• Title/Summary/Keyword: 인지 장애

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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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노인 당뇨병 환자에서 인지기능장애 - 노인 당뇨병환자에서 인지장애

  • Jeon, Hyeon-Jeong
    • The Monthly Diabetes
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    • s.288
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    • pp.21-26
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    • 2013
  • 1990년대 이후 국내 노령인구 비율이 급격히 증가하고 있다. 2018년에는 전 인구의 14%, 2026년에는 전 인구의 20% 정도를 차지할 것으로 예상되고 있다. 노령 인구는 만성질환의 유병율이 높으며 이와 함께 노령 인구의 특성상 인지기능저하가 동반되는 경우가 많아 환자 관리에 있어서 어려움이 많다. 당뇨병은 인지기능장애의 주요 위험 인자를 차지하고 있다. 그러나, 일반적으로 당뇨병 치료에 있어 혈당관리, 미세혈관 및 대혈관 합병증에 대한 관심 및 관리는 잘 이루어지고 있지만, 이에 반해 인지기능장애 부분에 있어서는 다소 간과하고 있는 부분이 많다. 당뇨병이 있는 환자에서 치매 발생 위험율이 2배 이상을 높은 점을 감안할 때, 고령 환자에서는 인지기능장애에 대한 세심한 관심이 필요하다.

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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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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.

How Does Giftedness Coexist with Autistic Spectrum Disorders (ASD)? Understanding the Cognitive Mechanism of Gifted ASD (영재성과 자폐성장애는 어떻게 공존하는가? 자폐성장애 영재의 인지메카니즘에 대한 이해)

  • Song, Kwang-Han
    • Journal of Gifted/Talented Education
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    • v.21 no.3
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    • pp.595-610
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    • 2011
  • It is hard to understand the coexistence of giftedness and disorder in an individual, but the twice-exceptional is widely recognized now. Gifted autistic spectrum disorder is one of its subtypes in which giftedness exists with autistic spectrum disorder (ASD) simultaneously. Like other constructs including giftedness, the nature of gifted ASD has not been understood in a fundamental and wholistic manner. This paper suggests a cognitive mechanism of gifted ASD based on the integrated model of human abilities(Song, 2009; Song & Porath, 2005), which explains how giftedness coexists with ASD and interacts with each other, producing the characteristics of gifted individuals with ASD. According to the suggested mechanism, the excessive growth of mental spaces in the brain may cause ASD. The over-grown mental spaces result in excessively strong short-term sensory memory and better facility of processing, promoting internal cognitive activities on one hand, but relative lack of cognitive activities in the real world space results in ASD symptoms on the other hand. The cognitive structure of gifted ASD students also contributes to the presentation of giftedness in specific domains. This study suggests that gifted individuals with ASD need to be discouraged from fully engaging in domains they are interested in or the most confident of, rather to be encouraged to invest their giftedness to overcome their ASD symptoms. This study also provides new perspectives on theoretical and educational approaches for gifted ASD.

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.

Factors Influencing Cognitive Impairment of the Seniors using Senior Center (경로당 이용 노인의 인지기능장애 영향요인)

  • Lee, Sun Young;Kim, Yunyoung
    • Journal of Digital Convergence
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    • v.15 no.3
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    • pp.393-403
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    • 2017
  • The purpose of this study was to investigate the degree of cognitive impairment for the elders taking part in activities at senior community center and to identify the multiple factors affecting the cognitive dysfunction of them. Data were collected for the 375 elders taking part in activities at senior community center at 4 different areas of dong, up, and myun of C-city from June 2016 to July 2016, and their general characteristics as well as health-related characteristics, depression, and cognitive dysfunction were investigated and analyzed. The results of this study showed that cognitive dysfunction was affected by the age, education, economic support, history of stroke, and exercise. The risk of cognitive dysfunction was 3.50 times higher in patients over 80 years old than patients below 74 years old(p=.002), and the lower the level of education showed the higher the risk of cognitive dysfunction(p=.036)(p<.001). In addition, the risk of cognitive dysfunction was low in the absence of a history of stroke(p=.033), and the risk of cognitive dysfunction increased by 1.84 times if they do not exercise(p=.044). Based on the present study, It is required to consider the risk factors for cognitive dysfunction efforts to prevent and manage cognitive impairment before the onset of cognitive dysfunction.

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.