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Discrimination between Dementia Groups and Healthy Elderlies Using Scalp-Recorded-EEG-Based Brain Functional Connectivity Networks
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作者 Sakura Nishijima Tetsushi Yada +7 位作者 Toshimasa Yamazaki yoshiyuki kuroiwa Makoto Nakane Kimihiro Fujino Toshiaki Hirai Yasuhisa Baba Shoko Yamada Sho Tsukiyama 《Journal of Biomedical Science and Engineering》 2020年第7期153-167,共15页
<em>Objective:</em> To establish a practical method for discriminating dementia groups and healthy elderlies, by using scalp-recorded electroencephalograms (EEGs). <em>Methods:</em> 16-ch EEGs ... <em>Objective:</em> To establish a practical method for discriminating dementia groups and healthy elderlies, by using scalp-recorded electroencephalograms (EEGs). <em>Methods:</em> 16-ch EEGs were recorded during resting state for 39 dementia groups and 11 healthy elderlies. The connectivity between any two electrodes was estimated by synchronization likelihood (SL). The brain networks were constructed by normalized SL values. The present leave-one-out cross validation (LOOCV) required the Euclidean distance between any two subjects having 120-dimensional vectors concerned with the SL values for six frequency bands. In order to investigate factors which would affect the LOOCV results, principal component analysis (PCA) was applied to all the subjects. <em>Results:</em> The accuracy for the upper alpha yielded more than 80% and 70% in the dementia groups and the healthy elderlies, respectively. The LOOCV result could be explained in terms of brain networks such as executive control network (ECN) and default mode network (DMN) characterized by factor loadings of principal components. <em>Conclusions:</em> Dementia groups and healthy elderlies could be characterized by principal components of SL values between all the electrode pairs, even less connections, which revealed disruption and preservation of DMN and ECN. <em>Significance:</em> This study will provide a simple and practical method for discriminating dementia groups from healthy elderlies by scalp-recorded EEGs. 展开更多
关键词 ELECTROENCEPHALOGRAPHY Network DEMENTIA Synchronization Likelihood Leave-One-Out Cross Validation Euclidean Distance
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characteristics of intestinal pseudo-obstruction in patients with mitochondrial diseases 被引量:3
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作者 Yusuke Sekino Masahiko Inamori +15 位作者 Eiji Yamada Hidenori Ohkubo Eiji Sakai Takuma Higurashi Hiroshi Iida Kunihiro Hosono Hiroki Endo Takashi Nonaka Hirokazu Takahashi Tomoko Koide Yasunobu Abe Eiji Gotoh Shigeru Koyano yoshiyuki kuroiwa Shin Maeda Atsushi Nakajima 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第33期4557-4562,共6页
AIM: To reveal the frequency, characteristics and prognosis of chronic intestinal pseudo-obstruction (CIP) in mitochondrial disease patients. METHODS: Between January 2000 and December 2010, 31 patients (13 males and ... AIM: To reveal the frequency, characteristics and prognosis of chronic intestinal pseudo-obstruction (CIP) in mitochondrial disease patients. METHODS: Between January 2000 and December 2010, 31 patients (13 males and 18 females) were di-agnosed with mitochondrial diseases at our hospital. We conducted a retrospective review of the patients' sex, subclass of mitochondrial disease, age at onset of mitochondrial disease, frequency of CIP and the age at its onset, and the duration of survival. The age at onset or at the first diagnosis of the disorder that led to the clinical suspicion of mitochondrial disease was also examined. RESULTS: Twenty patients were sub-classified with mitochondrial encephalopathy with lactic acidosis and stroke-like episodes (MELAS), 8 with chronic progressive external ophthalmoplegia (CPEO), and 3 with myoclonus epilepsy associated with ragged-red fibers (MERRF). Nine patients were diagnosed with CIP, 8 of the 20 (40.0%) patients with MELAS, 0 of the 8 (0.0%) patients with CPEO, and 1 of the 3 (33.3%) patients with MERRF. The median age (range) at the diagnosis and the median age at onset of mitochondrial disease were 40 (17-69) and 25 (12-63) years in patients with CIP, and 49 (17-81) and 40 (11-71) years in patients without CIP. During the survey period, 5 patients (4 patients with MELAS and 1 with CPEO) died. The cause of death was cardiomyopathy in 2 patients with MELAS, cerebral infarction in 1 patient with MELAS, epilepsy and aspiration pneumonia in 1 patient with MELAS, and multiple metastases from gastric cancer and aspiration pneumonia in 1 patient with CPEO. CONCLUSION: Patients with CIP tend to have disorders that are suspected to be related to mitochondrial diseases at younger ages than are patients without CIP. 展开更多
关键词 Chronic intestinal pseudo-obstruction Criteria Mitochondrial disease Mitochondrial encephalopathy Lactic acidosis Stroke-like episodes Chronic progressive external ophthalmoplegia
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