ArticleNeuroImage2019
Thalamus Optimized Multi Atlas Segmentation (THOMAS): fast, fully automated segmentation of thalamic nuclei from structural MRI.
Article in NeuroImage, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 133 papers.
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Who cites it
133 citing papers in PubMed.
- Enhancing Asleep Deep Brain Stimulation Targeting for Essential Tremor Using Machine Learning: The OPTIVIM Phase 2 Study.Neurosurgery · 2026Trial
- Thalamic deep brain stimulation in traumatic brain injury: a phase 1, randomized feasibility study.Nature medicine · 2023Trial
- Diagnosis and Nursing Intervention of Gynecological Ovarian Endometriosis with Magnetic Resonance Imaging under Artificial Intelligence Algorithm.Computational intelligence and neuroscience · 2022Trial
- Stable Thalamic Topography Across Perinatal Development: a Diffusion MRI Study.Brain topography · 2026Article
- Nociceptive responses and resting-state functional connectivity of the human midbrain tegmentum.Brain structure & function · 2026Article
- Thalamic Nuclei Atrophy in Type 1 Diabetes Mellitus Across Disease Duration.Journal of magnetic resonance imaging : JMRI · 2026Article
- Retinotopic remapping of the visual system in deaf adults.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Volumetric and functional connectivity alterations of the thalamus and thalamic nuclei groups in drug-resistant focal epilepsy: A 7T MRI study.Neuroradiology · 2026Article
- Cascading Periods of Language-Related Brain Plasticity Across Early Childhood.Developmental science · 2026Article
- Interthalamic adhesion alterations in multiple sclerosis: associations with thalamic damage and cognition.Journal of neurology · 2026Article
- A guide to neuromodulation in drug-resistant epilepsy.Epileptic disorders : international epilepsy journal with videotape · 2026Review
- Gamma knife thalamotomy for essential tremor in the third era of functional neurosurgery.Neurosurgical review · 2026Observational
- Toward reliable thalamic segmentation: an evaluation of automated methods for structural MRI.Brain structure & function · 2026Article
- Toward Optimizing Thalamic Deep Brain Stimulation for Cortical Modulation: A Surrogate Brain Approach.bioRxiv : the preprint server for biology · 2026Article
- Diffusion-Informed Joint Segmentation Enhances Detection of Thalamic Atrophy in Parkinson's Disease.Brain topography · 2026Article
- Automated Segmentation of Brainstem and Subcortical White Matter: Mapping the Deep Tegmental Core with BundleParc.bioRxiv : the preprint server for biology · 2026Article
- Electrophysiological Brain Connectivity and Subjective States Evoked by Electrical Stimulation of the Human Mid-thalamus.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Thalamic connectivity mirrors spatial maps of network dysfunction in nonlesional focal epilepsy.Epilepsia · 2026Article
- Thalamic nuclei insights into Alzheimer's disease.bioRxiv : the preprint server for biology · 2026Article
- Thalamic nuclei volumes across psychiatric and neurological disorders: a multi-site magnetic resonance imaging study.Translational psychiatry · 2026Article
73 more citing papers are in PubMed but not listed here.
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Authors and funding
7 authors.
Funding
Abstract
The thalamus and its nuclei are largely indistinguishable on standard T1 or T2 weighted MRI. While diffusion tensor imaging based methods have been proposed to segment the thalamic nuclei based on the angular orientation of the principal diffusion tensor, these are based on echo planar imaging which is inherently limited in spatial resolution and suffers from distortion. We present a multi-atlas segmentation technique based on white-matter-nulled MP-RAGE imaging that segments the thalamus into 12 nuclei with computation times on the order of 10 min on a desktop PC; we call this method THOMAS (THalamus Optimized Multi Atlas Segmentation). THOMAS was rigorously evaluated on 7T MRI data acquired from healthy volunteers and patients with multiple sclerosis by comparing against manual segmentations delineated by a neuroradiologist, guided by the Morel atlas. Segmentation accuracy was very high, with uniformly high Dice indices: at least 0.85 for large nuclei like the pulvinar and mediodorsal nuclei and at least 0.7 even for small structures such as the habenular, centromedian, and lateral and medial geniculate nuclei. Volume similarity indices ranged from 0.82 for the smaller nuclei to 0.97 for the larger nuclei. Volumetry revealed that the volumes of the right anteroventral, right ventral posterior lateral, and both right and left pulvinar nuclei were significantly lower in MS patients compared to controls, after adjusting for age, sex and intracranial volume. Lastly, we evaluated the potential of this method for targeting the Vim nucleus for deep brain surgery and focused ultrasound thalamotomy by overlaying the Vim nucleus segmented from pre-operative data on post-operative data. The locations of the ablated region and active DBS contact corresponded well with the segmented Vim nucleus. Our fast, direct structural MRI based segmentation method opens the door for MRI guided intra-operative procedures like thalamotomy and asleep DBS electrode placement as well as for accurate quantification of thalamic nuclear volumes to follow progression of neurological disorders.
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