Literature DB >> 30894331

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

Jason H Su1, Francis T Thomas2, Willard S Kasoff3, Thomas Tourdias4, Eun Young Choi5, Brian K Rutt6, Manojkumar Saranathan7.   

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.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Multi-atlas segmentation; Thalamic nuclei; Thalamic parcellation; White matter nulled MP-RAGE

Mesh:

Year:  2019        PMID: 30894331      PMCID: PMC6536348          DOI: 10.1016/j.neuroimage.2019.03.021

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  43 in total

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Journal:  Brain Stimul       Date:  2012-02-22       Impact factor: 8.955

2.  Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging.

Authors:  T E J Behrens; H Johansen-Berg; M W Woolrich; S M Smith; C A M Wheeler-Kingshott; P A Boulby; G J Barker; E L Sillery; K Sheehan; O Ciccarelli; A J Thompson; J M Brady; P M Matthews
Journal:  Nat Neurosci       Date:  2003-07       Impact factor: 24.884

3.  Brain morphometry with multiecho MPRAGE.

Authors:  André J W van der Kouwe; Thomas Benner; David H Salat; Bruce Fischl
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4.  Nearly automatic segmentation of hippocampal subfields in in vivo focal T2-weighted MRI.

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Journal:  Neuroimage       Date:  2010-06-30       Impact factor: 6.556

5.  Optimization of white-matter-nulled magnetization prepared rapid gradient echo (MP-RAGE) imaging.

Authors:  Manojkumar Saranathan; Thomas Tourdias; Ersin Bayram; Pejman Ghanouni; Brian K Rutt
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6.  Multi-Atlas Segmentation with Joint Label Fusion.

Authors:  Hongzhi Wang; Jung W Suh; Sandhitsu R Das; John B Pluta; Caryne Craige; Paul A Yushkevich
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2012-06-26       Impact factor: 6.226

7.  Common and distinct structural features of schizophrenia and bipolar disorder: The European Network on Psychosis, Affective disorders and Cognitive Trajectory (ENPACT) study.

Authors:  Eleonora Maggioni; Benedicto Crespo-Facorro; Igor Nenadic; Francesco Benedetti; Christian Gaser; Heinrich Sauer; Roberto Roiz-Santiañez; Sara Poletti; Veronica Marinelli; Marcella Bellani; Cinzia Perlini; Mirella Ruggeri; A Carlo Altamura; Vaibhav A Diwadkar; Paolo Brambilla
Journal:  PLoS One       Date:  2017-11-14       Impact factor: 3.240

8.  A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology.

Authors:  Juan Eugenio Iglesias; Ricardo Insausti; Garikoitz Lerma-Usabiaga; Martina Bocchetta; Koen Van Leemput; Douglas N Greve; Andre van der Kouwe; Bruce Fischl; César Caballero-Gaudes; Pedro M Paz-Alonso
Journal:  Neuroimage       Date:  2018-08-17       Impact factor: 6.556

9.  Deep brain stimulation for essential tremor: targeting the dentato-rubro-thalamic tract?

Authors:  Juergen Schlaier; Judith Anthofer; Kathrin Steib; Claudia Fellner; Eva Rothenfusser; Alexander Brawanski; Max Lange
Journal:  Neuromodulation       Date:  2014-09-11

10.  Robust Automated Amygdala Segmentation via Multi-Atlas Diffeomorphic Registration.

Authors:  Jamie L Hanson; Jung W Suh; Brendon M Nacewicz; Matthew J Sutterer; Amelia A Cayo; Diane E Stodola; Cory A Burghy; Hongzhi Wang; Brian B Avants; Paul A Yushkevich; Marilyn J Essex; Seth D Pollak; Richard J Davidson
Journal:  Front Neurosci       Date:  2012-11-29       Impact factor: 4.677

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  24 in total

1.  Automated thalamic nuclei segmentation using multi-planar cascaded convolutional neural networks.

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Journal:  Magn Reson Imaging       Date:  2020-08-21       Impact factor: 2.546

2.  An extended Human Connectome Project multimodal parcellation atlas of the human cortex and subcortical areas.

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4.  Convolutional Neural Network Based Frameworks for Fast Automatic Segmentation of Thalamic Nuclei from Native and Synthesized Contrast Structural MRI.

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Journal:  Neuroinformatics       Date:  2021-10-09

Review 5.  The anterior thalamic nuclei: core components of a tripartite episodic memory system.

Authors:  John P Aggleton; Shane M O'Mara
Journal:  Nat Rev Neurosci       Date:  2022-04-27       Impact factor: 38.755

6.  Quantification of thalamic nuclei in patients diagnosed with temporal lobe epilepsy and hippocampal sclerosis.

Authors:  Ho-Joon Lee; Sol A Seo; Kang Min Park
Journal:  Neuroradiology       Date:  2019-10-31       Impact factor: 2.804

7.  Asleep Deep Brain Stimulation of the Nucleus Ventralis Intermedius for Essential Tremor Using Indirect Targeting and Interventional Magnetic Resonance Imaging: Single-Institution Case Series.

Authors:  Nicholas Gravbrot; Aaron Burket; Manojkumar Saranathan; Willard S Kasoff
Journal:  Mov Disord Clin Pract       Date:  2020-04-27

8.  Performance ramifications of abnormal functional connectivity of ventral posterior lateral thalamus with cerebellum in abstinent individuals with Alcohol Use Disorder.

Authors:  Nicolas Honnorat; Manojkumar Saranathan; Edith V Sullivan; Adolf Pfefferbaum; Kilian M Pohl; Natalie M Zahr
Journal:  Drug Alcohol Depend       Date:  2021-01-08       Impact factor: 4.492

9.  Therapies to Restore Consciousness in Patients with Severe Brain Injuries: A Gap Analysis and Future Directions.

Authors:  Brian L Edlow; Leandro R D Sanz; Robert D Stevens; Olivia Gosseries; Len Polizzotto; Nader Pouratian; John D Rolston; Samuel B Snider; Aurore Thibaut
Journal:  Neurocrit Care       Date:  2021-07-08       Impact factor: 3.210

10.  Comparative evaluation of tractography-based direct targeting and atlas-based indirect targeting of the ventral intermediate (Vim) nucleus in MRgFUS thalamotomy.

Authors:  Federico Bruno; Alessia Catalucci; Marco Varrassi; Francesco Arrigoni; Patrizia Sucapane; Davide Cerone; Francesca Pistoia; Silvia Torlone; Emanuele Tommasino; Luca De Santis; Antonio Barile; Alessandro Ricci; Carmine Marini; Alessandra Splendiani; Carlo Masciocchi
Journal:  Sci Rep       Date:  2021-06-29       Impact factor: 4.379

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