Dementia and neurocognitive disorders最新文献

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Time Perception and Memory in Mild Cognitive Impairment and Alzheimer’s Disease: A Preliminary Study 轻度认知障碍和阿尔茨海默病的时间感知和记忆:初步研究
Dementia and neurocognitive disorders Pub Date : 2023-01-01 DOI: 10.12779/dnd.2023.22.4.148
Sung-Ho Woo, Jarang Hahm, Jeong-Sug Kyong, Hang-Rai Kim, Kwang Ki Kim
{"title":"Time Perception and Memory in Mild Cognitive Impairment and Alzheimer’s Disease: A Preliminary Study","authors":"Sung-Ho Woo, Jarang Hahm, Jeong-Sug Kyong, Hang-Rai Kim, Kwang Ki Kim","doi":"10.12779/dnd.2023.22.4.148","DOIUrl":"https://doi.org/10.12779/dnd.2023.22.4.148","url":null,"abstract":"Background and Purpose Episodic memory is a system that receives and stores information about temporally dated episodes and their interrelations. Our study aimed to investigate the relevance of episodic memory to time perception, with a specific focus on simultaneity/order judgment. Methods Experiment 1 employed the simultaneity judgment task to discern differences in time perception between patients with mild cognitive impairment or dementia, and age-matched normals. A mathematical analysis capable of estimating subjects’ time processing was utilized to identify the sensory and decisional components of temporal order and simultaneity judgment. Experiment 2 examined how differences in temporal perception relate to performance in temporal order memory, in which time delays play a critical role. Results The temporal decision windows for both temporal order and simultaneity judgments exhibited marginal differences between patients with episodic memory impairment, and their healthy counterparts (p = 0.15, t(22) = 1.34). These temporal decision windows may be linked to the temporal separation of events in episodic memory (Pearson’s ρ = −0.53, p = 0.05). Conclusions Based on our findings, the frequency of visual events accumulated and encoded in the working memory system in the patients’ and normal group appears to be approximately (5.7 and 11.2) Hz, respectively. According to the internal clock model, a lower frequency of event pulses tends to result in underestimation of event duration, which phenomenon might be linked to the observed time distortions in patients with dementia.","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"178 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135667378","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diagnostic Tools for Alzheimer's Disease: A Narrative Review Based on Our Own Research Experience. 阿尔茨海默病的诊断工具:基于我们自己研究经验的叙述性回顾。
Dementia and neurocognitive disorders Pub Date : 2023-01-01 DOI: 10.12779/dnd.2023.22.1.16
So-Hee Park, Kyoung Ja Kwon, Min Young Kim, Jae-Hun Kim, Won-Jin Moon, Hui Jin Ryu, Jae Won Jang, Yeonsil Moon
{"title":"Diagnostic Tools for Alzheimer's Disease: A Narrative Review Based on Our Own Research Experience.","authors":"So-Hee Park,&nbsp;Kyoung Ja Kwon,&nbsp;Min Young Kim,&nbsp;Jae-Hun Kim,&nbsp;Won-Jin Moon,&nbsp;Hui Jin Ryu,&nbsp;Jae Won Jang,&nbsp;Yeonsil Moon","doi":"10.12779/dnd.2023.22.1.16","DOIUrl":"https://doi.org/10.12779/dnd.2023.22.1.16","url":null,"abstract":"<p><p>Alzheimer's disease (AD), one of the most representative neurodegenerative diseases, has diverse neurobiological and pathophysiological mechanisms. Treatment strategies targeting a single mechanism have repeated faced failures because the mechanism of neuronal cell death is very complex that is not fully understood yet. Since complex mechanisms exist to explain AD, a variety of diagnostic biomarkers for diagnosing AD are required. Moreover, standardized evaluations for comprehensive diagnosis using neuropsychological, imaging, and laboratory tools are needed. In this review, we summarize the latest clinical, neuropsychological, imaging, and laboratory evaluations to diagnose patients with AD based on our own experience in conducting a prospective study.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"22 1","pages":"16-27"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/c2/f5/dnd-22-16.PMC9939574.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10754181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Facial Emotion Recognition in Older Adults With Cognitive Complaints 有认知障碍的老年人面部情绪识别
Dementia and neurocognitive disorders Pub Date : 2023-01-01 DOI: 10.12779/dnd.2023.22.4.158
YongSoo Shim
{"title":"Facial Emotion Recognition in Older Adults With Cognitive Complaints","authors":"YongSoo Shim","doi":"10.12779/dnd.2023.22.4.158","DOIUrl":"https://doi.org/10.12779/dnd.2023.22.4.158","url":null,"abstract":"Background and Purpose Facial emotion recognition deficits impact the daily life, particularly of Alzheimer’s disease patients. We aimed to assess these deficits in the following three groups: subjective cognitive decline (SCD), mild cognitive impairment (MCI), and mild Alzheimer’s dementia (AD). Additionally, we explored the associations between facial emotion recognition and cognitive performance. Methods We used the Korean version of the Florida Facial Affect Battery (K-FAB) in 72 SCD, 76 MCI, and 76 mild AD subjects. The comparison was conducted using the analysis of covariance (ANCOVA), with adjustments being made for age and sex. The Mini-Mental State Examination (MMSE) was utilized to gauge the overall cognitive status, while the Seoul Neuropsychological Screening Battery (SNSB) was employed to evaluate the performance in the following five cognitive domains: attention, language, visuospatial abilities, memory, and frontal executive functions. Results The ANCOVA results showed significant differences in K-FAB subtests 3, 4, and 5 (p=0.001, p=0.003, and p=0.004, respectively), especially for anger and fearful emotions. Recognition of ‘anger’ in the FAB subtest 5 declined from SCD to MCI to mild AD. Correlations were observed with age and education, and after controlling for these factors, MMSE and frontal executive function were associated with FAB tests, particularly in the FAB subtest 5 (r=0.507, p<0.001 and r=−0.288, p=0.026, respectively). Conclusions Emotion recognition deficits worsened from SCD to MCI to mild AD, especially for negative emotions. Complex tasks, such as matching, selection, and naming, showed greater deficits, with a connection to cognitive impairment, especially frontal executive dysfunction.","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135667376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Progressive Cognitive and Behavioral Changes With Leukodystrophy due to ABCD1 Gene Mutation. ABCD1基因突变导致脑白质营养不良患者进行性认知和行为改变。
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-31 DOI: 10.12779/dnd.2022.21.4.162
Jinseok Park, Sanggon Lee, Heerah Lee, Jee Soo Lee, Moon-Woo Seong, Hee-Jin Kim
{"title":"Progressive Cognitive and Behavioral Changes With Leukodystrophy due to <i>ABCD1</i> Gene Mutation.","authors":"Jinseok Park,&nbsp;Sanggon Lee,&nbsp;Heerah Lee,&nbsp;Jee Soo Lee,&nbsp;Moon-Woo Seong,&nbsp;Hee-Jin Kim","doi":"10.12779/dnd.2022.21.4.162","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.162","url":null,"abstract":"Adrenoleukodystrophy (ALD) is caused by a mutation in the ABCD1 gene, which is located on the X-chromosome (Xq28).1 Peroxisomal dysfunction leads to accumulation of very long-chain fatty acids (VLCFA) in adrenal glands and peripheral white matter of the central nervous system.2 In contrast to childhood-onset ALD, adult-onset ALD is relatively rare and asymptomatic until the 4th decade of life.1 Since ALD has X-linked inheritance, it is difficult to prioritize genetic testing when there are only a few family members. In addition, if there are extensive white matter changes without a definitive family history, early diagnosis is difficult because other etiologies such as demyelinating disease should be given priority consideration. Herein, we report a sporadic case of adult-onset ALD caused by ABCD1 mutation. The condition was originally thought to be a demyelinating disease. Therefore, the ALD diagnosis was delayed.","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"162-164"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/78/08/dnd-21-162.PMC9644059.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Need for an Update for the Guideline for the Management of Mild Cognitive Impairment. 轻度认知障碍管理指南需要更新。
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-25 DOI: 10.12779/dnd.2022.21.4.107
Minji Kim, So Young Moon
{"title":"Need for an Update for the Guideline for the Management of Mild Cognitive Impairment.","authors":"Minji Kim,&nbsp;So Young Moon","doi":"10.12779/dnd.2022.21.4.107","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.107","url":null,"abstract":"<p><p>Attention is being paid to diagnosis and treatment of mild cognitive impairment (MCI) because early diagnosis and preventive management can slow down the progression of Alzheimer's disease. In particular, in the present era, the use of biomarkers for predicting conversion into dementia is permitted in medical practice. Therefore, authors aimed to propose additional considerations when updating guidelines for the management of MCI, including predictable biomarkers, revising treatment option after additional clinical trials for cholinesterase inhibitors, and detailed regimes for lifestyle interventions. After reviewing 3 patients with MCI by detailed evaluation, we realized that cholinesterase inhibitors were not recommended. In addition, regular exercise and cognitive training were only possible recommendations for patients according to current guidelines, although all 3 patients had evidence of β-amyloid accumulation and related neurodegeneration. Furthermore, caregivers for all 3 patients were worried whether patients could keep doing regular exercise and cognitive training by themselves and asked about the economic training system which monitors patients so that they can keep training. Therefore, we propose that guidelines for managing MCI need to be updated in the present era when the use of biomarkers for predicting conversion into dementia is permitted in medical practice.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"107-116"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/9a/f6/dnd-21-107.PMC9644063.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving Medication Adherence in Isolated Patients With Cognitive Impairment Using Automated Telephone Reminders. 使用自动电话提醒提高孤立认知障碍患者的药物依从性。
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-26 DOI: 10.12779/dnd.2022.21.4.117
Moon Jeong Kim, Jeong Yun Song, Jae-Won Jang, Seo-Young Lee, Jin Hyeong Jhoo, Gi Hwan Byeon, Yeshin Kim
{"title":"Improving Medication Adherence in Isolated Patients With Cognitive Impairment Using Automated Telephone Reminders.","authors":"Moon Jeong Kim,&nbsp;Jeong Yun Song,&nbsp;Jae-Won Jang,&nbsp;Seo-Young Lee,&nbsp;Jin Hyeong Jhoo,&nbsp;Gi Hwan Byeon,&nbsp;Yeshin Kim","doi":"10.12779/dnd.2022.21.4.117","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.117","url":null,"abstract":"<p><strong>Background and purpose: </strong>Medication adherence is essential for effective medical treatment. However, it is challenging for cognitively impaired patients. We investigated whether an automated telephone reminder service improves medication adherence and reduces the decline of cognitive function in isolated patients with cognitive impairment.</p><p><strong>Methods: </strong>This was a single-center, randomized clinical trial. We enrolled mild cognitive impairment (MCI) or Alzheimer's disease (AD) patients who lived alone or with a cognitively impaired spouse. We provided an automated telephone reminder service for taking medication to the intervention group for 6 months. The control group was provided with general guidelines for taking the medication every month. The participants underwent neuropsychological assessment at the beginning and end of the study. Statistical significance was tested using nonparametric Wilcoxon rank sum and Wilcoxon matched-pairs signed-rank tests.</p><p><strong>Results: </strong>Thirty participants were allocated randomly to groups, and data for 29 participants were analyzed. The mean age was 79.6 (standard deviation, 6.0) years and 79.3% of the participants were female. There was no significant difference in medication adherence between the 2 groups. However, a subgroup analysis among participants with more than 70% response rates showed better medication adherence compared to the control group (intervention: 94.6%; control: 90.2%, <i>p</i>=0.0478). There was no significant difference in the change in cognitive function between the 2 groups.</p><p><strong>Conclusions: </strong>If a patient's compliance is good, telephone reminders might be effective in improving medication adherence. It is necessary to develop reminder tools that can improve compliance for cognitively impaired patients.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"117-125"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/a4/eb/dnd-21-117.PMC9644062.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698319","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Electroencephalography for Early Detection of Alzheimer's Disease in Subjective Cognitive Decline. 脑电图早期检测阿尔茨海默病的主观认知能力下降。
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-25 DOI: 10.12779/dnd.2022.21.4.126
YongSoo Shim, Dong Won Yang, SeongHee Ho, Yun Jeong Hong, Jee Hyang Jeong, Kee Hyung Park, SangYun Kim, Min Jeong Wang, Seong Hye Choi, Seung Wan Kang
{"title":"Electroencephalography for Early Detection of Alzheimer's Disease in Subjective Cognitive Decline.","authors":"YongSoo Shim,&nbsp;Dong Won Yang,&nbsp;SeongHee Ho,&nbsp;Yun Jeong Hong,&nbsp;Jee Hyang Jeong,&nbsp;Kee Hyung Park,&nbsp;SangYun Kim,&nbsp;Min Jeong Wang,&nbsp;Seong Hye Choi,&nbsp;Seung Wan Kang","doi":"10.12779/dnd.2022.21.4.126","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.126","url":null,"abstract":"<p><strong>Background and purpose: </strong>Early detection of subjective cognitive decline (SCD) due to Alzheimer's disease (AD) is important for clinical research and effective prevention and management. This study examined if quantitative electroencephalography (qEEG) could be used for early detection of AD in SCD.</p><p><strong>Methods: </strong>Participants with SCD from 6 dementia clinics in Korea were enrolled. <sup>18</sup>F-florbetaben brain amyloid positron emission tomography (PET) was conducted for all the participants. qEEG was performed to measure power spectrum and source cortical activity.</p><p><strong>Results: </strong>The present study included 95 participants aged over 65 years, including 26 amyloid PET (+) and 69 amyloid PET (-). In participants with amyloid PET (+), relative power at delta band was higher in frontal (<i>p</i>=0.025), parietal (<i>p</i>=0.005), and occipital (<i>p</i>=0.022) areas even after adjusting for age, sex, and education. Source activities of alpha 1 band were significantly decreased in the bilateral fusiform and inferior temporal areas, whereas those of delta band were increased in the bilateral cuneus, pericalcarine, lingual, lateral occipital, precuneus, posterior cingulate, and isthmus areas. There were increased connections between bilateral precuneus areas but decreased connections between left rostral middle frontal area and bilateral frontal poles at delta band in participants with amyloid PET (+) showed. At alpha 1 band, there were decreased connections between bilateral entorhinal areas after adjusting for covariates.</p><p><strong>Conclusions: </strong>SCD participants with amyloid PET (+) showed increased delta and decreased alpha 1 activity. qEEG is a potential means for predicting amyloid pathology in SCD. Further longitudinal studies are needed to confirm these findings.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"126-137"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/95/1d/dnd-21-126.PMC9644061.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698322","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Study Design and Baseline Results in a Cohort Study to Identify Predictors for the Clinical Progression to Mild Cognitive Impairment or Dementia From Subjective Cognitive Decline (CoSCo) Study. 一项确定主观认知能力下降(CoSCo)临床进展为轻度认知障碍或痴呆的预测因素的队列研究的研究设计和基线结果
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-31 DOI: 10.12779/dnd.2022.21.4.147
SeongHee Ho, Yun Jeong Hong, Jee Hyang Jeong, Kee Hyung Park, SangYun Kim, Min Jeong Wang, Seong Hye Choi, SeungHyun Han, Dong Won Yang
{"title":"Study Design and Baseline Results in a Cohort Study to Identify Predictors for the Clinical Progression to Mild Cognitive Impairment or Dementia From Subjective Cognitive Decline (CoSCo) Study.","authors":"SeongHee Ho,&nbsp;Yun Jeong Hong,&nbsp;Jee Hyang Jeong,&nbsp;Kee Hyung Park,&nbsp;SangYun Kim,&nbsp;Min Jeong Wang,&nbsp;Seong Hye Choi,&nbsp;SeungHyun Han,&nbsp;Dong Won Yang","doi":"10.12779/dnd.2022.21.4.147","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.147","url":null,"abstract":"<p><strong>Background and purpose: </strong>Subjective cognitive decline (SCD) refers to the self-perception of cognitive decline with normal performance on objective neuropsychological tests. SCD, which is the first help-seeking stage and the last stage before the clinical disease stage, can be considered to be the most appropriate time for prevention and treatment. This study aimed to compare characteristics between the amyloid positive and amyloid negative groups of SCD patients.</p><p><strong>Methods: </strong>A cohort study to identify predictors for the clinical progression to mild cognitive impairment (MCI) or dementia from subjective cognitive decline (CoSCo) study is a multicenter, prospective observational study conducted in the Republic of Korea. In total, 120 people aged 60 years or above who presented with a complaint of persistent cognitive decline were selected, and various risk factors were measured among these participants. Continuous variables were analyzed using the Wilcoxon rank-sum test, and categorical variables were analyzed using the χ<sup>2</sup> test or Fisher's exact test. Logistic regression models were used to assess the predictors of amyloid positivity.</p><p><strong>Results: </strong>The multivariate logistic regression model indicated that amyloid positivity on PET was related to a lack of hypertension, atrophy of the left temporal lateral and entorhinal cortex, low body mass index, low waist circumference, less body and visceral fat, fast gait speed, and the presence of the apolipoprotein E ε4 allele in amnestic SCD patients.</p><p><strong>Conclusions: </strong>The CoSCo study is still in progress, and the authors aim to identify the risk factors that are related to the progression of MCI or dementia in amnestic SCD patients through a two-year follow-up longitudinal study.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"147-161"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/b9/67/dnd-21-147.PMC9644060.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Prediction of East Asian Brain Age using Machine Learning Algorithms Trained With Community-based Healthy Brain MRI. 基于社区健康脑MRI训练的机器学习算法预测东亚脑年龄
Dementia and neurocognitive disorders Pub Date : 2022-10-01 Epub Date: 2022-10-31 DOI: 10.12779/dnd.2022.21.4.138
Chanda Simfukwe, Young Chul Youn
{"title":"Prediction of East Asian Brain Age using Machine Learning Algorithms Trained With Community-based Healthy Brain MRI.","authors":"Chanda Simfukwe,&nbsp;Young Chul Youn","doi":"10.12779/dnd.2022.21.4.138","DOIUrl":"https://doi.org/10.12779/dnd.2022.21.4.138","url":null,"abstract":"<p><strong>Background and purpose: </strong>Magnetic resonance imaging (MRI) helps with brain development analysis and disease diagnosis. Brain volumes measured from different ages using MRI provides useful information in clinical evaluation and research. Therefore, we trained machine learning models that predict the brain age gap of healthy subjects in the East Asian population using T1 brain MRI volume images.</p><p><strong>Methods: </strong>In total, 154 T1-weighted MRIs of healthy subjects (55-83 years of age) were collected from an East Asian community. The information of age, gender, and education level was collected for each participant. The MRIs of the participants were preprocessed using FreeSurfer(https://surfer.nmr.mgh.harvard.edu/) to collect the brain volume data. We trained the models using different supervised machine learning regression algorithms from the scikit-learn (https://scikit-learn.org/) library.</p><p><strong>Results: </strong>The trained models comprised 19 features that had been reduced from 55 brain volume labels. The algorithm BayesianRidge (BR) achieved a mean absolute error (MAE) and r squared (R<sup>2</sup>) of 3 and 0.3 years, respectively, in predicting the age of the new subjects compared to other regression methods. The results of feature importance analysis showed that the right pallidum, white matter hypointensities on T1-MRI scans, and left hippocampus comprise some of the essential features in predicting brain age.</p><p><strong>Conclusions: </strong>The MAE and R<sup>2</sup> accuracies of the BR model predicting brain age gap in the East Asian population showed that the model could reduce the dimensionality of neuroimaging data to provide a meaningful biomarker for individual brain aging.</p>","PeriodicalId":72779,"journal":{"name":"Dementia and neurocognitive disorders","volume":"21 4","pages":"138-146"},"PeriodicalIF":0.0,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/8f/43/dnd-21-138.PMC9644058.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40698321","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Effects of a High-Intensity Interval Physical Exercise Program on Cognition, Physical Performance, and Electroencephalogram Patterns in Korean Elderly People: A Pilot Study. 高强度间歇体育锻炼计划对韩国老年人认知、体能表现和脑电图模式的影响:一项试点研究。
Dementia and neurocognitive disorders Pub Date : 2022-07-01 Epub Date: 2022-07-26 DOI: 10.12779/dnd.2022.21.3.93
Sun Min Lee, Muncheong Choi, Buong-O Chun, Kyunghwa Sun, Ki Sub Kim, Seung Wan Kang, Hong-Sun Song, So Young Moon
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