• Title/Summary/Keyword: information expression

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A Search for Analogous Patients by Abstracting the Results of Arrhythmia Classification (부정맥 분류 결과의 축약에 기반한 유사환자 검색기)

  • Park, Juyoung;Kang, Kyungtae
    • KIISE Transactions on Computing Practices
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    • v.21 no.7
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    • pp.464-469
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    • 2015
  • Long-term electrocardiogram data can be acquired by linking a Holter monitor to a mobile phone. However, most systems are designed to detect arrhythmia through heartbeat classification, and not just for supporting clinical decisions. In this paper, we propose an Abstracting algorithm, and introduce an analogous pateint search system using this algorithm. An analogous patient searcher summarizes each patient's typical pattern using the results of heartbeat, which can greatly simplify clinical activity. It helps to find patients with similar arrhythmia patterns, which can help in contributing to diagnostic clues. We have simulated these processes on data from the MIT-BIH arrhythmia database. As a result, the Abstracting algorithm provided a typical pattern to assist in reaching rapid clinical decisions for 64% of the patients. On an average, typical patterns and results generated by the abstracting algorithm summarized the results of heartbeat classification by 98.01%.

Ensemble Classifier with Negatively Correlated Features for Cancer Classification (암 분류를 위한 음의 상관관계 특징을 이용한 앙상블 분류기)

  • 원홍희;조성배
    • Journal of KIISE:Software and Applications
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    • v.30 no.12
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    • pp.1124-1134
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    • 2003
  • The development of microarray technology has supplied a large volume of data to many fields. In particular, it has been applied to prediction and diagnosis of cancer, so that it expectedly helps us to exactly predict and diagnose cancer. It is essential to efficiently analyze DNA microarray data because the amount of DNA microarray data is usually very large. Since accurate classification of cancer is very important issue for treatment of cancer, it is desirable to make a decision by combining the results of various expert classifiers rather than by depending on the result of only one classifier. Generally combining classifiers gives high performance and high confidence. In spite of many advantages of ensemble classifiers, ensemble with mutually error-correlated classifiers has a limit in the performance. In this paper, we propose the ensemble of neural network classifiers learned from negatively correlated features using three benchmark datasets to precisely classify cancer, and systematically evaluate the performances of the proposed method. Experimental results show that the ensemble classifier with negatively correlated features produces the best recognition rate on the three benchmark datasets.

Method for Improving Description of Software Metrics Using Metric Description Language Based on OCL (OCL에 바탕을 둔 메트릭 기술 언어를 이용한 메트릭의 표현 방법 개선)

  • Kim, Tae-Yeon;Kim, Yun-Kyu;Chae, Heung-Seok
    • The KIPS Transactions:PartD
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    • v.15D no.5
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    • pp.629-646
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    • 2008
  • Because most metricsin the literatures are described by a natural language, they can be interpreted in an ambigous manner. To cope with this problem, there are some researches to express based on Object Constraint Language(OCL). Because OCL has been proposed to describe structural constraintsfor Unified Modeling Language(UML) diagrams, it is difficult and awkward. In this paper, we propose Metric Description Language(MDL) which is a high level language to describe metrics. MDL supports a modular description of complex metrics, aggregation function, and automatic navigation between entities. Moreover, we develop MetriUs for describing metrics using MDL and supporting an automated computation for UML diagrams. In a case study, we have described a variety of existing metrics using MDL and found that MDL contributes to producing simpler expression of metrics than OCL.

Cross Platform Data Analysis in Microarray Experiment (서로 다른 플랫폼의 마이크로어레이 연구 통합 분석)

  • Lee, Jangmee;Lee, Sunho
    • The Korean Journal of Applied Statistics
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    • v.26 no.2
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    • pp.307-319
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    • 2013
  • With the rapid accumulation of microarray data, it is a significant challenge to integrate available data sets addressing the same biological questions that can provide more samples and better experimental results. Sometimes, different microarray platforms make it difficult to effectively integrate data from several studies and there is no consensus on which method is the best to produce a single and unified data set. Methods using median rank score, quantile discretization and standardization (which directly combine rescaled gene expression values) and meta-analysis (which combine the results of individual studies at the interpretative level) are reviewed. Real data examples downloaded from GEO are used to compare the performance of these methods and to evaluate if the combined data set detects more reliable information from the separated data sets or not.

A Study on Consciousness & Value of Sexuality of Elementary School Children (초등학교 학생들의 성 의식 및 가치관에 관한 연구)

  • Lee, Hae-Yun;Park, Young-Soo
    • The Journal of Korean Society for School & Community Health Education
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    • v.2 no.1
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    • pp.53-65
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    • 2001
  • The purposes of this study were to collect basic data on education of Sexuality(Health education) of consciousness & value of sexuality of elementary school children. 584,6th grade students in elementary school in Yong-In city were analysed and the results are as follow; 1. Knowledges of sexuality for children was at a average level, especially "physical change of puberty" and "sexual violence" were well recognized but "the physical characteristics of male & female" and "physiological phenomena of men" were less recognized. Attitudes of sexuality were positive for "relationship with partners" and "expression of mind". Practices of sexuality were at a low rate in the case of "shaking hands with partner" and "experience of sexual behavior". The Value of sexuality was at a high rates in the case of "the role of sex", "equality" & "self-identification", therefore students need good education of sexuality from childhood 2. Sexuality education of students increased knowledges of sexuality as a consciousness. There was no relationship between attitudes and pratices of sexuality. Educated children valued sexuality move highly than uneducated children. This result shows that education is needed with regard to both the knowledge and value of sexuality in a planned system. We need some program to provide more information on sexual attitudes and practices. 3. There was a high correlation between the consciousness of sexuality and value placed on it. As sexual awareness increases amongst students codes of morality develop Positive sexual attitudes served as good role models for sex. In particular positive sexual attitudes have a big effect on sexual values. In addition, as sexual awareness and attitude increase amongst students the role of sexual development. The elementary school phase sexual values are developed and determined. It is therefore an important phase.

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Characterization of the Rosellinia necatrix Transcriptome and Genes Related to Pathogenesis by Single-Molecule mRNA Sequencing

  • Kim, Hyeongmin;Lee, Seung Jae;Jo, Ick-Hyun;Lee, Jinsu;Bae, Wonsil;Kim, Hyemin;Won, Kyungho;Hyun, Tae Kyung;Ryu, Hojin
    • The Plant Pathology Journal
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    • v.33 no.4
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    • pp.362-369
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    • 2017
  • White root rot disease, caused by the pathogen Rosellinia necatrix, is one of the world's most devastating plant fungal diseases and affects several commercially important species of fruit trees and crops. Recent global outbreaks of R. necatrix and advances in molecular techniques have both increased interest in this pathogen. However, the lack of information regarding the genomic structure and transcriptome of R. necatrix has been a barrier to the progress of functional genomic research and the control of this harmful pathogen. Here, we identified 10,616 novel full-length transcripts from the filamentous hyphal tissue of R. necatrix (KACC 40445 strain) using PacBio single-molecule sequencing technology. After annotation of the unigene sets, we selected 14 cell cycle-related genes, which are likely either positively or negatively involved in hyphal growth by cell cycle control. The expression of the selected genes was further compared between two strains that displayed different growth rates on nutritional media. Furthermore, we predicted pathogen-related effector genes and cell wall-degrading enzymes from the annotated gene sets. These results provide the most comprehensive transcriptomal resources for R. necatrix, and could facilitate functional genomics and further analyses of this important phytopathogen.

Difference of Gene Expression between Hypertrophic Scar Keratinocytes and Normal Keratinocytes (비후성 반흔 각질세포와 정상 각질세포의 유전자 비교분석)

  • Choi, Sung-Won;Chung, Ho-Yun;Lim, Young-Kook;Kim, Hoon-Nam;Oh, Ji-Won;Kim, Moon-Kyu;Jeon, Sae-Hwa;Hong, Yong-Taek
    • Archives of Plastic Surgery
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    • v.37 no.4
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    • pp.317-322
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    • 2010
  • Purpose: There is no clear evidence of the original cause of hypertrophic scar, and the effective method of treatment is not yet established. Recently the steps of searching in gene and molecular level are proceeding. we are trying to recognize the difference between keratinocytes of hypertrophic scar and normal skin. Then we do support the comprehension of the scar formation mechanism and scar management. Methods: Total RNAs were extracted from cultured keratinocytes from 4 hypertrophic scars and normal skins. The cDNA chips were prepared. A total of 3063 cDNAs from human cDNA library were arrayed. And the scanning data were analyzed. Results: On microarray, heat shock protein, pyruvate kinase, tumor rejection antigen were more than 2 fold intensity genes. Among them, heat shock 70 kd protein showed the strongest intensity difference. Conclusion: In this study, it can be concluded that heat shock proteins play an important role in the process of wound healing and scar formation. This study provides basic biologic information for scar research. The new way of the prevention and treatment of scar formation would be introduced with further investigations.

Analysis of the Oxidative Stress-Related Transcriptome from Capsicum annuum L.

  • Lee, Hyoung-Seok;Lee, Sang-Ho;Kim, Ho-Bang;Lee, Nam-Houn;An, Chung-Sun
    • Journal of Plant Biotechnology
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    • v.37 no.4
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    • pp.472-482
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    • 2010
  • For the massive screening of the genes related to oxidative stress, a cDNA library was constructed from hot pepper (Capsicum annuum L. cv. Nockkwang) leaves treated with methyl viologen. From this library, 1,589 cDNA clones were sequenced from their 5' ends. The sequences were clustered into 1,252 unigenes comprised of 152 contigs and 1,100 singletons. Similarity search against NCBI protein database identified 1,005 ESTs (80.3%) as Known, 197 ESTs (15.7%) as Unknown, and 50 ESTs (3.99%) as No hit. In the ESTs, oxidative stress-related genes such as ascorbate peroxidase, catalase, and osmotin precursor were highly expressed. The cDNA microarray containing 1,252 unigenes was constructed and used to analyze their expression upon methyl viologen treatment. Analyses of the hybridization revealed that various stress-related genes such as peroxidase, tyrosine aminotransferase, and omega-6 fatty acid desaturase, were induced and some metabolism related genes such as aldolase and ketol-acid reductoisomerase, were repressed by methyl viologen treatment, respectively. The information from this study will be used for further study on the functional roles of oxidative stress-related genes and signaling network of oxidative stress in hot pepper.

Identification of salt and drought inducible glutathione S-transferase genes of hybrid poplar

  • Kwon, Soon-Ho;Kwon, Hye-Kyoung;Kim, Wook;Noh, Eun Woon;Kwon, Mi;Choi, Young Im
    • Journal of Plant Biotechnology
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    • v.41 no.1
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    • pp.26-32
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    • 2014
  • Recent genome annotation revealed that Populus trichocarpa contains 81 glutathione S-transferase (GST) genes. GST genes play important and varying roles in plants, including conferring tolerance to various abiotic stresses. Little information is available on the relationship - if any - between drought/salt stresses and GSTs in woody plants. In this study, we screened the PatgGST genes in hybrid poplar (Populus alba ${\times}$ Populus tremula var. glandulosa) that were predicted to confer drought tolerance based on our expression analysis of all members of the poplar GST superfamily following exposure to salt (NaCl) and drought (PEG) stresses, respectively. Exposure to the salt stress resulted in the induction of eight PatgGST genes and down-regulation of one PatgGST gene, and the level of induction/repression was different in leaf and stem tissues. In contrast, 16 PatgGST genes were induced following exposure to the drought (PEG) stress, and two were down-regulated. Taken together, we identified seven PatgGSTs (PatgGSTU15, PatgGSTU18, PatgGSTU22, PatgGSTU27, PatgGSTU46, PatgGSTU51 and PatgGSTU52) as putative drought tolerance genes based on their induction by both salt and drought stresses.

Method Discrimination for Product Traceability and Identification of Korean Native Chicken using Microsatellite DNA (초위성체를 이용한 한국 재래닭의 원산지 추적 및 개체 식별 방법에 관한 연구)

  • Park, Mi-Hyun;Oh, Jae-Don;Jeon, Gwang-Joo;Kong, Hong-Sik;Sang, Byong-Don;Choi, Chull-Hwan;Yeon, Sung-Hum;Cho, Byong-Wok;Lee, Hak-Kyu
    • Korean Journal of Organic Agriculture
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    • v.12 no.4
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    • pp.451-461
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    • 2004
  • In an animals, identification system has been widely used by ear tag with dummy code and blood typing for parernity. Also, genotyping methods were using for useful mean of individual identification for live animals. In the case of genotyping estimation of gene in population of korean native chicken. In this study, we tested for development of genetic markers used it possible to determination of individual identification system. The candidate genetic markers were used already bow 10 of microstalite DNA sequence information in chromosome No. 1 and 14. Result of analysis for genotyping, the number of alleles of those microstatelites DNA was shown minimal 3 to 12 and the heterozygote expression frequency range was shown from 0.617 to 0.862. In our result, effective number of allele for each microsatellites DNA was shown 3~7, and the accuracy of individual identification was shown nearly 100%, when used with 6 genetic marker. This study was about genotyping method for identification used specific genetic marker form microsatellite DNA in the brand marketing of korean native chicken. Our results suggest that genotyping method used specific genetic marker from microsatellite DNA might be very useful for determination of individual identification.

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