Cargando…

Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients

BACKGROUND: Fractal geometry measures the morphology of the brain and detects CNS damage. We aimed to assess the longitudinal changes on brain’s fractal geometry and its predictive value for disease worsening in patients with Multiple Sclerosis (MS). METHODS: We prospectively analyzed 146 consecutiv...

Descripción completa

Detalles Bibliográficos
Autores principales: Roura, Eloy, Maclair, Grégory, Andorrà, Magí, Juanals, Ferran, Pulido-Valdeolivas, Irene, Saiz, Albert, Blanco, Yolanda, Sepulveda, Maria, Llufriu, Sara, Martínez-Heras, Eloy, Solana, Elisabeth, Martinez-Lapiscina, Elena H, Villoslada, Pablo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8045041/
https://www.ncbi.nlm.nih.gov/pubmed/33838548
http://dx.doi.org/10.1016/j.nicl.2021.102653
_version_ 1783678621417734144
author Roura, Eloy
Maclair, Grégory
Andorrà, Magí
Juanals, Ferran
Pulido-Valdeolivas, Irene
Saiz, Albert
Blanco, Yolanda
Sepulveda, Maria
Llufriu, Sara
Martínez-Heras, Eloy
Solana, Elisabeth
Martinez-Lapiscina, Elena H
Villoslada, Pablo
author_facet Roura, Eloy
Maclair, Grégory
Andorrà, Magí
Juanals, Ferran
Pulido-Valdeolivas, Irene
Saiz, Albert
Blanco, Yolanda
Sepulveda, Maria
Llufriu, Sara
Martínez-Heras, Eloy
Solana, Elisabeth
Martinez-Lapiscina, Elena H
Villoslada, Pablo
author_sort Roura, Eloy
collection PubMed
description BACKGROUND: Fractal geometry measures the morphology of the brain and detects CNS damage. We aimed to assess the longitudinal changes on brain’s fractal geometry and its predictive value for disease worsening in patients with Multiple Sclerosis (MS). METHODS: We prospectively analyzed 146 consecutive patients with relapsing-remitting MS with up to 5 years of clinical and brain MRI (3 T) assessments. The fractal dimension and lacunarity were calculated for brain regions using box-counting methods. Longitudinal changes were analyzed in mixed-effect models and the risk of disability accumulation were assessed using Cox Proportional Hazard regression analysis. RESULTS: There was a significant decrease in the fractal dimension and increases of lacunarity in different brain regions over the 5-year follow-up. Lower cortical fractal dimension increased the risk of disability accumulation for the Expanded Disability Status Scale [HR 0.9734, CI 0.8420–0.9125; Harrell C 0.59; Wald p 0.038], 9-hole peg test [HR 0.9734, CI 0.8420–0.9125; Harrell C 0.59; Wald p 0.0083], 2.5% low contrast vision [HR 0.4311, CI 0.2035–0.9133; Harrell C 0.58; Wald p 0.0403], symbol digit modality test [HR 2.215, CI 1.043–4.705; Harrell C 0.65; Wald p 0.0384] and MS Functional Composite-4 [HR 0.55, CI 0.317–0.955; Harrell C 0.59; Wald p 0.0029]. CONCLUSIONS: Fractal geometry analysis of brain MRI identified patients at risk of increasing their disability in the next five years.
format Online
Article
Text
id pubmed-8045041
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-80450412021-04-16 Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients Roura, Eloy Maclair, Grégory Andorrà, Magí Juanals, Ferran Pulido-Valdeolivas, Irene Saiz, Albert Blanco, Yolanda Sepulveda, Maria Llufriu, Sara Martínez-Heras, Eloy Solana, Elisabeth Martinez-Lapiscina, Elena H Villoslada, Pablo Neuroimage Clin Regular Article BACKGROUND: Fractal geometry measures the morphology of the brain and detects CNS damage. We aimed to assess the longitudinal changes on brain’s fractal geometry and its predictive value for disease worsening in patients with Multiple Sclerosis (MS). METHODS: We prospectively analyzed 146 consecutive patients with relapsing-remitting MS with up to 5 years of clinical and brain MRI (3 T) assessments. The fractal dimension and lacunarity were calculated for brain regions using box-counting methods. Longitudinal changes were analyzed in mixed-effect models and the risk of disability accumulation were assessed using Cox Proportional Hazard regression analysis. RESULTS: There was a significant decrease in the fractal dimension and increases of lacunarity in different brain regions over the 5-year follow-up. Lower cortical fractal dimension increased the risk of disability accumulation for the Expanded Disability Status Scale [HR 0.9734, CI 0.8420–0.9125; Harrell C 0.59; Wald p 0.038], 9-hole peg test [HR 0.9734, CI 0.8420–0.9125; Harrell C 0.59; Wald p 0.0083], 2.5% low contrast vision [HR 0.4311, CI 0.2035–0.9133; Harrell C 0.58; Wald p 0.0403], symbol digit modality test [HR 2.215, CI 1.043–4.705; Harrell C 0.65; Wald p 0.0384] and MS Functional Composite-4 [HR 0.55, CI 0.317–0.955; Harrell C 0.59; Wald p 0.0029]. CONCLUSIONS: Fractal geometry analysis of brain MRI identified patients at risk of increasing their disability in the next five years. Elsevier 2021-03-29 /pmc/articles/PMC8045041/ /pubmed/33838548 http://dx.doi.org/10.1016/j.nicl.2021.102653 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Regular Article
Roura, Eloy
Maclair, Grégory
Andorrà, Magí
Juanals, Ferran
Pulido-Valdeolivas, Irene
Saiz, Albert
Blanco, Yolanda
Sepulveda, Maria
Llufriu, Sara
Martínez-Heras, Eloy
Solana, Elisabeth
Martinez-Lapiscina, Elena H
Villoslada, Pablo
Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title_full Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title_fullStr Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title_full_unstemmed Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title_short Cortical fractal dimension predicts disability worsening in Multiple Sclerosis patients
title_sort cortical fractal dimension predicts disability worsening in multiple sclerosis patients
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8045041/
https://www.ncbi.nlm.nih.gov/pubmed/33838548
http://dx.doi.org/10.1016/j.nicl.2021.102653
work_keys_str_mv AT rouraeloy corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT maclairgregory corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT andorramagi corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT juanalsferran corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT pulidovaldeolivasirene corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT saizalbert corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT blancoyolanda corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT sepulvedamaria corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT llufriusara corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT martinezheraseloy corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT solanaelisabeth corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT martinezlapiscinaelenah corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients
AT villosladapablo corticalfractaldimensionpredictsdisabilityworseninginmultiplesclerosispatients