• Title/Summary/Keyword: 경도 인지장애

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Prediction of Cognitive Impairment Using Blood Gene Expression Based on Machine Learning (혈액 유전자 발현을 이용한 기계학습 기반 인지장애 예측)

  • Lee, Seungeun;Zhou, Yu;Kang, Kyungtae
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.61-62
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    • 2022
  • 알츠하이머성 치매는 현존하는 치료법이 없어 경도인지장애 단계에서의 예방이 중요하다. 지금까지의 알츠하이머 연구는 대부분이 뇌영상 마커와 뇌척수액 마커에 집중되어 있었으며, 경도 인지 장애 단계에서의 탐색은 더욱 적었다. 이러한 점에서 혈액 유전자 발현을 이용한 경도 인지장애 단계 예측은 인지 능력에 따른 관련 유전자 식별과 접근 가능한 진단 및 치료 바이오 마커 탐색에 기여할 수 있다. 그러나 유전자 발현 데이터의 경우 환자 수에 비해 높은 차원을 가지기 때문에 과적합을 막고 질병 관련 유전자를 식별하기 위해서는 데이터에서의 의미 있는 차원만을 뽑아내는 차원 축소가 선행되야 한다. 본 연구는 유전자 발현데이터에서의 인지장애 분류를 위해 차원 축소기법과 신경망을 적용하여 인지 장애 정도를 예측하였다. 그 결과, Lasso 이용 차원축소와 신경망을 이용하여 97%의 정확도로 정상과 조기 경도 인지장애, 후기 경도 인지장애 환자를 분류 할 수 있었으며, 더 적은 차원에서도 분류가 가능했다. 이는 혈액 유전자 발현을 이용해 경도 인지장애 단계를 예측한 첫 번째 연구이며, 인지능력 저하에 따른 혈액 유전자 발현의 연관성을 확인하고 향후 조기 진단, 치료 표적 탐색에 기여한다.

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A Study on the Mental Care Service of the Elderly through Effective Cognitive Impairment Screening Question (효율적인 경도인지장애 선별 문항을 통한 노인의 마음 돌봄 서비스 연구)

  • Jeong, Ji Won;Lee, Jeong Ha;Cho, Hyun Seung;Lee, Jong Won;Kim, Hansoo
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.307-310
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    • 2022
  • 4차 산업혁명의 기술이 발전함에 따라 세계는 눈부시게 발전하고 있다. 그러나 그와 동시에 어르신들의 치매로 인한 사회적 비용의 증가로 발생하는 문제점 또한 무시하지 못할 수준에 이르렀다. 이에 조기에 치매를 선별하여 예방하는 것이 중요시되었으며 다양한 연구기관에서는 빠르고 쉽게 치매의 전 단계인 경도인지장애를 선별하고자 여러 선별 검사지를 제작하여 경도인지장애 선별을 통한 치매를 예방하는 데 노력하는 중이다. 하지만 다양한 상황으로 각각의 효율성이 경도인지장애 선별에 대한 기대에 미치지 못하고 있다. 그리하여 본 연구는 기존에 개발된 경도인지장애 선별지 들을 비교 분석 및 코로나 상황에 적합하게 비대면 방식으로 경도인지장애 선별이 가능하도록 보다 효율적으로 개선하였으며 이를 IoT 기기에 접목하였다. 또한 IoT 기기는 어르신들의 경도인지장애 선별검사에 대한 부담감을 줄이고자 친근한 인형 형태로 개발하였으며 상호작용을 위한 기능 제작을 통하여 마음 돌봄 서비스를 구현하였다.

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Development of Computerized Screening Test Items for Mild Cognitive Impairment (경도인지장애 선별을 위한 전산화 평가 항목 개발)

  • Park, Jin-Hyuck;Park, Ji-Hyuk
    • Therapeutic Science for Rehabilitation
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    • v.7 no.4
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    • pp.31-41
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    • 2018
  • Objective: This study was to develop computerized screening test items for mild cognitive impairment. Methods: Through literature reviews, items from computerized tests for screening mild cognitive impairment were extracted. A panel of professional experts validated that the items were important and fit to screen for mild cognitive impairment. Results: A total 37 items were extracted from 12 computerized tests and 11 new items were added through the first panel review. After that, 18 items were removed via the second panel review. Finally, 16 items were selected by analyzing content validity ratio. 16 items consisted of memory, attention, and executive function areas. Conclusions: A total of 16 computerized test items were developed. It is urgent to validate them to screen mild cognitive impairment. Moreover, standardization studies for this test are required in the future.

An Integrative Review of Non-pharmacological Intervention in Elderly Patients with Mild Cognitive Impairment (국내 경도인지장애 노인의 비약물적 중재에 대한 통합적 문헌고찰)

  • Kim, Doo Ree
    • Journal of the Korea Convergence Society
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    • v.8 no.5
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    • pp.243-253
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    • 2017
  • The purpose of this study is to provide evidences for developing non-pharmacological intervention program in elderly patients with mild cognitive impairment by integrative review and analyze. An integrative review concept analysis method was used. According to the study result, relevant studies were 11, which are related to non-pharmacological intervention program in elderly patients with mild cognitive impairment. The quality of stduies were two groups nonrandomized studies were 9, and one group nonrandomized studies were 2. Non-pharmacological intervention program studies for elderly patients with mild cognitive impairment were 4 in cognitive training program, 6 in exercise program, and 1 in music program. The efficacy of non-pharmacological intervention in elderly patients with mild cognitive impairment was different by studies, and we need further studies based on these study results.

Review of the instrumental ADL for the Patients With Mild Cognitive Impairment (경도인지장애 환자의 수단적 일상생활활동에 대한 고찰)

  • Ahn, Si-Nae
    • Therapeutic Science for Rehabilitation
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    • v.2 no.2
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    • pp.37-45
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    • 2013
  • This research reviewed the instrumental ADL for patients with mild cognitive impairment, which is one of the most interested topics, and hope that this research helps evaluating and treating the mid cognitive impairment patients in occupational therapy. The treatment for dementia patients are actively in progress, but there has not been treatment approach about mild cognitive impairment patients, who are in risk of moving on to dementia. In this review, we have dealt with the foundation of matching the point to instrumental ADL from the occupational areas of mild cognitive impairment patients and normal elders. We have discussed the that essential consideration about instrumental ADL is needed to prevent mild cognitive impairment developing into dementia. In conclusion, there is a need of regular evaluation about instrumental ADL considering the occupational areas of mild cognitive impairment patient groups, who are highly in risk of developing into dementia, and occupational therapeutic approach is needed as well.

Hospital Selection Factors of Patients with Mild Cognitive Impairment (경도 인지장애 환자의 병원선택 요인)

  • Park, Jin-Ju;Oh, Myung-Hwa;Kim, Seung-Il;Kim, Hye-Mi
    • Journal of Korea Entertainment Industry Association
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    • v.13 no.7
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    • pp.441-448
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    • 2019
  • The purpose of this is to investigate the factors of hospital selection in patients with mild cognitive impairment and to provide information to clinicians and medical institutions in preparation for the ongoing admission of patients with mild cognitive impairment. This study was carried out on 36 participants who agreed to participate in the study from May 1st, 2018 to September 30th, 2018. Data collection was performed using K-MMSE and hospital selection factor tool was modified and supplemented according to the study. The results of this study suggest that the distance from the residence or work place shall be closer to that of the hospital, with the easy of transportation, easy administrative procedure, hospital reputation, new services, service or physical therapy and occupation therapy(p <.05). The conclusion of this study is to inform the clinician about the selection factors of patients with mild cognitive impairment and change the marketing strategy of medical institutions prepare to mild cognitive impairment

Changes in the Level of Performance of Activities of Daily Living and Depression of the Elderly with Mild Cognitive Impairment through the Participation in the Cognitive Program (인지프로그램 참여에 따른 경도인지장애 노인들의 일상생활활동 수행과 우울 수준의 변화)

  • Son, Sung-Min;Bak, Ah-Ream
    • Journal of the Korean Applied Science and Technology
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    • v.38 no.2
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    • pp.511-520
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    • 2021
  • This study was a pre and post quasi-experimental design study using a single group about the analysis of the changes in the performance level of activities of daily living and depression of the elderly with mild cognitive impairment through the participation in the cognitive program. Study subjects were the 16 elderly with mild cognitive impairment using a W welfare center in J city and they participated in cognitive program for a total of 8 weeks, twice a week. The assessment about the performance level of activities of daily living and depression were performed through the program. As the results, after participating in the program, study subjects' performance level of activities of daily living were significantly significant improved, and depression levels were statistically significantly reduced. Thus, to improve the performance level of activities of daily living and reduce the depression levels of the elderly with mild cognitive impairment, the cognitive program should be used as a intervention program and then in the process, it is necessary to actively induce the participation of the elderly with mild cognitive impairment.

Cognitive-based Intervention for the Older Adults with Mild Cognitive Impairment: A Literature Review (경도인지장애 노인에게 적용된 인지기반 중재연구의 분석적 고찰)

  • Lim, Se-Hyun
    • Journal of the Korea Convergence Society
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    • v.12 no.2
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    • pp.327-336
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    • 2021
  • It is important to prevent progression of mild cognitive impairment (MCI) to Alzheimer's disease or other dementia. This study was conducted to investigate cognitive-based intervention and its effectiveness for the older patients with MCI through systematic review. Data search was conducted in September 2020, using the Korea Research Information Service (Riss) and KoreaMed. After selection of literatures according to the predefined inclusion criteria, a total of 12 articles were included. It is revealed that the cognitive-based intervention for the older adults with MCI was found to have a positive effect on the various factors including cognitive function, depression, physical health status, quality of life, and communication. However, it is difficult to draw a definite conclusion due to the various intervention strategies and instruments used. Thus, based on the results of this study, we suggest more studies to verify the effectiveness of such programs.

The Characteristics of semantic association task performance in elderly with subjective memory impairment and mild cognitive impairment (주관적 기억장애 및 경도인지장애 노인의 의미연상과제 수행 특성)

  • Kang, Seo-Jeong;Park, Seong-Hyeon;Kim, Jung-Wan
    • Journal of Digital Convergence
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    • v.17 no.2
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    • pp.283-292
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    • 2019
  • The loss of semantic knowledge and impairments in semantic associations by semantic category is gaining increasing attention, as indicators of early-stage cognitive decline. As such, we assigned semantic association task (SAT) to normal elderly (NE) and those with subjective memory impairment (SMI) or mild cognitive impairment (MCI) to examine their performance by semantic subcategories and the differences in error patterns. We found a significant difference in the number of correct response and reaction time under the SAT categories among the three groups, with the highest performance observed in 'function' and the lowest performance in 'superordinate' and 'part/whole'. Moreover, the error frequency was the lowest in NE, followed by those with SMI and MCI, with the latter two groups showing a significant increase in no-response. Our findings demonstrate the varying extent and process of impairments in the semantic network by category over different stages of cognitive decline. Thus, we proposed SAT performance as an indicator to detect and follow-up on cognitive decline in elderly with cognitive disorder.

Prediction Performance of Naming Tests for Differentiating Mild Cognitive Impairment and Mild Dementia (경도인지장애와 경도 치매의 감별을 위한 대면 이름대기와 범주 이름대기의 예측 성능 비교)

  • Byeon, Haewon
    • Journal of the Korea Convergence Society
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    • v.11 no.5
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    • pp.153-158
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    • 2020
  • The present study identify the predictive power of confrontational naming and generative naming as screening tests for normal and early cognitive impairment. The subjects were analyzed for 203 healthy elderly, 106 mild cognitive impairment (MCI), 31 mild dementia. The confrontational naming was measured by the short-term Korean Boston Name Waiting Test, and the generative naming was measured by the Control Associative Word Test. As a result of polynomial logistic regression, both confrontational naming and generative naming had a significant effect on discriminating cognitive impairment (MCI, mild dementia) in general elderly (p<0.05). On the other hand, when distinguishing mild dementia from mild cognitive impairment, the generative naming-phonetic test had no significant odds ratio. The results of this study suggest that when discriminating mild dementia in mild cognitive impairment group, it is not meaningful to look only at the total score of generative naming test.