Data-driven modelling of neurodegenerative disease progression: thinking outside the black box

AL Young, NP Oxtoby, S Garbarino, NC Fox… - Nature Reviews …, 2024 - nature.com
Data-driven disease progression models are an emerging set of computational tools that
reconstruct disease timelines for long-term chronic diseases, providing unique insights into …

Revolution of Alzheimer precision neurology. Passageway of systems biology and neurophysiology

H Hampel, N Toschi, C Babiloni… - Journal of …, 2018 - content.iospress.com
The Precision Neurology development process implements systems theory with system
biology and neurophysiology in a parallel, bidirectional research path: a combined …

Geodesic regression and the theory of least squares on Riemannian manifolds

P Thomas Fletcher - International journal of computer vision, 2013 - Springer
This paper develops the theory of geodesic regression and least-squares estimation on
Riemannian manifolds. Geodesic regression is a method for finding the relationship …

Diffeomorphic 3D image registration via geodesic shooting using an efficient adjoint calculation

FX Vialard, L Risser, D Rueckert, CJ Cotter - International Journal of …, 2012 - Springer
In the context of large deformations by diffeomorphisms, we propose a new diffeomorphic
registration algorithm for 3D images that performs the optimization directly on the set of …

A new method for structural volume analysis of longitudinal brain MRI data and its application in studying the growth trajectories of anatomical brain structures in …

B Aubert-Broche, VS Fonov, D García-Lorenzo… - Neuroimage, 2013 - Elsevier
Cross-sectional analysis of longitudinal anatomical magnetic resonance imaging (MRI) data
may be suboptimal as each dataset is analyzed independently. In this study, we evaluate …

A precision medicine initiative for Alzheimer's disease: the road ahead to biomarker-guided integrative disease modeling

H Hampel, SE O'Bryant, S Durrleman, E Younesi… - …, 2017 - Taylor & Francis
After intense scientific exploration and more than a decade of failed trials, Alzheimer's
disease (AD) remains a fatal global epidemic. A traditional research and drug development …

Construction of 4D high-definition cortical surface atlases of infants: Methods and applications

G Li, L Wang, F Shi, JH Gilmore, W Lin, D Shen - Medical image analysis, 2015 - Elsevier
In neuroimaging, cortical surface atlases play a fundamental role for spatial normalization,
analysis, visualization, and comparison of results across individuals and different studies …

Toward a comprehensive framework for the spatiotemporal statistical analysis of longitudinal shape data

S Durrleman, X Pennec, A Trouvé, J Braga… - International journal of …, 2013 - Springer
This paper proposes an original approach for the statistical analysis of longitudinal shape
data. The proposed method allows the characterization of typical growth patterns and …

Temporal diffeomorphic free-form deformation: Application to motion and strain estimation from 3D echocardiography

M De Craene, G Piella, O Camara, N Duchateau… - Medical image …, 2012 - Elsevier
This paper presents a new registration algorithm, called Temporal Diffeomorphic Free Form
Deformation (TDFFD), and its application to motion and strain quantification from a …

Geodesic regression for image time-series

M Niethammer, Y Huang, FX Vialard - … 18-22, 2011, Proceedings, Part II …, 2011 - Springer
Registration of image-time series has so far been accomplished (i) by concatenating
registrations between image pairs,(ii) by solving a joint estimation problem resulting in …