Evidence map›Paper›PMID 41910875›Full record

ArticleBrain imaging and behavior2026

Diffusion network model analysis of multimodal neuroimaging reveals differential patterns of brain disease propagation in four subgroups of ALS patients.

Venkateswaran Rajagopalan, Erik P Pioro

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Article in Brain imaging and behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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2 authors.

Venkateswaran RajagopalanDepartment of Electrical and Electronics Engineering, Birla Institute of Technology and Science Pilani, Hyderabad Campus, Hyderabad, 500078, India.
Erik P PioroNeuromuscular Center, Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, 44195, USA. erik.pioro@ubc.ca.

Funding

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6 · The paper itself

Abstract

Four different subtypes of amyotrophic lateral sclerosis (ALS) were identified based on their clinical and magnetic resonance imaging (MRI) findings, including: (a) classic ALS (ALS-Cl) (b) upper motor neuron (UMN)-predominant ALS with corticospinal tract (CST) hyperintensity (ALS-CST+), (c) UMN-predominant ALS without CST hyperintensity (ALS-CST–), and (d) ALS with frontotemporal dementia (ALS-FTD). These phenotypes also showed differences in symptom duration, disease progression rate, revised ALS functional rating scale score and El Escorial score.Network diffusion model (NDM) is a computational approach that can identify disease epicenters based on brain gray matter (GM) atrophy and white matter (WM) structural connectome from cross-sectional MRI. Although previous NDM MRI studies have considered ALS patients as a single group, we examined whether the above-mentioned phenotypes display subgroup-specific site of disease onset, and whether the latter differs between positron emission tomography -revealed hypo- and hypermetabolic brain regions in ALS-FTD patients. Clinical evaluation and cross-sectional MRI of 83 patients with differing presentations of ALS were assigned into one of four subgroups, and NDM applied to the data.Both ALS-CST + and ALS-CST– subgroups showed the putamen as epicenter for GM atrophy and superior frontal gyrus (orbital part) as epicenter for WM disconnection. The ALS-Cl subgroup also showed the putamen as epicenter for GM degeneration but the inferior parietal gyrus (excluding supramarginal and angular gyri) for WM disconnection, the latter overlapping with ALS-FTD patients. However, epicenters for structural and functional GM degeneration in the ALS-FTD subgroup were different. These results suggest differential patterns of GM and WM degeneration onset between the four ALS subgroups.

Indexed as

Amyotrophic Lateral SclerosisBrainAgedAtrophyCross-Sectional StudiesDiffusion Magnetic Resonance ImagingDisease ProgressionFemaleFrontotemporal DementiaGray MatterHumansMagnetic Resonance ImagingMaleMiddle AgedMultimodal ImagingNeuroimagingALS subgroupsDisease epicenterFDG-PETMRINetwork diffusion model

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.