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1.
J Neurosurg ; 141(2): 570-580, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38489821

ABSTRACT

OBJECTIVE: The medial forebrain bundle (MFB) is a novel promising deep brain stimulation (DBS) target in severe affective disorders that courses through the subthalamic region according to tractography studies. Its potential therapeutic role arose in connection with the development of hypomania during stimulation of the subthalamic nucleus (STN) in Parkinson's disease, offering an alternative explanation for the occurrence of this side effect. However, until now its course exclusively described by tractography had not yet been confirmed by any anatomical method. The aim of this study was to fill this gap as well as to provide a detailed description of the fiber tracts surrounding the STN to facilitate a better understanding of the background of side effects occurring during STN DBS. METHODS: Ten human cadaveric brains (20 hemispheres) and 100 healthy subjects (200 hemispheres) from the S500 Release of the Human Connectome Project were involved in this study. Nineteen hemispheres were dissected according to Klingler's method. One additional hemisphere was prepared for histological examinations to validate the macroscopical results and stained with neurofibril silver impregnation according to Krutsay. The authors also aimed to reconstruct the MFB using tractography and correlated the results with their dissections and histological findings. RESULTS: The white matter connections coursing through the subthalamic region were successfully dissected. The ansa lenticularis, lenticular fasciculus, thalamic fasciculus, ipsi- and contralateral cerebellar fibers, and medial lemniscus were revealed as closely related fiber tracts to the STN. However, the existence of a distinct fiber bundle corresponding to the MFB described by tractography could not be identified. Using tractography, the authors showed that the depiction of the streamlines representing the MFB was also strongly dependent on the threshold parameters. CONCLUSIONS: According to this study's findings, the streamlines of the MFB described by tractography arise from the limitations of the diffusion-weighted MRI fiber tracking method and actually correspond to subthalamic fiber bundles, especially the ansa lenticularis and lenticular fasciculus, which erroneously continue in the anterior limb of the internal capsule, toward the prefrontal cortex.


Subject(s)
Medial Forebrain Bundle , Subthalamic Nucleus , Humans , Medial Forebrain Bundle/anatomy & histology , Medial Forebrain Bundle/diagnostic imaging , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/diagnostic imaging , Male , Female , Cadaver , Adult , Middle Aged , White Matter/anatomy & histology , White Matter/diagnostic imaging , Deep Brain Stimulation/methods , Neural Pathways/anatomy & histology , Neural Pathways/diagnostic imaging , Aged , Diffusion Tensor Imaging
2.
Stereotact Funct Neurosurg ; 101(4): 277-284, 2023.
Article in English | MEDLINE | ID: mdl-37379823

ABSTRACT

INTRODUCTION: Computational models of deep brain stimulation (DBS) have become common tools in clinical research studies that attempt to establish correlations between stimulation locations in the brain and behavioral outcome measures. However, the accuracy of any patient-specific DBS model depends heavily upon accurate localization of the DBS electrodes within the anatomy, which is typically defined via co-registration of clinical CT and MRI datasets. Several different approaches exist for this challenging registration problem, and each approach will result in a slightly different electrode localization. The goal of this study was to better understand how different processing steps (e.g., cost-function masking, brain extraction, intensity remapping) affect the estimate of the DBS electrode location in the brain. METHODS: No "gold standard" exists for this kind of analysis, as the exact location of the electrode in the living human brain cannot be determined with existing clinical imaging approaches. However, we can estimate the uncertainty associated with the electrode position, which can be used to guide statistical analyses in DBS mapping studies. Therefore, we used high-quality clinical datasets from 10 subthalamic DBS subjects and co-registered their long-term postoperative CT with their preoperative surgical targeting MRI using 9 different approaches. The distances separating all of the electrode location estimates were calculated for each subject. RESULTS: On average, electrodes were located within a median distance of 0.57 mm (0.49-0.74) of one another across the different registration approaches. However, when considering electrode location estimates from short-term postoperative CTs, the median distance increased to 2.01 mm (1.55-2.78). CONCLUSIONS: The results of this study suggest that electrode location uncertainty needs to be factored into statistical analyses that attempt to define correlations between stimulation locations and clinical outcomes.


Subject(s)
Deep Brain Stimulation , Parkinson Disease , Subthalamic Nucleus , Humans , Stereotaxic Techniques , Deep Brain Stimulation/methods , Parkinson Disease/diagnostic imaging , Parkinson Disease/surgery , Subthalamic Nucleus/diagnostic imaging , Subthalamic Nucleus/surgery , Subthalamic Nucleus/anatomy & histology , Electrodes, Implanted , Magnetic Resonance Imaging/methods
3.
Neuroimage Clin ; 38: 103431, 2023.
Article in English | MEDLINE | ID: mdl-37187041

ABSTRACT

BACKGROUND: Deep brain stimulation (DBS) of the subthalamic nucleus (STN) is an effective treatment for disabling fluctuations in motor symptoms in Parkinson's disease (PD) patients. However, iterative exploration of all individual contact points (four in each STN) by the clinician for optimal clinical effects may take months. OBJECTIVE: In this proof of concept study we explored whether magnetoencephalography (MEG) has the potential to noninvasively measure the effects of changing the active contact point of STN-DBS on spectral power and functional connectivity in PD patients, with the ultimate aim to aid in the process of selecting the optimal contact point, and perhaps reduce the time to achieve optimal stimulation settings. METHODS: The study included 30 PD patients who had undergone bilateral DBS of the STN. MEG was recorded during stimulation of each of the eight contact points separately (four on each side). Each stimulation position was projected on a vector running through the longitudinal axis of the STN, leading to one scalar value indicating a more dorsolateral or ventromedial contact point position. Using linear mixed models, the stimulation positions were correlated with band-specific absolute spectral power and functional connectivity of i) the motor cortex ipsilateral tot the stimulated side, ii) the whole brain. RESULTS: At group level, more dorsolateral stimulation was associated with lower low-beta absolute band power in the ipsilateral motor cortex (p = .019). More ventromedial stimulation was associated with higher whole-brain absolute delta (p = .001) and theta (p = .005) power, as well as higher whole-brain theta band functional connectivity (p = .040). At the level of the individual patient, switching the active contact point caused significant changes in spectral power, but the results were highly variable. CONCLUSIONS: We demonstrate for the first time that stimulation of the dorsolateral (motor) STN in PD patients is associated with lower low-beta power values in the motor cortex. Furthermore, our group-level data show that the location of the active contact point correlates with whole-brain brain activity and connectivity. As results in individual patients were quite variable, it remains unclear if MEG is useful in the selection of the optimal DBS contact point.


Subject(s)
Brain , Deep Brain Stimulation , Magnetoencephalography , Parkinson Disease , Proof of Concept Study , Subthalamic Nucleus , Humans , Deep Brain Stimulation/methods , Parkinson Disease/physiopathology , Parkinson Disease/therapy , Subthalamic Nucleus/anatomy & histology , Male , Female , Adult , Middle Aged , Aged , Brain/physiology , Brain/physiopathology , Motor Cortex/physiology , Motor Cortex/physiopathology
4.
Mov Disord ; 37(2): 279-290, 2022 02.
Article in English | MEDLINE | ID: mdl-34859498

ABSTRACT

BACKGROUND: The subthalamic nucleus (STN) is considered a key structure in motor, behavioral, and emotional control. Although identification of the functional topography of the STN has therapeutic implications in the treatment of the motor features of Parkinson's disease (PD), the details of its functional and somatotopic organization in humans are not well understood. OBJECTIVE: The aim of this study was to characterize the functional organization of the STN and its correlation with the motor outcomes induced by subthalamotomy. METHODS: We used diffusion-weighted imaging to assess STN connectivity patterns in 23 healthy control subjects and 86 patients with PD, of whom 39 received unilateral subthalamotomy. Analytical tractography was used to reconstruct structural cortico-subthalamic connectivity. A diffusion-weighted imaging/functional magnetic resonance imaging-driven somatotopic parcellation of the STN was defined to delineate the representation of the upper and lower limb in the STN. RESULTS: We confirmed a connectional gradient to sensorimotor, supplementary-motor, associative, and limbic cortical regions, spanning from posterior-dorsal-lateral to anterior-ventral-medial portions of the STN, with intermediate overlapping zones. Functional magnetic resonance imaging-driven parcellation demonstrated dual segregation of motor cortico-subthalamic projections in humans. Moreover, the relationship between lesion topography and functional anatomy of the STN explains specific improvement in bradykinesia, rigidity, and tremor induced by subthalamotomy. CONCLUSIONS: Our results support an interplay between segregation and integration of cortico-subthalamic projections, suggesting the coexistence of parallel and convergent information processing. Identifying the functional topography of the STN will facilitate better definition of the optimal location for functional neurosurgical approaches, that is, electrode placement and lesion location, and improve specific cardinal features in PD. © 2021 International Parkinson and Movement Disorder Society.


Subject(s)
Deep Brain Stimulation , Parkinson Disease , Subthalamic Nucleus , Deep Brain Stimulation/methods , Diffusion Magnetic Resonance Imaging , Humans , Magnetic Resonance Imaging , Parkinson Disease/diagnostic imaging , Parkinson Disease/surgery , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/diagnostic imaging , Subthalamic Nucleus/surgery
5.
Hum Brain Mapp ; 42(8): 2309-2321, 2021 06 01.
Article in English | MEDLINE | ID: mdl-33638289

ABSTRACT

The visualization of diffusion MRI related properties in a comprehensive way is still a challenging problem. We propose a simple visualization technique to give neuroradiologists and neurosurgeons a more direct and personalized view of relevant connectivity patterns estimated from clinically feasible diffusion MRI. The approach, named SPECTRE (Subject sPEcific brain Connectivity display in the Target REgion), is based on tract-weighted imaging, where diffusion MRI streamlines are used to aggregate information from a different MRI contrast. Instead of using native MRI contrasts, we propose to use continuous template information as the underlying contrast for aggregation. In this respect, the SPECTRE approach is complementary to normative approaches where connectivity information is warped from the group level to subject space by anatomical registration. For the purpose of demonstration, we focus the presentation of the SPECTRE approach on the visualization of connectivity patterns in the midbrain regions at the level of subthalamic nucleus due to its importance for deep brain stimulation. The proposed SPECTRE maps are investigated with respect to plausibility, robustness, and test-retest reproducibility. Clear dependencies of reliability measures with respect to the underlying tracking algorithms are observed.


Subject(s)
Diffusion Tensor Imaging , Image Processing, Computer-Assisted , Subthalamic Nucleus , Adult , Data Visualization , Diffusion Tensor Imaging/methods , Diffusion Tensor Imaging/standards , Humans , Image Processing, Computer-Assisted/methods , Image Processing, Computer-Assisted/standards , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/diagnostic imaging
6.
Arq. bras. neurocir ; 39(4): 284-288, 15/12/2020.
Article in English | LILACS | ID: biblio-1362329

ABSTRACT

Discovered in 1865 by Jules Bernard Luys, the subthalamic nucleus is a set of small nuclei located in the diencephalon, inferior to the thalamus and superior to the substantia nigra, that can be visualized in a posterior coronal section. Histologically, it consists of neurons compactly distributed and filled with a large number of blood vessels and sparse myelinated fibers. This review presents an analysis of this anatomical region, considering what is most recent in the literature. Subthalamic neurons are excitatory and use glutamate as the neurotransmitter. In healthy individuals, these neurons are inhibited by nerve cells located in the side globus pallidus. However, if the fibers that make up the afferent circuit are damaged, the neurons become highly excitable, thus causing motor disturbances that can be classified as hyperkinetic, for example ballism and chorea, or hypokinetic, for example Parkinson disease (PD). The advent of deep brain stimulation has given the subthalamic nucleus great visibility. Studies reveal that the stimulation of this nucleus improves themotor symptoms of PD.


Subject(s)
Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/abnormalities , Subthalamic Nucleus/surgery , Parkinson Disease , Substantia Nigra/anatomy & histology , Cerebral Cortex/anatomy & histology , Corpus Striatum/anatomy & histology , Deep Brain Stimulation/methods , Globus Pallidus/anatomy & histology , Motor Cortex/anatomy & histology
7.
Stereotact Funct Neurosurg ; 98(6): 416-423, 2020.
Article in English | MEDLINE | ID: mdl-32966999

ABSTRACT

BACKGROUND: Deep brain stimulation (DBS) is an established method of treatment for Parkinson's disease (PD). A stimulation sweet spot at the interface between the motor and associative clusters of the subthalamic nucleus (STN) has recently been postulated. The aim of this study was to analyze the available clustering methods for the STN and their correlation to outcome. METHODS: This is a retrospective analysis of a group of 20 patients implanted with a DBS device for PD. Atlas-based and diffusion tractography-based parcellation of the STN was performed. The distances of the electrode to the obtained clusters were compared to each other and to outcome parameters, which included levodopa equivalent dose (LED) reduction, Unified Parkinson's Disease Rating Scale (UPDRS)-III scores, and reduction in scores for items 32 and 36 of the UPDRS-IV. RESULTS: The implanted electrodes were located nearest to the motor clusters of the STN. The following significant associations with postoperative LED reduction were found: (1) distance of the electrode to the motor cluster in the Accolla and DISTAL atlases (p < 0.01) and (2) distance of the electrode to the supplementary motor area cluster (p = 0.02). There was no association with either the UPDRS-III or the UPDRS-IV score. CONCLUSIONS: The results of this study suggest the possibility that atlas-based clustering, as well as diffusion tractography-based parcellation, can be useful in estimating the stimulation target ("sweet spot") for STN-DBS in PD patients. Atlas-based as well as diffusion-based clustering might become a useful tool in DBS trajectory planning.


Subject(s)
Atlases as Topic , Deep Brain Stimulation/methods , Diffusion Tensor Imaging/methods , Parkinson Disease/diagnostic imaging , Subthalamic Nucleus/diagnostic imaging , Aged , Cluster Analysis , Electrodes, Implanted , Female , Humans , Levodopa/therapeutic use , Male , Middle Aged , Parkinson Disease/therapy , Retrospective Studies , Subthalamic Nucleus/anatomy & histology , Treatment Outcome
8.
Parkinsonism Relat Disord ; 78: 124-128, 2020 09.
Article in English | MEDLINE | ID: mdl-32814231

ABSTRACT

INTRODUCTION: Subthalamic nucleus deep brain stimulation (STN DBS) for Parkinson disease (PD) normalizes neuronal hypersynchrony in the beta frequency range (13-30 Hz). The spatial correspondence of maximal beta power to the site of optimal stimulation along the DBS lead trajectory has been debated. METHODS: We determined the trajectory locations of the active contact, maximal beta power, and the dorsal border of the STN (DB-STN) in DBS patients. Beta power profiles were measured during intraoperative microelectrode recording (MER). Active contact locations were assigned during blinded, postoperative DBS programming. The DB-STN was identified both electrophysiologically during MER and anatomically on MRI. After grouping DBS trajectories into quadrants relative to the anatomic STN midpoint, we examined regional variations in the relative trajectory locations of the three entities. RESULTS: STN DBS significantly improved motor performance for all 13 DBS patients, with active contacts at the DB-STN. Along trajectories passing posterior-medial to the STN midpoint, maximal beta power co-localized with active contacts at the DB-STN (difference Δ = 0.4 ± 1.6 mm, p = 0.57). By contrast, in posterior-lateral trajectories, maximal beta arose within the STN, ventral to active contacts (Δ = 1.9 ± 1.3 mm, p = 0.002). For trajectories anterior to the STN midpoint, maximal beta power co-localized with the DB-STN, while active contacts were ventral to peak beta power (p = 0.05). CONCLUSION: Our findings indicate that co-localization of optimal stimulation and beta power varies by anatomical region in STN DBS for Parkinson disease.


Subject(s)
Beta Rhythm/physiology , Implantable Neurostimulators , Outcome and Process Assessment, Health Care/standards , Parkinson Disease/physiopathology , Parkinson Disease/therapy , Subthalamic Nucleus , Aged , Deep Brain Stimulation/methods , Deep Brain Stimulation/standards , Female , Humans , Intraoperative Neurophysiological Monitoring , Magnetic Resonance Imaging , Male , Middle Aged , Prospective Studies , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/diagnostic imaging , Subthalamic Nucleus/physiology
9.
World Neurosurg ; 143: e567-e573, 2020 11.
Article in English | MEDLINE | ID: mdl-32791216

ABSTRACT

BACKGROUND: The subthalamic nucleus (STN) is an important target during deep brain stimulation (DBS). Accurate lead placement is integral to achieving satisfactory clinical outcomes; however, the STN remains a structure whose visualization is highly variable with borders often difficult to define. We aimed to develop an objective method of evaluating the visibility of the STN on preoperative magnetic resonance imaging (MRI) to standardize future comparative assessments between imaging protocols and patient-specific parameters. METHODS: An imaging study of 64 prospectively collected patients undergoing bilateral DBS of the STN for various movement disorders was performed with institutional approval. MRI scans were acquired using a uniform protocol involving general anesthesia, cranial fixation in a Leksell stereotactic frame, and long acquisition times using a 3T MRI scanner. The images were analyzed using the iPlan Stereotaxy, version 2.6, workstation. High-resolution T2-weighted axial sections were evaluated, and the voxel values in the region of the presumed posterior border of the STN (as defined by the operating neurosurgeon) were obtained. A 4-parameter logistic symmetrical sigmoid curve was used to map the voxel values as they progressed from within to outside the region of the STN border. The inflection point and Hill coefficient of this symmetrical curve was calculated to provide objective information on the location and clarity of the STN border, respectively. These findings were compared with the surgeon's judgment of the STN border. To demonstrate the use of the sigmoid curve, the patients' head volumes were also calculated and evaluated to assess whether larger head volumes adversely affected STN visibility. RESULTS: The symmetrical sigmoid curve model provided objective information on the visibility of the STN on T2-weighted MRI scans and could be generated in 86% of the patients. The other 14% of patients had MRI scans that generated linear graphs, indicating the poorest scoring for STN image quality. No correlation between head volume and STN visibility was identified. CONCLUSIONS: Our proposed statistical model allows for standardized examination of the visibility of the STN border for DBS and has potential for both clinical and academic applications.


Subject(s)
Deep Brain Stimulation/methods , Magnetic Resonance Imaging/methods , Movement Disorders/diagnostic imaging , Movement Disorders/therapy , Subthalamic Nucleus/diagnostic imaging , Adult , Aged , Female , Humans , Male , Middle Aged , Prospective Studies , Subthalamic Nucleus/anatomy & histology , Young Adult
10.
Neuroimage ; 221: 117200, 2020 11 01.
Article in English | MEDLINE | ID: mdl-32745682

ABSTRACT

Normative databases allow testing of novel hypotheses without the costly collection of magnetic resonance imaging (MRI) data. Here we present the Amsterdam Ultra-high field adult lifespan database (AHEAD). The AHEAD consists of 105 7 Tesla (T) whole-brain structural MRI scans tailored specifically to imaging of the human subcortex, including both male and female participants and covering the entire adult life span (18-80 yrs). We used these data to create probability maps for the subthalamic nucleus, substantia nigra, internal and external segment of the globus pallidus, and the red nucleus. Data was acquired at a submillimeter resolution using a multi-echo (ME) extension of the second gradient-echo image of the MP2RAGE sequence (MP2RAGEME) sequence, resulting in complete anatomical alignment of quantitative, R1-maps, R2*-maps, T1-maps, T1-weighted images, T2*-maps, and quantitative susceptibility mapping (QSM). Quantitative MRI maps, and derived probability maps of basal ganglia structures are freely available for further analyses.


Subject(s)
Globus Pallidus/anatomy & histology , Magnetic Resonance Imaging , Neuroimaging , Red Nucleus/anatomy & histology , Substantia Nigra/anatomy & histology , Subthalamic Nucleus/anatomy & histology , Adolescent , Adult , Aged , Aged, 80 and over , Atlases as Topic , Databases, Factual , Female , Globus Pallidus/diagnostic imaging , Humans , Male , Middle Aged , Red Nucleus/diagnostic imaging , Substantia Nigra/diagnostic imaging , Subthalamic Nucleus/diagnostic imaging , Young Adult
11.
Hum Brain Mapp ; 41(16): 4641-4661, 2020 11.
Article in English | MEDLINE | ID: mdl-32757349

ABSTRACT

Internal and external segments of globus pallidus (GP) exert different functions in basal ganglia circuitry, despite their main connectional systems share the same topographical organization, delineating limbic, associative, and sensorimotor territories. The identification of internal GP sensorimotor territory has therapeutic implications in functional neurosurgery settings. This study is aimed at assessing the spatial coherence of striatopallidal, subthalamopallidal, and pallidothalamic pathways by using tractography-derived connectivity-based parcellation (CBP) on high quality diffusion MRI data of 100 unrelated healthy subjects from the Human Connectome Project. A two-stage hypothesis-driven CBP approach has been carried out on the internal and external GP. Dice coefficient between functionally homologous pairs of pallidal maps has been computed. In addition, reproducibility of parcellation according to different pathways of interest has been investigated, as well as spatial relations between connectivity maps and existing optimal stimulation points for dystonic patients. The spatial organization of connectivity clusters revealed anterior limbic, intermediate associative and posterior sensorimotor maps within both internal and external GP. Dice coefficients showed high degree of coherence between functionally similar maps derived from the different bundles of interest. Sensorimotor maps derived from the subthalamopallidal pathway resulted to be the nearest to known optimal pallidal stimulation sites for dystonic patients. Our findings suggest that functionally homologous afferent and efferent connections may share similar spatial territory within the GP and that subcortical pallidal connectional systems may have distinct implications in the treatment of movement disorders.


Subject(s)
Cerebral Cortex/anatomy & histology , Diffusion Tensor Imaging , Globus Pallidus/anatomy & histology , Neostriatum/anatomy & histology , Nerve Net/anatomy & histology , Subthalamic Nucleus/anatomy & histology , Thalamus/anatomy & histology , Ventral Striatum/anatomy & histology , Adult , Afferent Pathways , Cerebral Cortex/diagnostic imaging , Efferent Pathways , Female , Globus Pallidus/diagnostic imaging , Humans , Image Processing, Computer-Assisted , Male , Neostriatum/diagnostic imaging , Nerve Net/diagnostic imaging , Subthalamic Nucleus/diagnostic imaging , Thalamus/diagnostic imaging , Ventral Striatum/diagnostic imaging , Young Adult
12.
Brain Struct Funct ; 225(4): 1293-1312, 2020 May.
Article in English | MEDLINE | ID: mdl-32303844

ABSTRACT

The cortico-basal ganglia-thalamo-cortical feedback loops that consist of distinct white matter pathways are important for understanding in vivo imaging studies of functional and anatomical connectivity, and for localizing subthalamic white matter structures in surgical approaches for movement disorders, such as Parkinson's disease. Connectomic analysis in animals has identified fiber connections between the basal ganglia and thalamus, which pass through the fields of Forel, where other fiber pathways related to motor, sensory, and cognitive functions co-exist. We now report these pathways in the human brain on ex vivo mesoscopic (250 µm) diffusion tensor imaging and on tractography. The locations of the tracts were identified relative to the adjacent gray matter structures, such as the internal and external segments of the globus pallidus; the zona incerta; the subthalamic nucleus; the substantia nigra pars reticulata and compacta; and the thalamus. The connectome atlas of the human subthalamic region may serve as a resource for imaging studies and for neurosurgical planning.


Subject(s)
Diffusion Tensor Imaging , Subthalamic Nucleus/anatomy & histology , White Matter/anatomy & histology , Adult , Basal Ganglia/anatomy & histology , Humans , Image Processing, Computer-Assisted/methods , Male , Neural Pathways/anatomy & histology , Thalamus/anatomy & histology
13.
Hum Brain Mapp ; 41(8): 2028-2036, 2020 06 01.
Article in English | MEDLINE | ID: mdl-31951307

ABSTRACT

The clinical benefit of deep brain stimulation (DBS) for Parkinson's disease (PD) is relevant to the tracts adjacent to the stimulation site, but it remains unclear what connectivity pattern is associated with effective DBS. The aim of this study was to identify clinically effective electrode contacts on the basis of brain connectivity markers derived from diffusion tensor tractography. We reviewed 77 PD patients who underwent bilateral subthalamic nucleus DBS surgery. The patients were assigned into the training (n = 58) and validation (n = 19) groups. According to the therapeutic window size, all contacts were classified into effective and ineffective groups. The whole-brain connectivity of each contact's volume of tissue activated was estimated using tractography with preoperative diffusion tensor data. Extracted connectivity features were put into an all-relevant feature selection procedure within cross-validation loops, to identify features with significant discriminative power for contact classification. A total of 616 contacts on 154 DBS leads were discriminated, with 388 and 228 contacts being classified as effective and ineffective ones, respectively. After the feature selection, the connectivity of contacts with the thalamus, pallidum, hippocampus, primary motor area, supplementary motor area and superior frontal gyrus was identified to significantly contribute to contact classification. Based on these relevant features, the random forest model constructed from the training group achieved an accuracy of 84.9% in the validation group, to discriminate effective contacts from the ineffective. Our findings advanced the understanding of the specific brain connectivity patterns associated with clinical effective electrode contacts, which potentially guided postoperative DBS programming.


Subject(s)
Deep Brain Stimulation/methods , Deep Brain Stimulation/standards , Gray Matter/anatomy & histology , Implantable Neurostimulators , Nerve Net/anatomy & histology , Parkinson Disease/therapy , Subthalamic Nucleus/anatomy & histology , Aged , Diffusion Tensor Imaging , Female , Gray Matter/diagnostic imaging , Humans , Male , Middle Aged , Nerve Net/diagnostic imaging , Postoperative Care , Preoperative Care , Reproducibility of Results , Subthalamic Nucleus/diagnostic imaging
14.
Neuroimage ; 210: 116573, 2020 04 15.
Article in English | MEDLINE | ID: mdl-31968232

ABSTRACT

A connection between the subthalamic nucleus (STN) and the cerebellum which has been shown to exist in non-human primates, was recently identified in humans. However, its anatomical features, network properties and function have yet to be elucidated in humans. In the present study, we quantified the STN-cerebellum pathway in humans and explored its function based on structural observations. Anatomical features and asymmetry index (AI) were explored using high definition fiber tractography data of 30 individuals from the Massachusetts General Hospital - Human Connectome Project adult diffusion database. Pearson's correlation analysis was performed to determine the interrelationship between the subdivisions of the STN-cerebellum and the global cortical-STN connections. The pathway was visualized bilaterally in all the subjects. Typically, after setting out from the STN, the STN-cerebellum projections incorporated into the nearby corticopontine tracts, passing through the cerebral peduncle, mediated by the pontine nucleus and then connecting in two opposite directions to join the bilateral middle cerebellar peduncle. On the group averaged level, 78.03% and 62.54% of fibers from the right and left STN respectively, distributed to Crus I in the cerebellum, part of the remaining fibers projected to Crus II, with most of the fibers crossing contralaterally. According to the AI evaluation, 60% of the participants were right STN dominant, 23% were left STN dominant, and 17% were relatively symmetric. Pearson's correlation analysis further indicated that the number of pathways from mesial Brodmann area 8 to the STN (hyperdirect pathway associated with decision making) was positively correlated with the number of fibers from the right STN to Crus I. The insertion and termination, the right-side dominance, and the positive correlation with the hyperdirect pathway all suggest that the STN-cerebellum pathway might be involved in decision-making processes.


Subject(s)
Cerebellum/anatomy & histology , Decision Making , Diffusion Tensor Imaging , Functional Laterality , Nerve Net/anatomy & histology , Prefrontal Cortex/anatomy & histology , Subthalamic Nucleus/anatomy & histology , Adult , Cerebellum/diagnostic imaging , Decision Making/physiology , Functional Laterality/physiology , Humans , Nerve Net/diagnostic imaging , Neural Pathways/anatomy & histology , Neural Pathways/diagnostic imaging , Prefrontal Cortex/diagnostic imaging , Subthalamic Nucleus/diagnostic imaging
15.
Brain Struct Funct ; 225(2): 551-565, 2020 Mar.
Article in English | MEDLINE | ID: mdl-31858235

ABSTRACT

The subthalamic nucleus (STN) receives direct cortical inputs which constitute the so-called hyperdirect pathway. In monkeys, motor cortices innervate the whole extent of the STN whereas limbic cortices innervate only its anteromedial part extending more medially outside the nucleus. Tractography studies in humans have also identified motor cortical inputs to the STN, but little is known about the associative and limbic cortical projections. Therefore, the aim of this study was to investigate the anatomo-functional organization of the cortical projections to the STN and to the adjacent medial subthamic region (MSR). We used diffusion-weighted imaging-based tractography acquired from 30 subjects from the Human Connectome Project. We performed a whole-brain probabilistic tractography using MRTrix and extracted streamlines of interest between 39 cortical masks and both the STN and the MSR to provide track-density maps. Agglomerative clustering method was used to classify the voxels of the regions of interest. We found that the STN receives major inputs from the sensorimotor cortices and few inputs from the limbic cortices. On the other hand, the MSR receives mainly cortical limbic projections and few from the sensorimotor cortices. Weak connections were found between the associative cortices and both the STN and the MSR. We found a dominant motor cluster located in the posterolateral STN, a limbic cluster located medially in the MSR, and an intermediate motor-limbic cluster in between. Our findings show that the hyperdirect pathway is anatomo-functionally organized with a poor participation of associative cortices.


Subject(s)
Limbic System/anatomy & histology , Sensorimotor Cortex/anatomy & histology , Subthalamic Nucleus/anatomy & histology , Adult , Connectome , Diffusion Magnetic Resonance Imaging , Female , Humans , Limbic System/diagnostic imaging , Male , Neural Pathways/anatomy & histology , Neural Pathways/diagnostic imaging , Sensorimotor Cortex/diagnostic imaging , Subthalamic Nucleus/diagnostic imaging
16.
J Neurophysiol ; 122(3): 975-983, 2019 09 01.
Article in English | MEDLINE | ID: mdl-31291134

ABSTRACT

Deep brain nuclei, such as the amygdala, nucleus basalis, and locus coeruleus, play a crucial role in cognition and behavior. Nonetheless, acutely recording electrical activity from these structures in head-fixed awake rodents has been very challenging due to the fact that head-fixed preparations are not designed for stereotactic accuracy. We overcome this issue by designing the DeepTarget, a system for stereotactic head fixation and recording, which allows for accurately directing recording electrodes or other probes into any desired location in the brain. We then validated it by performing intracellular recordings from optogenetically tagged amygdalar neurons followed by histological reconstruction, which revealed that it is accurate and precise to within ~100 µm. Moreover, in another group of mice we were able to target both the mammillothalamic tract and subthalamic nucleus. This approach can be adapted to any type of extracellular electrode, fiber optic, or other probe in cases where high accuracy is needed in awake, head-fixed rodents.NEW & NOTEWORTHY Accurate targeting of recording electrodes in awake head-restrained rodents is currently beyond our reach. We developed a device for stereotactic implantation of a custom head bar and a recording system that together allow the accurate and precise targeting of any brain structure, including deep and small nuclei. We demonstrated this by performing histology and intracellular recordings in the amygdala of awake mice. The system enables the targeting of any probe to any location in the awake brain.


Subject(s)
Amygdala/cytology , Amygdala/physiology , Electroencephalography/methods , Head , Immobilization , Stereotaxic Techniques , Animals , Electrodes, Implanted , Hypothalamus/anatomy & histology , Hypothalamus/physiology , Mice , Patch-Clamp Techniques , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/physiology , Wakefulness/physiology
17.
PLoS One ; 13(8): e0201469, 2018.
Article in English | MEDLINE | ID: mdl-30133472

ABSTRACT

OBJECTIVE: Deep brain stimulation (DBS) requires accurate localization of the anatomical target structure, and the precise placement of the DBS electrode within it. Ultra-high field 7 Tesla (T) MR images can be utilized to create patient-specific anatomical 3D models of the subthalamic nuclei (STN) to enhance pre-surgical DBS targeting as well as post-surgical visualization of the DBS lead position and orientation. We validated the accuracy of the 7T imaging-based patient-specific model of the STN and measured the variability of the location and dimensions across movement disorder patients. METHODS: 72 patients who underwent DBS surgery were scanned preoperatively on 7T MRI. Segmentations and 3D volume rendering of the STN were generated for all patients. For 21 STN-DBS cases, microelectrode recording (MER) was used to validate the segmentation. For 12 cases, we computed the correlation between the overlap of the STN and volume of tissue activated (VTA) and the monopolar review for a further validation of the model's accuracy and its clinical relevancy. RESULTS: We successfully reconstructed and visualized the STN in all patients. Significant variability was found across individuals regarding the location of the STN center of mass as well as its volume, length, depth and width. Significant correlations were found between MER and the 7T imaging-based model of the STN (r = 0.86) and VTA-STN overlap and the monopolar review outcome (r = 0.61). CONCLUSION: The results suggest that an accurate visualization and localization of a patient-specific 3D model of the STN can be generated based on 7T MRI. The imaging-based 7T MRI STN model was validated using MER and patient's clinical outcomes. The significant variability observed in the STN location and shape based on a large number of patients emphasizes the importance of an accurate direct visualization of the STN for DBS targeting. An accurate STN localization can facilitate postoperative stimulation parameters for optimized patient outcome.


Subject(s)
Deep Brain Stimulation/methods , Magnetic Resonance Imaging , Models, Anatomic , Patient-Specific Modeling , Subthalamic Nucleus/diagnostic imaging , Aged , Deep Brain Stimulation/instrumentation , Electrodes, Implanted , Essential Tremor/diagnostic imaging , Essential Tremor/therapy , Female , Humans , Male , Microelectrodes , Middle Aged , Parkinson Disease/diagnostic imaging , Parkinson Disease/therapy , Subthalamic Nucleus/anatomy & histology
18.
Stereotact Funct Neurosurg ; 96(2): 91-99, 2018.
Article in English | MEDLINE | ID: mdl-29791914

ABSTRACT

BACKGROUND/AIMS: Deep brain stimulation (DBS) of the subthalamic nucleus (STN) improves motor symptoms of Parkinson disease (PD). However, motor outcomes can be variable, perhaps due to inconsistent positioning of the active contact relative to an unknown optimal locus of stimulation. Here, we determine the optimal locus of STN stimulation in a geometrically unconstrained, mathematically precise, and atlas-independent manner, using Unified Parkinson Disease Rating Scale (UPDRS) motor outcomes and an electrophysiological neuronal stimulation model. METHODS: In 20 patients with PD, we mapped motor improvement to active electrode location, relative to the individual, directly MRI-visualized STN. Our analysis included a novel, unconstrained and computational electrical-field model of neuronal activation to estimate the optimal locus of DBS. RESULTS: We mapped the optimal locus to a tightly defined ovoid region 0.49 mm lateral, 0.88 mm posterior, and 2.63 mm dorsal to the anatomical midpoint of the STN. On average, this locus is 11.75 lateral, 1.84 mm posterior, and 1.08 mm ventral to the mid-commissural point. CONCLUSION: Our novel, atlas-independent method reveals a single, ovoid optimal locus of stimulation in STN DBS for PD. The methodology, here applied to UPDRS and PD, is generalizable to atlas-independent mapping of other motor and non-motor effects of DBS.


Subject(s)
Brain Mapping/methods , Deep Brain Stimulation/methods , Parkinson Disease/diagnostic imaging , Parkinson Disease/therapy , Subthalamic Nucleus/diagnostic imaging , Subthalamic Nucleus/physiology , Aged , Atlases as Topic , Female , Humans , Magnetic Resonance Imaging/methods , Male , Middle Aged , Motor Skills Disorders/diagnostic imaging , Motor Skills Disorders/physiopathology , Motor Skills Disorders/therapy , Parkinson Disease/physiopathology , Subthalamic Nucleus/anatomy & histology , Treatment Outcome
19.
J Clin Neurosci ; 53: 193-202, 2018 Jul.
Article in English | MEDLINE | ID: mdl-29739727

ABSTRACT

Despite the recent advent of neuro-radiographic techniques, creating a 'perfect' human brain atlas providing precise and consistent images with minimal distortion is practically difficult. In this study, we created a new human brain atlas from cadaveric brains with serial sections of 50 µm thickness covering the entire basal ganglia. Human cerebral hemispheres were obtained from 10 donated cadavers and fixed in 10% formalin solution, cut in a block measuring 50 mm × 30 mm × 50 mm around the midpoint of the anterior and posterior commissures and frozen at -40 °C. Each block was cut into 50-µm-thick sections on the freezing microtome and the cross-sectioned surface was photographed. Simultaneously, every 10th slice from one sagittal hemisphere was sampled and stained using the Kluver-Barrera method. Prepared slides were photographed under light microscopy, and data from digital images of the cross-sectioned surface (DICSS) and digital images from microscopic sections (DIMS) were processed. Gray areas on DICSS largely represented areas of dense cellularity, and around subthalamic nucleus (STN), the zona incerta and field of Forel were clearly distinguishable on the anterosuperior side, as was the substantia nigra on the caudal side. DICSS successfully delineated the anatomical structure identical to the STN and surrounding contiguous nuclei. This new brain atlas will allow elucidation of anatomy that cannot be clearly disclosed from modern radiographic imaging or is very difficult to analyze with spatially inconsistent histological sections, and will contribute to further progress in anatomical studies of the human basal ganglia.


Subject(s)
Atlases as Topic , Image Processing, Computer-Assisted/methods , Subthalamic Nucleus/anatomy & histology , Anatomy, Artistic , Cadaver , Frozen Sections , Humans , Male , Microscopy
20.
J Neurosurg ; 130(3): 716-732, 2018 05 04.
Article in English | MEDLINE | ID: mdl-29726781

ABSTRACT

OBJECTIVE: Despite the extensive use of the subthalamic nucleus (STN) as a deep brain stimulation (DBS) target, unveiling the extensive functional connectivity of the nucleus, relating its structural connectivity to the stimulation-induced adverse effects, and thus optimizing the STN targeting still remain challenging. Mastering the 3D anatomy of the STN region should be the fundamental goal to achieve ideal surgical results, due to the deep-seated and obscure position of the nucleus, variable shape and relatively small size, oblique orientation, and extensive structural connectivity. In the present study, the authors aimed to delineate the 3D anatomy of the STN and unveil the complex relationship between the anatomical structures within the STN region using fiber dissection technique, 3D reconstructions of high-resolution MRI, and fiber tracking using diffusion tractography utilizing a generalized q-sampling imaging (GQI) model. METHODS: Fiber dissection was performed in 20 hemispheres and 3 cadaveric heads using the Klingler method. Fiber dissections of the brain were performed from all orientations in a stepwise manner to reveal the 3D anatomy of the STN. In addition, 3 brains were cut into 5-mm coronal, axial, and sagittal slices to show the sectional anatomy. GQI data were also used to elucidate the connections among hubs within the STN region. RESULTS: The study correlated the results of STN fiber dissection with those of 3D MRI reconstruction and tractography using neuronavigation. A 3D terrain model of the subthalamic area encircling the STN was built to clarify its anatomical relations with the putamen, globus pallidus internus, globus pallidus externus, internal capsule, caudate nucleus laterally, substantia nigra inferiorly, zona incerta superiorly, and red nucleus medially. The authors also describe the relationship of the medial lemniscus, oculomotor nerve fibers, and the medial forebrain bundle with the STN using tractography with a 3D STN model. CONCLUSIONS: This study examines the complex 3D anatomy of the STN and peri-subthalamic area. In comparison with previous clinical data on STN targeting, the results of this study promise further understanding of the structural connections of the STN, the exact location of the fiber compositions within the region, and clinical applications such as stimulation-induced adverse effects during DBS targeting.


Subject(s)
Microsurgery/methods , Nerve Fibers , Neuronavigation/methods , Neurosurgical Procedures/methods , Subthalamic Nucleus/anatomy & histology , Subthalamic Nucleus/surgery , Brain/anatomy & histology , Brain/surgery , Cadaver , Deep Brain Stimulation , Diffusion Tensor Imaging , Humans , Image Processing, Computer-Assisted , Magnetic Resonance Imaging , Subthalamic Nucleus/diagnostic imaging , Thalamus/anatomy & histology , Thalamus/surgery
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