[HTML][HTML] The applications of radiomics in precision diagnosis and treatment of oncology: opportunities and challenges

Z Liu, S Wang, D Dong, J Wei, C Fang, X Zhou… - Theranostics, 2019 - ncbi.nlm.nih.gov
Medical imaging can assess the tumor and its environment in their entirety, which makes it
suitable for monitoring the temporal and spatial characteristics of the tumor. Progress in …

Voxel-based morphometry—the methods

J Ashburner, KJ Friston - Neuroimage, 2000 - Elsevier
At its simplest, voxel-based morphometry (VBM) involves a voxel-wise comparison of the
local concentration of gray matter between two groups of subjects. The procedure is …

Advancing the cancer genome atlas glioma MRI collections with expert segmentation labels and radiomic features

S Bakas, H Akbari, A Sotiras, M Bilello, M Rozycki… - Scientific data, 2017 - nature.com
Gliomas belong to a group of central nervous system tumors, and consist of various sub-
regions. Gold standard labeling of these sub-regions in radiographic imaging is essential for …

Federated learning enables big data for rare cancer boundary detection

S Pati, U Baid, B Edwards, M Sheller, SH Wang… - Nature …, 2022 - nature.com
Although machine learning (ML) has shown promise across disciplines, out-of-sample
generalizability is concerning. This is currently addressed by sharing multi-site data, but …

The minimal preprocessing pipelines for the Human Connectome Project

MF Glasser, SN Sotiropoulos, JA Wilson, TS Coalson… - Neuroimage, 2013 - Elsevier
Abstract The Human Connectome Project (HCP) faces the challenging task of bringing
multiple magnetic resonance imaging (MRI) modalities together in a common automated …

N4ITK: improved N3 bias correction

NJ Tustison, BB Avants, PA Cook… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
A variant of the popular nonparametric nonuniform intensity normalization (N3) algorithm is
proposed for bias field correction. Given the superb performance of N3 and its public …

Image processing and analysis methods for the Adolescent Brain Cognitive Development Study

DJ Hagler Jr, SN Hatton, MD Cornejo, C Makowski… - Neuroimage, 2019 - Elsevier
Abstract The Adolescent Brain Cognitive Development (ABCD) Study is an ongoing,
nationwide study of the effects of environmental influences on behavioral and brain …

Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain

N Tzourio-Mazoyer, B Landeau, D Papathanassiou… - Neuroimage, 2002 - Elsevier
An anatomical parcellation of the spatially normalized single-subject high-resolution T1
volume provided by the Montreal Neurological Institute (MNI)(DL Collins et al., 1998, Trans …

Unified segmentation

J Ashburner, KJ Friston - neuroimage, 2005 - Elsevier
A probabilistic framework is presented that enables image registration, tissue classification,
and bias correction to be combined within the same generative model. A derivation of a log …

Dynamic map** of human cortical development during childhood through early adulthood

N Gogtay, JN Giedd, L Lusk… - Proceedings of the …, 2004 - National Acad Sciences
We report the dynamic anatomical sequence of human cortical gray matter development
between the age of 4–21 years using quantitative four-dimensional maps and time-lapse …