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Ono N, Suzuyama K, Minagawa H, Uwatoko K, Yoshikawa M, Ide T, Mitsuoka M, Honda K, Hirai T, Otsuka T, Kai K, Honda H, Kitamoto T, Irie H, Yukitake M, Koike H. Involvement of the nigrostriatal system in Gerstman-Sträussler-Scheinker disease with the PRNP-P102L mutation. J Neurol Sci 2024; 464:123166. [PMID: 39128159 DOI: 10.1016/j.jns.2024.123166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 07/07/2024] [Accepted: 08/04/2024] [Indexed: 08/13/2024]
Abstract
INTRODUCTION Gerstmann-Sträussler-Scheinker disease (GSS) is an autosomal-dominant inherited prion disease most often associated with the human prion protein gene (PRNP)-P102L mutation. Although patients manifest considerable phenotypic heterogeneity, the involvement of the nigrostriatal system has not been well-studied. METHODS We performed dopamine transporter single-photon emission computed tomography (DAT-SPECT) using 123I-ioflupane to investigate the nigrostriatal system function in nine patients with the PRNP-P102L mutation. We also examined the pathological findings in another patient whose predominant feature was ataxia and who died 5 years after disease onset. RESULTS Striatum uptake of 123I-ioflupane indicated by specific binding ratio (SBR) values was significantly reduced in two patients. The DAT-SPECT examination was performed 6 months after disease onset in one of these patients who manifested rapidly developing cognitive decline mimicking Creutzfeldt-Jakob disease. DAT-SPECT was also performed 9 years after disease onset in another patient who manifested the conventional features of GSS involving ataxia and dementia in the initial phase but showed akinetic mutism at the examination time. Another patient examined 2 years after disease onset who predominantly manifested ataxia showed marginally abnormal SBR values. An autopsy case showed moderate neuronal loss in the substantia nigra, and the degree of neuronal loss was similar in most other parts of the brain. CONCLUSION Nigrostriatal system involvement may occur in patients with GSS associated with the PRNP-P102L mutation, even though parkinsonism is not the predominant feature.
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Affiliation(s)
- Natsuki Ono
- Department of Neurology, Imari Arita Kyoritsu Hospital, Arita, Japan; Division of Neurology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan; Department of Neurology, Kouhoukai Takagi Hospital, Okawa, Japan
| | - Kohei Suzuyama
- Division of Neurology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
| | - Hiromu Minagawa
- Department of Neurology, Kouhoukai Takagi Hospital, Okawa, Japan
| | - Kiku Uwatoko
- Department of Neurology, Kouhoukai Takagi Hospital, Okawa, Japan
| | - Masaaki Yoshikawa
- Division of Neurology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
| | - Toshihiro Ide
- Division of Neurology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan
| | - Miyuki Mitsuoka
- Department of Radiology, Saga University Hospital, Saga, Japan
| | - Kazuo Honda
- Department of Radiology, Kouhoukai Takagi Hospital, Okawa, Japan
| | - Tetsuyoshi Hirai
- Department of Radiology, Faculty of Medicine, Saga University, Saga, Japan
| | - Takateru Otsuka
- Department of Radiology, Kouhoukai Takagi Hospital, Okawa, Japan
| | - Keita Kai
- Department of Pathology, Saga University Hospital, Saga, Japan
| | - Hiroyuki Honda
- Neuropathology Center, NHO, Omuta Hospital, Omuta, Japan
| | - Tetsuyuki Kitamoto
- Department of Neurological Science, Tohoku University School of Medicine, Sendai, Japan
| | - Hiroyuki Irie
- Department of Radiology, Faculty of Medicine, Saga University, Saga, Japan
| | | | - Haruki Koike
- Division of Neurology, Department of Internal Medicine, Faculty of Medicine, Saga University, Saga, Japan.
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Mizumura S, Tamamura N, Ebina J, Watanabe H, Hori M. Quantitative evaluation of striatal uptake ratios using an adaptive template registration method for 123I-ioflupane dopamine transporter SPECT. Ann Nucl Med 2024:10.1007/s12149-024-01968-8. [PMID: 39158826 DOI: 10.1007/s12149-024-01968-8] [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: 03/13/2024] [Accepted: 08/07/2024] [Indexed: 08/20/2024]
Abstract
INTRODUCTION 123I-FP-CIT (123I-Ioflupane) SPECT shows strong accumulation in the striatum, but morphological standardization is challenging due to low accumulation outside the striatum, particularly in subjects with marked striatal decline. In this study, morphological standardization without MRI was achieved using the adaptive template registration (ATR) method to create a subject-specific optimized template with weighted images of normal-type and egg-shape-type templates. The accuracy of a quantitative method for calculating the ratio with nonspecific accumulation in the occipital lobe was evaluated by placing voxels-of-interest (VOI) on standardized images, particularly targeting the striatum. METHODS The average images of eight subjects, demonstrating normal-type and egg-shape-type tracer accumulation in 123I-Ioflupane SPECT, were utilized as normal and disease templates, respectively. The study included 300 subjects that underwent both 123I-Ioflupane SPECT and MRI for the diagnosis of suspected Parkinson's disease or for exclusion diagnosis. Morphological standardization of SPECT images using structural MRI (MRI-based method) was considered the standard of truth (SOT). Three morphological standardizations without MRI were conducted. The first involved conventional morphological standardization using a normal template (fixed template method), the second employed the ATR method, with a weighted template, and the third used the split-ATR method, processing the left and right striatum separately to address asymmetrical accumulation. VOIs were set on the striatum, caudate, putamen as regions of specific accumulation, and on the occipital lobe as a reference region for nonspecific accumulation. RESULTS Results showed significant and robust linearity in the striatal accumulation ratios for all templates when compared with the occipital lobe accumulation ratio when using the MRI-based method. Comparing intra-class correlations for different linearities, the ATR method and split-ATR method demonstrated higher linearity in the striatum, caudate, and putamen. The split-ATR method showed similar improvements, although more linearity than some of the ATR methods; the effectiveness of the Split-ATR method may vary by image quality, and further validation of its effectiveness in diverse asymmetric accumulation cases seemed warranted. CONCLUSION The use of optimized templates, such as the ATR and split-ATR methods, improved reproducibility in fully automated processing and demonstrated superior linearity compared to that of MRI-based method, in the ratio to the occipital lobe. The ATR method, which enables morphological standardization when using SPECT images only, proved highly reproducible for clinical quantitative analysis of striatal accumulation, facilitating its clinical use.
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Affiliation(s)
- Sunao Mizumura
- Department of Radiology, Toho University Omori Medical Center, 1‑1‑5, Omori‑nishi, Ota‑ku, Tokyo, 143‑8541, Japan.
| | - Naoyuki Tamamura
- Nihon Medi-Physics Co., Ltd., 3‑4‑10, Shinsuna, Koto‑ku, Tokyo, 136‑0075, Japan
| | - Junya Ebina
- Department of Neurology, Toho University Omori Medical Center, 1-1-5 Omori‑nishi, Ota‑ku, Tokyo, Japan
| | - Hikaru Watanabe
- Department of Radiology, Toho University Omori Medical Center, 1‑1‑5, Omori‑nishi, Ota‑ku, Tokyo, 143‑8541, Japan
| | - Masaaki Hori
- Department of Radiology, Toho University Omori Medical Center, 1‑1‑5, Omori‑nishi, Ota‑ku, Tokyo, 143‑8541, Japan
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Ohba M, Kobayashi R, Iseki C, Kirii K, Morioka D, Otani K, Ohta Y, Sonoda Y, Suzuki K, Kanoto M. Effect of cerebrospinal fluid area mask correction on 123I-FP-CIT SPECT images in idiopathic normal pressure hydrocephalus. BMC Med Imaging 2023; 23:81. [PMID: 37312030 DOI: 10.1186/s12880-023-01038-x] [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: 04/29/2022] [Accepted: 05/30/2023] [Indexed: 06/15/2023] Open
Abstract
BACKGROUND Cerebrospinal fluid (CSF) area mask correction reduces the influence of low [123I]-N-fluoropropyl-2b-carbomethoxy-3b-(4-iodophenyl) nortropane (123I-FP-CIT) accumulation in the volume of interest (VOI) by CSF area dilatation on the specific binding ratio (SBR) calculated using the Southampton method. We assessed the effect of CSF area mask correction on the SBR for idiopathic normal pressure hydrocephalus (iNPH) characterized by CSF area dilatation. METHODS We enrolled 25 patients with iNPH who were assessed using 123I-FP-CIT single-photon emission computed tomography (SPECT) before shunt surgery or the tap test. The SBRs with and without CSF area mask correction were calculated, and changes in quantitative values were verified. Additionally, the number of voxels in the striatal and background (BG) VOI before and after CSF area mask correction were extracted. The number of voxels after correction was subtracted from that before correction, and the volume removed by the CSF area mask correction was calculated. The volumes removed from each VOI were compared to verify their effect on SBR. RESULTS The images of 20 and 5 patients with SBRs that were decreased and increased, respectively, by CSF area mask correction showed that the volumes removed from the BG region VOI were higher and lower, respectively than those in the striatal region. CONCLUSIONS The SBR before and after CSF area mask correction was associated with the ratio of the volume removed from the striatal and BG VOIs, and the SBR was high or low according to the ratio. The results suggest that CSF area mask correction is effective in patients with iNPH. TRIAL REGISTRATION This study was registered in the UMIN Clinical Trials Registry (UMIN-CTR) as UMIN study ID: UMIN000044826. 11/07/2021.
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Affiliation(s)
- Makoto Ohba
- Department of Radiology, Yamagata University Hospital, Yamagata, Japan.
| | - Ryota Kobayashi
- Department of Psychiatry, Yamagata University School of Medicine, Yamagata, Japan.
| | - Chifumi Iseki
- Division of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Kazukuni Kirii
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Daichi Morioka
- Department of Psychiatry, Yamagata University School of Medicine, Yamagata, Japan
| | - Koichi Otani
- Department of Psychiatry, Yamagata University School of Medicine, Yamagata, Japan
| | - Yasuyuki Ohta
- Division of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Yukihiko Sonoda
- Department of Neurosurgery, Yamagata University School of Medicine, Yamagata, Japan
| | - Koji Suzuki
- Department of Radiology, Yamagata University Hospital, Yamagata, Japan
| | - Masafumi Kanoto
- Division of Diagnostic Radiology, Department of Radiology, Yamagata University Faculty of Medicine, Yamagata, Japan
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Hattori M, Hiraga K, Satake Y, Tsuboi T, Tamakoshi D, Sato M, Yokoi K, Suzuki K, Arahata Y, Hori A, Kawashima M, Shimizu H, Matsuda H, Kato K, Washimi Y, Katsuno M. Clinico-imaging features of subjects at risk of Lewy body disease in NaT-PROBE baseline analysis. NPJ Parkinsons Dis 2023; 9:67. [PMID: 37100802 PMCID: PMC10133289 DOI: 10.1038/s41531-023-00507-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 04/04/2023] [Indexed: 04/28/2023] Open
Abstract
Individuals with prodromal symptoms of Lewy body disease (LBD), such as rapid eye movement sleep behavior disorder (RBD), often showed imaging defects similar to patients with Parkinson's disease and dementia with Lewy bodies. We examined dopamine transporter (DaT) single-photon-emission computed tomography (SPECT) and metaiodobenzylguanidine (MIBG) scintigraphy in 69 high-risk subjects with ≥2 prodromal symptoms (dysautonomia, hyposmia, and probable RBD) and 32 low-risk subjects without prodromal symptoms, whom were identified through a questionnaire survey of health checkup examinees. The high-risk subjects had significantly worse scores on Stroop test, line orientation test, and the Odor Stick Identification Test for Japanese than the low-risk subjects. The prevalence of abnormalities on DaT-SPECT was higher in the high-risk group than in the low-risk group (24.6% vs. 6.3%, p = 0.030). A decreased uptake on DaT-SPECT was associated with motor impairment, and MIBG scintigraphy defects were associated with hyposmia. The simultaneous evaluation of DaT-SPECT and MIBG scintigraphy may capture a wide range of individuals with prodromal LBD.
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Affiliation(s)
- Makoto Hattori
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Keita Hiraga
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yuki Satake
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Takashi Tsuboi
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Daigo Tamakoshi
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Maki Sato
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Katsunori Yokoi
- Department of Neurology and Center for Comprehensive Care and Research Center on Memory Disorders, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Keisuke Suzuki
- Innovation Center for Translational Research, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Yutaka Arahata
- Department of Neurology and Center for Comprehensive Care and Research Center on Memory Disorders, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | | | | | | | - Hiroshi Matsuda
- Department of Biofunctional Imaging, Fukushima Medical University, Fukushima, Japan
| | - Katsuhiko Kato
- Functional Medical Imaging, Biomedical Imaging Sciences, Division of Advanced Information Health Sciences, Department of Integrated Health Sciences, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Yukihiko Washimi
- Department of Neurology and Center for Comprehensive Care and Research Center on Memory Disorders, National Center for Geriatrics and Gerontology, Obu, Aichi, Japan
| | - Masahisa Katsuno
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan.
- Department of Clinical Research Education, Nagoya University Graduate School of Medicine, Nagoya, Japan.
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Alexandre-Santos L, Trevisan AC, Pitella FA, Tumas V, Silvah JH, Kato M, de Moraes ER, Wichert-Ana L. Assessment of different regions of interest-based methods for [99mTc]Tc DAT-SPECT quantification using an anthropomorphic striatal phantom. EJNMMI Phys 2022; 9:91. [PMID: 36577862 PMCID: PMC9797635 DOI: 10.1186/s40658-022-00519-2] [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: 06/21/2022] [Accepted: 12/06/2022] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND AND AIMS Molecular imaging of the dopamine transporters (DAT) provides valuable information about neurodegenerative diseases, such as Parkinson's. This study assessed the accuracy and precision of DAT-SPECT quantification methods. METHODS Twenty-three DAT-SPECT images of a striatal phantom were acquired. The specific (caudate and putamen) and the non-specific (background activity) chambers were filled with [99mTc]Tc. Different specific-to-non-specific activity ratios (10, 9, 8, 7, 6, 5, 4, 3 and 2 to 1) and the specific binding ratio (SBR) were calculated. Five methods using ROIs were assessed: (a) Manual ROIs on SPECT images; (b) TwoBox and (c) ThreeBox methods and Volume of Interest (VOI) using structural images; (d) MRI and (e) CT. Accuracy was evaluated by the concordance correlation coefficient (CCC) and precision by Pearson's coefficient and linear regression. RESULTS The SBR quantified in the specific and striatal chambers resulted in a CCC increase with a decrease in the nominal values. For lower SBR, MRI and CT showed higher CCCs when caudate ([Formula: see text] = 0.89 e [Formula: see text] = 0.84) and putamen ([Formula: see text] = 0.86 e [Formula: see text] = 0.82) were evaluated. For striatal assessments, the TwoBox method was the most accurate ([Formula: see text] = 0.95). High Pearson's coefficients were found in the correlations between all methods. CONCLUSIONS All five methods showed high precision even when applied to images with different activities. MRI and CT were the most accurate for assessing the caudate or putamen. To assess the striatal chamber and in the absence of structural information, the TwoBox method is advisable.
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Affiliation(s)
- Leonardo Alexandre-Santos
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil ,grid.11899.380000 0004 1937 0722Interunits Bioengineering Postgraduation Program, São Carlos School of Engineering, University of São Paulo (USP), São Carlos, Brazil
| | - Ana Carolina Trevisan
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil ,grid.11899.380000 0004 1937 0722Interunits Bioengineering Postgraduation Program, São Carlos School of Engineering, University of São Paulo (USP), São Carlos, Brazil
| | - Felipe Arriva Pitella
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil
| | - Vitor Tumas
- grid.11899.380000 0004 1937 0722Interunits Bioengineering Postgraduation Program, São Carlos School of Engineering, University of São Paulo (USP), Ribeirão Preto, Brazil
| | - Jose Henrique Silvah
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil
| | - Mery Kato
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil
| | - Eder Rezende de Moraes
- grid.11899.380000 0004 1937 0722Department of Physics, Faculty of Philosophy, Sciences and Literature of Ribeirão Preto (FFCLRP), University of São Paulo (USP), Ribeirão Preto, Brazil
| | - Lauro Wichert-Ana
- grid.11899.380000 0004 1937 0722Nuclear Medicine and PET/CT Section, Department of Medical Imaging, Hematology, and Clinical Oncology, University of São Paulo (USP), Ribeirão Preto, Brazil ,grid.11899.380000 0004 1937 0722Interunits Bioengineering Postgraduation Program, São Carlos School of Engineering, University of São Paulo (USP), São Carlos, Brazil ,grid.11899.380000 0004 1937 0722The Center for Interdisciplinary Research on Applied Neurosciences (NAPNA), Center of Nuclear Medicine, University of São Paulo (USP), São Paulo, Brazil
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Influence of brain atrophy using semiquantitative analysis in [ 123I]FP-CIT single-photon emission computed tomography by a Monte Carlo simulation study. Sci Rep 2022; 12:168. [PMID: 34997080 PMCID: PMC8742003 DOI: 10.1038/s41598-021-04078-x] [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: 06/21/2021] [Accepted: 12/13/2021] [Indexed: 11/15/2022] Open
Abstract
The specific binding ratio (SBR) is an objective indicator of N-ω-fluoropropyl-2β-carbomethoxy-3β-(4-[123I] iodophenyl) nortropane ([123I]FP-CIT) single-photon emission computed tomography (SPECT) that could be used for the diagnosis of Parkinson’s disease and Lewy body dementia. One of the issues of the SBR analysis is that the setting position of the volume of interest (VOI) may contain cerebral ventricles and cerebral grooves. These areas may become prominent during the brain atrophy analysis; however, this phenomenon has not been evaluated enough. This study thus used Monte Carlo simulations to examine the effect of brain atrophy on the SBR analysis. The brain atrophy model (BAM) used to simulate the three stages of brain atrophy was made using a morphological operation. Brain atrophy levels were defined in the descending order from 1 to 3, with Level 3 indicating to the most severe damage. Projection data were created based on BAM, and the SPECT reconstruction was performed. The ratio of the striatal to background region accumulation was set to a rate of 8:1, 6:1, and 4:1. The striatal and the reference VOI mean value were decreased as brain atrophy progressed. Additionally, the Bolt’s analysis methods revealed that the reference VOI value was more affected by brain atrophy than the striatal VOI value. Finally, the calculated SBR value was overestimated as brain atrophy progressed, and a similar trend was observed when the ratios of the striatal to background region accumulation were changed. This study thus suggests that the SBR can be overestimated in cases of advanced brain atrophy.
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Sohara K, Sekine T, Tateno A, Mizumura S, Suda M, Sakayori T, Okubo Y, Kumita SI. Multi-Atlas MRI-Based Striatum Segmentation for 123I-FP-CIT SPECT (DAT-SPECT) Compared With the Bolt Method and SPECT-Atlas-Based Segmentation Method Toward the Accurate Diagnosis of Parkinson's Disease/Syndrome. Front Med (Lausanne) 2021; 8:662233. [PMID: 34113635 PMCID: PMC8185065 DOI: 10.3389/fmed.2021.662233] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 04/15/2021] [Indexed: 11/19/2022] Open
Abstract
Aims: This study aimed to analyze the performance of multi-atlas MRI-based parcellation for 123I-FP-CIT SPECT (DAT-SPECT) in healthy volunteers. The proposed method was compared with the SPECT-atlas-based and Bolt methods. 18F-FE-PE2I-PET (DAT-PET) was used as a reference. Methods: Thirty healthy subjects underwent DAT-SPECT, DAT-PET, and 3D-T1WI-MRI. We calculated the striatum uptake ratio (SUR/SBR), caudate uptake ratio (CUR), and putamen uptake ratio (PUR) for DAT-SPECT using the multi-atlas MRI-based method, SPECT-atlas-based method, and Bolt method. In the multi-atlas MRI-based method, the cerebellum, occipital cortex, and whole-brain were used as reference regions. The correlation of age with DAT-SPECT activity and the correlations of SUR/SBR, CUR, and PUR between DAT-SPECT and DAT-PET were calculated by each of the three methods. Results: The correlation between age and SUR/SBR for DAT-SPECT based on the multi-atlas MRI-based method was comparable to that based on the SPECT-atlas-based method (r = −0.441 to −0.496 vs. −0.488). The highest correlation between DAT-SPECT and DAT-PET was observed using the multi-atlas MRI-based method with the occipital lobe defined as the reference region compared with the SPECT-atlas-based and Bolt methods (SUR, CUR, and PUR: 0.687, 0.723, and 0.676 vs. 0.698, 0.660, and 0.616 vs. 0.655). Conclusion: Multi-atlas MRI-based parcellation with the occipital lobe defined as the reference region was at least comparable to the clinical methods.
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Affiliation(s)
- Koji Sohara
- Department of Radiology, Nippon Medical School Hospital, Tokyo, Japan
| | - Tetsuro Sekine
- Department of Radiology, Nippon Medical School Musashi Kosugi Hospital, Kanagawa, Japan
| | - Amane Tateno
- Department of Neuropsychiatry, Nippon Medical School, Tokyo, Japan
| | - Sunao Mizumura
- Department of Radiology, Omori Medical Center, Toho University, Tokyo, Japan
| | - Masaya Suda
- Department of Radiology, Nippon Medical School Hospital, Tokyo, Japan
| | - Takeshi Sakayori
- Department of Neuropsychiatry, Nippon Medical School, Tokyo, Japan
| | - Yoshiro Okubo
- Department of Neuropsychiatry, Nippon Medical School, Tokyo, Japan
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A Novel Automatic Approach for Calculation of the Specific Binding Ratio in [I-123]FP-CIT SPECT. Diagnostics (Basel) 2020; 10:diagnostics10050289. [PMID: 32397547 PMCID: PMC7277984 DOI: 10.3390/diagnostics10050289] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 05/07/2020] [Accepted: 05/07/2020] [Indexed: 11/22/2022] Open
Abstract
A fully automatic method for specific binding ratio (SBR) calculation in [123I]ioflupane single-photon emission computed tomography (SPECT) studies was proposed by creating volumes of interest of the striatum (VOIst) and reference region (VOIref) without manual handling to avoid operator-induced variability. The study involved 105 patients (72 ± 10 years) suspected of parkinsonian syndrome (PS) who underwent [123I]ioflupane SPECT. The 200 images from our previous study were used for evaluation and validation of the new program. All patients were classified into PS and non-PS groups according to the results of clinical follow-up. A trapezoidal volume of interest (VOIt) containing all striatal intensive counts was created automatically, followed by VOIst setting using the previous method. SBR values were calculated from the mean values of VOIst and VOIref determined by the whole brain outside of VOIt. The low count voxels in the VOIref were excluded using an appropriate threshold. The SBR values from the new method were compared with the previous semi-automatic method and the Tossici–Bolt (TB) method. The SBRs from the semi- and fully automatic methods showed a good linear correlation (r > 0.98). The areas under the curves (AUCs) of receiver operating characteristic analysis showed no significant difference between the two methods for both our previous (AUC > 0.99) and new (AUC > 0.95) data. The diagnostic accuracy of the two methods showed similar results (>92%), and both were better than the TB method. The proposed method successfully created the automatic VOIs and calculated SBR rapidly (9 ± 1 s/patient), avoiding operator-induced variability and providing objective SBR results.
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Sakakibara S, Hashimoto R, Katayama T, Kenjyo M, Yokokawa Y, Saito Y, Hirakawa A, Ito M, Nakamura T, Hara K, Hashizume A, Aiba I, Inukai A, Katsuno M. Longitudinal Change of DAT SPECT in Parkinson's Disease and Multiple System Atrophy. JOURNAL OF PARKINSONS DISEASE 2019; 10:123-130. [PMID: 31707374 DOI: 10.3233/jpd-191710] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Both Parkinson's disease (PD) and multiple system atrophy (MSA) are neurodegenerative disorder affecting striatonigral system. Although various lines of evidence demonstrate that dopaminergic neuron degeneration emerges before the onset of motor symptoms in PD, preclinical/prodromal progression of neurodegeneration is far less understood in MSA. OBJECTIVE The aim of this study was to clarify the difference in the progression of dopaminergic degeneration in MSA and PD using dopamine transporter single-photon emission computed tomography (DAT SPECT). METHODS We analyzed longitudinal data of the specific binding ratio (SBR), a measure of striatal radiotracer uptake, in DAT SPECT from 7 patients with MSA-C, 5 patients with MSA-P, and 18 patients with PD. We performed 2.7±0.7 scans with an interval of 9.85±6.00 months for MSA and 2 scans with an interval of 2.16±0.16 years for PD. RESULTS The rate of SBR decline was faster in both subtypes of MSA compared with PD, but the value was similar between MSA-P and MSA-C. The estimated SBR at the onset of initial motor symptoms was lower in PD and MSA-P than in MSA-C, especially in the predominantly affected side. SBR of the predominantly affected side starts to decrease before the onset of motor symptoms in PD and MSA-P, whereas the initiation of SBR decline is around the onset in MSA-C individuals. The decline of SBR in the less affected side was not clearly shown before the onset in MSA-P or MSA-C. CONCLUSIONS Our results suggest that the SBR in DAT SPECT analysis is an important pathophysiological marker reflecting the disease- and subtype-specific progression of dopaminergic degeneration in MSA and PD.
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Affiliation(s)
- Satoko Sakakibara
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan.,Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Rina Hashimoto
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Taiji Katayama
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Masakuni Kenjyo
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Yuki Yokokawa
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Yufuko Saito
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Akihiro Hirakawa
- Department of Biostatistics and Bioinformatics, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Mizuki Ito
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Tomohiko Nakamura
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan.,Department of Laboratory Medicine, Nagoya University Hospital, Nagoya, Japan
| | - Kazuhiro Hara
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Atsushi Hashizume
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Ikuko Aiba
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Akira Inukai
- Department of Neurology, National Hospital Organization, Higashinagoya National Hospital, Nagoya, Japan
| | - Masahisa Katsuno
- Department of Neurology, Nagoya University Graduate School of Medicine, Nagoya, Japan
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10
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Okizaki A, Yamamoto W, Saito W, Miyano T, Kimura T, Suzuki Y, Nakayama M. An investigation of asymmetric reduction in dopamine transporter density in patients with Parkinson’s disease. Nucl Med Commun 2019; 40:1187-1192. [DOI: 10.1097/mnm.0000000000001087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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11
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Iwabuchi Y, Nakahara T, Kameyama M, Matsusaka Y, Minami Y, Ito D, Tabuchi H, Yamada Y, Jinzaki M. Impact of the cerebrospinal fluid-mask algorithm on the diagnostic performance of 123I-Ioflupane SPECT: an investigation of parkinsonian syndromes. EJNMMI Res 2019; 9:85. [PMID: 31482376 PMCID: PMC6722169 DOI: 10.1186/s13550-019-0558-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 08/23/2019] [Indexed: 11/23/2022] Open
Abstract
Background A cerebrospinal fluid (CSF)-mask algorithm has been developed to reduce the adverse influence of CSF-low-counts on the diagnostic utility of the specific binding ratio (SBR) index calculated with Southampton method. We assessed the effect of the CSF-mask algorithm on the diagnostic performance of the SBR index for parkinsonian syndromes (PS), including Parkinson’s disease, and the influence of cerebral ventricle dilatation on the CSF-mask algorithm. Methods We enrolled 163 and 158 patients with and without PS, respectively. Both the conventional SBR (non-CSF-mask) and SBR corrected with the CSF-mask algorithm (CSF-mask) were calculated from 123I-Ioflupane single-photon emission computed tomography (SPECT) images of these patients. We compared the diagnostic performance of the corresponding indices and evaluated whether the effect of the CSF-mask algorithm varied according to the extent of ventricle dilatation, as assessed with the Evans index (EI). A receiver-operating characteristics (ROC) analysis was used for statistical analyses. Results ROC analyses demonstrated that the CSF-mask algorithm performed better than the non-CSF-mask (no correction, area under the curve [AUC] = 0.917 [95% confidence interval (CI) 0.887–0.947] vs. 0.895 [95% CI 0.861–0.929], p < 0.001; attenuation correction, AUC = 0.930 [95% CI 0.902–0.957] vs. 0.903 [95% CI 0.870–0.936], p < 0.001). When not corrected for attenuation, no significant difference in the AUC was observed in the low EI group between the non-CSF-mask and CSF-mask algorithms (0.927 [95% CI 0.877–0.978] vs. 0.942 [95% CI 0.898–0.986], p = 0.11); in the middle and high EI groups, the CSF-mask algorithm performed better than the non-CSF-mask algorithm (middle EI group, AUC = 0.894 [95% CI 0.825–0.963] vs. 0.872 [95% CI 0.798–0.947], p < 0.05; high EI group, AUC = 0.931 [95% CI 0.883–0.978] vs. 0.900 [95% CI 0.840–0.961], p < 0.01). When corrected for attenuation, significant differences in the AUC were observed in all three EI groups (low EI group, AUC = 0.961 [95% CI 0.924–0.998] vs. 0.942 [95% CI 0.895–0.988], p < 0.05; middle EI group, AUC = 0.905 [95% CI 0.843–0.968] vs. 0.872 [95% CI 0.800–0.944], p < 0.005; high EI group, AUC = 0.954 [95% CI 0.917–0.991] vs. 0.917 [95% CI 0.862–0.973], p < 0.005). Conclusion The CSF-mask algorithm improved the performance of the SBR index in informing the diagnosis of PS, especially in cases with ventricle dilatation.
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Affiliation(s)
- Yu Iwabuchi
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Tadaki Nakahara
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan.
| | - Masashi Kameyama
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan.,Department of Diagnostic Radiology, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, 35-2 Sakaecho, Itabashi-ku, Tokyo, 173-0015, Japan
| | - Yohji Matsusaka
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Yasuhiro Minami
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Daisuke Ito
- Department of Neurology, Keio University School of Medicine, Tokyo, Japan
| | - Hajime Tabuchi
- Department of Neuropsychiatry, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Yoshitake Yamada
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Masahiro Jinzaki
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
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12
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Effect of brain atrophy in quantitative analysis of 123I-ioflupane SPECT. Ann Nucl Med 2019; 33:579-585. [PMID: 31140153 DOI: 10.1007/s12149-019-01367-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2019] [Accepted: 05/11/2019] [Indexed: 10/26/2022]
Abstract
OBJECTIVE Dopamine transporter (DAT) imaging such as 123I-ioflupane (123I-FP-CIT) SPECT is a useful tool for the diagnosis of parkinsonism and dementia. The Southampton method is the quantitative method for evaluating 123I-FP-CIT SPECT and is less affected by the partial volume effect of the striatum. The method may be vulnerable to contamination by low-uptake areas of cerebrospinal fluid in whole brain, and the threshold of voxel value (threshold method, TM) was developed to correct the contamination. The purpose of this study is to evaluate the TM in the patients with neurological disease. METHODS We studied 99 subjects, including 39 patients with Alzheimer's disease (AD), 15 patients with Parkinson's disease (PD) and 10 patients with dementia with Lewy bodies (DLB). Each subject had undergone 123I-FP-CIT SPECT. We calculated the SBR with and without the TM. The SBR laterality was assessed using the asymmetry index (AI). We investigated the relationship between the SBR change with TM and brain atrophy, which were assessed using Evans index (EI), sylvian index (SI) and cerebral atrophy index (CAI). Cutoff value for EI was 0.3, and cutoff values for SI and CAI were the first quartile, respectively. RESULTS The SBR with TM was 0.53 percentage points lower than the SBR without TM overall (p < 0.01). Positive and negative reversal of AI increased with age. The rate of the SBR change with TM was tended to be lower in groups with brain atrophy. The number of voxels excluded by TM in striatal volumes of interest (VOIs) was larger with high groups for EI, SI and CAI than in low groups. The number of voxels excluded using TM in reference VOIs was related to SI. CONCLUSIONS The SBR was decreased using TM. The effect of TM on the SBR tended to be small in the subjects with severe brain atrophy. The effect of brain atrophy in the TM is larger in the striatal VOIs than in the reference VOIs. Even if quantitative analyses are available, visual assessment of 123I-FP-CIT SPECT is essential for diagnosis.
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Iwabuchi Y, Nakahara T, Kameyama M, Yamada Y, Hashimoto M, Matsusaka Y, Osada T, Ito D, Tabuchi H, Jinzaki M. Impact of a combination of quantitative indices representing uptake intensity, shape, and asymmetry in DAT SPECT using machine learning: comparison of different volume of interest settings. EJNMMI Res 2019; 9:7. [PMID: 30689072 PMCID: PMC6890908 DOI: 10.1186/s13550-019-0477-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Accepted: 01/18/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND We sought to assess the machine learning-based combined diagnostic accuracy of three types of quantitative indices obtained using dopamine transporter single-photon emission computed tomography (DAT SPECT)-specific binding ratio (SBR), putamen-to-caudate ratio (PCR)/fractal dimension (FD), and asymmetry index (AI)-for parkinsonian syndrome (PS). We also aimed to compare the effect of two different types of volume of interest (VOI) settings from commercially available software packages DaTQUANT (Q) and DaTView (V) on diagnostic accuracy. METHODS Seventy-one patients with PS and 40 without PS (NPS) were enrolled. Using SPECT images obtained from these patients, three quantitative indices were calculated at two different VOI settings each. SBR-Q, PCR-Q, and AI-Q were derived using the VOI settings from DaTQUANT, whereas SBR-V, FD-V, and AI-V were derived using those from DaTView. We compared the diagnostic value of these six indices for PS. We incorporated a support vector machine (SVM) classifier for assessing the combined accuracy of the three indices (SVM-Q: combination of SBR-Q, PCR-Q, and AI-Q; SVM-V: combination of SBR-V, FD-V, and AI-V). A Mann-Whitney U test and receiver-operating characteristics (ROC) analysis were used for statistical analyses. RESULTS ROC analyses demonstrated that the areas under the curve (AUC) for SBR-Q, PCR-Q, AI-Q, SBR-V, FD-V, and AI-V were 0.978, 0.837, 0.802, 0.906, 0.972, and 0.829, respectively. On comparing the corresponding quantitative indices between the two types of VOI settings, SBR-Q performed better than SBR-V (p = 0.006), whereas FD-V performed better than PCR-Q (p = 0.0003). No significant difference was observed between AI-Q and AI-V (p = 0.56). The AUCs for SVM-Q and SVM-V were 0.988 and 0.994, respectively; the two different VOI settings displayed no significant differences in terms of diagnostic accuracy (p = 0.48). CONCLUSION The combination of the three indices obtained using the SVM classifier improved the diagnostic performance for PS; this performance did not differ based on the VOI settings and software used.
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Affiliation(s)
- Yu Iwabuchi
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Tadaki Nakahara
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan.
| | - Masashi Kameyama
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan.,Department of Diagnostic Radiology, Tokyo Metropolitan Geriatric Hospital and Institute of Gerontology, 35-2 Sakaecho, Itabashi-ku, Tokyo, 173-0015, Japan
| | - Yoshitake Yamada
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Masahiro Hashimoto
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Yohji Matsusaka
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Takashi Osada
- Department of Neurology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Daisuke Ito
- Department of Neurology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Hajime Tabuchi
- Department of Neuropsychiatry, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
| | - Masahiro Jinzaki
- Department of Radiology, Keio University School of Medicine, 35 Shinanomachi, Shinjyuku-ku, Tokyo, 160-8582, Japan
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Rahman MGM, Islam MM, Tsujikawa T, Kiyono Y, Okazawa H. Count-based method for specific binding ratio calculation in [I-123]FP-CIT SPECT analysis. Ann Nucl Med 2018; 33:14-21. [PMID: 30276622 PMCID: PMC6314989 DOI: 10.1007/s12149-018-1297-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 09/02/2018] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To calculate the specific binding ratio (SBR) appropriately in dopamine transporter (DAT) imaging, a method for extracting the striatal volume of interest (VOI) was developed. METHODS This study included 200 patients (72 ± 10 years) who were suspected of parkinsonian syndromes (PS) or dementia with Lewy body (DLB). The patients were divided into three groups of PS with dopaminergic degeneration, DLB and non-PS after [123I]ioflupane (FP-CIT) SPECT and clinical follow-up. The image data were reconstructed with CT attenuation correction and scatter correction, and with only CT attenuation correction (CTAC). The new method extracted striatal VOI according to the high-level counts and the average striatum volume, and calculated SBR using the reference occipital counts. The SBR values for each patient were obtained using the Tossici-Bolt method (SBRBolt) and our method. Reproducibility of SBR calculation using our method was compared by two operators. RESULTS The mean SBR values for the PS and DLB groups were significantly different from that of the non-PS group with both methods. The coefficients of variation of the SBR were significantly smaller with the proposed method compared with those of SBRBolt (p < 0.001), except for the CTAC images. There were no differences in SBR between the two operators using our method. The diagnostic accuracies with our method for the PS and DLB groups were 98.4 and 96.0%, respectively. CONCLUSION Our new method for SBR calculation in the FP-CIT SPECT showed less coefficients of variation with high reproducibility, which would be useful for clinical diagnosis and in assessing the severity of diseases in follow-up studies.
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Affiliation(s)
- Mahmudur G M Rahman
- Biomedical Imaging Research Center, University of Fukui, 23-3, Matsuoka-Shimaizuki, Eiheiji, Fukui, 910-1193, Japan
| | - Muhammad M Islam
- Biomedical Imaging Research Center, University of Fukui, 23-3, Matsuoka-Shimaizuki, Eiheiji, Fukui, 910-1193, Japan.,Department of Biomedical Engineering, Khulna University of Engineering and Technology, Khulna, Bangladesh
| | - Tetsuya Tsujikawa
- Biomedical Imaging Research Center, University of Fukui, 23-3, Matsuoka-Shimaizuki, Eiheiji, Fukui, 910-1193, Japan
| | - Yasushi Kiyono
- Biomedical Imaging Research Center, University of Fukui, 23-3, Matsuoka-Shimaizuki, Eiheiji, Fukui, 910-1193, Japan
| | - Hidehiko Okazawa
- Biomedical Imaging Research Center, University of Fukui, 23-3, Matsuoka-Shimaizuki, Eiheiji, Fukui, 910-1193, Japan.
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