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Satoh, Ryota

https://orcid.org/0000-0002-3418-2987

Mayo Clinic

Mayo Clinic

Citations 18

Uncovering Image‐Driven Subtypes with Distinct Pathology and Clinical Course in Autopsy‐Confirmed Four Repeat Tauopathies
Satoh, Ryota , Sekiya, Hiroaki , Ali, Farwa , Dickson, Dennis W. , Josephs, Keith A. , Whitwell, Jennifer L. , Dickson, Dennis W , Josephs, Keith A , Whitwell, Jennifer , Sekiya, Hiroaki , Satoh, Ryota , Clark, Heather M. , Utianski, Rene L. , Duffy, Joseph R. , Machulda, Mary M.

Annals of Neurology | June 17, 2025 | Volume: 98 | Issue: 3 | Pages: 492-507

10.1002/ana.27286 Get It

ObjectivesThe four‐repeat (4R) tauopathies are a group of neurodegenerative diseases, including progressive supranuclear palsy (PSP), corticobasal degeneration (CBD), and globular glial tauopathy (GGT). This study aimed to characterize spatiotemporal atrophy progression using structural magnetic resonance imaging (MRI) and to examine its relationship with clinical course and neuropathology in a cohort of autopsy‐confirmed 4R tauopathies.MethodsThe study included 85 autopsied patients (54 with PSP, 28 with CBD, and 3 with GGT) who underwent multiple 3T MRI scans, as well as neuropsychological, neurological, and speech/language examinations, and standardized postmortem neuropathological evaluations. An unsupervised machine‐learning algorithm, Subtype and Stage Inference (SuStaIn), was applied to the cross‐sectional brain volumes to estimate spatiotemporal atrophy patterns and data‐driven subtypes and stages in each patient. The relationships among estimated subtypes, pathological diagnoses, and longitudinal changes in clinical testing were examined.ResultsThe SuStaIn algorithm identified 2 distinct subtypes: (1) the subcortical subtype, in which atrophy progresses from the midbrain to the cortex, and (2) the cortical subtype, in which atrophy progresses from the frontal cortex to the subcortical regions. The subcortical subtype was more associated with typical PSP, whereas the cortical subtype was more associated with atypical PSP with a cortical distribution of pathology and CBD (p < 0.001). The cortical subtype had a faster rate of change on the PSP Rating Scale than the subcortical subtype (p < 0.05).InterpretationSuStaIn analysis revealed 2 MRI‐driven subtypes with distinct spatiotemporal atrophy patterns, clinical courses, and neuropathology. Our findings contribute to a comprehensive and improved understanding of disease progression and its relationship to tau pathology in 4R tauopathies. ANN NEUROL 2025;98:492–507
Evaluation of disproportionately enlarged subarachnoid-space hydrocephalus in progressive supranuclear palsy
Fu, Mu‐Hui , Gunter, Jeffrey L. , Satoh, Ryota , Gatto, Rodolfo G. , Ali, Farwa , Clark, Heather M, Stierwalt, Julie A. G., Stephens, Yehkyoung C. , Pham, Nha Trang Thu, Jack, Clifford R. , Lowe, Val J. , Josephs, Keith A. , Whitwell, Jennifer L. , Stierwalt, Julie A, Youssef, Hossam , Jack, Clifford R , Josephs, Keith A , Whitwell, Jennifer , Whitwell, Jennifer L , Satoh, Ryota , Clark, Heather M. , Machulda, Mary M.

Brain Communications | June 2, 2025 | Volume: 7 | Issue: 3 | Pages: No page available

10.1093/braincomms/fcaf206 Get It

Abstract Normal pressure hydrocephalus is typically defined by the triad of gait disturbance, cognitive impairment, and urinary incontinence, and is characterized on MRI by disproportionately enlarged subarachnoid-space. Gait disturbance is also a commonly reported symptom in Parkinsonian disorders, especially progressive supranuclear palsy, although the frequency, clinical significance and mechanisms of hydrocephalus in these disorders are unclear. We aimed to assess the prevalence of hydrocephalic MRI parameters in a large cohort of Parkinsonian disorders and evaluate associations with clinical features and abnormalities on MRI and PET. Two hundred and thirty-eight participants with a Parkinsonian disorder, including 181 progressive supranuclear palsy, 36 corticobasal syndrome and 21 Parkinson’s disease, were enrolled from Mayo Clinic by the Neurodegenerative Research Group between September 2009 to October 2023. Automated detection of disproportionately enlarged subarachnoid-space hydrocephalus (D) was applied and using Evans’ index (E) cut-off point &gt;0.3, participants were classified based on both measures as imaging-suggestive of hydrocephalus (D+E+), enlarged subarachnoid-space only (D+E−), large Evans’ index only (D−E+) and no imaging evidence of hydrocephalus (D−E−). Demographic, clinical and imaging features, including magnetic resonance parkinsonism index, cortical and subcortical volumes, white matter hyperintensities, diffusion tractography metrics, and metabolism on PET, were compared across groups. Among the 238 participants, 24 had borderline subarachnoid space scores and were excluded. The remaining 214 participants were classified as: D+E+ (n = 20, 9%); D+E− (n = 8, 4%); D−E+ (n = 71, 33%) and D−E− (n = 115, 54%). Among the progressive supranuclear palsy participants, 11% were D+E+, 4% D+E−, 34% D−E+ and 51% D−E−. Most cases (n = 18) in the imaging-suggestive of hydrocephalus D+E+ group had progressive supranuclear palsy. The D+E+ participants were older, had more disorientation, more downgaze palsy, greater midbrain and cortical atrophy, lower striatal metabolism, greater degeneration of long-range white matter tracts, larger cistern areas and more periventricular and deep white matter hyperintensities compared to the D−E− participants without imaging evidence of hydrocephalus. The D+E− participants had the highest metabolism in the paracentral lobule and superior parietal gyrus. The D−E+ participants showed worse disease severity and greater midbrain and cortical atrophy compared to the D−E− participants. These findings demonstrate that disproportionately enlarged subarachnoid-space hydrocephalus occurs in ∼15% of progressive supranuclear palsy participants, and is associated with worse clinical and imaging outcomes, as well as white matter hyperintensities. We hypothesize that disproportionately enlarged subarachnoid-space may be a mechanistic byproduct of degeneration and subsequent cerebrospinal fluid flow re-distribution in progressive supranuclear palsy.
Machine Learning Models of Voxel‐Level [18F] Fluorodeoxyglucose Positron Emission Tomography Data Excel at Predicting Progressive Supranuclear Palsy Pathology
Braun, Addison S., Satoh, Ryota , Pham, Nha Trang Thu, Singh, Neha Atulkumar , Ali, Farwa , Dickson, Dennis W. , Lowe, Val J. , Whitwell, Jennifer L. , Josephs, Keith A. , Singh, Neha Atulkumar , Dickson, Dennis W , Satoh, Ryota

Annals of Neurology | May 30, 2025 | Volume: 98 | Issue: 2 | Pages: 410-420

10.1002/ana.27265 Get It

ObjectiveTo determine whether a machine learning model of voxel level [18f]fluorodeoxyglucose positron emission tomography (PET) data could predict progressive supranuclear palsy (PSP) pathology, as well as outperform currently available biomarkers.MethodsOne hundred and thirty‐seven autopsied patients with PSP (n = 42) and other neurodegenerative diseases (n = 95) who underwent antemortem [18f]fluorodeoxyglucose PET and 3.0 Tesla magnetic resonance imaging (MRI) scans were analyzed. A linear support vector machine was applied to differentiate pathological groups with sensitivity analyses performed to assess the influence of voxel size and region removal. A radial basis function was also prepared to create a secondary model using the most important voxels. The models were optimized on the main dataset (n = 104), and their performance was compared with the magnetic resonance parkinsonism index measured on MRI in the independent test dataset (n = 33).ResultsThe model had the highest accuracy (0.91) and F‐score (0.86) when voxel size was 6mm. In this optimized model, important voxels for differentiating the groups were observed in the thalamus, midbrain, and cerebellar dentate. The secondary models found the combination of thalamus and dentate to have the highest accuracy (0.89) and F‐score (0.81). The optimized secondary model showed the highest accuracy (0.91) and F‐scores (0.86) in the test dataset and outperformed the magnetic resonance parkinsonism index (0.81 and 0.70, respectively).InterpretationThe results suggest that glucose hypometabolism in the thalamus and cerebellar dentate have the highest potential for predicting PSP pathology. Our optimized machine learning model outperformed the best currently available biomarker to predict PSP pathology. ANN NEUROL 2025;98:410–420
Disproportionately Enlarged Subarachnoid-space Hydrocephalus and Progressive Supranuclear Palsy (P1-5.023)
Fu, Mu‐Hui , Gunter, Jeffery, Ali, Farwa , Stierwalt, Julie A. G., Stephens, Yehkyoung C. , Pham, Nha Trang Thu, Lowe, Val J. , Josephs, Keith A. , Whitwell, Jennifer L. , Satoh, Ryota , Gatto, Rodolfo G. , Clark, Heather M. , Machulda, Mary M. , Youssef, Hossam , Jack, Clifford R.

Neurology | April 7, 2025 | Volume: 104 | Issue: 7_Supplement_1 | Pages: No page available

10.1212/wnl.0000000000208743 Get It

Utilizing quantitative susceptibility mapping to differentiate primary lateral sclerosis from progressive supranuclear palsy: A case report
Sekiya, Hiroaki , Satoh, Ryota , Ali, Farwa , Whitwell, Jennifer L., Josephs, Keith A. , Josephs, Keith A , Sekiya, Hiroaki , Satoh, Ryota , Dickson, Dennis W. , Whitwell, Jennifer

Neuropathology | November 19, 2024 | Volume: 45 | Issue: 3 | Pages: 223-227

10.1111/neup.13015 Get It

We report a patient who presented clinically with progressive supranuclear palsy (PSP) but was pathologically diagnosed as having primary lateral sclerosis (PLS) with magnetic resonance imaging (MRI) with a quantitative susceptibility mapping (QSM) protocol. A 70‐year‐old man was clinically diagnosed with PSP due to early falls and unresponsiveness to levodopa therapy. Postmortem pathological examination revealed mild loss of Betz cells, gliosis, and transactive response DNA binding protein of 43 kDa (TDP‐43)‐positive inclusions in the motor cortex, leading to the pathological diagnosis of PLS. To explore methods for differentiating PLS from PSP, ante‐mortem QSM images were visually and quantitatively assessed for abnormal increases in magnetic susceptibility in the motor cortex. Prussian blue and Luxol fast blue combined with periodic acid‐Schiff staining were also performed to understand the source of the susceptibility increases. QSM showed clear hyperintense signals in the motor cortex. Magnetic susceptibility in the motor cortex was higher in the PLS patient (Z = 4.7, p < 0.001) compared to normal controls and pathologically diagnosed PSP patients. Pathological examination of the region showed intracortical myelin loss, as well as iron deposition. Underlying pathological processes for the increased magnetic susceptibility include not only iron deposition but also intracortical myelin. Our case suggests that QSM is a potential tool to differentiate PLS from PSP, providing insights for accurate diagnosis and enhancing clinical decision‐making.
Investigating the feasibility of 18F‐flortaucipir PET imaging in the antemortem diagnosis of primary age‐related tauopathy (PART): An observational imaging‐pathological study
Lavrova, Anna , Satoh, Ryota , Pham, Nha Trang Thu, Nguyen, Aivi T. , Jack, Clifford R. , Petersen, Ronald C. , Ross, Reichard R., Lowe, Val J. , Whitwell, Jennifer L. , Josephs, Keith A. , Lavrova, Anna , Jack, Clifford R , Nguyen, Aivi T , Satoh, Ryota , Ross, Reichard R., Dickson, Dennis W.

Alzheimer's & Dementia | October 17, 2024 | Volume: 20 | Issue: 12 | Pages: 8605-8614

10.1002/alz.14301 Get It

AbstractINTRODUCTIONPrimary age‐related tauopathy (PART) is characterized by neurofibrillary tangles and minimal β‐amyloid deposition, diagnosed postmortem. This study investigates 18F‐flortaucipir (FTP) PET imaging for antemortem PART diagnosis.METHODSWe analyzed FTP PET scans from 50 autopsy‐confirmed PART and 13 control subjects. Temporal lobe uptake was assessed both qualitatively and quantitatively. Demographic and clinicopathological characteristics and voxel‐level uptake using SPM12 were compared between FTP‐positive and FTP‐negative cases. Intra‐reader reproducibility was evaluated with Krippendorff's alpha.RESULTSMinimal/mild and moderate FTP uptake was seen in 32% of PART cases and 62% of controls, primarily in the left inferior temporal lobe. No demographic or clinicopathological differences were found between FTP‐positive and FTP‐negative cases. High intra‐reader reproducibility (α = 0.83) was noted.DISCUSSIONFTP PET imaging did not show a specific uptake pattern for PART diagnosis, indicating that in vivo PART identification using FTP PET is challenging. Similar uptake in controls suggests non‐specific uptake in PART.Highlights 18F‐flortaucipir (FTP) PET scans were analyzed for diagnosing PART antemortem. 32% of PART cases had minimal/mild FTP uptake in the left inferior temporal lobe. Similar to PART FTP uptake was found in 62% of control subjects. No specific uptake pattern was found, challenging in vivo PART diagnosis.
Clinical and neuroimaging characteristics of primary lateral sclerosis with overlapping features of progressive supranuclear palsy
Badihian, Negin , Gatto, Rodolfo G. , Satoh, Ryota , Ali, Farwa , Clark, Heather M. , Pham, Nha Trang Thu, Whitwell, Jennifer L., Josephs, Keith A. , Clark, Heather M , Whitwell, Jennifer L , Satoh, Ryota , Whitwell, Jennifer

European Journal of Neurology | April 30, 2024 | Volume: 31 | Issue: 8 | Pages: No page available

10.1111/ene.16320 Get It

AbstractBackground and purposePrimary lateral sclerosis (PLS) is a neurodegenerative disorder that primarily affects the central motor system. In rare cases, clinical features of PLS may overlap with those of progressive supranuclear palsy (PSP). We investigate neuroimaging features that can help distinguish PLS with overlapping features of PSP (PLS‐PSP) from PSP.MethodsSix patients with PLS‐PSP were enrolled between 2019 and 2023. We compared their clinical and neuroimaging characteristics with 18 PSP–Richardson syndrome (PSP‐RS) patients and 20 healthy controls. Magnetic resonance imaging, 18F‐flortaucipir positron emission tomography (PET), quantitative susceptibility mapping, and diffusion tensor imaging tractography (DTI) were performed to evaluate eight brain regions of interest. Area under the receiver operating characteristic curve (AUROC) was calculated.ResultsFive of the six PLS‐PSP patients (83.3%) were male. Median age at symptom onset was 61.5 (52.5–63) years, and all had mixed features of PLS and PSP. Volumes of the pallidum, caudate, midbrain, and cerebellar dentate were smaller in PSP‐RS than PLS‐PSP, providing good discrimination (AUROC = 0.75 for all). The susceptibilities in pallidum, midbrain, and cerebellar dentate were greater in PSP‐RS compared to PLS‐PSP, providing excellent discrimination (AUROC ≥ 0.90 for all). On DTI, fractional anisotropy (FA) in the posterior limb of the internal capsule from the corticospinal tract was lower in PLS‐PSP compared to PSP‐RS (AUROC = 0.86), but FA in the superior cerebellar peduncle was lower in PSP‐RS (AUROC = 0.95). Pallidum flortaucipir PET uptake was greater in PSP‐RS compared to PLS‐PSP (AUROC = 0.74).ConclusionsRegional brain volume, tractography, and magnetic susceptibility, but not tau‐PET, are useful in distinguishing PLS‐PSP from PSP.
Magnetic Susceptibility in Progressive Supranuclear Palsy Variants, Parkinson's Disease, and Corticobasal Syndrome
Satoh, Ryota , Weigand, Stephen D. , Pham, Nha Trang Thu, Ali, Farwa , Arani, Arvin , Jack, Clifford R. , Whitwell, Jennifer L. , Josephs, Keith A. , Josephs, Keith A , Jack, Clifford R , Arani, Arvin , Satoh, Ryota , Senjem, Matthew L.

Movement Disorders | September 29, 2023 | Volume: 38 | Issue: 12 | Pages: 2282-2290

10.1002/mds.29613 Get It

AbstractBackgroundPrevious studies have shown that magnetic susceptibility is increased in several subcortical regions in progressive supranuclear palsy (PSP). However, it is still unclear how subcortical and cortical susceptibilities vary across different PSP variants, Parkinson's disease (PD), and corticobasal syndrome (CBS).ObjectiveThis study aims to clarify the susceptibility profiles in the subcortical and cortical regions in different PSP variants, PD, and CBS.MethodsSixty‐four patients, 20 PSP‐Richardson syndrome (PSP‐RS), 9 PSP‐parkinsonism (PSP‐P), 7 PSP‐progressive gait freezing, 4 PSP‐postural instability, 11 PD, and 13 CBS, and 20 cognitively normal control subjects underwent a 3‐Tesla magnetic resonance imaging scan to reconstruct quantitative susceptibility maps. Region‐of‐interest analysis was performed to obtain susceptibility in several subcortical and cortical regions. Bayesian linear mixed effect models were used to estimate susceptibility within group and differences between groups.ResultsIn the subcortical regions, patients with PSP‐RS and PSP‐P showed greater susceptibility than control subjects in the pallidum, substantia nigra, red nucleus, and cerebellar dentate (P < 0.05). Patients with PSP‐RS also showed greater susceptibility than patients with PSP‐progressive gait freezing, PD, and CBS in the red nucleus and cerebellar dentate, and patients with PSP‐P showed greater susceptibility than PD in the red nucleus. Patients with PSP‐postural instability and CBS showed greater susceptibility than control subjects in the pallidum and substantia nigra. No significant differences were observed in any cortical region.ConclusionsThe PSP variants and CBS had different patterns of magnetic susceptibility in the subcortical regions. The findings will contribute to our understanding about iron profiles and pathophysiology of PSP and may provide a potential biomarker to differentiate PSP variants, PD, and CBS. © 2023 International Parkinson and Movement Disorder Society.