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1.
Free Radic Biol Med ; 221: 273-282, 2024 Aug 20.
Artigo em Inglês | MEDLINE | ID: mdl-38740102

RESUMO

Defective mitochondria and autophagy, as well as accumulation of lipid and iron in WDR45 mutant fibroblasts, is related to beta-propeller protein-associated neurodegeneration (BPAN). In this study, we found that enlarged lysosomes in cells derived from patients with BPAN had low enzyme activity, and most of the enlarged lysosomes had an accumulation of iron and oxidized lipid. Cryo-electron tomography revealed elongated lipid accumulation, and spectrometry-based elemental analysis showed that lysosomal iron and oxygen accumulation superimposed with lipid aggregates. Lysosomal lipid aggregates superimposed with autofluorescence as free radical generator, lipofuscin. To eliminate free radical stress by iron accumulation in cells derived from patients with BPAN, we investigated the effects of the iron chelator, 2,2'-bipyridine (bipyridyl, BIP). To study whether the defects in patient-derived cells can be rescued by an iron chelator BIP, we tested whether the level of iron and reactive oxygen species (ROS) in the cells and genes related to oxidative stress were rescued BIP treatment. Although BIP treatment decreased some iron accumulation in the cytoplasm and mitochondria, the accumulation of iron in the lysosomes and levels of cellular ROS were unaffected. In addition, the change of specific RNA levels related to free radical stress in patient fibroblasts was not rescued by BIP. To alleviate free radical stress, we investigated whether l-serine can regulate abnormal structures in cells derived from patients with BPAN through the regulation of free radical stress. l-serine treatment alleviated increase of enlarged lysosomes and iron accumulation and rescued impaired lysosomal activity by reducing oxidized lipid accumulation in the lysosomes of the cells. Lamellated lipids in the lysosomes of the cells were identified as lipofuscin through correlative light and electron microscopy, and l-serine treatment reduced the increase of lipofuscin. These data suggest that l-serine reduces oxidative stress-mediated lysosomal lipid oxidation and iron accumulation by rescuing lysosomal activity.


Assuntos
Fibroblastos , Ferro , Lipofuscina , Lisossomos , Estresse Oxidativo , Espécies Reativas de Oxigênio , Serina , Humanos , Lisossomos/metabolismo , Lisossomos/efeitos dos fármacos , Lipofuscina/metabolismo , Ferro/metabolismo , Fibroblastos/metabolismo , Fibroblastos/efeitos dos fármacos , Fibroblastos/patologia , Estresse Oxidativo/efeitos dos fármacos , Espécies Reativas de Oxigênio/metabolismo , Serina/metabolismo , Mitocôndrias/metabolismo , Mitocôndrias/efeitos dos fármacos , Mitocôndrias/patologia , Distrofias Neuroaxonais/metabolismo , Distrofias Neuroaxonais/patologia , Distrofias Neuroaxonais/tratamento farmacológico , Distrofias Neuroaxonais/genética , 2,2'-Dipiridil/farmacologia , 2,2'-Dipiridil/análogos & derivados , Quelantes de Ferro/farmacologia
2.
Cells ; 13(10)2024 May 07.
Artigo em Inglês | MEDLINE | ID: mdl-38786013

RESUMO

Modern medicine has allowed for many advances in neurological and neurodegenerative disease (ND). However, the number of patients suffering from brain diseases is ever increasing and the treatment of brain diseases remains an issue, as drug efficacy is dramatically reduced due to the existence of the unique vascular structure, namely the blood-brain barrier (BBB). Several approaches to enhance drug delivery to the brain have been investigated but many have proven to be unsuccessful due to limited transport or damage induced in the BBB. Alternative approaches to enhance molecular delivery to the brain have been revealed in recent studies through the existence of molecular delivery pathways that regulate the passage of peripheral molecules. In this review, we present recent advancements of the basic research for these delivery pathways as well as examples of promising ventures to overcome the molecular hurdles that will enhance therapeutic interventions in the brain and potentially save the lives of millions of patients.


Assuntos
Barreira Hematoencefálica , Sistemas de Liberação de Medicamentos , Barreira Hematoencefálica/metabolismo , Humanos , Sistemas de Liberação de Medicamentos/métodos , Animais , Encéfalo/metabolismo , Transporte Biológico
3.
Mov Disord Clin Pract ; 11(6): 655-665, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38594812

RESUMO

BACKGROUND: Increasing levodopa (L-dopa)/dopa decarboxylase inhibitor (DDCI) daily dose or adding a catechol-O-methyltransferase (COMT) inhibitor to levodopa/DDCI therapy are strategies used to manage wearing-off symptoms in Parkinson's disease (PD) patients. OBJECTIVES: To evaluate the COMT inhibitor opicapone versus an additional dose of levodopa to treat early wearing-off in PD patients. METHODS: ADOPTION was a randomized, parallel-group, open-label, Phase 4 study conducted in Korea. At baseline, eligible patients were randomized (1:1) to opicapone 50 mg (n = 87) or L-dopa 100 mg (n = 81) (added to current L-dopa/DDCI therapy) for 4 weeks. The main efficacy endpoint was change from baseline to end of study in absolute off time. Other endpoints included changes in on time, in Movement Disorder Society-Unified Parkinson's Disease Rating Scale and 8-item PD Questionnaire scores, and the Clinical and Patient Global Impression of Improvement/Change. RESULTS: The adjusted mean in absolute off time was significantly greater for opicapone 50 mg than for L-dopa 100 mg (-62.1 vs. -16.7 minutes; P = 0.0015). Opicapone-treated patients also reported a greater reduction in the percentage of off time (P = 0.0015), a greater increase in absolute on time (P = 0.0338) and a greater increase in the percentage of on time (P = 0.0015). There were no significant differences in other secondary endpoints. The L-dopa equivalent daily dose was significantly higher in the opicapone group (750.9 vs. 690.0 mg; P = 0.0247), when a 0.5 conversion factor is applied. CONCLUSIONS: Opicapone 50 mg was more effective than an additional 100 mg L-dopa dose at decreasing off time in patients with PD and early wearing-off.


Assuntos
Antiparkinsonianos , Levodopa , Oxidiazóis , Doença de Parkinson , Humanos , Doença de Parkinson/tratamento farmacológico , Masculino , Feminino , Idoso , Pessoa de Meia-Idade , Levodopa/uso terapêutico , Levodopa/administração & dosagem , Antiparkinsonianos/uso terapêutico , Antiparkinsonianos/administração & dosagem , Oxidiazóis/uso terapêutico , Oxidiazóis/administração & dosagem , Inibidores de Catecol O-Metiltransferase/uso terapêutico , Inibidores de Catecol O-Metiltransferase/farmacologia , Inibidores de Catecol O-Metiltransferase/administração & dosagem , República da Coreia , Resultado do Tratamento
4.
J Mov Disord ; 2024 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-38566308

RESUMO

Objective: The Scales for Outcomes in Parkinson's Disease-Cognition (SCOPA-Cog) was developed to screen for cognition in PD. In this study, we aimed to evaluate the validity and reliability of the Korean version of the SCOPA-cog. Methods: We recruited 129 PD patients from 31 clinics with movement disorders in South Korea. The original version of the SCOPA-cognition was translated into Korean using the translation-retranslation method. The test-rest method with an intraclass correlation coefficient (ICC) and Cronbach's alpha coefficient were used to assess reliability. The Spearman's Rank correlation analysis with Montreal Cognitive Assessment-Korean version (MOCA-K) and Korean Mini-Mental State Examination (K-MMSE) were used to assess concurrent validity. Results: The Cronbach's alpha coefficient was 0.797, and the ICC was 0.887. Spearman's rank correlation analysis showed a significant correlation with the K-MMSE and MOCA-K scores (r = 0.546 and r = 0.683, respectively). Conclusions: Our results demonstrate that K-SCOPA-Cog exhibits good reliability and validity.

6.
Stem Cell Res ; 76: 103361, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38437769

RESUMO

We generated a human induced pluripotent stem cell (iPSC) line from the peripheral blood mononuclear cells isolated from a 59-year-old male patient with Alzheimer's disease (AD). The iPSC line was meticulously characterized to confirm its pluripotency, absence of transgenes, and normal karyotype. The unexpected discovery of the M232R variant in PRNP makes this cell line a valuable resource for investigating AD pathogenesis.


Assuntos
Doença de Alzheimer , Células-Tronco Pluripotentes Induzidas , Masculino , Humanos , Pessoa de Meia-Idade , Células-Tronco Pluripotentes Induzidas/metabolismo , Doença de Alzheimer/patologia , Leucócitos Mononucleares/metabolismo , Linhagem Celular , Diferenciação Celular , Proteínas Priônicas/metabolismo
7.
J Mov Disord ; 17(1): 30-37, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37691330

RESUMO

OBJECTIVE: This is the first prospective cohort study of Huntington's disease (HD) in Korea. This study aimed to investigate the caregiver burden in relation to the characteristics of patients and caregivers. METHODS: From August 2020 to February 2022, we enrolled patients with HD from 13 university hospitals in Korea. We used the 12-item Zarit Burden Interview (ZBI-12) to evaluate the caregiver burden. We evaluated the clinical associations of the ZBI-12 scores by linear regression analysis and investigated the differences between the low- and high-burden groups. RESULTS: Sixty-five patients with HD and 45 caregivers were enrolled in this cohort study. The average age at onset of motor symptoms was 49.3 ± 12.3 years, with an average cytosine-adenine-guanine (CAG)n of 42.9 ± 4.0 (38-65). The median ZBI-12 score among our caregivers was 17.6 ± 14.2. A higher caregiver burden was associated with a more severe Shoulson-Fahn stage (p = 0.038) of the patients. A higher ZBI-12 score was also associated with lower independence scale (B = -0.154, p = 0.006) and functional capacity (B = -1.082, p = 0.002) scores of patients. The caregiving duration was longer in the high- than in the low-burden group. Caregivers' demographics, blood relation, and marital and social status did not affect the burden significantly. CONCLUSION: HD patients' neurological status exerts an enormous impact on the caregiver burden regardless of the demographic or social status of the caregiver. This study emphasizes the need to establish an optimal support system for families dealing with HD in Korea. A future longitudinal analysis could help us understand how disease progression aggravates the caregiver burden throughout the entire disease course.

8.
Sensors (Basel) ; 23(17)2023 Aug 24.
Artigo em Inglês | MEDLINE | ID: mdl-37687844

RESUMO

With the increasing number of edge devices connecting to the cloud for storage and analysis, concerns about security and data privacy have become more prominent. Homomorphic encryption (HE) provides a promising solution by not only preserving data privacy but also enabling meaningful computations on encrypted data; while considerable efforts have been devoted to accelerating expensive homomorphic evaluation in the cloud, little attention has been paid to optimizing encryption and decryption (ENC-DEC) operations on the edge. In this paper, we propose efficient hardware architectures for CKKS-based ENC-DEC accelerators to facilitate computations on the client side. The proposed architectures are configurable to support a wide range of polynomial sizes with multiplicative depths (up to 30 levels) at a 128-bit security guarantee. We evaluate the hardware designs on the Xilinx XCU250 FPGA platform and achieve an average encryption time 23.7× faster than that of the well-known SEAL HE library. By reducing time complexity and improving the hardware utilization of cryptographic algorithms, our configurable CKKS-supported ENC-DEC hardware designs have the potential to greatly accelerate cryptographic processes on the client side in the post-quantum era.

9.
J Neurol Sci ; 452: 120744, 2023 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-37541133

RESUMO

OBJECTIVE: To investigate neurofilament light chain (NfL), phosphorylated tau (p-Tau) and total tau (t-Tau) as plasma markers for clinical severity in Korean Huntington's disease (HD) cohort. METHODS: Genetically-confirmed 67 HD patients participated from 13 referral hospitals in South Korea. The subjects were evaluated with the Unified Huntington's Disease Rating Scale (UHDRS), total motor score (TMS) and total functional capacity (TFC), Mini-Mental Status Examination (K-MMSE), Montreal Cognitive Assessment (MoCA-K), and Beck's depression inventory (K-BDI). We measured plasma NfL, p-Tau and t-Tau concentrations using single-molecule array (SIMOA) assays. Stages of HD were classified based on UHDRS-TFC score and plasma markers were analyzed for correlation with clinical severity scales. RESULTS: Plasma NfL was elevated in both 6 premanifest and 61 full manifest HD patients compared to the reference value, which increased further from premanifest to manifest HD groups. The NfL level was not significantly correlated with UHDRS TMS or TFC scores in manifest HD patients. Plasma p-Tau was also elevated in HD patients (p = 0.038). The level was the highest in stage III-V HD (n = 30) group (post-hoc p < 0.05). The p-Tau was correlated with UHDRS TFC scores (adjusted p = 0.002). Plasma t-Tau neither differed among the groups nor associated with any clinical variables. CONCLUSIONS: This study supports plasma NfL being a biomarker for initial HD manifestation in Korean cohort, and a novel suggestion of plasma p-Tau as a potential biomarker reflecting the clinical severity in full-manifest HD.


Assuntos
Doença de Huntington , Humanos , Filamentos Intermediários , Progressão da Doença , Biomarcadores , Proteínas de Neurofilamentos , Gravidade do Paciente
10.
Cells ; 12(14)2023 07 14.
Artigo em Inglês | MEDLINE | ID: mdl-37508518

RESUMO

One major challenge associated with lung cancer organoids (LCOs) is their predominant derivation from surgical specimens of patients with early-stage lung cancer. However, patients with advanced lung cancer, who are in need of chemotherapy, often cannot undergo surgery. Therefore, there is an urgent need to successfully generate LCOs from biopsy specimens. Conventional lung biopsy techniques, such as transthoracic needle biopsy and forceps biopsy, only yield small amounts of lung tissue, resulting in a low success rate for culturing LCOs from biopsy samples. Furthermore, potential complications, like bleeding and pneumothorax, make it difficult to obtain sufficient tissue. Another critical issue is the overgrowth of normal lung cells in later passages of LCO culture, and the optimal culture conditions for LCOs are yet to be determined. To address these limitations, we attempted to create LCOs from cryobiopsy specimens obtained from patients with lung cancer (n = 113). Overall, the initial success rate of establishing LCOs from cryobiopsy samples was 40.7% (n = 46). Transbronchial cryobiopsy enables the retrieval of significantly larger amounts of lung tissue than bronchoscopic forceps biopsy. Additionally, cryobiopsy can be employed for peripheral lesions, and it is aided via radial endobronchial ultrasonography. This study significantly improved the success rate of LCO culture and demonstrated that the LCOs retained characteristics that resembled the primary tumors. Single-cell RNA sequencing confirmed high cancer cell purity in early passages of LCOs derived from patients with advanced lung cancer. Furthermore, the three-dimensional structure and intracellular components of LCOs were characterized using three-dimensional holotomography. Finally, drug screening was performed using a specialized micropillar culture system with cryobiopsy-derived LCOs. LCOs derived from cryobiopsy specimens offer a promising solution to the critical limitations of conventional LCOs. Cryobiopsy can be applied to patients with lung cancer at all stages, including those with peripheral lesions, and can provide sufficient cells for LCO generation. Therefore, we anticipate that cryobiopsy will serve as a breakthrough strategy for the clinical application of LCOs in all stages of lung cancer.


Assuntos
Criocirurgia , Neoplasias Pulmonares , Humanos , Broncoscopia/métodos , Criocirurgia/métodos , Neoplasias Pulmonares/patologia , Pulmão/patologia , Organoides/patologia
12.
BMC Neurol ; 23(1): 223, 2023 Jun 09.
Artigo em Inglês | MEDLINE | ID: mdl-37296376

RESUMO

BACKGROUND: Butane is an aliphatic hydrocarbon used in various commercial products. While numerous reports of sudden cardiac-related deaths from butane inhalation have been described, butane-associated acute encephalopathy has rarely been reported. CASE PRESENTATION: A 38-year-old man presented with cognitive dysfunction after butane gas inhalation. Neuropsychological test results showed impairments in verbal and visual memory, and frontal executive function. Diffusion weighted MRI revealed symmetric high-signal changes in the bilateral hippocampus and globus pallidus. FDG-PET demonstrated decreased glucose metabolism in the bilateral precuneus and occipital areas and the left temporal region. At the 8-month follow-up, he showed still significant deficits in memory and frontal functions. Diffuse cortical atrophy with white matter hyperintensities and extensive glucose hypometabolism were detected on follow-up MRI and FDG-PET, respectively. Brain autopsy demonstrated necrosis and cavitary lesions in the globus pallidus. CONCLUSIONS: Only a few cases of butane encephalopathy have been reported to date. Brain lesions associated with butane encephalopathy include lesions in the bilateral thalamus, insula, putamen, and cerebellum. To the best of our knowledge, this is the first report on bilateral hippocampal and globus pallidal involvement in acute butane encephalopathy. The pathophysiology of central nervous system complications induced by butane intoxication is not yet fully understood. However, the direct toxic effects of butane or anoxic injury secondary to cardiac arrest or respiratory depression have been suggested as possible mechanisms of edematous changes in the brain after butane intoxication.


Assuntos
Encefalopatias , Fluordesoxiglucose F18 , Masculino , Humanos , Adulto , Autopsia , Neuroimagem , Encéfalo/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Encefalopatias/induzido quimicamente , Encefalopatias/diagnóstico por imagem , Butanos , Testes Neuropsicológicos
14.
Food Sci Anim Resour ; 43(1): 61-72, 2023 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-36789191

RESUMO

The practical use of Korean native black goat skin as a source of gelatin extraction is limited. The objective of this study was to optimize the extraction temperature and time of gelatin from Korean native black goat skin, and to compare the quality characteristics of goat skin gelatin and other commercial gelatin products. Response surface methodology was applied to optimize the extraction temperature and time of gelatin obtained from native Korean black goat skin. The effects of temperature (50°C-70°C) and time (2-4 h) on extraction yield and gel strength were investigated using a face-centered central composite design with 13 experiments. Gelatin extraction from Korean native black goat skin was prepared through the serial processes of alkali pre-treatment, bleaching, neutralization, hot-water extraction, and freeze-drying. Using the optimization plot of Minitab software, the optimized conditions for extracting temperature and time of goat skin gelatin were 59.49°C and 3.03 h, and the optimized values of extraction yield and gel strength were 12.52% and 263.37 g, respectively. Based on a quality comparison of goat skin gelatin with commercial gelatin, the pH value of gelatin extracted from Korean native black goat skin was 5.57. The color of gelatin extracted from Korean native black goat skin was darker than that of commercial gelatin (p<0.05). Higher emulsifying properties and gel strength of goat skin gelatin were observed when compared to those of commercial gelatin (p<0.05). Therefore, the results of this study indicate that Korean native black goat skin may be a valuable source for gelatin extraction.

15.
Stem Cell Res ; 68: 103051, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36805467

RESUMO

The hiPSC line was generated from peripheral blood mononuclear cells (PBMCs) collected from a female patient with young onset Parkinson's disease (PD), carrying on heterozygous c.1448 T > C (L483P), c1483 G > C (A495P) and c.1497 G > C (V499V) mutations in the GBA gene. The PBMCs was reprogrammed into an induced pluripotent stem cell (iPSC) line (GBA PD8 or PNUSCRi004-A hiPSCs) using non-integrative Sendai virus. The cell line, PNUSCRi004-A displayed a normal karyotype and expression of pluripotency markers capable of producing derivatives of three germ layers (Ectoderm, Endoderm and Mesoderm).


Assuntos
Células-Tronco Pluripotentes Induzidas , Doença de Parkinson , Humanos , Feminino , Células-Tronco Pluripotentes Induzidas/metabolismo , Reprogramação Celular , Doença de Parkinson/genética , Doença de Parkinson/metabolismo , Leucócitos Mononucleares/metabolismo , Diferenciação Celular , Mutação/genética
16.
Stem Cell Res ; 65: 102959, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-36332465

RESUMO

The hiPSC line was generated from peripheral blood mononuclear cells (PBMCs) collected by a male patient with young onset Parkinson's disease, carrying on heterozygous c.680 A > G (N227S) mutation in the GBA gene. The PBMCs was reprogrammed into an induced pluripotent stem cell (iPSC) line (PNUSCRi001-A hiPSCs) using non-integrative sendai virus. The hiPSC line, PNUSCRi001-A displayed a normal karyotype and the Expression of pluripotency markers that is capable of producing derivatives of three germ layers (Ectoderm, Endoderm and Mesoderm).


Assuntos
Células-Tronco Pluripotentes Induzidas , Doença de Parkinson , Humanos , Masculino , Doença de Parkinson/genética , Leucócitos Mononucleares , Mutação/genética
17.
Stem Cell Res ; 65: 102948, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-36274270

RESUMO

Mutation in the glucocerebrosidase encoding gene 1 (GBA) is one of the most frequent causes of Parkinson's disease (PD). Herein, we obtained peripheral blood mononuclear cells (PBMCs) from a patient with PD with a heterozygous c.475C > T (p.R159W) mutation in the GBA gene, and generated an induced pluripotent stem cell (iPSC) line (GBA PD9 or PNUSCRi002-A hiPSCs) using a non-integrative Sendai virus. The iPSC line expressed pluripotency markers (OCT4, NANOG, SSEA-4, TRA-1-60) and displayed differentiation properties in the three germ layers (ectoderm, endoderm, and mesoderm). Additionally, the patient had a normal karyotype.


Assuntos
Glucosilceramidase , Células-Tronco Pluripotentes Induzidas , Doença de Parkinson , Humanos , Leucócitos Mononucleares , Mutação/genética , Doença de Parkinson/genética , Linhagem Celular , Glucosilceramidase/genética
18.
Arch Pharm Res ; 45(10): 743-760, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-36178580

RESUMO

This study aimed to develop a solid dispersion formulation of silymarin (Silymarin-SD) using freeze-drying method to enhance its oral bioavailability (BA) by inhibiting the intestinal first-pass effect and increasing its solubility and permeability. Silymarin-SD formulation (i.e., silymarin:tween 80:hydroxypropyl cellulose (HPC) = 1:1:3 (w/w/w) significantly increased silymarin permeability in the duodenum, jejunum, and ileum by decreasing the efflux ratio of silymarin and by inhibiting silymarin-glucuronidation activity, in which tween 80 played a crucial role. As a result, orally administered Silymarin-SD formulation increased plasma silymarin concentrations and decreased silymarin-glucuronide in rats compared with silymarin alone and silymmarin:D-α-tocopherol polyethylene glycol 1000 succinate (1:1, w/w) formulation. In addition to modulating intestinal first-pass effect, Silymarin-SD formulation showed a significantly higher cumulative dissolution for 120 min compared with that of silymarin from the physical mixture (PM) of the same composition as Silymarin-SD and silymarin alone; the relative BA of silymarin-SD increased to 215% and 589% compared with silymarin-PM and silymarin alone, respectively. This could be attributed to the amorphous status of the Silymarin-SD formulation without chemical interaction with excipients, such as tween 80 and HPC. Moreover, the hepatoprotective effect of Silymarin-SD in acetaminophen-induced acute hepatotoxicity, as estimated from the alanine aminotransferase and aspartate aminotransferase values, was superior to that of silymarin. In conclusion, the increase in the dissolution rate and intestinal permeability of silymarin, and the inhibition of silymarin-glucuronidation by the Silymarin-SD formulation, prepared using tween 80 and HPC, increased its plasma concentration and resulted in a superior hepatoprotective effect compared to silymarin.


Assuntos
Silimarina , Ratos , Animais , Disponibilidade Biológica , Silimarina/farmacologia , Polissorbatos , Composição de Medicamentos , Solubilidade , alfa-Tocoferol/farmacologia , Administração Oral
19.
Diagnostics (Basel) ; 12(8)2022 Jul 29.
Artigo em Inglês | MEDLINE | ID: mdl-36010174

RESUMO

Artificial intelligence (AI) techniques can be a solution for delayed or misdiagnosed pneumothorax. This study developed, a deep-learning-based AI model to estimate the pneumothorax amount on a chest radiograph and applied it to a treatment algorithm developed by experienced thoracic surgeons. U-net performed semantic segmentation and classification of pneumothorax and non-pneumothorax areas. The pneumothorax amount was measured using chest computed tomography (volume ratio, gold standard) and chest radiographs (area ratio, true label) and calculated using the AI model (area ratio, predicted label). Each value was compared and analyzed based on clinical outcomes. The study included 96 patients, of which 67 comprised the training set and the others the test set. The AI model showed an accuracy of 97.8%, sensitivity of 69.2%, a negative predictive value of 99.1%, and a dice similarity coefficient of 61.8%. In the test set, the average amount of pneumothorax was 15%, 16%, and 13% in the gold standard, predicted, and true labels, respectively. The predicted label was not significantly different from the gold standard (p = 0.11) but inferior to the true label (difference in MAE: 3.03%). The amount of pneumothorax in thoracostomy patients was 21.6% in predicted cases and 18.5% in true cases.

20.
NMR Biomed ; 35(11): e4795, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-35775868

RESUMO

The establishment of an unbiased protocol for the automated volumetric measurement of iron-rich regions in the substantia nigra (SN) is clinically important for diagnosing neurodegenerative diseases exhibiting midbrain atrophy, such as progressive supranuclear palsy (PSP). This study aimed to automatically quantify the volume and surface properties of the iron-rich 3D regions in the SN using the quantitative MRI-R2 * map. Three hundred and sixty-seven slices of R2 * map and susceptibility-weighted imaging (SWI) at 3-T MRI from healthy control (HC) individuals and Parkinson's disease (PD) patients were used to train customized U-net++ convolutional neural network based on expert-segmented masks. Age- and sex-matched participants were selected from HC, PD, and PSP groups to automate the volumetric determination of iron-rich areas in the SN. Dice similarity coefficient values between expert-segmented and detected masks from the proposed network were 0.91 ± 0.07 for R2 * maps and 0.89 ± 0.08 for SWI. Reductions in iron-rich SN volume from the R2 * map (SWI) were observed in PSP with area under the receiver operating characteristic curve values of 0.96 (0.89) and 0.98 (0.92) compared with HC and PD, respectively. The mean curvature of the PSP showed SN deformation along the side closer to the red nucleus. We demonstrated the automated volumetric measurement of iron-rich regions in the SN using deep learning can quantify the SN atrophy in PSP compared with PD and HC.


Assuntos
Doença de Parkinson , Paralisia Supranuclear Progressiva , Atrofia , Estudos de Viabilidade , Humanos , Ferro , Imageamento por Ressonância Magnética/métodos , Doença de Parkinson/diagnóstico por imagem , Substância Negra/diagnóstico por imagem , Paralisia Supranuclear Progressiva/diagnóstico por imagem
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