Evidence map›Paper›PMID 30894331›Full record

ArticleNeuroImage2019

Thalamus Optimized Multi Atlas Segmentation (THOMAS): fast, fully automated segmentation of thalamic nuclei from structural MRI.

Jason H Su, Francis T Thomas, Willard S Kasoff, Thomas Tourdias, Eun Young Choi, Brian K Rutt, Manojkumar Saranathan

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
133citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

133 citing papers in PubMed.

  1. Trial
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  5. Article
  6. Thalamic Nuclei Atrophy in Type 1 Diabetes Mellitus Across Disease Duration.Journal of magnetic resonance imaging : JMRI · 2026
    Article
  7. Retinotopic remapping of the visual system in deaf adults.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. A guide to neuromodulation in drug-resistant epilepsy.Epileptic disorders : international epilepsy journal with videotape · 2026
    Review
  12. Observational
  13. Article
  14. Article
  15. Article
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  17. 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 · 2026
    Article
  18. Article
  19. Thalamic nuclei insights into Alzheimer's disease.bioRxiv : the preprint server for biology · 2026
    Article
  20. Article

73 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Jason H SuElectrical Engineering, Stanford University, Stanford, CA, USA.
Francis T ThomasElectrical & Computer Engineering, University of Arizona, Tucson, AZ, USA.
Willard S KasoffDivision of Neurosurgery, University of Arizona, Tucson, AZ, USA.
Thomas TourdiasService de Neuroimagerie Diagnostique et Thérapeutique, Université de Bordeaux, Bordeaux, France.
Eun Young ChoiNeurosurgery, Stanford University, Stanford, CA, USA.
Brian K RuttRadiology, Stanford University, Stanford, CA, USA.
Manojkumar SaranathanElectrical & Computer Engineering, University of Arizona, Tucson, AZ, USA; Medical Imaging, University of Arizona, Tucson, AZ, USA. Electronic address: manojsar@email.arizona.edu.

Funding

Training and DisseminationP41EB015891 · NIBIB · STANFORD UNIVERSITY · PI GLOVER, GARY H · 2012 to 2019
$10.7M
Substructural Volumetry of Hippocampus and Thalamus in AlcoholismR21AA023582 · NIAAA · SRI INTERNATIONAL · PI SARANATHAN, MANOJKUMAR, ZAHR, NATALIE M · 2015 to 2016
$502k
NIAAA NIH HHS R21 AA023582NIBIB NIH HHS P41 EB015891
6 · The paper itself

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.

Indexed as

AdultBrain MappingFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleMiddle AgedThalamic NucleiMulti-atlas segmentationThalamic nucleiThalamic parcellationWhite matter nulled MP-RAGE

Identifiers

PMID30894331
PMCPMC6536348

What OpenQuestion holds

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Registered trials

None linked

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.