, 2022 - Springer
Background Advances in molecular diagnostics accomplished the discovery of two
malignant glioma entities harboring alterations in the H3 histone: diffuse midline glioma, H3 …

[HTML][HTML] Tissue-type mapping of gliomas

F Raschke, TR Barrick, TL Jones, G Yang, X Ye… - NeuroImage: Clinical, 2019 - Elsevier
Purpose To develop a statistical method of combining multimodal MRI (mMRI) of adult glial
brain tumours to generate tissue heterogeneity maps that indicate tumour grade and …

Conventional MRI features can predict the molecular subtype of adult grade 2–3 intracranial diffuse gliomas

A Lasocki, ME Buckland, KJ Drummond, H Wei, J Xie… - Neuroradiology, 2022 - Springer
Purpose Molecular biomarkers are important for classifying intracranial gliomas, prompting
research into correlating imaging with genotype (“radiogenomics”). A limitation of the …

Multifocal and multicentric glioblastoma: Improved characterisation with FLAIR imaging and prognostic implications

A Lasocki, F Gaillard, M Tacey, K Drummond… - Journal of Clinical …, 2016 - Elsevier
Glioblastoma usually presents on imaging as a single peripherally enhancing lesion, but
multiple enhancing lesions can occur, termed multifocal if there is a connection between …