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Loss-of-function (LoF) variants in the TANK binding kinase 1 (TBK1) gene are implicated in the pathogenesis of amyotrophic lateral sclerosis (ALS) and frontotemporal dementia. In this study, we present the first familial cases of ALS and parkinsonism associated with a novel TBK1 variant. We describe two siblings: one diagnosed with classical ALS and the other with a unique syndrome overlapping ALS and parkinsonism. Comprehensive clinical and imaging evaluations supported these diagnoses. Genetic analysis through whole-genome sequencing revealed a previously unknown heterozygous splice site variant in TBK1. Functional assessments demonstrated that this splice site variant leads to abnormal splicing and subsequent degradation of the mutated TBK1 allele by nonsense-mediated decay, confirming its pathogenic impact. Our findings suggest a broader involvement of TBK1 in neurodegenerative diseases and underscore the need for further research into TBK1's role, advocating for screening for TBK1 variants in similar familial cases.
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BACKGROUND: Cerebral small vessel disease (CSVD) causes cognitive decline and perivascular space enlargement is one of the image markers for CSVD. PURPOSE: To search for clinical significance in the time-course augmentation of perivascular space in basal ganglia (BG-PVS) for cognitive decline. MATERIAL AND METHODS: This study population included 179 participants from a community-based cohort, aged 70 years at baseline. They had undergone magnetic resonance imaging (MRI) studies two or three times between 2000 and 2008. Based on the severity of BG-PVS or white matter hyperintensity lesions (WMHL) in 2000, the participants were divided into low-grade or high-grade groups, respectively. In addition, their time-course augmentation was evaluated, and we created a categorical BG-PVS WMHL change score based on their augmentation (1 = neither, 2 = BG-PVS augmentation only, 3 = WMHL augmentation only, 4 = both). Cognitive function was assessed based on the Mini-Mental State Examination (MMSE); the change was defined as the difference between scores in 2000 and 2008. We used simple or multiple regression analysis for MMSE score change according to MRI findings and clinical characteristics that were probably related to cognitive decline. RESULTS: In univariate analysis, MMSE score change was negatively associated with BG-PVS high grade at baseline and BG-PVS WMHL change score 4; this remained significant in multivariate analysis. In the final model based on the Akaike Information Criterion, BG-PVS WMHL change score 4 was associated with a 3.3-point decline in subsequent MMSE score. CONCLUSIONS: This study suggested that augmentation in both BG-PVS and WMHL was associated with subsequent cognitive decline.
Subject(s)
Basal Ganglia , Cerebral Small Vessel Diseases , Cognitive Dysfunction , Magnetic Resonance Imaging , White Matter , Humans , Male , Female , Aged , Basal Ganglia/diagnostic imaging , Basal Ganglia/pathology , White Matter/diagnostic imaging , Magnetic Resonance Imaging/methods , Cognitive Dysfunction/diagnostic imaging , Cerebral Small Vessel Diseases/diagnostic imaging , Glymphatic System/diagnostic imaging , Cohort StudiesABSTRACT
PURPOSE: We examined whether time-course augmentation of perivascular space enlargement in the basal ganglia (BG-PVS) reflected cerebral small vessel disease (CSVD) severity by considering white matter hyperintensity lesion (WMHL) as an indicator for CSVD. MATERIALS AND METHODS: This study population included 416 older participants from a community-based cohort. They participated in magnetic resonance imaging (MRI) studies more than once during the study period. The grades for BG-PVS and WMHL were evaluated by visual rating scales; BG-PVS time-course augmentation in 4-9 years was also evaluated. At baseline, the participants were asked about their smoking and drinking history, and medical history. They also underwent a blood examination and their office blood pressure (BP) examination. In addition, 24-h ambulatory BP monitoring was also performed within the study period. RESULTS: Of the 416 participants, 48 participants (11.5%) had BG-PVS time-course augmentation. The participants with BG-PVS augmentation had significantly lower LDL levels, hyper-nighttime BP, and lower nighttime BP fall in univariate analysis (p = 0.03, p = 0.03, p = 0.003, respectively). In multivariate analysis, lower nighttime BP fall and male sex showed significance (p = 0.02, 0.03, respectively). Additionally, BG-PVS time-course augmentation was significantly associated with subsequent WMHL severity in univariate analysis (p < 0.001), which remained significant in multivariate analysis adjusted by imaging and demographic factors (p = 0.03). In multivariate analysis, additionally adjusted by the clinical factors, the significance disappeared (p = 0.07). CONCLUSION: This study revealed that the lower nighttime BP fall in ambulatory blood pressure monitoring was a factor significantly associated with BG-PVS augmentation. Moreover, the BG-PVS time-course augmentation would be a notable finding that was associated with the subsequent WMHL.
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INTRODUCTION: Anti-immunoglobulin-like cell adhesion molecule 5 (IgLON5) disease is a rare autoimmune encephalitis that can mimic progressive supranuclear palsy or corticobasal syndrome. Moreover, anti-IgLON5 disease can present with symptoms characteristic of multiple system atrophy (MSA), such as cerebellar ataxia and autonomic dysfunction. However, the clinical features of anti-IgLON5 disease resembling MSA have not been well established. METHODS: We enrolled 35 patients with suspected MSA for whom anti-IgLON5 antibody tests were requested. We evaluated immunoglobulin G (IgG) against IgLON5 using cell-based assays. We also summarized the clinical characteristics of patients who were positive for anti-IgLON5 antibodies. RESULTS: We identified serum and cerebrospinal fluid anti-IgLON5 antibodies in three patients. These patients had many clinical features characteristic of MSA, including parkinsonism, cerebellar ataxia, severe orthostatic hypotension, acute respiratory failure, sleep parasomnia, vocal cord paralysis, and pyramidal tract signs. Clinical features atypical for MSA were myorhythmia, horizontal eye movement restriction, fasciculations, and painful muscle cramps. CONCLUSION: Anti-IgLON5 disease may be an important differential diagnosis of MSA. A comprehensive physical examination, including assessments of eye movement, lower motor neuron signs, and atypical involuntary movements, is important to avoid misdiagnosis.
Subject(s)
Autoantibodies , Cell Adhesion Molecules, Neuronal , Multiple System Atrophy , Humans , Multiple System Atrophy/diagnosis , Multiple System Atrophy/blood , Male , Female , Diagnosis, Differential , Aged , Middle Aged , Autoantibodies/blood , Autoantibodies/cerebrospinal fluid , Cell Adhesion Molecules, Neuronal/immunologyABSTRACT
A 51-year-old man developed acute disturbances in consciousness and psychiatric symptoms one month prior to admission. He was referred and admitted to the Department of Psychiatry of our hospital and transferred to the neurology department because diffuse white matter lesions were found on his brain during MRI. 123I-IMP-SPECT showed extensive cerebral hypoperfusion mainly in the frontal lobes. Anti-Tg, anti-TPO, and anti-NAE antibodies were positive. These findings led to a diagnosis of Hashimoto's encephalopathy. The patient responded to steroid pulse therapy, high-dose steroid therapy, and intravenous immunoglobulin therapy, showing improvement in symptoms and imaging findings. Hashimoto's encephalopathy often presents with MRI findings similar to those of limbic encephalitis, when the patient presents with acute consciousness disturbance and psychiatric symptoms. However, this case showed diffuse white matter lesions, which may be clinically important for the differential diagnosis.
Subject(s)
Brain Diseases , Encephalitis , Hashimoto Disease , White Matter , Male , Humans , Middle Aged , Brain Diseases/diagnostic imaging , Brain Diseases/drug therapy , Brain Diseases/etiology , White Matter/diagnostic imaging , Hashimoto Disease/complications , Hashimoto Disease/diagnostic imaging , Magnetic Resonance Imaging , Brain/diagnostic imaging , Steroids/therapeutic useABSTRACT
Anti-IgLON5 disease shows various neurological manifestations, of which dysautonomia is one of the major symptoms and is rarely improved by immunotherapy. We herein report a patient with anti-IgLON5 disease who showed several autonomic failures, including vocal cord palsy for four months. The patient presented with cognitive impairments, bulbar symptoms accompanied by myorhythmia in the pharynx and tongue, cerebellar ataxia with tremor, motor neuron symptoms in the limbs, gastrointestinal dysfunction, orthostatic hypotension, non-rapid eye movement sleep disorder on polysomnography, and severe vocal cord palsy. Combined immunotherapy improved his symptoms, including vocal cord palsy, suggesting that combined immunotherapy might improve dysautonomia in anti-IgLON5 disease.
Subject(s)
Immunotherapy , Primary Dysautonomias , Vocal Cord Paralysis , Humans , Male , Primary Dysautonomias/etiology , Vocal Cord Paralysis/therapy , Vocal Cord Paralysis/etiology , Immunotherapy/methods , Cell Adhesion Molecules, Neuronal/immunology , Treatment Outcome , Middle Aged , Autoantibodies/blood , Autoantibodies/immunologyABSTRACT
Paraneoplastic cerebellar degeneration (PCD) is a paraneoplastic neurological syndrome that is rarely accompanied by seropositivity with a combination of multiple antibodies. We herein report a 50-year-old man with PCD accompanied by small-cell lung cancer (SCLC). This patient was seropositive for anti-glutamic acid decarboxylase 65, anti-SRY-related HMG-box gene 1 and anti-voltage-gated calcium channel antibodies. After chemoradiation therapy without immunotherapy, cerebellar ataxia of the trunk and limbs markedly improved, along with a notable amelioration of SCLC. This case suggests that tumor therapy should be started immediately and that a panel of anti-neuronal antibodies should be evaluated when PCD with SCLC is suspected.
Subject(s)
Lung Neoplasms , Paraneoplastic Cerebellar Degeneration , Small Cell Lung Carcinoma , Male , Humans , Middle Aged , Lung Neoplasms/complications , Lung Neoplasms/therapy , Small Cell Lung Carcinoma/complications , Small Cell Lung Carcinoma/therapy , Antibodies , Chemoradiotherapy , AutoantibodiesABSTRACT
We aimed to capture the fluctuations in the dynamics of body positions and find the characteristics of them in patients with idiopathic normal pressure hydrocephalus (iNPH) and Parkinson's disease (PD). With the motion-capture application (TDPT-GT) generating 30 Hz coordinates at 27 points on the body, walking in a circle 1 m in diameter was recorded for 23 of iNPH, 23 of PD, and 92 controls. For 128 frames of calculated distances from the navel to the other points, after the Fourier transforms, the slopes (the representatives of fractality) were obtained from the graph plotting the power spectral density against the frequency in log-log coordinates. Differences in the average slopes were tested by one-way ANOVA and multiple comparisons between every two groups. A decrease in the absolute slope value indicates a departure from the 1/f noise characteristic observed in healthy variations. Significant differences in the patient groups and controls were found in all body positions, where patients always showed smaller absolute values. Our system could measure the whole body's movement and temporal variations during walking. The impaired fluctuations of body movement in the upper and lower body may contribute to gait and balance disorders in patients.
Subject(s)
Hydrocephalus, Normal Pressure , Parkinson Disease , Humans , Motion Capture , Smartphone , Walking , GaitABSTRACT
Distinguishing pathological gait is challenging in neurology because of the difficulty of capturing total body movement and its analysis. We aimed to obtain a convenient recording with an iPhone and establish an algorithm based on deep learning. From May 2021 to November 2022 at Yamagata University Hospital, Shiga University, and Takahata Town, patients with idiopathic normal pressure hydrocephalus (n = 48), Parkinson's disease (n = 21), and other neuromuscular diseases (n = 45) comprised the pathological gait group (n = 114), and the control group consisted of 160 healthy volunteers. iPhone application TDPT-GT captured the subjects walking in a circular path of about 1 meter in diameter, a markerless motion capture system, with an iPhone camera, which generated the three-axis 30 frames per second (fps) relative coordinates of 27 body points. A light gradient boosting machine (Light GBM) with stratified k-fold cross-validation (k = 5) was applied for gait collection for about 1 min per person. The median ability model tested 200 frames of each person's data for its distinction capability, which resulted in the area under a curve of 0.719. The pathological gait captured by the iPhone could be distinguished by artificial intelligence.
Subject(s)
Artificial Intelligence , Motion Capture , Humans , Gait , Walking , Algorithms , Biomechanical Phenomena , MotionABSTRACT
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.
Subject(s)
Hydrocephalus, Normal Pressure , Humans , Hydrocephalus, Normal Pressure/diagnostic imaging , Hydrocephalus, Normal Pressure/surgery , Iodine Radioisotopes , Tomography, Emission-Computed, Single-PhotonSubject(s)
Diffuse Cerebral Sclerosis of Schilder , Humans , Diffuse Cerebral Sclerosis of Schilder/diagnostic imaging , Diffuse Cerebral Sclerosis of Schilder/drug therapy , Diffuse Cerebral Sclerosis of Schilder/pathology , Antibodies, Monoclonal, Humanized/adverse effects , Magnetic Resonance Imaging , Brain/pathologyABSTRACT
The anti-GQ1b IgG antibody is often accompanied by other anti-ganglioside antibodies, which induces various neurological symptoms. We herein report a patient with anti-ganglioside antibodies, including anti-GQ1b IgG and anti-GT1a IgG antibodies, showing bilateral ophthalmoplegia, facial nerve palsies, dysarthria, dysphagia, dysesthesia in both hands, and enhancement of the bilateral oculomotor, abducens, and facial nerves on gadolinium (Gd)-enhanced T1-weighted brain magnetic resonance imaging (MRI). He was first treated with intravenous immunoglobulin, which improved ophthalmoplegia, bulbar palsies, and dysesthesia of hands, but the facial nerve palsies worsened, and Gd enhancement of the brain nerves persisted. High-dose methylprednisolone therapy subsequently improved the facial nerve palsies and Gd enhancement of the cranial nerves. This is the first case with anti-ganglioside antibodies presenting with multiple cranial nerve palsies that was followed to track the changes in the Gd enhancement of cranial nerves on MRI.
Subject(s)
Cranial Nerve Diseases , Facial Paralysis , Miller Fisher Syndrome , Ophthalmoplegia , Male , Humans , Gadolinium , Gangliosides , Paresthesia , Cranial Nerve Diseases/diagnostic imaging , Cranial Nerve Diseases/drug therapy , Cranial Nerve Diseases/complications , Immunoglobulins, Intravenous/therapeutic use , Facial Paralysis/complications , Ophthalmoplegia/complications , Magnetic Resonance Imaging , Miller Fisher Syndrome/diagnosisABSTRACT
PURPOSE: We aimed to investigate the association between perivascular space (PVS) visible on MRI and brain atrophy or morphological change using quantitative indexes. METHOD: This population-based cohort study included 216 older participants. The PVS in basal ganglia (BG-PVS) and cerebral white matter (WM-PVS) was evaluated using a four-point visual rating scale. We segmented brain parenchyma and CSF, and calculated the CSF/intracranial volume ratio, which represents atrophic change. WM lesions were classified using the Fazekas scale. We introduced a new category "idiopathic normal pressure hydrocephalus (iNPH)-like conformation", which was based on two quantitative indexes: Evans index and callosal angle. The association between PVS grade and demographic or morphological factors was evaluated. RESULTS: A stepwise increase in the CSF/intracranial volume ratio with BG-PVS grade progression and a stepwise decrease with WM-PVS grade progression were observed. A higher CSF/intracranial volume ratio was significantly related to a higher BG-PVS grade in a univariate analysis, but this significance disappeared in a multivariate analysis. The iNPH-like group was significantly related to a lower WM-PVS grade in a univariate analysis, and this significance remained in a multivariate analysis. CONCLUSIONS: The association between BG-PVS enlargement and atrophic changes was verified. On the contrary, WM-PVS showed a different trend, and a lower WM-PVS grade was associated with an iNPH-like conformation. This result implies that the less-visible WM-PVS on imaging as well as BG-PVS enlargement would reflect abnormal brain change.
Subject(s)
Brain , Independent Living , Humans , Aged , Cohort Studies , Brain/diagnostic imaging , Brain/pathology , Basal Ganglia/pathology , Magnetic Resonance Imaging/methodsABSTRACT
To assess pathological gaits quantitatively, three-dimensional coordinates estimated with a deep learning model were converted into body axis plane projections. First, 15 healthy volunteers performed four gait patterns; that is, normal, shuffling, short-stepped, and wide-based gaits, with the Three-Dimensional Pose Tracker for Gait Test (TDPT-GT) application. Second, gaits of 47 patients with idiopathic normal pressure hydrocephalus (iNPH) and 92 healthy elderly individuals in the Takahata cohort were assessed with the TDPT-GT. Two-dimensional relative coordinates were calculated from the three-dimensional coordinates by projecting the sagittal, coronal, and axial planes. Indices of the two-dimensional relative coordinates associated with a pathological gait were comprehensively explored. The candidate indices for the shuffling gait were the angle range of the hip joint < 30° and relative vertical amplitude of the heel < 0.1 on the sagittal projection plane. For the short-stepped gait, the angle range of the knee joint < 45° on the sagittal projection plane was a candidate index. The candidate index for the wide-based gait was the leg outward shift > 0.1 on the axial projection plane. In conclusion, the two-dimensional coordinates on the body axis projection planes calculated from the 3D relative coordinates estimated by the TDPT-GT application enabled the quantification of pathological gait features.
Subject(s)
Deep Learning , Mobile Applications , Humans , Aged , Gait , Knee Joint , Hip Joint , Biomechanical PhenomenaABSTRACT
BACKGROUND: Variants in the valosin-containing protein (VCP) gene were identified as one of the causes for inclusion body myopathy associated with Paget disease of the bone and frontotemporal dementia (FTD). Previously identified pathogenic variants in VCP are associated with frontotemporal lobar degeneration with TDP-43 inclusions (FTLD-TDP) pathologically, but p.Asp395Gly VCP was recently reported to cause familial FTD with tauopathy characterized by neurofibrillary tau tangles (NFT) and not FTLD-TDP. We describe the clinical and genetic findings of a patient with p.Asp395Gly valosin-containing protein (VCP), who was diagnosed with FTD without a family history and in the absence of muscle or bone disease comorbidity. CASE PRESENTATION: The patient was a 62-year-old man, who developed atypical depression at the age of 37 years. Subsequently, he presented with self-centered behavior at the age of 45 years. The self-centered behavior intensified from around the age of 50 years, which was accompanied by the development of executive dysfunction; therefore, he visited our hospital at 52 years of age. Magnetic resonance imaging revealed bilateral frontal lobe atrophy. Brain perfusion single-photon emission computed tomography revealed bilateral frontal lobe hypoperfusion. The patient fulfilled the diagnostic criteria for behavioral variant of FTD. Ten years after the diagnosis, computed tomography of the trunk and limbs, muscle biopsy, and bone scintigraphy revealed the absence of concomitant muscle and bone disease. The concentrations of cerebrospinal fluid (CSF) total tau and phosphorylated tau proteins were 389 pg/mL and 53.2 pg/mL (cut-off: 50 pg/mL), respectively. Genetic analyses were performed using the whole-exome and Sanger sequencing methods. We identified p.Asp395Gly VCP in this patient with pure FTD. CONCLUSIONS: p.Asp395Gly VCP was identified in a patient with likely sporadic FTD without concomitant muscle and bone disease. The CSF analysis suggested that our patient may have FTD due to NFT accumulation similar to the familial FTD patients with p.Asp395Gly VCP recently reported. Our findings suggest that a genetic search for the pathogenic variants of VCP should be considered not only for familial FTD, but also for patients with sporadic FTD, even in the absence of comorbid muscle or bone disease.
Subject(s)
Bone Diseases , Frontotemporal Dementia , Frontotemporal Lobar Degeneration , Male , Humans , Adult , Middle Aged , Frontotemporal Dementia/complications , Frontotemporal Dementia/genetics , Frontotemporal Dementia/pathology , Valosin Containing Protein/genetics , Valosin Containing Protein/metabolism , Mutation/genetics , DNA-Binding Proteins/geneticsABSTRACT
OBJECTIVE: We previously investigated the preclinical state of idiopathic normal pressure hydrocephalus (iNPH): asymptomatic ventriculomegaly with features of iNPH on magnetic resonance imaging (AVIM) found in community inhabitants. The aim of the study was to determine how iNPH develops longitudinally. MATERIALS AND METHODS: A previous longitudinal prospective community-based cohort study was initiated in 2000. The 271 70 year-old participants were followed up in 2016 at the age of 86 years. At this time, 104 participants could be reached for clinical examinations and brain magnetic resonance imaging (MRI). iNPH in this study was diagnosed if the participant had more than one symptom in the clinical triad and disproportionately enlarged subarachnoid space hydrocephalus (DESH) on MRI, fulfilling at least an Evans index >0.3 (ventricular enlargement, VE) and a narrowing of the subarachnoid space at the high convexity (tight high convexity, THC). Asymptomatic VE (AVE) plus THC were considered AVIM. RESULTS: Longitudinally throughout 16 years, 11 patients with iNPH were found. The hospital consultation rate was only 9%. Five of the eight patients with AVIM (62.5%) and six of 30 with AVE (20.0%) developed iNPH. Cross-sectionally, eight patients had iNPH (8/104, 7.7% prevalence at the age of 86) in 2016. Disease development was classified into THC-preceding and VE-preceding iNPH. One VE-preceding iNPH case was considered a comorbidity of Alzheimer's dementia. CONCLUSION: Idiopathic normal pressure hydrocephalus had a high prevalence among octogenarians in the evaluated community. iNPH developed not only via AVIM but also via AVE, the latter was also frequent in the elderly.
Subject(s)
Hydrocephalus, Normal Pressure , Aged , Aged, 80 and over , Humans , Cohort Studies , Hydrocephalus, Normal Pressure/diagnostic imaging , Hydrocephalus, Normal Pressure/epidemiology , Japan/epidemiology , Longitudinal Studies , Magnetic Resonance Imaging , Prevalence , Prospective StudiesABSTRACT
Oxidative and hypoxic stresses are associated with the degeneration of both motor neurons and skeletal muscles in amyotrophic lateral sclerosis (ALS). In vivo bioluminescent imaging is used to monitor cellular responses to oxidative and hypoxic stresses in living ALS model mice bearing G93A-human Cu/Zn superoxide dismutase (SOD1) longitudinally using the IVIS spectrum imaging system. Double transgenic mice bearing both Keap1-dependent oxidative stress detector No-48 (OKD48) and G93A-SOD1 are useful for in vivo imaging of oxidative stress in ALS. We developed a bioluminescence resonance energy transfer (BRET) probe that is regulated by HIF-1α-specific ubiquitin-proteasome system. G93A-SOD1 mice injected with the BRET probe are useful to investigate the spatiotemporal responses to hypoxic stress in ALS. In this chapter, we introduce a practical protocol of in vivo imaging of both oxidative and hypoxic stress in ALS model mice.
Subject(s)
Amyotrophic Lateral Sclerosis , Amyotrophic Lateral Sclerosis/diagnostic imaging , Animals , Disease Models, Animal , Humans , Hypoxia , Kelch-Like ECH-Associated Protein 1 , Mice , Mice, Transgenic , NF-E2-Related Factor 2 , Oxidative Stress , Superoxide Dismutase/genetics , Superoxide Dismutase/metabolism , Superoxide Dismutase-1/genetics , Superoxide Dismutase-1/metabolismABSTRACT
To quantitatively assess pathological gait, we developed a novel smartphone application for full-body human motion tracking in real time from markerless video-based images using a smartphone monocular camera and deep learning. As training data for deep learning, the original three-dimensional (3D) dataset comprising more than 1 million captured images from the 3D motion of 90 humanoid characters and the two-dimensional dataset of COCO 2017 were prepared. The 3D heatmap offset data consisting of 28 × 28 × 28 blocks with three red-green-blue colors at the 24 key points of the entire body motion were learned using the convolutional neural network, modified ResNet34. At each key point, the hottest spot deviating from the center of the cell was learned using the tanh function. Our new iOS application could detect the relative tri-axial coordinates of the 24 whole-body key points centered on the navel in real time without any markers for motion capture. By using the relative coordinates, the 3D angles of the neck, lumbar, bilateral hip, knee, and ankle joints were estimated. Any human motion could be quantitatively and easily assessed using a new smartphone application named Three-Dimensional Pose Tracker for Gait Test (TDPT-GT) without any body markers or multipoint cameras.
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Deep Learning , Biomechanical Phenomena , Gait , Humans , Motion , SmartphoneABSTRACT
BACKGROUND: Cerebrotendinous xanthomatosis (CTX) is an autosomal-recessive lipid storage disorder caused by mutations in the CYP27A1 gene encoding the key enzyme in the bile acid synthesis, sterol 27-hydroxylase. Here, we report two Japanese CTX siblings with a novel compound heterozygous CYP27A1 mutation, showing different clinical phenotypes and responses to chenodeoxycholic acid (CDCA) therapy. CASE PRESENTATION: The proband, a 32-year-old man, who had chronic diarrhea, bilateral cataracts, and xanthomas, demonstrated progressive neurological manifestations including ataxia, and spastic paraplegia during a 5-year follow-up period despite normalization of serum cholestanol after initiation of CDCA treatment. He also exhibited cognitive decline although improvement had been observed at the beginning of treatment. Follow-up brain magnetic resonance imaging (MRI) revealed pronounced progressive atrophy in the cerebellum, in addition to expanding hyperintense lesions in the dentate nuclei, posterior limb of the internal capsule, cerebral peduncles, and inferior olives on T2-weighted images. In contrast, the two-year-younger sister of the proband presented with chronic diarrhea, cataracts, xanthomas, and intellectual disability but no other neurological symptoms at the time of diagnosis. CDCA treatment lead to improvement of cognitive function and there were no characteristic CTX-related MRI features during the follow-up period. The siblings shared a paternally inherited c.1420C > T mutation (p.Arg474Trp) and a maternally inherited novel c.1176_1177delGA mutation, predicting p.(Glu392Asp*20). CONCLUSIONS: Our cases suggest that early diagnosis and subsequent initiation of CDCA treatment are crucial before the appearance of characteristic MRI findings and severe neurological manifestations related to CTX. Further studies are required to elucidate mechanisms responsible for the clinical diversity of CTX and prognostic factors for long-term outcomes following initiation of CDCA treatment.
Subject(s)
Cataract , Xanthomatosis, Cerebrotendinous , Xanthomatosis , Cataract/genetics , Chenodeoxycholic Acid/therapeutic use , Cholestanetriol 26-Monooxygenase/genetics , Cholestanetriol 26-Monooxygenase/therapeutic use , Diarrhea/drug therapy , Humans , Japan , Male , Mutation/genetics , Siblings , Xanthomatosis/drug therapy , Xanthomatosis, Cerebrotendinous/complications , Xanthomatosis, Cerebrotendinous/drug therapy , Xanthomatosis, Cerebrotendinous/geneticsABSTRACT
BACKGROUND: Idiopathic normal pressure hydrocephalus (iNPH) is primarily characterized by cognitive impairment and gait disturbance. Our objective was to evaluate the clinical characteristics of iNPH and the association between cerebral blood flow (CBF), measured using single-photon emission computed tomography (SPECT), and both cognitive and gait disturbances in iNPH patients. METHODS: We compared cognitive and motor functions and neuroimaging findings between 29 iNPH patients and 35 age-matched Parkinson's disease (PD) patients. We examined the associations between cognitive and motor dysfunctions and CBF in iNPH patients using 99mTc-ECD SPECT subtraction imaging data from a database of healthy control subjects. RESULTS: The cognitive function of iNPH patients, as measured by the Mini-Mental State Examination (MMSE) and Frontal Assessment Battery (FAB), was significantly poorer than that of PD patients; however motor function of the legs based on the Unified PD Rating Scale (UPDRS) part III was similar across groups. Impairment in cognitive function based on the MMSE and FAB was significantly correlated with motor dysfunction of the legs on the UPDRS part III and the 3-m Timed Up and Go test. Furthermore, 99mTc-ECD SPECT subtraction imaging revealed lower CBF in the bilateral lingual gyrus of iNPH patients with severely impaired cognitive and motor functions than healthy control subjects. CONCLUSION: Patients with iNPH have severely impaired cognitive function; however, motor dysfunction of the legs is similar to PD patients. The cognitive and gait disturbances of iNPH are significantly interrelated, which may be associated with an impaired brain network that includes the bilateral lingual gyrus.