T1- and diffusion tensor-based fractal dimension of white and grey matter in multiple sclerosis

Our findings support the concept of a surface-in gradient of complexity loss in MS. Combining FD with FA and MD substantially improved classification accuracy, particularly in WM skeleton-based models, emphasizing the diagnostic potential of geometric-microstructural integration. Widespread associations of FA with clinical covariates and age further suggest that diffuse WM alterations underpin both cognitive and clinical decline.

Authors

Institutions

Publication Details

Journal
Frontiers in Neurology
Published
2026-01-07
DOI
https://doi.org/10.3389/fneur.2025.1618319
Primary Topic
Multiple Sclerosis Research Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

T1- and diffusion tensor-based fractal dimension of white and grey matter in multiple sclerosis

Artur Krzyżak, A. Słowik, Weronika Mazur-Rosmus, Zofia Schneider
Frontiers in Neurology
Multiple Sclerosis Research Studies
article

T1- and diffusion tensor-based fractal dimension of white and grey matter in multiple sclerosis

Artur Krzyżak, A. Słowik, Weronika Mazur-Rosmus, Zofia Schneider
article en

Abstract

Our findings support the concept of a surface-in gradient of complexity loss in MS. Combining FD with FA and MD substantially improved classification accuracy, particularly in WM skeleton-based models, emphasizing the diagnostic potential of geometric-microstructural integration. Widespread associations of FA with clinical covariates and age further suggest that diffuse WM alterations underpin both cognitive and clinical decline.

Frontiers in NeurologyVol. 16
Jagiellonian University (PL), AGH University of Krakow (PL)
Openalex Percentile: Top 94%
Multiple Sclerosis Research Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.