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Brinia ME, Kapsali I, Giagkou N, Constantinides VC. Planimetric and Volumetric Brainstem MRI Markers in Progressive Supranuclear Palsy, Multiple System Atrophy, and Corticobasal Syndrome. A Systematic Review and Meta-Analysis. Neurol Int 2023; 16:1-19. [PMID: 38392951 PMCID: PMC10892270 DOI: 10.3390/neurolint16010001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 12/13/2023] [Accepted: 12/13/2023] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND Various MRI markers-including midbrain and pons areas (Marea, Parea) and volumes (Mvol, Pvol), ratios (M/Parea, M/Pvol), and composite markers (magnetic resonance imaging Parkinsonism Indices 1,2; MRPI 1,2)-have been proposed as imaging markers of Richardson's syndrome (RS) and multiple system atrophy-Parkinsonism (MSA-P). A systematic review/meta-analysis of relevant studies aiming to compare the diagnostic accuracy of these imaging markers is lacking. METHODS Pubmed and Scopus were searched for studies with >10 patients (RS, MSA-P or CBS) and >10 controls with data on Marea, Parea, Mvol, Pvol, M/Parea, M/Pvol, MRPI 1, and MRPI 2. Cohen's d, as a measure of effect size, was calculated for all markers in RS, MSA-P, and CBS. RESULTS Twenty-five studies on RS, five studies on MSA-P, and four studies on CBS were included. Midbrain area provided the greatest effect size for differentiating RS from controls (Cohen's d = -3.10; p < 0.001), followed by M/Parea and MRPI 1. MSA-P had decreased midbrain and pontine areas. Included studies exhibited high heterogeneity, whereas publication bias was low. CONCLUSIONS Midbrain area is the optimal MRI marker for RS, and pons area is optimal for MSA-P. M/Parea and MRPIs produce smaller effect sizes for differentiating RS from controls.
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Affiliation(s)
| | | | | | - Vasilios C. Constantinides
- First Department of Neurology, School of Medicine, National and Kapodistrian University of Athens, Eginition Hospital, 11528 Athens, Greece; (M.-E.B.); (I.K.)
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2
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De Feo MS, Frantellizzi V, Locuratolo N, Di Rocco A, Farcomeni A, Pauletti C, Marongiu A, Lazri J, Nuvoli S, Fattapposta F, De Vincentis G, Spanu A. Role of Functional Neuroimaging with 123I-MIBG and 123I-FP-CIT in De Novo Parkinson's Disease: A Multicenter Study. Life (Basel) 2023; 13:1786. [PMID: 37629643 PMCID: PMC10455638 DOI: 10.3390/life13081786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 08/10/2023] [Accepted: 08/19/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Parkinson's disease is a progressive neurodegenerative disorder, with incidence and prevalence rates of 8-18 per 100,000 people per year and 0.3-1%, respectively. As parkinsonian symptoms do not appear until approximately 50-60% of the nigral DA-releasing neurons have been lost, the impact of routine structural imaging findings is minimal at early stages, making Parkinson's disease an ideal condition for the application of functional imaging techniques. The aim of this multicenter study is to assess whether 123I-FP-CIT (DAT-SPECT), 123I-MIBG (mIBG-scintigraphy) or an association of both exams presents the highest diagnostic accuracy in de novo PD patients. METHODS 288 consecutive patients with suspected diagnoses of Parkinson's disease or non- Parkinson's disease syndromes were analyzed in the present Italian multicenter retrospective study. All subjects were de novo, drug-naive patients and met the inclusion criteria of having undergone both DAT-SPECT and mIBG-scintigraphy within one month of each other. RESULTS The univariate analysis including age and both mIBG-SPECT and DAT-SPECT parameters showed that the only significant values for predicting Parkinson's disease in our population were eH/M, lH/M, ESS and LSS obtained from mIBG-scintigraphy (p < 0.001). CONCLUSIONS mIBG-scintigraphy shows higher diagnostic accuracy in de novo Parkinson's disease patients than DAT-SPECT, so given the superiority of the MIBG study, the combined use of both exams does not appear to be mandatory in the early phase of Parkinson's disease.
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Affiliation(s)
- Maria Silvia De Feo
- Department of Radiological Sciences, Oncology and Anatomo-Pathology, Sapienza, University of Rome, 00161 Rome, Italy (J.L.)
| | - Viviana Frantellizzi
- Department of Radiological Sciences, Oncology and Anatomo-Pathology, Sapienza, University of Rome, 00161 Rome, Italy (J.L.)
| | - Nicoletta Locuratolo
- Department of Human Neurosciences, Sapienza, University of Rome, 00161 Rome, Italy
- National Centre for Disease Prevention and Health Promotion, National Institute of Health, 00161 Rome, Italy
| | - Arianna Di Rocco
- Department of Radiological Sciences, Oncology and Anatomo-Pathology, Sapienza, University of Rome, 00161 Rome, Italy (J.L.)
| | - Alessio Farcomeni
- Department of Economics & Finance, University of Rome “Tor Vergata”, 00133 Rome, Italy
| | - Caterina Pauletti
- Department of Human Neurosciences, Sapienza, University of Rome, 00161 Rome, Italy
| | - Andrea Marongiu
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy
| | - Julia Lazri
- Department of Radiological Sciences, Oncology and Anatomo-Pathology, Sapienza, University of Rome, 00161 Rome, Italy (J.L.)
| | - Susanna Nuvoli
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy
| | | | - Giuseppe De Vincentis
- Department of Radiological Sciences, Oncology and Anatomo-Pathology, Sapienza, University of Rome, 00161 Rome, Italy (J.L.)
| | - Angela Spanu
- Department of Medical, Surgical and Experimental Sciences, University of Sassari, 07100 Sassari, Italy
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Kutyłowski M, Alster P, Madetko-Alster N, Migda AM, Królicki L, Migda B. The Role of the Evans Index and the Maximal Width of the Frontal Horns of the Lateral Ventricles in the Diagnostic Imaging of Progressive Supranuclear Palsy and Multiple-System Atrophy. Diagnostics (Basel) 2023; 13:2711. [PMID: 37627970 PMCID: PMC10453144 DOI: 10.3390/diagnostics13162711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 08/12/2023] [Accepted: 08/16/2023] [Indexed: 08/27/2023] Open
Abstract
Progressive Supranuclear Palsy and Multiple-System Atrophy are entities within the spectrum of atypical parkinsonism. The role of imaging methods in the diagnosis and differentiation between PSP and MSA is limited and Magnetic Resonance Imaging (MRI) is currently used as a reference modality. In this study, the authors examined a group of patients with atypical parkinsonism using a 1.5 T MRI system and aimed to find simple and repeatable measurements that may be useful to distinguish between these diseases. The results of the study indicate that the maximal width of the frontal horns of the lateral ventricles and Evans' Index may, to some extent, be useful as basic and simple measurements in the diagnostic imaging of patients with atypical parkinsonism.
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Affiliation(s)
- Michał Kutyłowski
- Department of Radiology, Mazovian Brodnowski Hospital, 03-242 Warsaw, Poland
| | - Piotr Alster
- Department of Neurology, Medical University of Warsaw, 03-242 Warsaw, Poland; (P.A.); (N.M.-A.)
| | - Natalia Madetko-Alster
- Department of Neurology, Medical University of Warsaw, 03-242 Warsaw, Poland; (P.A.); (N.M.-A.)
| | - Anna Marta Migda
- Department of Internal Medicine and Endocrinology, Medical University of Warsaw, 03-242 Warsaw, Poland;
| | - Leszek Królicki
- Department of Nuclear Medicine, Mazovian Brodnowski Hospital, 03-242 Warsaw, Poland;
- Department of Nuclear Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
| | - Bartosz Migda
- Diagnostic Ultrasound Lab., Department of Pediatric Radiology, Medical Faculty, Medical University of Warsaw, 03-242 Warsaw, Poland;
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Diaconu Ş, Irincu L, Ungureanu L, Țînț D, Falup-Pecurariu C. Nocturia and Sleep in Parkinson's Disease. J Pers Med 2023; 13:1053. [PMID: 37511666 PMCID: PMC10381144 DOI: 10.3390/jpm13071053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 06/26/2023] [Accepted: 06/26/2023] [Indexed: 07/30/2023] Open
Abstract
BACKGROUND Nocturia has a high prevalence in Parkinson's Disease (PD) and is known to be a bothersome symptom for people with Parkinson's disease (PwPD). OBJECTIVE to characterize nocturia in a sample of PwPD, in relation to sleep, fatigue and other non-motor symptoms (NMS). METHODS we assessed 130 PwPD using a comprehensive battery of scales, which includes the Non-Motor Symptoms Questionnaire (NMSQ), International Parkinson and Movement Disorder Society Non-Motor Rating Scale (MDS-NMS), Parkinson's Disease Sleep Scale version 2 (PDSS-2), Parkinson's Disease Questionnaire (PDQ-39), The Overactive Bladder Questionnaire-Short form (OABq-SF), and the Parkinson's Fatigue Scale (PFS-16). RESULTS according to the positive answers to the item of the NMSQ related to nocturia, patients were divided into PwPD + nocturia, and PwPD - nocturia. Nocturia was reported by 112 patients (86.15%). Quality of life in PwPD + nocturia was worse than in PwPD - nocturia, according to the PDQ-39 scores (13.32 ± 9.00 vs. 26.29 ± 14.55, p < 0.001). Sleep was significantly disturbed in PwPD + nocturia compared to PwPD - nocturia, according to the total scores of various scales, such as PDSS-2, PFS-16. PwPD who complained of nocturia presented higher scores of several NMS. CONCLUSIONS nocturia has a high prevalence in PwPD and it is associated with impaired sleep, fatigue, and reduced quality of life.
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Affiliation(s)
- Ştefania Diaconu
- Department of Neurology, County Clinic Hospital, 500365 Braşov, Romania
- Faculty of Medicine, Transilvania University, 500036 Braşov, Romania
| | - Laura Irincu
- Department of Neurology, County Clinic Hospital, 500365 Braşov, Romania
- Faculty of Medicine, Transilvania University, 500036 Braşov, Romania
| | - Larisa Ungureanu
- Department of Neurology, County Clinic Hospital, 500365 Braşov, Romania
- Faculty of Medicine, Transilvania University, 500036 Braşov, Romania
| | - Diana Țînț
- Faculty of Medicine, Transilvania University, 500036 Braşov, Romania
- Clinicco, 500059 Braşov, Romania
| | - Cristian Falup-Pecurariu
- Department of Neurology, County Clinic Hospital, 500365 Braşov, Romania
- Faculty of Medicine, Transilvania University, 500036 Braşov, Romania
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5
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Madetko-Alster N, Alster P, Migda B, Nieciecki M, Koziorowski D, Królicki L. The Use of Cerebellar Hypoperfusion Assessment in the Differential Diagnosis of Multiple System Atrophy with Parkinsonism and Progressive Supranuclear Palsy-Parkinsonism Predominant. Diagnostics (Basel) 2022; 12:diagnostics12123022. [PMID: 36553028 PMCID: PMC9776891 DOI: 10.3390/diagnostics12123022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 11/21/2022] [Accepted: 11/29/2022] [Indexed: 12/05/2022] Open
Abstract
The differential diagnosis of MSA-P and PSP-P remains a difficult issue in clinical practice due to their overlapping clinical manifestation and the lack of tools enabling a definite diagnosis ante-mortem. This paper describes the usefulness of SPECT HMPAO in MSA-P and PSP-P differentiation through the analysis of cerebellar perfusion of small ROIs. Thirty-one patients were included in the study—20 with MSA-P and 11 with PSP-P; the analysis performed indicated that the most significant difference in perfusion was observed in the anterior quadrangular lobule (H IV and V) on the left side (p < 0.0026). High differences in the median perfusion between the groups were also observed in a few other regions, with p < 0.05, but higher than premised p = 0.0026 (the Bonferroni correction was used in the statistical analysis). The assessment of the perfusion may be interpreted as a promising method of additional examination of atypical parkinsonisms with overlapping clinical manifestation, as in the case of PSP-P and MSA-P. The results obtained suggest that the interpretation of the differences in perfusion of the cerebellum should be made by evaluating the subregions of the cerebellum rather than the hemispheres. Further research is required.
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Affiliation(s)
- Natalia Madetko-Alster
- Department of Neurology, Medical University of Warsaw, Kondratowicza 8, 03-242 Warsaw, Poland
- Correspondence:
| | - Piotr Alster
- Department of Neurology, Medical University of Warsaw, Kondratowicza 8, 03-242 Warsaw, Poland
| | - Bartosz Migda
- Diagnostic Ultrasound Lab, Department of Pediatric Radiology, Medical University of Warsaw, ul. Kondratowicza 8, 03-242 Warsaw, Poland
| | - Michał Nieciecki
- Department of Radiology, National Institute of Geriatrics, Rheumatology and Rehabilitation, st. Spartańska 1, 02-637 Warsaw, Poland
| | - Dariusz Koziorowski
- Department of Neurology, Medical University of Warsaw, Kondratowicza 8, 03-242 Warsaw, Poland
| | - Leszek Królicki
- Department of Nuclear Medicine, Medical University of Warsaw, ul. Banacha 1a, 02-097 Warsaw, Poland
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Alster P, Madetko-Alster N, Migda B, Nieciecki M, Koziorowski D, Królicki L. The Assessment of Subregions in the Frontal Lobe May Be Feasible in the Differential Diagnosis of Progressive Supranuclear Palsy-Parkinsonism Predominant (PSP-P) and Multiple System Atrophy (MSA). Diagnostics (Basel) 2022; 12:diagnostics12102421. [PMID: 36292111 PMCID: PMC9600948 DOI: 10.3390/diagnostics12102421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Revised: 09/29/2022] [Accepted: 10/04/2022] [Indexed: 11/16/2022] Open
Abstract
Progressive Supranuclear Palsy—Parkinsonism Predominant (PSP-P) is associated with moderate responsiveness to levodopa treatment and a possible lack of typical PSP milestones. The clinical manifestation of PSP-P poses difficulties in neurological examination. In the early stages it is often misdiagnosed as Parkinson’s Disease, and in the more advanced stages PSP-P shows more symptoms in common with Multiple System Atrophy—Parkinsonian type (MSA-P). The small number of tools enabling differential diagnosis of PSP-P and MSA leads to the necessity of searching for parameters facilitating in vivo diagnosis. In this study, 14 patients with PSP-P and 21 patients with MSA-P were evaluated using Single Photon Emission Computed Tomography. Considering the fact that PSP is linked with frontal deficits, regions of the frontal lobe were assessed in the context of hypoperfusion and their possible usefulness in the differential diagnosis with MSA-P. The outcome of the work revealed that the right middle frontal gyrus was the region most significantly affected in PSP-P.
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Affiliation(s)
- Piotr Alster
- Department of Neurology, Medical University of Warsaw, 03-242 Warsaw, Poland
- Correspondence:
| | | | - Bartosz Migda
- Diagnostic Ultrasound Lab, Department of Pediatric Radiology, Medical Faculty, Medical University of Warsaw, 03-242 Warsaw, Poland
| | - Michał Nieciecki
- Department of Nuclear Medicine, Children’s Memorial Health Institute, 04-736 Warsaw, Poland
| | - Dariusz Koziorowski
- Department of Neurology, Medical University of Warsaw, 03-242 Warsaw, Poland
| | - Leszek Królicki
- Department of Nuclear Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
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7
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Barer Y, Chodick G, Cohen R, Grabarnik-John M, Ye X, Zamudio J, Gurevich T. Epidemiology of Progressive Supranuclear Palsy: Real World Data from the Second Largest Health Plan in Israel. Brain Sci 2022; 12:1126. [PMID: 36138862 PMCID: PMC9496895 DOI: 10.3390/brainsci12091126] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 08/18/2022] [Accepted: 08/19/2022] [Indexed: 11/24/2022] Open
Abstract
Progressive supranuclear palsy (PSP) is a rare and fatal neurodegenerative movement disorder and no disease modifying therapy (DMT) is currently available. This study aims to assess the epidemiology of PSP in Israel and to describe its clinical features. This retrospective analysis identified patients with PSP between 2000 and 2018 over the age of 40 years at first diagnosis (index date). We identified 209 patients with ≥1 diagnosis of PSP. Of those, 88 patients satisfied the inclusion criteria with a mean age at diagnosis of 72 years (SD = 8) and 53% were female. The 2018 prevalence and incidence rates were 5.3 and 1 per 100,000 persons, respectively. Median survival time was 4.9 years (95% CI 3.6-6.1) and median time from initial symptom to diagnosis was 4.2 years. The most common misdiagnoses were Parkinson's disease, cognitive disorder and depression. The present study demonstrates that the clinic-epidemiological features of PSP in Israel are similar to PSP worldwide. In light of PSP's rarity, investigation of PSP cohorts in different countries may create a proper platform for upcoming DMT trials.
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Affiliation(s)
- Yael Barer
- Maccabitech, Maccabi Institute for Research and Innovation, Tel Aviv-Yafo 6812509, Israel
| | - Gabriel Chodick
- Maccabitech, Maccabi Institute for Research and Innovation, Tel Aviv-Yafo 6812509, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv-Yafo 6997801, Israel
| | | | | | - Xiaolan Ye
- AbbVie Inc., North Chicago, IL 60064, USA
| | | | - Tanya Gurevich
- Sackler School of Medicine, Tel Aviv University, Tel Aviv-Yafo 6997801, Israel
- Tel Aviv Sourasky Medical Center, Tel Aviv-Yafo 6423906, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv-Yafo 6997801, Israel
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Magnetic Resonance Planimetry in the Differential Diagnosis between Parkinson’s Disease and Progressive Supranuclear Palsy. Brain Sci 2022; 12:brainsci12070949. [PMID: 35884755 PMCID: PMC9313181 DOI: 10.3390/brainsci12070949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Revised: 07/12/2022] [Accepted: 07/14/2022] [Indexed: 12/10/2022] Open
Abstract
The clinical differential diagnosis between Parkinson’s disease (PD) and progressive supranuclear palsy (PSP) is often challenging. The description of milder PSP phenotypes strongly resembling PD, such as PSP-Parkinsonism, further increased the diagnostic challenge and the need for reliable neuroimaging biomarkers to enhance the diagnostic certainty. This review aims to summarize the contribution of a relatively simple and widely available imaging technique such as MR planimetry in the differential diagnosis between PD and PSP, focusing on the recent advancements in this field. The development of accurate MR planimetric biomarkers, together with the implementation of automated algorithms, led to robust and objective measures for the differential diagnosis of PSP and PD at the individual level. Evidence from longitudinal studies also suggests a role of MR planimetry in predicting the development of the PSP clinical signs, allowing to identify PSP patients before they meet diagnostic criteria when their clinical phenotype can be indistinguishable from PD. Finally, promising evidence exists on the possible association between MR planimetric measures and the underlying pathology, with important implications for trials with new disease-modifying target therapies.
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9
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Pillas D, Klein A, Gasalla T, Avbersek A, Thompson A, Wright J, Mellor J, Scowcroft A. The Burden of Progressive Supranuclear Palsy on Patients, Caregivers, and Healthcare Systems by PSP Phenotype: A Cross-Sectional Study. Front Neurol 2022; 13:821570. [PMID: 35865639 PMCID: PMC9295700 DOI: 10.3389/fneur.2022.821570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 06/09/2022] [Indexed: 12/03/2022] Open
Abstract
Progressive supranuclear palsy (PSP) is a rare, relentlessly progressive, ultimately fatal neurodegenerative brain disease. The objective of this study was to assess the burden of PSP on patients, caregivers, and healthcare systems by PSP phenotype. Data were drawn from the Adelphi PSP Disease Specific Programme™, a cross-sectional study of neurologists and people living with PSP in the United States of America, France, Germany, Italy, Spain, and the United Kingdom. All people living with PSP with a reported phenotype were included. PSP phenotype was reported for 242 patients (mean age: 70.2 years, 58% male): PSP-Richardson's syndrome, n = 96; PSP-predominant Parkinsonism, n = 88; PSP-predominant corticobasal syndrome, n = 28; PSP-predominant speech/language disorder, n = 12; PSP-progressive gait freezing, n = 9; PSP-predominant frontal presentation, n = 9. Most patients reported impaired cognitive, motor, behavioral and ocular functionality; 67–100% of patients (across phenotypes) had moderate-to-severe disease at the time of data collection. Post-diagnosis, the majority were provided with a visual and/or mobility aid (55–100%, across phenotypes), and/or required home modification to facilitate their needs (55–78%, across phenotypes). Patients required multiple types of healthcare professionals for disease management (mean 3.6–4.4, across phenotypes), and the majority reported receiving care from at least one caregiver (mean 1.3–1.8, across phenotypes). There is a high burden on patients, caregivers, and healthcare systems across all PSP phenotypes. Although phenotypes manifest different symptoms and are associated with different diagnostic pathways, once diagnosed with PSP, patients typically receive similar care.
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Affiliation(s)
| | | | | | | | | | - Jack Wright
- Rare Disease Franchise, Adelphi Real World, Bollington, United Kingdom
| | - Jennifer Mellor
- Rare Disease Franchise, Adelphi Real World, Bollington, United Kingdom
| | - Anna Scowcroft
- UCB Pharma, Brussels, Belgium
- *Correspondence: Anna Scowcroft
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Kim YS, Lee JH, Gahm JK. Automated Differentiation of Atypical Parkinsonian Syndromes Using Brain Iron Patterns in Susceptibility Weighted Imaging. Diagnostics (Basel) 2022; 12:diagnostics12030637. [PMID: 35328190 PMCID: PMC8946947 DOI: 10.3390/diagnostics12030637] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 02/23/2022] [Accepted: 03/02/2022] [Indexed: 12/10/2022] Open
Abstract
In recent studies, iron overload has been reported in atypical parkinsonian syndromes. The topographic patterns of iron distribution in deep brain nuclei vary by each subtype of parkinsonian syndrome, which is affected by underlying disease pathologies. In this study, we developed a novel framework that automatically analyzes the disease-specific patterns of iron accumulation using susceptibility weighted imaging (SWI). We constructed various machine learning models that can classify diseases using radiomic features extracted from SWI, representing distinctive iron distribution patterns for each disorder. Since radiomic features are sensitive to the region of interest, we used a combination of T1-weighted MRI and SWI to improve the segmentation of deep brain nuclei. Radiomics was applied to SWI from 34 patients with a parkinsonian variant of multiple system atrophy, 21 patients with cerebellar variant multiple system atrophy, 17 patients with progressive supranuclear palsy, and 56 patients with Parkinson’s disease. The machine learning classifiers that learn the radiomic features extracted from iron-reflected segmentation results produced an average area under receiver operating characteristic curve (AUC) of 0.8607 on the training data and 0.8489 on the testing data, which is superior to the conventional classifier with segmentation using only T1-weighted images. Our radiomic model based on the hybrid images is a promising tool for automatically differentiating atypical parkinsonian syndromes.
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Affiliation(s)
- Yun Soo Kim
- Department of Information Convergence Engineering, Pusan National University, Busan 46241, Korea;
| | - Jae-Hyeok Lee
- Department of Neurology, Pusan National University Yangsan Hospital, Pusan National University School of Medicine, Yangsan 50612, Korea;
| | - Jin Kyu Gahm
- School of Computer Science and Engineering, Pusan National University, Busan 46241, Korea
- Correspondence: ; Tel.: +82-51-510-2292
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