Federated learning enables big data for rare cancer boundary detection

…, F Kofler, I Ezhov, M Metz, R Jain, M Lee… - 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 such …

Diffusion-tensor MR imaging and fiber tractography: a new method of describing aberrant fiber connections in developmental CNS anomalies

SK Lee, DI Kim, J Kim, DJ Kim, HD Kim, DS Kim… - Radiographics, 2005 - pubs.rsna.org
Congenital anomalies of the central nervous system (CNS) often demonstrate aberrant
white matter connections, which may be better characterized with diffusion-tensor imaging (DTI) …

Pediatric diffusion tensor imaging: normal database and observation of the white matter maturation in early childhood

L Hermoye, C Saint-Martin, G Cosnard, SK Lee, J Kim… - Neuroimage, 2006 - Elsevier
Recent advances in diffusion tensor imaging (DTI) have made it possible to reveal white
matter anatomy and to detect neurological abnormalities in children. However, the clinical use …

Free radicals as triggers of brain edema formation after stroke

JH Heo, SW Han, SK Lee - Free Radical Biology and Medicine, 2005 - Elsevier
Brain edema is a leading cause of death after stroke. Cytotoxic edema, which is most severe
in astrocytes, begins within a few minutes of adenosine triphosphate depletion and reflects …

Diffusion-Tensor MR Imaging and Tractography: Exploring Brain Microstructure and Connectivity1

PGP Nucifora, R Verma, SK Lee, ER Melhem - Radiology, 2007 - pubs.rsna.org
Diffusion magnetic resonance (MR) imaging is evolving into a potent tool in the examination
of the central nervous system. Although it is often used for the detection of acute ischemia, …

Corpus callosal connection mapping using cortical gray matter parcellation and DT‐MRI

…, SK Lee, JH Seok, J Chun, DI Kim, JD Lee - Human brain …, 2008 - Wiley Online Library
Population maps of the corpus callosum (CC) and cortical lobe connections were generated
by combining cortical gray matter parcellation with the diffusion tensor fiber tractography of …

Fully automated hybrid approach to predict the IDH mutation status of gliomas via deep learning and radiomics

…, J Kim, TH Rim, SH Choi, R Jain, SK Lee - Neuro …, 2021 - academic.oup.com
Background Glioma prognosis depends on isocitrate dehydrogenase (IDH) mutation status.
We aimed to predict the IDH status of gliomas from preoperative MR images using a fully …

Radiomic MRI phenotyping of glioblastoma: improving survival prediction

…, JH Chang, SG Kang, EH Kim, SH Kim, SK Lee - Radiology, 2018 - pubs.rsna.org
Purpose To investigate whether radiomic features at MRI improve survival prediction in
patients with glioblastoma multiforme (GBM) when they are integrated with clinical and genetic …

Atlas-based analysis of neurodevelopment from infancy to adulthood using diffusion tensor imaging and applications for automated abnormality detection

…, K Oishi, X Li, H Jiang, K Akhter, L Hermoye, SK Lee… - Neuroimage, 2010 - Elsevier
Quantification of normal brain maturation is a crucial step in understanding developmental
abnormalities in brain anatomy and function. The aim of this study was to develop atlas-based …

Expression of aquaporin 5 (AQP5) promotes tumor invasion in human non small cell lung cancer

…, J Woo, MJ Kim, SK Kang, MS Kim, J Lee, SK Lee… - PLoS …, 2008 - journals.plos.org
The aquaporins (AQP) are water channel proteins playing a major role in transcellular and
transepithelial water movement. Recently, the role of AQPs in human carcinogenesis has …