[HTML][HTML] The future of digital health with federated learning

N Rieke, J Hancox, W Li, F Milletari, HR Roth… - NPJ digital …, 2020 - nature.com
Data-driven machine learning (ML) has emerged as a promising approach for building
accurate and robust statistical models from medical data, which is collected in huge volumes …

Current clinical applications of diffusion-tensor imaging in neurological disorders

WS Tae, BJ Ham, SB Pyun… - Journal of Clinical …, 2018 - synapse.koreamed.org
Diffusion-tensor imaging (DTI) is a noninvasive medical imaging tool used to investigate the
structure of white matter. The signal contrast in DTI is generated by differences in the …

[HTML][HTML] High-resolution connectomic fingerprints: Mapping neural identity and behavior

Y Tian, BTT Yeo, V Cropley, A Zalesky - NeuroImage, 2021 - Elsevier
Connectomes are typically mapped at low resolution based on a specific brain parcellation
atlas. Here, we investigate high-resolution connectomes independent of any atlas, propose …

Distance-dependent consensus thresholds for generating group-representative structural brain networks

RF Betzel, A Griffa, P Hagmann, B Mišić - Network neuroscience, 2019 - direct.mit.edu
Large-scale structural brain networks encode white matter connectivity patterns among
distributed brain areas. These connection patterns are believed to support cognitive …

Applications of community detection techniques to brain graphs: Algorithmic considerations and implications for neural function

JO Garcia, A Ashourvan, S Muldoon… - Proceedings of the …, 2018 - ieeexplore.ieee.org
The human brain can be represented as a graph in which neural units such as cells or small
volumes of tissue are heterogeneously connected to one another through structural or …

Mapping dysfunctional circuits in the frontal cortex using deep brain stimulation

B Hollunder, JL Ostrem, IA Sahin, N Rajamani… - Nature …, 2024 - nature.com
Frontal circuits play a critical role in motor, cognitive and affective processing, and their
dysfunction may result in a variety of brain disorders. However, exactly which frontal …

Cognitive chimera states in human brain networks

K Bansal, JO Garcia, SH Tompson, T Verstynen… - Science …, 2019 - science.org
The human brain is a complex dynamical system, and how cognition emerges from
spatiotemporal patterns of regional brain activity remains an open question. As different …

Hodological organization of spoken language production and singing in the human brain

A Pitkäniemi, T Särkämö, ST Siponkoski… - Communications …, 2023 - nature.com
Theories expounding the neural relationship between speech and singing range from
sharing neural circuitry, to relying on opposite hemispheres. Yet, hodological studies …

[HTML][HTML] Brain structure-function coupling provides signatures for task decoding and individual fingerprinting

A Griffa, E Amico, R Liégeois, D Van De Ville, MG Preti - NeuroImage, 2022 - Elsevier
Brain signatures of functional activity have shown promising results in both decoding brain
states, meaning distinguishing between different tasks, and fingerprinting, that is identifying …

Differential tractography as a track-based biomarker for neuronal injury

FC Yeh, IM Zaydan, VR Suski, D Lacomis… - Neuroimage, 2019 - Elsevier
Diffusion MRI tractography has been used to map the axonal structure of the human brain,
but its ability to detect neuronal injury is yet to be explored. Here we report differential …