1
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Bhuvanasundaram R, Washburn S, Krzyspiak J, Khodakhah K. Zona incerta modulation of the inferior olive and the pontine nuclei. Netw Neurosci 2024; 8:260-274. [PMID: 38562296 PMCID: PMC10927296 DOI: 10.1162/netn_a_00350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 11/07/2023] [Indexed: 04/04/2024] Open
Abstract
The zona incerta (ZI) is a subthalamic structure that has been implicated in locomotion, fear, and anxiety. Recently interest has grown in its therapeutic efficacy in deep brain stimulation in movement disorders. This efficacy might be due to the ZI's functional projections to the other brain regions. Notwithstanding some evidence of anatomical connections between the ZI and the inferior olive (IO) and the pontine nuclei (PN), how the ZI modulates the neuronal activity in these regions remains to be determined. We first tested this by monitoring responses of single neurons in the PN and IO to optogenetic activation of channelrhodopsin-expressing ZI axons in wild-type mice, using an in vivo awake preparation. Stimulation of short, single pulses and trains of stimuli at 20 Hz elicited rapid responses in the majority of recorded cells in the PN and IO. Furthermore, the excitatory response of PN neurons scaled with the strength of ZI activation. Next, we used in vitro electrophysiology to study synaptic transmission at ZI-IO synapses. Optogenetic activation of ZI axons evoked a strong excitatory postsynaptic response in IO neurons, which remained robust with repeated stimulation at 20 Hz. Overall, our results demonstrate a functional connection within ZI-PN and ZI-IO pathways.
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Affiliation(s)
| | - Samantha Washburn
- Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, USA
| | - Joanna Krzyspiak
- Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, USA
| | - Kamran Khodakhah
- Dominick P. Purpura Department of Neuroscience, Albert Einstein College of Medicine, New York, NY, USA
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2
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Bosch TJ, Espinoza AI, Singh A. Cerebellar oscillatory dysfunction during lower-limb movement in Parkinson's disease with freezing of gait. Brain Res 2023; 1808:148334. [PMID: 36931582 DOI: 10.1016/j.brainres.2023.148334] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 03/09/2023] [Accepted: 03/12/2023] [Indexed: 03/17/2023]
Abstract
Studies have demonstrated dysfunctional connectivity between the cortico-basal ganglia and cerebellar networks in Parkinson's disease (PD). These networks are critical for appropriate motor and cognitive functions, specifically to control gait and postural tasks in PD. Our recent reports have shown abnormal cerebellar oscillations during rest, motor, and cognitive tasks in people with PD compared to healthy individuals, however, the role of cerebellar oscillations in people with PD and freezing of gait (PDFOG+) during lower-limb movements has not been examined. Here, we evaluated cerebellar oscillations using electroencephalography (EEG) electrodes during cue-triggered lower-limb pedaling movement in 13 PDFOG+, 13 PDFOG-, and 13 age-matched healthy subjects. We focused analyses on the mid-cerebellar Cbz as well as lateral cerebellar Cb1 and Cb2 electrodes. PDFOG+ performed the pedaling movement with reduced linear speed and higher variation compared to healthy subjects. PDFOG+ exhibited attenuated theta power during pedaling motor tasks in the mid-cerebellar location compared to PDFOG- or healthy subjects. Cbz theta power was also associated with FOG severity. No significant differences between groups were seen in Cbz beta power. In the lateral cerebellar electrodes, lower theta power was seen between PDFOG+ and healthy subjects. Our cerebellar EEG data demonstrate the occurrence of reduced theta oscillations in PDFOG+ during lower-limb movement and suggest a potential cerebellar biosignature for neurostimulation therapy to improve gait dysfunctions.
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Affiliation(s)
- Taylor J Bosch
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA
| | | | - Arun Singh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA.
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3
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The challenging quest of neuroimaging: From clinical to molecular-based subtyping of Parkinson disease and atypical parkinsonisms. HANDBOOK OF CLINICAL NEUROLOGY 2023; 192:231-258. [PMID: 36796945 DOI: 10.1016/b978-0-323-85538-9.00004-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
The current framework of Parkinson disease (PD) focuses on phenotypic classification despite its considerable heterogeneity. We argue that this method of classification has restricted therapeutic advances and therefore limited our ability to develop disease-modifying interventions in PD. Advances in neuroimaging have identified several molecular mechanisms relevant to PD, variation within and between clinical phenotypes, and potential compensatory mechanisms with disease progression. Magnetic resonance imaging (MRI) techniques can detect microstructural changes, disruptions in neural pathways, and metabolic and blood flow alterations. Positron emission tomography (PET) and single-photon emission computed tomography (SPECT) imaging have informed the neurotransmitter, metabolic, and inflammatory dysfunctions that could potentially distinguish disease phenotypes and predict response to therapy and clinical outcomes. However, rapid advancements in imaging techniques make it challenging to assess the significance of newer studies in the context of new theoretical frameworks. As such, there needs to not only be a standardization of practice criteria in molecular imaging but also a rethinking of target approaches. In order to harness precision medicine, a coordinated shift is needed toward divergent rather than convergent diagnostic approaches that account for interindividual differences rather than similarities within an affected population, and focus on predictive patterns rather than already lost neural activity.
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4
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Zhang H, Wang L, Gan C, Cao X, Ji M, Sun H, Yuan Y, Zhang K. Altered functional connectivity of cerebellar dentate nucleus in peak-dose dyskinesia in Parkinson’s disease. Front Aging Neurosci 2022; 14:943179. [PMID: 36034152 PMCID: PMC9400811 DOI: 10.3389/fnagi.2022.943179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 07/18/2022] [Indexed: 11/13/2022] Open
Abstract
The cerebellum is associated with the emergence of levodopa-induced dyskinesia (LID) in Parkinson’s disease (PD), yet the neural mechanism remains obscure. Our aim was to ascertain the role of functional connectivity (FC) patterns of the cerebellar dentate nucleus (DN) in the pathogenesis of peak-dose dyskinesia in PD. Twenty-three peak-dose dyskinetic PD patients, 27 non-dyskinetic PD patients, and 36 healthy controls (HCs) were enrolled and underwent T1-weighted and resting-state functional magnetic resonance imaging (rs-fMRI) scans after dopaminergic medication intake. We selected left and right DN as the regions of interest and then employed voxel-wise FC analysis and voxel-based morphometry analysis (VBM). The correlations between the altered FC pattern and clinical scores were also examined. Finally, receiver operating characteristic (ROC) curve analysis was performed to assess the potential of DN FC measures as a feature of peak-dose dyskinesia in PD. Dyskinetic PD patients showed excessively increased FC between the left DN and right putamen compared with the non-dyskinetic. When compared with controls, dyskinetic PD patients mainly exhibited increased FC between left DN and bilateral putamen, left paracentral lobule, right postcentral gyrus, and supplementary motor area. Additionally, non-dyskinetic PD patients displayed increased FC between left DN and left precentral gyrus and right paracentral lobule compared with controls. Meanwhile, increased FC between DN (left/right) and ipsilateral cerebellum lobule VIII was observed in both PD subgroups. However, no corresponding alteration in gray matter volume (GMV) was found. Further, a positive correlation between the z-FC values of left DN-right putamen and the Unified Dyskinesia Rating Scale (UDysRS) was confirmed in dyskinetic PD patients. Notably, ROC curve analyses revealed that the z-FC values of left DN-right putamen could be a potential neuroimaging feature identifying dyskinetic PD patients. Our findings demonstrated that the excessively strengthened connectivity of DN-putamen might contribute to the pathophysiological mechanisms of peak-dose dyskinesia in PD.
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5
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Xie Y, He Y, Guan M, Zhou G, Wang Z, Ma Z, Wang H, Yin H. Impact of low-frequency rTMS on functional connectivity of the dentate nucleus subdomains in schizophrenia patients with auditory verbal hallucination. J Psychiatr Res 2022; 149:87-96. [PMID: 35259665 DOI: 10.1016/j.jpsychires.2022.02.030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 02/07/2022] [Accepted: 02/28/2022] [Indexed: 01/10/2023]
Abstract
Despite low-frequency repetitive transcranial magnetic stimulation (rTMS) is effective in treating schizophrenia patients with auditory verbal hallucinations (AVH), the underlying neural mechanisms of the effect still need to be clarified. Using the cerebellar dentate nucleus (DN) subdomain (dorsal and versal DN) as seeds, the present study investigated resting state functional connectivity (FC) alternations of the seeds with the whole brain and their associations with clinical responses in schizophrenia patients with AVH receiving 1 Hz rTMS treatment. The results showed that the rTMS treatment improved the psychiatric symptoms (e.g., AVH and positive symptoms) and certain neurocognitive functions (e.g., visual learning and verbal learning) in the patients. In addition, the patients at baseline showed increased FC between the DN subdomains and temporal lobes (e.g., right superior temporal gyrus and right middle temporal gyrus) and decreased FC between the DN subdomains and the left superior frontal gyrus, right postcentral gyrus, left supramarginal gyrus and regional cerebellum (e.g., lobule 4-5) compared to controls. Furthermore, these abnormal DN subdomain connectivity patterns did not persist and decreased FC of DN subdomains with cerebellum lobule 4-5 were reversed in patients after rTMS treatment. Linear regression analysis showed that the FC difference values of DN subdomains with the temporal lobes, supramarginal gyrus and cerebellum 4-5 between the patients at baseline and posttreatment were associated with clinical improvements (e.g., AVH and verbal learning) after rTMS treatment. The results suggested that rTMS treatment may modulate the neural circuits of the DN subdomains and hint to underlying neural mechanisms for low-frequency rTMS treating schizophrenia with AVH.
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Affiliation(s)
- Yuanjun Xie
- School of Education, Xinyang College, Xinyang, China; Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China.
| | - Ying He
- Department of Psychiatry, Second Affiliated Hospital, Army Medical University, Chongqing, China
| | - Muzhen Guan
- Department of Mental Health, Xi'an Medical University, Xi'an, China
| | | | - Zhongheng Wang
- Department of Psychiatry, Xijing Hospital, Fourth Military Medical University, Xi'an, China
| | - Zhujing Ma
- Department of Military Psychology, School of Psychology, Fourth Military Medical University, Xi'an, China
| | - Huaning Wang
- Department of Psychiatry, Xijing Hospital, Fourth Military Medical University, Xi'an, China.
| | - Hong Yin
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, China.
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6
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Stanziano M, Golfrè Andreasi N, Messina G, Rinaldo S, Palermo S, Verri M, Demichelis G, Medina JP, Ghielmetti F, Bonvegna S, Nigri A, Frazzetta G, D'Incerti L, Tringali G, DiMeco F, Eleopra R, Bruzzone MG. Resting State Functional Connectivity Signatures of MRgFUS Vim Thalamotomy in Parkinson's Disease: A Preliminary Study. Front Neurol 2022; 12:786734. [PMID: 35095731 PMCID: PMC8791196 DOI: 10.3389/fneur.2021.786734] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 12/02/2021] [Indexed: 12/03/2022] Open
Abstract
Magnetic Resonance-guided high-intensity Focused Ultrasound (MRgFUS) of the thalamic ventral intermediate nucleus (Vim) for tremor has increasingly gained interest as a new non-invasive alternative to standard neurosurgery. Resting state functional connectivity (rs-FC) correlates of MRgFUS have not been extensively investigated yet. A region of interest (ROI)-to-ROI rs-FC MRI “connectomic” analysis focusing on brain regions relevant for tremor was conducted on 15 tremor-dominant patients with Parkinson's disease who underwent MRgFUS. We tested whether rs-FC between tremor-related areas was modulated by MRgFUS at 1 and 3 months post-operatively, and whether such changes correlated with individual clinical outcomes assessed by the MDS-UPDRS-III sub items for tremor. Significant increase in FC was detected within bilateral primary motor (M1) cortices, as well as between bilateral M1 and crossed primary somatosensory cortices, and also between pallidum and the dentate nucleus of the untreated hemisphere. Correlation between disease duration and FC increase at 3 months was found between the putamen of both cerebral hemispheres and the Lobe VI of both cerebellar hemispheres, as well as between the Lobe VI of untreated cerebellar hemisphere with bilateral supplementary motor area (SMA). Drop-points value of MDS-UPDRS at 3 months correlated with post-treatment decrease in FC, between the anterior cingulate cortex and bilateral SMA, as well as between the Lobe VI of treated cerebellar hemisphere and the interpositus nucleus of untreated cerebellum. Tremor improvement at 3 months, expressed as percentage of intra-subject MDS-UPDRS changes, correlated with FC decrease between bilateral occipital fusiform gyrus and crossed Lobe VI and Vermis VI. Good responders (≥50% of baseline tremor improvement) showed reduced FC between bilateral SMA, between the interpositus nucleus of untreated cerebellum and the Lobe VI of treated cerebellum, as well as between the untreated SMA and the contralateral putamen. Good responders were characterized at baseline by crossed hypoconnectivity between bilateral putamen and M1, as well as between the putamen of the treated hemisphere and the contralateral SMA. We conclude that MRgFUS can effectively modulate brain FC within the tremor network. Such changes are associated with clinical outcome. The shifting mode of integration among the constituents of this network is, therefore, susceptible to external redirection despite the chronic nature of PD.
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Affiliation(s)
- Mario Stanziano
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy.,Neurosciences Department "Rita Levi Montalcini, " University of Turin, Turin, Italy
| | - Nico Golfrè Andreasi
- Parkinson and Movement Disorders Unit, Clinical Neurosciences Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Giuseppe Messina
- Functional Neurosurgery Unit, Neurosurgery Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Sara Rinaldo
- Parkinson and Movement Disorders Unit, Clinical Neurosciences Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Sara Palermo
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy.,European Innovation Partnership on Active and Healthy Ageing, Brussels, Belgium
| | - Mattia Verri
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Greta Demichelis
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Jean Paul Medina
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Francesco Ghielmetti
- Health Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Salvatore Bonvegna
- Parkinson and Movement Disorders Unit, Clinical Neurosciences Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Anna Nigri
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | | | - Ludovico D'Incerti
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Giovanni Tringali
- Functional Neurosurgery Unit, Neurosurgery Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Francesco DiMeco
- Neurosurgery Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy.,Pathophysiology and Transplantation Department, University of Milan, Milan, Italy.,Neurological Surgery Department, Johns Hopkins Medical School, Baltimore, MD, United States
| | - Roberto Eleopra
- Parkinson and Movement Disorders Unit, Clinical Neurosciences Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
| | - Maria Grazia Bruzzone
- Neuroradiology Unit, Diagnostic and Technology Department, Fondazione Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Istituto Neurologico Carlo Besta, Milan, Italy
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7
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Maiti B, Rawson KS, Tanenbaum AB, Koller JM, Snyder AZ, Campbell MC, Earhart GM, Perlmutter JS. Functional Connectivity of Vermis Correlates with Future Gait Impairments in Parkinson's Disease. Mov Disord 2021; 36:2559-2568. [PMID: 34109682 PMCID: PMC8595492 DOI: 10.1002/mds.28684] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 04/20/2021] [Accepted: 05/18/2021] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Dysfunction of cerebellar vermis contributes to gait abnormalities in multiple conditions and may play a key role in gait impairment in Parkinson's disease (PD). OBJECTIVE The purpose of this study was to investigate whether altered resting-state functional connectivity of the vermis relates to subsequent impairment of specific domains of gait in PD. METHODS We conducted morphometric and resting-state functional connectivity MRI analyses contrasting 45 PD and 32 age-matched healthy participants. Quantitative gait measures were acquired with a GAITRite walkway at varying intervals after functional connectivity data acquisition. RESULTS At baseline, PD participants had significantly altered functional connectivity between vermis and sensorimotor cortex compared with controls. Altered vermal functional connectivity with bilateral paracentral lobules correlated with subsequent measures of variability in stride length, step time, and single support time after controlling for confounding variables including the interval between imaging and gait measures. Similarly, altered functional connectivity between vermis and left sensorimotor cortex correlated with mean stride length and its variability. Vermis volume did not relate to any gait measure. PD participants did not differ from controls in vermis volume or cortical thickness at the site of significant regional clusters. Only altered lobule V:sensorimotor cortex functional connectivity correlated with subsequent gait measures in exploratory analyses involving all the other cerebellar lobules. CONCLUSIONS These results demonstrate that abnormal vermal functional connectivity with sensorimotor cortex, in the absence of relevant vermal or cortical atrophy, correlates with subsequent gait impairment in PD. Our data reflect the potential of vermal functional connectivity as a novel imaging biomarker of gait impairment in PD. © 2021 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Baijayanta Maiti
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
| | - Kerri S. Rawson
- Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO
| | - Aaron B. Tanenbaum
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
| | - Jonathan M. Koller
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO
| | - Abraham Z. Snyder
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
- Department of Radiology, Washington University School of Medicine, St. Louis, MO
| | - Meghan C. Campbell
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
- Department of Radiology, Washington University School of Medicine, St. Louis, MO
| | - Gammon M. Earhart
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
- Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO
- Department of Neuroscience, Washington University School of Medicine, St. Louis, MO
| | - Joel S. Perlmutter
- Department of Neurology, Washington University School of Medicine, St. Louis, MO
- Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO
- Department of Radiology, Washington University School of Medicine, St. Louis, MO
- Department of Neuroscience, Washington University School of Medicine, St. Louis, MO
- Program in Occupational Therapy, Washington University School of Medicine, St. Louis, MO
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8
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Altered Cerebellar Oscillations in Parkinson's Disease Patients during Cognitive and Motor Tasks. Neuroscience 2021; 475:185-196. [PMID: 34455014 DOI: 10.1016/j.neuroscience.2021.08.021] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 08/04/2021] [Accepted: 08/21/2021] [Indexed: 11/21/2022]
Abstract
Structural and functional abnormalities in the cerebellar region have been shown in patients with Parkinson's disease (PD). Since the cerebellar region has been associated with cognitive and lower-limb motor functions, it is imperative to study cerebellar oscillations in PD. Here, we evaluated cerebellar electroencephalography (EEG) during cognitive processing and lower-limb motor performances in PD. Cortical and cerebellar EEG were collected from 74 PD patients and 37 healthy control subjects during a 7-second interval timing task, 26 PD patients and 13 controls during a lower-limb pedaling task, and 23 PD patients during eyes-open/closed resting conditions. Analyses were focused on the mid-cerebellar Cbz electrode and further compared to the mid-occipital Oz and mid-frontal Cz electrodes. Increased alpha-band power was observed during the eyes-closed resting-state condition over Oz, but no change in alpha power was observed over Cbz. PD patients showed higher dispersion when performing the 7-second interval timing cognitive task and executed the pedaling motor task with reduced speed compared to controls. PD patients exhibited attenuated cue-triggered theta-band power over Cbz during both the interval timing and pedaling motor tasks. Connectivity measures between Cbz and Cz showed theta-band differences, but only during the pedaling motor task. Cbz oscillatory activity also differed from Oz across multiple frequency bands in both groups during both tasks. Our cerebellar EEG data along with previous magnetoencephalography and animal model studies clearly show alterations in cerebellar oscillations during cognitive and motor processing in PD.
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9
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Boonstra JT, Michielse S, Temel Y, Hoogland G, Jahanshahi A. Neuroimaging Detectable Differences between Parkinson's Disease Motor Subtypes: A Systematic Review. Mov Disord Clin Pract 2021; 8:175-192. [PMID: 33553487 PMCID: PMC7853198 DOI: 10.1002/mdc3.13107] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 09/10/2020] [Accepted: 10/07/2020] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The neuroanatomical substrates of Parkinson's disease (PD) with tremor-dominance (TD) and those with non-tremor dominance (nTD), postural instability and gait difficulty (PIGD), and akinetic-rigid (AR) are not fully differentiated. A better understanding of symptom specific pathoanatomical markers of PD subtypes may result in earlier diagnosis and more tailored treatment. Here, we aim to give an overview of the neuroimaging literature that compared PD motor subtypes. METHODS A systematic literature review on neuroimaging studies of PD subtypes was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Search terms submitted to the PubMed database included: "Parkinson's disease", "MRI" and "motor subtypes" (TD, nTD, PIGD, AR). The results are first discussed from macro to micro level of organization (i.e., (1) structural; (2) functional; and (3) molecular) and then by applied imaging methodology. FINDINGS Several neuroimaging methods including diffusion imaging and positron emission tomography (PET) distinguish specific PD motor subtypes well, although findings are mixed. Furthermore, our review demonstrates that nTD-PD patients have more severe neuroalterations compared to TD-PD patients. More specifically, nTD-PD patients have deficits within striato-thalamo-cortical (STC) circuitry and other thalamocortical projections related to cognitive and sensorimotor function, while TD-PD patients tend to have greater cerebello-thalamo-cortical (CTC) circuitry dysfunction. CONCLUSIONS Based on the literature, STC and CTC circuitry deficits seem to be the key features of PD and the subtypes. Future research should make greater use of multimodal neuroimaging and techniques that have higher sensitivity in delineating subcortical structures involved in motor diseases.
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Affiliation(s)
- Jackson Tyler Boonstra
- Department of Neurosurgery, School for Mental Health and Neuroscience (MHeNS)Maastricht University Medical CenterMaastrichtThe Netherlands
| | - Stijn Michielse
- Department of Neurosurgery, School for Mental Health and Neuroscience (MHeNS)Maastricht University Medical CenterMaastrichtThe Netherlands
| | - Yasin Temel
- Department of Neurosurgery, School for Mental Health and Neuroscience (MHeNS)Maastricht University Medical CenterMaastrichtThe Netherlands
| | - Govert Hoogland
- Department of Neurosurgery, School for Mental Health and Neuroscience (MHeNS)Maastricht University Medical CenterMaastrichtThe Netherlands
| | - Ali Jahanshahi
- Department of Neurosurgery, School for Mental Health and Neuroscience (MHeNS)Maastricht University Medical CenterMaastrichtThe Netherlands
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10
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Palmer WC, Cholerton BA, Zabetian CP, Montine TJ, Grabowski TJ, Rane S. Resting-State Cerebello-Cortical Dysfunction in Parkinson's Disease. Front Neurol 2021; 11:594213. [PMID: 33584497 PMCID: PMC7876057 DOI: 10.3389/fneur.2020.594213] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 12/11/2020] [Indexed: 11/29/2022] Open
Abstract
Purpose: Recently, the cerebellum's role in Parkinson's disease (PD) has been highlighted. Therefore, this study sought to test the hypothesis that functional connectivity (FC) between cerebellar and cortical nodes of the resting-state networks differentiates PD patients from controls by scanning participants at rest using functional magnetic resonance imaging (fMRI) and investigating connectivity of the cerebellar nodes of the resting-state networks. Materials and Methods: Sixty-two PD participants off medication for at least 12 h and 33 normal controls (NCs) were scanned at rest using blood oxygenation level-dependent fMRI scans. Motor and cognitive functions were assessed with the Movement Disorder Society's Revision of the Unified Parkinson's Disease Rating Scale III and Montreal Cognitive Assessment, respectively. Connectivity was investigated with cerebellar seeds defined by Buckner's 7-network atlas. Results: PD participants had significant differences in FC when compared to NC participants. Most notably, PD patients had higher FC between cerebellar nodes of the somatomotor network (SMN) and the corresponding cortical nodes. Cognitive functioning was differentially associated with connectivity of the cerebellar SMN and dorsal attention network. Further, cerebellar connectivity of frontoparietal and default mode networks correlated with the severity of motor function. Conclusion: Our study demonstrates altered cerebello-cortical FC in PD, as well as an association of this FC with PD-related motor and cognitive disruptions, thus providing additional evidence for the cerebellum's role in PD.
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Affiliation(s)
- William C Palmer
- Department of Radiology, University of Washington Medical Center, Seattle, WA, United States
| | - Brenna A Cholerton
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, United States
| | - Cyrus P Zabetian
- Geriatric Research Education and Clinical Center, Veterans Affairs Puget Sound Health Care System, Seattle, WA, United States.,Department of Neurology, University of Washington School of Medicine, Seattle, WA, United States
| | - Thomas J Montine
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, United States
| | - Thomas J Grabowski
- Department of Radiology, University of Washington Medical Center, Seattle, WA, United States.,Department of Neurology, University of Washington School of Medicine, Seattle, WA, United States
| | - Swati Rane
- Department of Radiology, University of Washington Medical Center, Seattle, WA, United States
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11
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Lin YC, Hsu CCH, Wang PN, Lin CP, Chang LH. The Relationship Between Zebrin Expression and Cerebellar Functions: Insights From Neuroimaging Studies. Front Neurol 2020; 11:315. [PMID: 32390933 PMCID: PMC7189018 DOI: 10.3389/fneur.2020.00315] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 03/31/2020] [Indexed: 12/26/2022] Open
Abstract
The cerebellum has long been known to play an important role in motor and balance control, and accumulating evidence has revealed that it is also involved in multiple cognitive functions. However, the evidence from neuroimaging studies and clinical observations is not well-integrated at the anatomical or molecular level. The goal of this review is to summarize and link different aspects of the cerebellum, including molecular patterning, functional topography images, and clinical cerebellar disorders. More specifically, we explored the potential relationships between the cerebrocerebellar connections and the expression of particular molecules and, in particular, zebrin stripe (a Purkinje cell-specific antibody molecular marker, which is a glycolytic enzyme expressed in cerebellar Purkinje cells). We hypothesized that the zebrin patterns contribute to cerebellar functional maps—especially when cerebrocerebellar circuit changes exist in cerebellar-related diseases. The zebrin stripe receives input from climbing fibers and project to different parts of the cerebral cortex through its cerebrocerebellar connection. Since zebrin-positive cerebellar Purkinje cells are resistant to excitotoxicity and cell injury while zebrin-negative zones are more prone to damage, we suggest that motor control dysfunction symptoms such as ataxia and dysmetria present earlier and are easier to observe than non-ataxia symptoms due to zebrin-negative cell damage by cerebrocerebellar connections. In summary, we emphasize that the molecular zebrin patterns provide the basis for a new viewpoint from which to investigate cerebellar functions and clinico-neuroanatomic correlations.
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Affiliation(s)
- Yi-Cheng Lin
- Taipei Municipal Gan-Dau Hospital, Taipei, Taiwan.,Department of Neurology, Taipei Veterans General Hospital, Taipei, Taiwan.,Institute of Neuroscience, School of Life Sciences, National Yang-Ming University, Taipei, Taiwan
| | - Chih-Chin Heather Hsu
- Department of Biomedical Imaging and Radiological Sciences, National Yang-Ming University, Taipei, Taiwan
| | - Pei-Ning Wang
- Department of Neurology, Taipei Veterans General Hospital, Taipei, Taiwan.,Brain Research Center, National Yang-Ming University, Taipei, Taiwan
| | - Ching-Po Lin
- Institute of Neuroscience, School of Life Sciences, National Yang-Ming University, Taipei, Taiwan
| | - Li-Hung Chang
- Institute of Neuroscience, School of Life Sciences, National Yang-Ming University, Taipei, Taiwan.,Education Center for Humanities and Social Sciences, School of Humanities and Social Sciences, National Yang-Ming University, Taipei, Taiwan
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12
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Maiti B, Koller JM, Snyder AZ, Tanenbaum AB, Norris SA, Campbell MC, Perlmutter JS. Cognitive correlates of cerebellar resting-state functional connectivity in Parkinson disease. Neurology 2020; 94:e384-e396. [PMID: 31848257 PMCID: PMC7079688 DOI: 10.1212/wnl.0000000000008754] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 07/19/2019] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To investigate in a cross-sectional study the contributions of altered cerebellar resting-state functional connectivity (FC) to cognitive impairment in Parkinson disease (PD). METHODS We conducted morphometric and resting-state FC-MRI analyses contrasting 81 participants with PD and 43 age-matched healthy controls using rigorous quality assurance measures. To investigate the relationship of cerebellar FC to cognitive status, we compared participants with PD without cognitive impairment (Clinical Dementia Rating [CDR] scale score 0, n = 47) to participants with PD with impaired cognition (CDR score ≥0.5, n = 34). Comprehensive measures of cognition across the 5 cognitive domains were assessed for behavioral correlations. RESULTS The participants with PD had significantly weaker FC between the vermis and peristriate visual association cortex compared to controls, and the strength of this FC correlated with visuospatial function and global cognition. In contrast, weaker FC between the vermis and dorsolateral prefrontal cortex was found in the cognitively impaired PD group compared to participants with PD without cognitive impairment. This effect correlated with deficits in attention, executive functions, and global cognition. No group differences in cerebellar lobular volumes or regional cortical thickness of the significant cortical clusters were observed. CONCLUSION These results demonstrate a correlation between cerebellar vermal FC and cognitive impairment in PD. The absence of significant atrophy in cerebellum or relevant cortical areas suggests that this could be related to local pathophysiology such as neurotransmitter dysfunction.
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Affiliation(s)
- Baijayanta Maiti
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Jonathan M Koller
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Abraham Z Snyder
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Aaron B Tanenbaum
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Scott A Norris
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Meghan C Campbell
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO
| | - Joel S Perlmutter
- From the Departments of Neurology (B.M., A.Z.S., A.T., A.B.T., S.A.N., M.C.C., J.S.P.), Radiology (A.Z.S., S.A.N., M.C.C., J.S.P), Psychiatry (J.M.K), and Neuroscience (J.S.P.) and Programs in Occupational Therapy (J.S.P.) and Physical Therapy (J.S.P.), Washington University School of Medicine, St. Louis, MO.
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13
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Yoo HS, Choi YH, Chung SJ, Lee YH, Ye BS, Sohn YH, Lee JM, Lee PH. Cerebellar connectivity in Parkinson's disease with levodopa-induced dyskinesia. Ann Clin Transl Neurol 2019; 6:2251-2260. [PMID: 31643140 PMCID: PMC6856615 DOI: 10.1002/acn3.50918] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Revised: 09/06/2019] [Accepted: 09/23/2019] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE The precise pathogenesis or neural correlates underlying levodopa-induced dyskinesia (LID) remains poorly understood. There is growing evidence of the involvement of the cerebellum in Parkinson's disease (PD). The present study evaluated the role of motor cerebellar connectivity in determining vulnerability to LID. METHODS We enrolled 25 de novo patients with PD who developed LID within 5 years of levodopa treatment, 26 propensity score-matched PD patients who had not developed LID, and 24 age- and sex-matched healthy controls. We performed a comparative analysis of resting-state functional connectivity (FC) between the motor cerebellum and whole brain between the groups. RESULTS The patients with PD had increased FC bewteen the motor cerebellum and posterior cortical and cerebellar regions, while no gray matter regions had decreased FC with the motor cerebellum compared to the control participant. The patients with PD who were vulnerable to the development of LID had a significantly higher FC between the motor cerebellum lobule VIIIb and the left inferior frontal gyrus than those who were resistant to LID development. The connectivity of the motor cerebellum and left inferior frontal gyrus was negatively correlated with the latency from PD onset to the occurrence of LID. INTERPRETATION Increased FC between the motor cerebellum and left inferior frontal gyrus in de novo patients with PD could be an important determinant of vulnerability to LID.
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Affiliation(s)
- Han Soo Yoo
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea
| | - Yong Ho Choi
- Department of Biomedical Engineering, Hanyang University, Seoul, South Korea
| | - Seok Jong Chung
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea
| | - Yang Hyun Lee
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea
| | - Byoung Seok Ye
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea
| | - Young H Sohn
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea
| | - Jong-Min Lee
- Department of Biomedical Engineering, Hanyang University, Seoul, South Korea
| | - Phil Hyu Lee
- Department of Neurology, Yonsei University College of Medicine, Seoul, South Korea.,Severance Biomedical Science Institute, Yonsei University College of Medicine, Seoul, South Korea
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Pelzer EA, Melzer C, Schönberger A, Hess M, Timmermann L, Eggers C, Tittgemeyer M. Axonal degeneration in Parkinson's disease - Basal ganglia circuitry and D2 receptor availability. Neuroimage Clin 2019; 23:101906. [PMID: 31254937 PMCID: PMC6603438 DOI: 10.1016/j.nicl.2019.101906] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 06/03/2019] [Accepted: 06/17/2019] [Indexed: 10/27/2022]
Abstract
Basal ganglia (BG) circuitry plays a crucial role in the control of movement. Degeneration of its pathways and imbalance of dopaminergic signalling goes along with movement disorders such as Parkinson's disease. In this study, we explore the interaction of degeneration in two BG pathways (the nigro-striatal and dentato-pallidal pathway) with D2 receptor signalling to elucidate an association to motor impairment and medication response. Included in the study were 24 parkinsonian patients [male, 62 years (± 9.3 SD)] compared to 24 healthy controls [male, 63 years (± 10.2 SD)]; each participant passed through three phases of the study (i) acquisition of metadata/clinical testing, (ii) genotyping and (iii) anatomical/diffusion MRI. We report a decline in nigro-striatal (p < .003) and dentato-pallidal (p < .0001) connectivity in the patients compared to controls, which is associated with increasing motor impairment (relating to nigro-striatal, r = -0.48; p < .001 and dentato-pallidal connectivity, r = -0.36; p = .035). Given, that variations of the ANKK1 Taq1 (rs 1,800,497) allele alters dopamine D2-dependent responses, all participants were genotyped respectively. By grouping patients (and controls) according to their ANKK1 genotype, we demonstrate a link between D2 receptor signalling and decline in connectivity in both investigated pathways for the A1- variant (nigro-striatal pathway: r = -0.53; p = .012, dentato-pallidal pathway: r = -0.62; p = .0012). In patients with the A1+ variant, we only found increased brain connectivity in the dentato-pallidal pathway (r = 0.71; p = .001) correlating with increasing motor impairment, suggesting a potentially compensatory function of the cerebellum. Related to medication response carriers of the A1+ variant had a better drug effect associated with stronger brain connectivity in the nigro-striatal pathway (r = 0.54; p < .02); the A1- group had a good medication response although nigro-striatal connectivity was diminished (r = -0.38; p < .05); these results underscore differences in receptor availability between both groups in the nigro-striatal pathway. No effect onto medication response was found in the dentato-pallidal pathway (p > .05). Interplay between basal ganglia connectivity and D2 receptor availability influence the clinical presentation and medication response of parkinsonian patients. Furthermore, while current models of basal-ganglia function emphasize that balanced activity in the direct and indirect pathways is required for normal movement, our data highlight a role of the cerebellum in compensating for physiological imbalances in this respect.
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Affiliation(s)
- Esther Annegret Pelzer
- Max-Planck-Institute for Metabolism Research Cologne, Germany, Gleueler Str. 50, 50931 Cologne, Germany.
| | - Corina Melzer
- Max-Planck-Institute for Metabolism Research Cologne, Germany, Gleueler Str. 50, 50931 Cologne, Germany
| | - Anna Schönberger
- Department of Neurology, University Hospital Cologne, Kerpener Str. 62, 50937 Cologne, Germany
| | - Martin Hess
- Max-Planck-Institute for Metabolism Research Cologne, Germany, Gleueler Str. 50, 50931 Cologne, Germany
| | - Lars Timmermann
- Department of Neurology, University Hospital Cologne, Kerpener Str. 62, 50937 Cologne, Germany; Department of Neurology, University Hospital Marburg, Baldingerstr., 35039 Marburg, Germany
| | - Carsten Eggers
- Department of Neurology, University Hospital Cologne, Kerpener Str. 62, 50937 Cologne, Germany; Department of Neurology, University Hospital Marburg, Baldingerstr., 35039 Marburg, Germany
| | - Marc Tittgemeyer
- Max-Planck-Institute for Metabolism Research Cologne, Germany, Gleueler Str. 50, 50931 Cologne, Germany; Cologne Cluster of Excellence in Cellular Stress and Aging-Associated Disease (CECAD), Joseph-Stelzmann-Str. 26, 50931 Cologne, Germany
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15
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Yang H, Wang N, Luo X, Lv H, Liu H, Fan G. Altered functional connectivity of dentate nucleus in parkinsonian and cerebellar variants of multiple system atrophy. Brain Imaging Behav 2019; 13:1733-1745. [DOI: 10.1007/s11682-019-00097-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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16
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Xu S, He XW, Zhao R, Chen W, Qin Z, Zhang J, Ban S, Li GF, Shi YH, Hu Y, Zhuang MT, Liu YS, Shen XL, Li J, Liu JR, Du X. Cerebellar functional abnormalities in early stage drug-naïve and medicated Parkinson's disease. J Neurol 2019; 266:1578-1587. [PMID: 30923933 DOI: 10.1007/s00415-019-09294-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2018] [Revised: 03/18/2019] [Accepted: 03/21/2019] [Indexed: 12/27/2022]
Abstract
Parkinson's disease (PD) is a progressive neurological degenerative disorder characterized by impaired motor function and non-motor dysfunctions. While recent studies have highlighted the role of the cerebellum in PD, our understanding of its role in PD remains limited. In the present study, we used resting-state fMRI to evaluate dysfunctions within the cerebellum in PD patients treated with medication and drug-naïve PD patients. We applied amplitude of low-frequency fluctuation (ALFF) and degree centrality (DC) analysis methods. Thirty-one patients with early stage PD (22 drug-naïve and 9 medicated patients) and 31 gender- and age-matched healthy controls were recruited in this study. ALFFs increased in the left cerebellar areas (lobules VI/VIIb/CruI/CruII and the dentate gyrus) and right cerebellar areas (lobules VI/VIIb/VIIIa/CruI/CruII and the dentate gyrus) of all PD patients and in the left and right cerebellar areas (lobules VI/VIIb/CruI and the dentate gyrus) of drug-naive PD patients but were not significantly changed in medicated PD patients. DC increased in the right cerebellar areas of all PD patients and medicated PD patients. All PD patients and all drug-naive PD patients showed significantly weaker functional connectivity (FC) between the left cerebellum and the left medial frontal gyrus. However, FC was significantly stronger between the right cerebellum and the left precentral and right middle occipital gyri in the medicated PD patients than in controls. Furthermore, a correlation analyses revealed that ALFF z scores in the left cerebellum (lobule VI) and right cerebellum (lobule VI/CruI and dentate gyrus) were negatively correlated with Mini-Mental State Examination (MMSE) scores in all PD patients and drug-naive patients. These results indicate that the cerebellum plays an important role in PD, mainly by exerting a compensatory effect in early stage PD. Additionally, antiparkinsonian medication would modified PD-induced changes in local neural activity and FC in PD patients. The results of this study offer novel insights into the roles of the cerebellum in early stage drug-naïve PD.
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Affiliation(s)
- Shuai Xu
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China
| | - Xin-Wei He
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China
| | - Rong Zhao
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China
| | - Wei Chen
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China
| | - Zhaoxia Qin
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China
| | - Jilei Zhang
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China
| | - Shiyu Ban
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China
| | - Ge-Fei Li
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China
| | - Yan-Hui Shi
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China
| | - Yue Hu
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China.,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China
| | - Mei-Ting Zhuang
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China
| | - Yi-Sheng Liu
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China
| | - Xiao-Lei Shen
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China
| | - Jianqi Li
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China
| | - Jian-Ren Liu
- Department of Neurology and Jiuyuan Municipal Stroke Center, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, People's Republic of China. .,Clinical Research Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200011, People's Republic of China.
| | - Xiaoxia Du
- Shanghai Key Laboratory of Magnetic Resonance and Department of Physics, School of Physics and Materials Science, East China Normal University, 3663 North Zhong-Shan Road, Shanghai, 200062, People's Republic of China.
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17
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Cai X, Qiao J, Knox T, Iriah S, Kulkarni P, Madularu D, Morrison T, Waszczak B, Hartner JC, Ferris CF. In search of early neuroradiological biomarkers for Parkinson’s Disease: Alterations in resting state functional connectivity and gray matter microarchitecture in PINK1 −/− rats. Brain Res 2019; 1706:58-67. [DOI: 10.1016/j.brainres.2018.10.033] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Revised: 10/29/2018] [Accepted: 10/30/2018] [Indexed: 12/12/2022]
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18
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Wang N, Zhang L, Yang H, Liu H, Luo X, Fan G. Similarities and differences in cerebellar grey matter volume and disrupted functional connectivity in idiopathic Parkinson's disease and multiple system atrophy. Neuropsychologia 2019; 124:125-132. [DOI: 10.1016/j.neuropsychologia.2018.12.019] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Revised: 10/13/2018] [Accepted: 12/21/2018] [Indexed: 01/02/2023]
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19
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Ren S, Zhang H, Zheng W, Liu M, Gao F, Wang Z, Chen Z. Altered Functional Connectivity of Cerebello-Cortical Circuit in Multiple System Atrophy (Cerebellar-Type). Front Neurosci 2019; 12:996. [PMID: 30662394 PMCID: PMC6328464 DOI: 10.3389/fnins.2018.00996] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2018] [Accepted: 12/11/2018] [Indexed: 12/05/2022] Open
Abstract
Multiple system atrophy (MSA) is regarded as a progressive neurodegenerative disease mainly divided into MSA-p type with Parkinsonism and MSA-c type with cerebellar ataxia as the main symptom. However, its neural mechanism is still unclear. In this study, we only focus on the MSA-c type. The purpose of this study is to explore the functional connectivity changes of the cerebello-cortical circuit in MSA-c type by using resting state functional magnetic resonance imaging (rs-fMRI). Thirty-six subjects (18 MSA and 18 normal controls) participated in this study and the rs-fMRI data were collected by applying resting state amplitude of low-frequency fluctuations (ALFF), we found the significant decreased ALFF in the MSA patients relative to controls, which included left cerebellum 8 area, 9 area, 7b area and Cru1 as well as vermis 7. Then we select the brain region of cerebellum 8 area as seed to investigate whole brain functional connectivity alteration in the MSA patients. When comparing to controls, several regions showed decreased connectivity in the MSA patients including bilateral cerebellum anterior lobe, left cerebellum posterior lobe, left dentate, bilateral pons, inferior parietal lobule (IPL), lingual gyrus (LG), parahippocampus (PHG), and middle temporal gyrus (MTG). In addition, there were closely correlation between functional connectivities and clinical performances in the MSA patients. The current study confirmed that the disrupted functional connectivity of specific cerebello-cortical circuit in the MSA patients, which is responsible for the clinical performances.
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Affiliation(s)
- Shan Ren
- Department of Neurology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Hao Zhang
- Department of Radiology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Weimin Zheng
- Department of Radiology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Ming Liu
- Department of Neurology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Fang Gao
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Zhiqun Wang
- Department of Radiology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Zhigang Chen
- Department of Neurology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, China
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20
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Wang N, Edmiston EK, Luo X, Yang H, Chang M, Wang F, Fan G. Comparing abnormalities of amplitude of low-frequency fluctuations in multiple system atrophy and idiopathic Parkinson's disease measured with resting-state fMRI. Psychiatry Res Neuroimaging 2017; 269:73-81. [PMID: 28957750 DOI: 10.1016/j.pscychresns.2017.09.002] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Revised: 06/26/2017] [Accepted: 09/01/2017] [Indexed: 10/18/2022]
Abstract
Multiple system atrophy (MSA) and Idiopathic Parkinson's disease (IPD) show overlapping clinical manifestations with different treatment and prognosis. However, the shared and distinct underlying neural substrates are not yet understood, which needs to be explored between MSA and IPD. Resting-state functional magnetic resonance imaging data were collected from 29 MSA patients, 17 IPD patients and 25 healthy controls (HC) and the Amplitude of Low-Frequency Fluctuations (ALFF) was compared. Lower ALFF in bilateral basal ganglion, bilateral ventrolateral prefrontal cortex and right amygdala, as well as higher ALFF in parieto-temporo-occipital cortex and right cerebellum was shared between both patient groups to compare with HC. In contrast to IPD, decreased or increased ALFF in different regions of visual associative cortices and decreased ALFF in right cerebellum were found in MSA group. Our findings suggested shared and distinct spontaneous brain activity abnormalities in striato-thalamo-cortical (STC) loop, default mood network, visual associative cortices and cerebellum were present in MSA and IPD, which may help to explain similar clinical symptoms in both disorders but a more severe illness prognosis in MSA. Further research is needed to better describe the functional role of the cerebellum and visual associative cortices in early stages of MSA and IPD.
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Affiliation(s)
- Na Wang
- Department of Radiology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China
| | - Elliot Kale Edmiston
- Department of Psychiatry, University of Pittsburgh Medical Center, Pittsburgh, PA 15213, United States
| | - XiaoGuang Luo
- Department of Neurology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China
| | - HuaGuang Yang
- Department of Radiology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China
| | - Miao Chang
- Department of Radiology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China; Department of Psychiatry, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China
| | - Fei Wang
- Department of Radiology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China; Department of Psychiatry, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China; Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06511, United States
| | - GuoGuang Fan
- Department of Radiology, The First Affiliated Hospital of China Medical University, Shenyang 110001, Liaoning, PR China.
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Badea L, Onu M, Wu T, Roceanu A, Bajenaru O. Exploring the reproducibility of functional connectivity alterations in Parkinson's disease. PLoS One 2017; 12:e0188196. [PMID: 29182621 PMCID: PMC5705108 DOI: 10.1371/journal.pone.0188196] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Accepted: 11/02/2017] [Indexed: 12/31/2022] Open
Abstract
Since anatomic MRI is presently not able to directly discern neuronal loss in Parkinson's Disease (PD), studying the associated functional connectivity (FC) changes seems a promising approach toward developing non-invasive and non-radioactive neuroimaging markers for this disease. While several groups have reported such FC changes in PD, there are also significant discrepancies between studies. Investigating the reproducibility of PD-related FC changes on independent datasets is therefore of crucial importance. We acquired resting-state fMRI scans for 43 subjects (27 patients and 16 normal controls, with 2 replicate scans per subject) and compared the observed FC changes with those obtained in two independent datasets, one made available by the PPMI consortium (91 patients, 18 controls) and a second one by the group of Tao Wu (20 patients, 20 controls). Unfortunately, PD-related functional connectivity changes turned out to be non-reproducible across datasets. This could be due to disease heterogeneity, but also to technical differences. To distinguish between the two, we devised a method to directly check for disease heterogeneity using random splits of a single dataset. Since we still observe non-reproducibility in a large fraction of random splits of the same dataset, we conclude that functional heterogeneity may be a dominating factor behind the lack of reproducibility of FC alterations in different rs-fMRI studies of PD. While global PD-related functional connectivity changes were non-reproducible across datasets, we identified a few individual brain region pairs with marginally consistent FC changes across all three datasets. However, training classifiers on each one of the three datasets to discriminate PD scans from controls produced only low accuracies on the remaining two test datasets. Moreover, classifiers trained and tested on random splits of the same dataset (which are technically homogeneous) also had low test accuracies, directly substantiating disease heterogeneity.
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Affiliation(s)
- Liviu Badea
- Artificial Intelligence and Bioinformatics Group, National Institute for Research and Development in Informatics, Bucharest, Romania
- * E-mail:
| | - Mihaela Onu
- Medical Imaging Department, Clinical Hospital Prof. Dr. Th. Burghele, Bucharest, Romania
- University of Medicine and Pharmacy “Carol Davila”, Biophysics Department, Bucharest, Romania
| | - Tao Wu
- Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, China
- Beijing Key Laboratory on Parkinson’s Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China
| | - Adina Roceanu
- University Emergency Hospital Bucharest, Neurology Department, Bucharest, Romania
| | - Ovidiu Bajenaru
- University Emergency Hospital Bucharest, Neurology Department, Bucharest, Romania
- University of Medicine and Pharmacy “Carol Davila”, Department of Clinical Neurosciences, Bucharest, Romania
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22
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Yao Q, Zhu D, Li F, Xiao C, Lin X, Huang Q, Shi J. Altered Functional and Causal Connectivity of Cerebello-Cortical Circuits between Multiple System Atrophy (Parkinsonian Type) and Parkinson's Disease. Front Aging Neurosci 2017; 9:266. [PMID: 28848423 PMCID: PMC5554370 DOI: 10.3389/fnagi.2017.00266] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Accepted: 07/26/2017] [Indexed: 01/28/2023] Open
Abstract
Lesions of the cerebellum lead to motor and non-motor deficits by influencing cerebral cortex activity via cerebello-cortical circuits. It remains unknown whether the cerebello-cortical “disconnection” underlies motor and non-motor impairments both in the parkinsonian variant of multiple system atrophy (MSA-P) and Parkinson’s disease (PD). In this study, we investigated both the functional and effective connectivity of the cerebello-cortical circuits from resting-state functional magnetic resonance imaging (rs-fMRI) data of three groups (26 MSA-P patients, 31 PD patients, and 30 controls). Correlation analysis was performed between the causal connectivity and clinical scores. PD patients showed a weakened cerebellar dentate nucleus (DN) functional coupling in the posterior cingulate cortex (PCC) and inferior parietal lobe compared with MSA-P or controls. MSA-P patients exhibited significantly enhanced effective connectivity from the DN to PCC compared with PD patients or controls, as well as declined causal connectivity from the left precentral gyrus to right DN compared with the controls, and this value is significantly correlated with the motor symptom scores. Our findings demonstrated a crucial role for the cerebello-cortical networks in both MSA-P and PD patients in addition to striatal-thalamo-cortical (STC) networks and indicated that different patterns of cerebello-cortical loop degeneration are involved in the development of the diseases.
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Affiliation(s)
- Qun Yao
- Department of Neurology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Donglin Zhu
- Department of Neurology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Feng Li
- Department of Neurology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Chaoyong Xiao
- Department of Radiology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Xingjian Lin
- Department of Neurology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Qingling Huang
- Department of Radiology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
| | - Jingping Shi
- Department of Neurology, Affiliated Brain Hospital of Nanjing Medical UniversityNanjing, China
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23
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Olivito G, Cercignani M, Lupo M, Iacobacci C, Clausi S, Romano S, Masciullo M, Molinari M, Bozzali M, Leggio M. Neural substrates of motor and cognitive dysfunctions in SCA2 patients: A network based statistics analysis. NEUROIMAGE-CLINICAL 2017; 14:719-725. [PMID: 28393013 PMCID: PMC5377430 DOI: 10.1016/j.nicl.2017.03.009] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 03/07/2017] [Accepted: 03/24/2017] [Indexed: 01/04/2023]
Abstract
Spinocerebellar ataxia type 2 (SCA2) is an autosomal dominant neurodegenerative disease characterized by a progressive cerebellar syndrome, which can be isolated or associated with extracerebellar signs. It has been shown that patients affected by SCA2 present also cognitive impairments and psychiatric symptoms. The cerebellum is known to modulate cortical activity and to contribute to distinct functional networks related to higher-level functions beyond motor control. It is therefore conceivable that one or more networks, rather than isolated regions, may be dysfunctional in cerebellar degenerative diseases and that an abnormal connectivity within specific cerebello-cortical regions might explain the widespread deficits typically observed in patients. In the present study, the network-based statistics (NBS) approach was used to assess differences in functional connectivity between specific cerebellar and cerebral “nodes” in SCA2 patients. Altered inter-nodal connectivity was found between more posterior regions in the cerebellum and regions in the cerebral cortex clearly related to cognition and emotion. Furthermore, more anterior cerebellar lobules showed altered inter-nodal connectivity with motor and somatosensory cerebral regions. The present data suggest that in SCA2 a cerebellar dysfunction affects long-distance cerebral regions and that the clinical symptoms may be specifically related with connectivity changes between motor and non-motor cerebello-cortical nodes. A cerebellar dysfunction affects long-distance cerebral regions in SCA2 patients. Connectivity changes affect sensorimotor and cognitive cerebello-cortical nodes. Cerebellar symptoms may be related to altered cerebello-cerebral connectivity.
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Affiliation(s)
- G Olivito
- Ataxia Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; Neuroimaging Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - M Cercignani
- Neuroimaging Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; Clinical Imaging Science Center, Brighton and Sussex Medical School, Brighton, UK
| | - M Lupo
- Ataxia Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - C Iacobacci
- Ataxia Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; Department of Psychology, Faculty of Medicine and Psychology, "Sapienza" University of Rome, Rome, Italy
| | - S Clausi
- Ataxia Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; Department of Psychology, Faculty of Medicine and Psychology, "Sapienza" University of Rome, Rome, Italy
| | - S Romano
- Department of Neurosciences, Mental Health and Sensory Organs (NESMOS), "Sapienza" University of Rome-Sant'Andrea Hospital, Rome, Italy
| | - M Masciullo
- SPInal REhabilitation Lab, IRCCS Fondazione Santa Lucia,Rome, Italy
| | - M Molinari
- Neurorehabilitation 1 and Spinal Center, Robotic Neurorehabilitation Lab, IRCCS Santa Lucia Foundation, Rome, Italy
| | - M Bozzali
- Neuroimaging Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - M Leggio
- Ataxia Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy; Department of Psychology, Faculty of Medicine and Psychology, "Sapienza" University of Rome, Rome, Italy
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24
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Piccinin CC, Campos LS, Guimarães RP, Piovesana LG, dos Santos MCA, Azevedo PC, Campos BM, de Rezende TJR, Amato-Filho A, Cendes F, D’Abreu A. Differential Pattern of Cerebellar Atrophy in Tremor-Predominant and Akinetic/Rigidity-Predominant Parkinson’s Disease. THE CEREBELLUM 2016; 16:623-628. [DOI: 10.1007/s12311-016-0834-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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25
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Gao LL, Wu T. The study of brain functional connectivity in Parkinson's disease. Transl Neurodegener 2016; 5:18. [PMID: 27800157 PMCID: PMC5086060 DOI: 10.1186/s40035-016-0066-0] [Citation(s) in RCA: 71] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Accepted: 10/20/2016] [Indexed: 11/17/2022] Open
Abstract
Parkinson’s disease (PD) is a neurodegenerative disorder primarily affecting the aging population. The neurophysiological mechanisms underlying parkinsonian symptoms remain unclear. PD affects extensive neural networks and a more thorough understanding of network disruption will help bridge the gap between known pathological changes and observed clinical presentations in PD. Development of neuroimaging techniques, especially functional magnetic resonance imaging, allows for detection of the functional connectivity of neural networks in patients with PD. This review aims to provide an overview of current research involving functional network disruption in PD relating to motor and non-motor symptoms. Investigations into functional network connectivity will further our understanding of the mechanisms underlying the effectiveness of clinical interventions, such as levodopa and deep brain stimulation treatment. In addition, identification of PD-specific neural network patterns has the potential to aid in the development of a definitive diagnosis of PD.
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Affiliation(s)
- Lin-Lin Gao
- Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, 100053 China ; Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Center of Beijing Institute for Brain Disorders, Beijing, China
| | - Tao Wu
- Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, 100053 China ; Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Center of Beijing Institute for Brain Disorders, Beijing, China
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26
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Interhemispheric Connectivity Characterizes Cortical Reorganization in Motor-Related Networks After Cerebellar Lesions. THE CEREBELLUM 2016; 16:358-375. [DOI: 10.1007/s12311-016-0811-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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27
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Mak MKY, Cheung V, Ma S, Lu ZL, Wang D, Lou W, Shi L, Mok VCT, Chu WCW, Hallett M. Increased Cognitive Control During Execution of Finger Tap Movement in People with Parkinson's Disease. JOURNAL OF PARKINSONS DISEASE 2016; 6:639-50. [PMID: 27372216 DOI: 10.3233/jpd-160849] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND Previous studies employed demanding and complex hand tasks to study the brain activation in people with Parkinson's Disease (PD). There is inconsistent finding about the cerebellar activity during movement execution of this patient population. OBJECTIVES This study aimed to examine the brain activation patterns of PD individuals in the on-state and healthy control subjects in a simple finger tapping task. METHODS Twenty-seven patients with PD and 22 age-matched healthy subjects were recruited for the study. Subjects were instructed to perform simple finger tapping tasks under self- and cue-initiated conditions in separate runs while their brain activations were captured using fMRI. RESULTS Healthy subjects had higher brain activity in contralateral precentral gyrus during the self-initiated task, and higher brain activity in the ipsilateral middle occipital gyrus during the cue-initiated task. PD patients had higher brain activity in the cerebellum Crus I (bilateral) and lobules VI (ipsilateral) during the self-initiated task and higher brain activity in the contralateral middle frontal gyrus during the cue-initiated task. When compared with healthy controls, PD patients had lower brain activity in the contralateral inferior parietal lobule during the self-initiated task, and lower brain activity in the ipsilateral cerebellum lobule VIII, lobule VIIB and vermis VIII, and thalamus during the cue-initiated task. Conjunction analysis indicated that both groups had activation in bilateral cerebellum and SMA and ipsilateral precentral gyrus and postcentral gyrus during both self- and cue-initiated movement. Individuals with PD exhibited higher brain activity in the executive zone (cerebellum Crus I and II) during self-initiated movement, and lower brain activity in the sensorimotor zone (i.e. lobule VIIb and VIII of the cerebellum) during cue-initiated movement. DISCUSSIONS The findings suggest that individuals with PD may use more executive control when performing simple movements.
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Affiliation(s)
- Margaret K Y Mak
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong
| | - Vinci Cheung
- Department of Counselling & Psychology, Shue Yan University, Hong Kong
| | - Shuangye Ma
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong
| | - Zhong L Lu
- Center for Cognitive and Behavioral Brain Imaging, Department of Psychology, The Ohio State University, Columbus, OH, USA
| | - Defeng Wang
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong
| | - Wutao Lou
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong
| | - Lin Shi
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong
| | - Vincent C T Mok
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Hong Kong
| | - Winnie C W Chu
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong
| | - Mark Hallett
- Human Motor Control Section, Medical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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28
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Li K, Laird AR, Price LR, McKay DR, Blangero J, Glahn DC, Fox PT. Progressive Bidirectional Age-Related Changes in Default Mode Network Effective Connectivity across Six Decades. Front Aging Neurosci 2016; 8:137. [PMID: 27378909 PMCID: PMC4905965 DOI: 10.3389/fnagi.2016.00137] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Accepted: 05/27/2016] [Indexed: 12/31/2022] Open
Abstract
The default mode network (DMN) is a set of regions that is tonically engaged during the resting state and exhibits task-related deactivation that is readily reproducible across a wide range of paradigms and modalities. The DMN has been implicated in numerous disorders of cognition and, in particular, in disorders exhibiting age-related cognitive decline. Despite these observations, investigations of the DMN in normal aging are scant. Here, we used blood oxygen level dependent (BOLD) functional magnetic resonance imaging (fMRI) acquired during rest to investigate age-related changes in functional connectivity of the DMN in 120 healthy normal volunteers comprising six, 20-subject, decade cohorts (from 20–29 to 70–79). Structural equation modeling (SEM) was used to assess age-related changes in inter-regional connectivity within the DMN. SEM was applied both using a previously published, meta-analytically derived, node-and-edge model, and using exploratory modeling searching for connections that optimized model fit improvement. Although the two models were highly similar (only 3 of 13 paths differed), the sample demonstrated significantly better fit with the exploratory model. For this reason, the exploratory model was used to assess age-related changes across the decade cohorts. Progressive, highly significant changes in path weights were found in 8 (of 13) paths: four rising, and four falling (most changes were significant by the third or fourth decade). In all cases, rising paths and falling paths projected in pairs onto the same nodes, suggesting compensatory increases associated with age-related decreases. This study demonstrates that age-related changes in DMN physiology (inter-regional connectivity) are bidirectional, progressive, of early onset and part of normal aging.
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Affiliation(s)
- Karl Li
- Research Imaging Institute, University of Texas Health Science Center San Antonio San Antonio, TX, USA
| | - Angela R Laird
- Department of Physics, Florida International University Miami, FL, USA
| | - Larry R Price
- Department of Mathematics and College of Education, Texas State University San Marcos, TX, USA
| | - D Reese McKay
- Department of Psychiatry, Yale University School of MedicineNew Haven, CT, USA; Olin Neuropsychiatry Research Center, Institute of Living, Hartford HospitalHartford, CT, USA
| | - John Blangero
- Genomics Computing Center, South Texas Diabetes and Obesity Institute, University of Texas Rio Grande Valley School of Medicine Edinburg, TX, USA
| | - David C Glahn
- Department of Psychiatry, Yale University School of MedicineNew Haven, CT, USA; Olin Neuropsychiatry Research Center, Institute of Living, Hartford HospitalHartford, CT, USA
| | - Peter T Fox
- Research Imaging Institute, University of Texas Health Science Center San AntonioSan Antonio, TX, USA; Research Service, South Texas Veterans Health Care SystemSan Antonio, TX, USA; Neuroimaging Laboratory, Shenzhen University School of MedicineShenzhen, Guangdong, China
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29
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Mirdamadi JL. Cerebellar role in Parkinson's disease. J Neurophysiol 2016; 116:917-9. [PMID: 26792889 DOI: 10.1152/jn.01132.2015] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2015] [Accepted: 01/20/2016] [Indexed: 11/22/2022] Open
Abstract
Parkinson's disease (PD) is a common neurodegenerative disorder associated with motor and cognitive impairments. The mechanisms underlying the pathophysiology and treatments have traditionally focused on basal ganglia-thalamo-cortical pathways due to striatal dopamine loss, but more recent evidence has highlighted the role of the cerebellum. In this Neuro Forum article, I review evidence from neuroimaging and noninvasive brain stimulation that demonstrates altered cerebellar activity in PD may be both a pathophysiological and compensatory mechanism depending on dopaminergic medication and symptoms.
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Affiliation(s)
- Jasmine L Mirdamadi
- Department of Kinesiology, School of Public Health, Indiana University, Bloomington, Indiana
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30
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Mathys C, Caspers J, Langner R, Südmeyer M, Grefkes C, Reetz K, Moldovan AS, Michely J, Heller J, Eickhoff CR, Turowski B, Schnitzler A, Hoffstaedter F, Eickhoff SB. Functional Connectivity Differences of the Subthalamic Nucleus Related to Parkinson's Disease. Hum Brain Mapp 2015; 37:1235-53. [PMID: 26700444 DOI: 10.1002/hbm.23099] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Revised: 12/12/2015] [Accepted: 12/13/2015] [Indexed: 01/29/2023] Open
Abstract
A typical feature of Parkinson's disease (PD) is pathological activity in the subthalamic nucleus (STN). Here, we tested whether in patients with PD under dopaminergic treatment functional connectivity of the STN differs from healthy controls (HC) and whether some brain regions show (anti-) correlations between functional connectivity with STN and motor symptoms. We used functional magnetic resonance imaging to investigate whole-brain resting-state functional connectivity with STN in 54 patients with PD and 55 HC matched for age, gender, and within-scanner motion. Compared to HC, we found attenuated negative STN-coupling with Crus I of the right cerebellum and with right ventromedial prefrontal regions in patients with PD. Furthermore, we observed enhanced negative STN-coupling with bilateral intraparietal sulcus/superior parietal cortex, right sensorimotor, right premotor, and left visual cortex compared to HC. Finally, we found a decline in positive STN-coupling with the left insula related to severity of motor symptoms and a decline of inter-hemispheric functional connectivity between left and right STN with progression of PD-related motor symptoms. Motor symptom related uncoupling of the insula, a key region in the saliency network and for executive function, from the STN might be associated with well-known executive dysfunction in PD. Moreover, uncoupling between insula and STN might also induce an insufficient setting of thresholds for the discrimination between relevant and irrelevant salient environmental stimuli, explaining observations of disturbed response control in PD. In sum, motor symptoms in PD are associated with a reduced coupling between STN and a key region for executive function.
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Affiliation(s)
- Christian Mathys
- Department of Diagnostic and Interventional Radiology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Julian Caspers
- Department of Diagnostic and Interventional Radiology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany.,Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany
| | - Robert Langner
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Martin Südmeyer
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany.,Center for Movement Disorders and Neuromodulation, Department of Neurology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Christian Grefkes
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Department of Neurology, Neuromodulation & Neurorehabilitation Group, University of Cologne, Cologne, Germany
| | - Kathrin Reetz
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Department of Neurology and JARA BRAIN, RWTH Aachen University, Aachen, Germany
| | - Alexia-Sabine Moldovan
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Jochen Michely
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Department of Neurology, Neuromodulation & Neurorehabilitation Group, University of Cologne, Cologne, Germany
| | - Julia Heller
- Department of Neurology and JARA BRAIN, RWTH Aachen University, Aachen, Germany
| | - Claudia R Eickhoff
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Aachen, Germany
| | - Bernd Turowski
- Department of Diagnostic and Interventional Radiology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Alfons Schnitzler
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany.,Center for Movement Disorders and Neuromodulation, Department of Neurology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Felix Hoffstaedter
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
| | - Simon B Eickhoff
- Institute of Neuroscience and Medicine (INM-1, INM-3, INM-4), Research Centre Jülich, Jülich, Germany.,Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty, University Düsseldorf, Düsseldorf, Germany
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31
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A systematic review on the applications of resting-state fMRI in Parkinson's disease: Does dopamine replacement therapy play a role? Cortex 2015; 73:80-105. [DOI: 10.1016/j.cortex.2015.08.005] [Citation(s) in RCA: 127] [Impact Index Per Article: 14.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2015] [Revised: 06/08/2015] [Accepted: 08/05/2015] [Indexed: 01/16/2023]
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32
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Weingarten CP, Sundman MH, Hickey P, Chen NK. Neuroimaging of Parkinson's disease: Expanding views. Neurosci Biobehav Rev 2015; 59:16-52. [PMID: 26409344 PMCID: PMC4763948 DOI: 10.1016/j.neubiorev.2015.09.007] [Citation(s) in RCA: 101] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Revised: 09/07/2015] [Accepted: 09/15/2015] [Indexed: 12/14/2022]
Abstract
Advances in molecular and structural and functional neuroimaging are rapidly expanding the complexity of neurobiological understanding of Parkinson's disease (PD). This review article begins with an introduction to PD neurobiology as a foundation for interpreting neuroimaging findings that may further lead to more integrated and comprehensive understanding of PD. Diverse areas of PD neuroimaging are then reviewed and summarized, including positron emission tomography, single photon emission computed tomography, magnetic resonance spectroscopy and imaging, transcranial sonography, magnetoencephalography, and multimodal imaging, with focus on human studies published over the last five years. These included studies on differential diagnosis, co-morbidity, genetic and prodromal PD, and treatments from L-DOPA to brain stimulation approaches, transplantation and gene therapies. Overall, neuroimaging has shown that PD is a neurodegenerative disorder involving many neurotransmitters, brain regions, structural and functional connections, and neurocognitive systems. A broad neurobiological understanding of PD will be essential for translational efforts to develop better treatments and preventive strategies. Many questions remain and we conclude with some suggestions for future directions of neuroimaging of PD.
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Affiliation(s)
- Carol P Weingarten
- Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, United States.
| | - Mark H Sundman
- Brain Imaging and Analysis Center, Duke University Medical Center, United States
| | - Patrick Hickey
- Department of Neurology, Duke University School of Medicine, United States
| | - Nan-kuei Chen
- Brain Imaging and Analysis Center, Duke University Medical Center, United States; Department of Radiology, Duke University School of Medicine, United States
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33
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Ma H, Chen H, Fang J, Gao L, Ma L, Wu T, Hou Y, Zhang J, Feng T. Resting-state functional connectivity of dentate nucleus is associated with tremor in Parkinson's disease. J Neurol 2015; 262:2247-56. [PMID: 26159100 DOI: 10.1007/s00415-015-7835-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2015] [Revised: 06/22/2015] [Accepted: 06/24/2015] [Indexed: 02/06/2023]
Abstract
Cerebello-thalamo-cortical circuit has been indicated important for tremor in Parkinson's disease (PD), but the role of dentate nucleus (DN) in parkinsonian tremor remains unclear. To investigate whether DN plays a role in PD tremor, we recruited 50 PD and 29 age-matched health controls (HC). The patients were divided into tremor-dominant (TD) and non-tremor-dominant (NTD) groups. We collected resting-state fMRIs data for each subject. The bilateral DN was then chosen as the region of interest to examine PD tremor-related network changes, as well as its correlation with tremor severity. Voxel-wise functional connectivity analysis revealed that the bilateral DN had higher connectivity with the bilateral cerebellar anterior lobe, and had lower connectivity with the bilateral prefrontal cortex in TD compared to the HC and NTD groups. Functional connectivity of the bilateral DN with the bilateral cerebellar posterior lobe was also higher in TD than NTD group. Functional connectivity between the bilateral DN and the bilateral cerebellar posterior lobe showed positive correlation with tremor severity, while that between the bilateral DN and the bilateral prefrontal cortex displayed negative correlation. Our study demonstrates higher dentato-cerebellar connectivity and lower dentato-prefrontal connectivity in TD patients, which might be involved in the pathogenesis of PD tremor. And we conclude that DN might be associated with the pathogenesis of PD tremor.
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Affiliation(s)
- Huizi Ma
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China.,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China
| | - Huimin Chen
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China.,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China
| | - Jinping Fang
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China.,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China
| | - Liyan Gao
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China.,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China
| | - Lingyan Ma
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China.,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China
| | - Tao Wu
- Parkinson's Disease Center, Beijing Institute for Brain Disorders, Capital Medical University, Beijing, 100069, China.,Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Yanan Hou
- Parkinson's Disease Center, Beijing Institute for Brain Disorders, Capital Medical University, Beijing, 100069, China.,Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Jiarong Zhang
- Parkinson's Disease Center, Beijing Institute for Brain Disorders, Capital Medical University, Beijing, 100069, China.,Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, 100053, China
| | - Tao Feng
- Department of Neurology, Center for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, #6 Tian Tan Xi Li Street, Beijing, 100050, China. .,China National Clinical Research Center for Neurological Diseases, Beijing, 100050, China. .,Parkinson's Disease Center, Beijing Institute for Brain Disorders, Capital Medical University, Beijing, 100069, China.
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34
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Festini SB, Bernard JA, Kwak Y, Peltier S, Bohnen NI, Müller MLTM, Dayalu P, Seidler RD. Altered cerebellar connectivity in Parkinson's patients ON and OFF L-DOPA medication. Front Hum Neurosci 2015; 9:214. [PMID: 25954184 PMCID: PMC4405615 DOI: 10.3389/fnhum.2015.00214] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 04/02/2015] [Indexed: 01/28/2023] Open
Abstract
Although nigrostriatal changes are most commonly affiliated with Parkinson's disease, the role of the cerebellum in Parkinson's has become increasingly apparent. The present study used lobule-based cerebellar resting state functional connectivity to (1) compare cerebellar-whole brain and cerebellar-cerebellar connectivity in Parkinson's patients both ON and OFF L-DOPA medication and controls, and to (2) relate variations in cerebellar connectivity to behavioral performance. Results indicated that, when contrasted to the control group, Parkinson's patients OFF medication had increased levels of cerebellar-whole brain and cerebellar-cerebellar connectivity, whereas Parkinson's patients ON medication had decreased levels of cerebellar-whole brain and cerebellar-cerebellar connectivity. Moreover, analyses relating levels of cerebellar connectivity to behavioral measures demonstrated that, within each group, increased levels of connectivity were most often associated with improved cognitive and motor performance, but there were several instances where increased connectivity was related to poorer performance. Overall, the present study found medication-variant cerebellar connectivity in Parkinson's patients, further demonstrating cerebellar changes associated with Parkinson's disease and the moderating effects of medication.
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Affiliation(s)
- Sara B Festini
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas Dallas, TX, USA ; Department of Psychology, University of Michigan Ann Arbor, MI, USA
| | - Jessica A Bernard
- Department of Psychology and Neuroscience, University of Colorado Boulder Boulder, CO, USA
| | - Youngbin Kwak
- Department of Psychological and Brain Sciences, University of Massachusetts Amherst Amherst, MA, USA
| | - Scott Peltier
- Functional MRI Laboratory, Department of Biomedical Engineering, University of Michigan Ann Arbor, MI, USA
| | - Nicolaas I Bohnen
- Department of Radiology, University of Michigan Ann Arbor, MI, USA ; Department of Neurology, University of Michigan Ann Arbor, MI, USA ; Geriatric Research, Education and Clinical Center, VA Ann Arbor Ann Arbor, MI, USA
| | | | - Praveen Dayalu
- Department of Neurology, University of Michigan Ann Arbor, MI, USA
| | - Rachael D Seidler
- Department of Psychology, University of Michigan Ann Arbor, MI, USA ; School of Kinesiology, University of Michigan Ann Arbor, MI, USA
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35
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Chen Y, Yang W, Long J, Zhang Y, Feng J, Li Y, Huang B. Discriminative analysis of Parkinson's disease based on whole-brain functional connectivity. PLoS One 2015; 10:e0124153. [PMID: 25885059 PMCID: PMC4401568 DOI: 10.1371/journal.pone.0124153] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Accepted: 03/10/2015] [Indexed: 11/29/2022] Open
Abstract
Recently, there has been an increasing emphasis on applications of pattern recognition and neuroimaging techniques in the effective and accurate diagnosis of psychiatric or neurological disorders. In the present study, we investigated the whole-brain resting-state functional connectivity patterns of Parkinson's disease (PD), which are expected to provide additional information for the clinical diagnosis and treatment of this disease. First, we computed the functional connectivity between each pair of 116 regions of interest derived from a prior atlas. The most discriminative features based on Kendall tau correlation coefficient were then selected. A support vector machine classifier was employed to classify 21 PD patients with 26 demographically matched healthy controls. This method achieved a classification accuracy of 93.62% using leave-one-out cross-validation, with a sensitivity of 90.47% and a specificity of 96.15%. The majority of the most discriminative functional connections were located within or across the default mode, cingulo-opercular and frontal-parietal networks and the cerebellum. These disease-related resting-state network alterations might play important roles in the pathophysiology of this disease. Our results suggest that analyses of whole-brain resting-state functional connectivity patterns have the potential to improve the clinical diagnosis and treatment evaluation of PD.
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Affiliation(s)
- Yongbin Chen
- Center for Brain Computer Interfaces and Brain Information Processing, South China University of Technology, Guangzhou, China
| | - Wanqun Yang
- Department of Radiology, Guangdong Academy of Medical Sciences, Guangdong General Hospital, Guangzhou, Guangdong, China
| | - Jinyi Long
- Center for Brain Computer Interfaces and Brain Information Processing, South China University of Technology, Guangzhou, China
| | - Yuhu Zhang
- Department of Neurology, Guangdong Academy of Medical Sciences, Guangdong General Hospital, Guangzhou, Guangdong, China
| | - Jieying Feng
- Department of Radiology, Guangdong Academy of Medical Sciences, Guangdong General Hospital, Guangzhou, Guangdong, China
| | - Yuanqing Li
- Center for Brain Computer Interfaces and Brain Information Processing, South China University of Technology, Guangzhou, China
- * E-mail: (BH); (YL)
| | - Biao Huang
- Department of Radiology, Guangdong Academy of Medical Sciences, Guangdong General Hospital, Guangzhou, Guangdong, China
- * E-mail: (BH); (YL)
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36
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Zhang D, Liu X, Chen J, Liu B. Distinguishing patients with Parkinson's disease subtypes from normal controls based on functional network regional efficiencies. PLoS One 2014; 9:e115131. [PMID: 25531436 PMCID: PMC4274088 DOI: 10.1371/journal.pone.0115131] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2014] [Accepted: 11/19/2014] [Indexed: 11/25/2022] Open
Abstract
Many studies have demonstrated that the pathophysiology and clinical symptoms of Parkinson's disease (PD) are inhomogeneous. However, the symptom-specific intrinsic neural activities underlying the PD subtypes are still not well understood. Here, 15 tremor-dominant PD patients, 10 non-tremor-dominant PD patients, and 20 matched normal controls (NCs) were recruited and underwent resting-state functional magnetic resonance imaging (fMRI). Functional brain networks were constructed based on randomly generated anatomical templates with and without the cerebellum. The regional network efficiencies (i.e., the local and global efficiencies) were further measured and used to distinguish subgroups of PD patients (i.e., with tremor-dominant PD and non-tremor-dominant PD) from the NCs using linear discriminant analysis. The results demonstrate that the subtype-specific functional networks were small-world-organized and that the network regional efficiency could discriminate among the individual PD subgroups and the NCs. Brain regions involved in distinguishing between the study groups included the basal ganglia (i.e., the caudate and putamen), limbic regions (i.e., the hippocampus and thalamus), the cerebellum, and other cerebral regions (e.g., the insula, cingulum, and calcarine sulcus). In particular, the performances of the regional local efficiency in the functional network were better than those of the global efficiency, and the performances of global efficiency were dependent on the inclusion of the cerebellum in the analysis. These findings provide new evidence for the neurological basis of differences between PD subtypes and suggest that the cerebellum may play different roles in the pathologies of different PD subtypes. The present study demonstrated the power of the combination of graph-based network analysis and discrimination analysis in elucidating the neural basis of different PD subtypes.
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Affiliation(s)
- Delong Zhang
- Department of Radiology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- Guangzhou University of Chinese Medicine postdoctoral mobile research station, Guangzhou, China
| | - Xian Liu
- Department of Radiology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Jun Chen
- Department of Radiology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
| | - Bo Liu
- Department of Radiology, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
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37
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Zhang J, Bi W, Zhang Y, Zhu M, Zhang Y, Feng H, Wang J, Zhang Y, Jiang T. Abnormal functional connectivity density in Parkinson's disease. Behav Brain Res 2014; 280:113-8. [PMID: 25496782 DOI: 10.1016/j.bbr.2014.12.007] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2014] [Revised: 11/27/2014] [Accepted: 12/01/2014] [Indexed: 10/24/2022]
Abstract
The pathology of Parkinson's disease (PD) is not confined to the nigrostriatal pathway, but also involves widespread cerebral cortical areas. Using seed-based resting state functional connectivity, many previous studies have demonstrated that PD patients have abnormal functional integration. However, this technique strongly relies on a priori selection of the seed regions and may miss important unpredictable findings. Using an ultrafast voxel-wise functional connectivity density approach, this study performed a whole brain functional connectivity analysis to investigate the abnormal resting-state functional activities in PD patients. Compared with healthy controls, PD patients exhibited decreased short-range functional connectivity densities in regions that were mainly located in the ventral visual pathway and decreased long-range functional connectivity densities in the right middle and superior frontal gyrus, which have been speculated to be associated with visual hallucinations and cognitive dysfunction, respectively. PD patients also exhibited increased short- and long-range functional connectivity densities in the bilateral precuneus and posterior cingulate cortex, which may represent a compensatory process for maintaining normal brain function. The observed functional connectivity density alterations might be related to the disturbed structural connectivity of PD patients, leading to abnormal functional integration. Our results suggest that functional connectivity density mapping may provide a useful means to assess PD-related neurodegeneration and to study the pathophysiology of PD.
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Affiliation(s)
- Jiuquan Zhang
- Department of Radiology, Southwest Hospital, Third Military Medical University, Chongqing 400038, PR China
| | - Wenwei Bi
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, PR China
| | - Yuling Zhang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, PR China
| | - Maohu Zhu
- Elementary Educational College, Jiangxi Normal University, Nanchang 330027, PR China
| | - Yanling Zhang
- Department of Neurology, Southwest Hospital, Third Military Medical University, Chongqing 400038, PR China
| | - Hua Feng
- Department of Neurosurgery, Southwest Hospital, Third Military Medical University, Chongqing 400038, PR China
| | - Jian Wang
- Department of Radiology, Southwest Hospital, Third Military Medical University, Chongqing 400038, PR China
| | - Yuanchao Zhang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, PR China.
| | - Tianzi Jiang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, PR China; National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, PR China.
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38
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Hall EL, Robson SE, Morris PG, Brookes MJ. The relationship between MEG and fMRI. Neuroimage 2014; 102 Pt 1:80-91. [DOI: 10.1016/j.neuroimage.2013.11.005] [Citation(s) in RCA: 73] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2013] [Revised: 09/12/2013] [Accepted: 11/04/2013] [Indexed: 10/26/2022] Open
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39
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Wang Z, Guo Y, Myers KG, Heintz R, Peng YH, Maarek JMI, Holschneider DP. Exercise alters resting-state functional connectivity of motor circuits in parkinsonian rats. Neurobiol Aging 2014; 36:536-44. [PMID: 25219465 DOI: 10.1016/j.neurobiolaging.2014.08.016] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2014] [Revised: 07/28/2014] [Accepted: 08/12/2014] [Indexed: 01/23/2023]
Abstract
Few studies have examined changes in functional connectivity after long-term aerobic exercise. We examined the effects of 4 weeks of forced running wheel exercise on the resting-state functional connectivity (rsFC) of motor circuits of rats subjected to bilateral 6-hydroxydopamine lesion of the dorsal striatum. Our results showed substantial similarity between lesion-induced changes in rsFC in the rats and alterations in rsFC reported in Parkinson's disease subjects, including disconnection of the dorsolateral striatum. Exercise in lesioned rats resulted in: (1) normalization of many of the lesion-induced alterations in rsFC, including reintegration of the dorsolateral striatum into the motor network; (2) emergence of the ventrolateral striatum as a new broadly connected network hub; and (3) increased rsFC among the motor cortex, motor thalamus, basal ganglia, and cerebellum. Our results showed for the first time that long-term exercise training partially reversed lesion-induced alterations in rsFC of the motor circuits, and in addition enhanced functional connectivity in specific motor pathways in the parkinsonian rats, which could underlie recovery in motor functions observed in these animals.
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Affiliation(s)
- Zhuo Wang
- Department of Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Yumei Guo
- Department of Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Kalisa G Myers
- Department of Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Ryan Heintz
- Department of Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Yu-Hao Peng
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
| | - Jean-Michel I Maarek
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA
| | - Daniel P Holschneider
- Department of Psychiatry and Behavioral Sciences, University of Southern California, Los Angeles, CA, USA; Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA; Department of Neurology, University of Southern California, Los Angeles, CA, USA; Department of Cell and Neurobiology, University of Southern California, Los Angeles, CA, USA.
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40
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Prodoehl J, Burciu RG, Vaillancourt DE. Resting State Functional Magnetic Resonance Imaging in Parkinson’s Disease. Curr Neurol Neurosci Rep 2014; 14:448. [DOI: 10.1007/s11910-014-0448-6] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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41
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Li J, Luo C, Chen Y, Chen Q, Huang R, Sun J, Gong Q, Wu X, Qi Z, Liang Z, Li L, Li H, Li P, Wang W, Shang HF. Parkinson׳s disease-related modulation of functional connectivity associated with the striatum in the resting state in a nonhuman primate model. Brain Res 2014; 1555:10-9. [PMID: 24530271 DOI: 10.1016/j.brainres.2014.01.054] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2013] [Revised: 01/26/2014] [Accepted: 01/28/2014] [Indexed: 02/07/2023]
Abstract
The goal of this study was to describe Parkinson׳s disease (PD)-related modulation of functional connectivity (FC) associated with the striatum in the resting state in a nonhuman primate model of early-stage PD. Weekly intravenous injections of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) (0.5 mg/kg body weight) were performed until parkinsonian motor symptoms developed in four macaques. After 13 weeks of MPTP treatment, all monkeys displayed parkinsonian symptoms. During the course of the experiment, each animal underwent four magnetic resonance imaging scans and four positron emission tomography (PET) scans with the vesicular monoamine transporter 2 (VMAT2)-selective ligand 9-[(18)F] fluoropropyl-(+)-dihydrotetrabenazine, performed prior to the beginning of MPTP administration as well as after 4, 9, and 13 MPTP injections. The FC profile of the striatum was evaluated using a seed voxel correlation approach and post hoc region of interest analysis on resting-state functional magnetic resonance imaging data. The PET images were subjected to region of interest analysis to examine brain regional reductions in VMAT2 density in the PD model. Significant reductions in the connectivity pattern of the striatal regions were observed: limbic striatum and left hippocampus; caudate nucleus/associative and brain regions, including the right pre-supplementary motor area and bilateral dorsolateral prefrontal cortex; putamen/associative region and left inferior temporal gyrus or right orbital and medial prefrontal cortex; and putamen/motor and cortical structures, including the right superior temporal gyrus and bilateral postcentral gyrus. Subsequent PET studies showed the progressive loss of striatal VMAT2 in the striatum with the presentation of parkinsonism. Significant differences between the specific uptake ratio reductions in each striatal subdivision were not found. By using a long-term, low-dose MPTP-lesioned nonhuman primate model, this study demonstrated PD-related decreased corticostriatal FC in a resting state; moreover, altered sensorimotor integration was also found in early-stage PD.
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Affiliation(s)
- Jianpeng Li
- Department of Neurology, West China Hospital, Sichuan University, China
| | - Chunyan Luo
- Department of Neurology, West China Hospital, Sichuan University, China
| | - Yongping Chen
- Department of Neurology, West China Hospital, Sichuan University, China
| | - Qin Chen
- Department of Neurology, West China Hospital, Sichuan University, China
| | - Rui Huang
- Department of Neurology, West China Hospital, Sichuan University, China
| | - Jiayu Sun
- Department of Radiology, West China Hospital, Sichuan University, China
| | - Qiyong Gong
- Department of Radiology, West China Hospital, Sichuan University, China
| | - Xiaoai Wu
- Department of Nuclear Medicine, West China Hospital, Sichuan University, China
| | - Zhongzhi Qi
- Department of Nuclear Medicine, West China Hospital, Sichuan University, China
| | - Zhenglu Liang
- Department of Nuclear Medicine, West China Hospital, Sichuan University, China
| | - Lin Li
- Department of Nuclear Medicine, West China Hospital, Sichuan University, China
| | - Hongxia Li
- National Chengdu Center for Safety Evaluation of Drugs, China
| | - Peng Li
- Department of Neurosurgery, West China Hospital, Sichuan University, China
| | - Wei Wang
- Department of Neurosurgery, West China Hospital, Sichuan University, China
| | - Hui-Fang Shang
- Department of Neurology, West China Hospital, Sichuan University, China.
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