• 전기학회논문지
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• 제58권7호
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• pp.1424-1434
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• 2009

DNA computing-inspired pattern classification based on the hypernetwork model is a novel approach to pattern classification problems. The hypernetwork model has been shown to be a powerful tool for multi-class data analysis. However, the ordinary hypernetwork model has limitations, such as operating sequentially only. In this paper, we propose a efficient implementing method of DNA computing-inspired pattern classifier using GPU. We show simulation results of multi-class pattern classification from hand-written digit data, DNA microarray data and 8 category scene data for performance evaluation. and we also compare of operation time of the proposed DNA computing-inspired pattern classifier on each operating environments such as CPU and GPU. Experiment results show competitive diagnosis results over other conventional machine learning algorithms. We could confirm the proposed DNA computing-inspired pattern classifier, designed on GPU using CUDA platform, which is suitable for multi-class data classification. And its operating speed is fast enough to comply point-of-care diagnostic purpose and real-time scene categorization and hand-written digit data classification.

• 한국정보과학회논문지:시스템및이론
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• 제31권9호
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• pp.514-526
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• 2004

최근 마이크로어레이 실험기술의 개발로 인해서 생물학자들은 한꺼번에 수천 혹은 수만 개의 유전자 발현실험이 가능하게 되었다. 마이크로어레이를 이용한 유전자 발현 패턴 분석에 필요한 이미지의 분석 작업은 사용자의 많은 수작업이 필요하며, 올바른 결과를 얻기 위해서 많은 주의가 필요하다. 그러므로 사용자의 수작업을 최소화하고 정확한 발현결과를 얻기 위해서 마이크로어레이 이미지의 자동 분석 방법이 필요하다. 일반적으로 마이크로어레이 데이타는 반점(spot) 위치의 변동이나 모양, 크기가 고르지 않는 것과 같은 다양한 문제로 인하여 자동 분석이 어렵다. 특히 블록과 반점의 주소를 결정하는 것은 마이크로어레이 분석 중 어려운 단계이며, 대부분 상용 프로그램에서는 수작업을 통해서 해결하거나, 수작업이 필요한 반자동시스템을 이용하고 있다. 본 논문에서는 균일 격자(regular grid) 구조 탐색을 이용하여 새로운 블록과 반점의 주소를 결정하는 알고리즘을 소개한다. 본 알고리즘에서는 입력된 반점들의 중심점을 이용하여, 균등 일직선 서열(equally spaced and collinear sequence)을 생성하고 이를 통하여 이미지의 기울기와 단위길이를 계산한다. 계산되어진 기울기와 단위길이를 이용하여 가상점을 허용한 균등 일직선서열을 다시 생성하고, 이를 이용하여 마이크로어레이의 주소를 결정한다. 실험 결과 다양한 실험 데이터에 대하여 매우 안정적이며, 신뢰성이 높은 결과를 얻을 수 있었다. 본 알고리즘에 대한 자세한 정보는 http://jade.cs.pusan.ac.kr/~autogrid에 정리되어 있다.

• Clinical and Experimental Pediatrics
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• 제48권7호
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• pp.779-788
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• 2005

목 적 : Echinacea는 면역증강제로 이미 사용되고 있는 재래 식물로서 최근에 Echinacea의 추출물로 단구를 중심으로 면역세포들에 의한 면역증강효과에 대한 연구가 이루어지고 있다. 본 연구는 단구와 수지상세포에서 Echinacea에 의해 유전자의 발현이 증가되는 면역관련 유전자들을 cDNA microarray chip을 사용하여 선별하고 이들을 토대로 Echinacea의 면역증강 효과에 대한 연구를 할 때 기초 자료가 되고자 하였다. 방 법 : 실험 1과 2는 3명의 공여자의 말초혈 단구로 실험하였는데 실험 1은 단구에 최종 농도가 $50{\mu}g/mL$ 되게 Echinacea를 첨가하여 1일간 배양하였고, 실험 2는 실험 1의 대조군으로서 Echinacea를 첨가하지 않고 배양하였다. 실험 3과 4는 2명의 공여자의 단구로 실험하였는데 실험 3은 GM-CSF와 IL-4를 첨가하여 5일간 배양시켜 수지상세포로 분화시킨 뒤 Echinacea를 첨가하여 1일간 더 배양시켰고, 실험 4는 실험 3의 대조군으로서 수지상세포로 분화시킨 뒤 Echinacea를 첨가하지 않고 1 일간 더 배양하였다. Echinacea에 의한 단구와 수지상세포의 유전자발현 효과를 알아보기 위해서 cDNA microarray chip을 이용하여 대조군에 대한 실험군의 각 유전자의 발현비를 구하였다. Echinacea를 첨가하지 않은 단구(실험 2의 단구)에 대한 Echinacea를 첨가한 단구(실험 1의 단구)의 각 유전자들의 발현 비를 구하였고, Echinacea를 첨가하지 않은 수지상세포(실험 4의 수지상세포)에 대한 Echinacea를 첨가한 수지상세포(실험 3의 수지상세포)의 각 유전자들의 발현비를 구하였다. 여기서 실험 1과 2에서는 세 공여자의 단구에서 나온 유전자 발현비의 결과를, 실험 3과 4에서는 두 공여자의 수지상세포에서 나온 유전자 발현비의 결과를 평균하여 그 발현비가 2.5 이상 되는 것을 의미있게 발현된 유전자로 보았다. 결 과 : Echinacea를 첨가하지 않은 단구를 대조군으로 하여 Echinacea를 첨가한 단구의 유전자 발현비가 2.5 이상으로 증가한 것들 중 면역과 관계된 유전자들은 17개였다. Echinacea를 첨가하지 않은 수지상세포를 대조군으로 하여 Echinacea를 첨가한 수지상세포의 유전자 발현비가 2.5 이상으로 증가한 것들 중 면역과 관계된 유전자들은 24개였고, 실험에 사용한 수지상세포들은 모두 미성숙 수지상세포의 특징적인 표면항원들을 가지고 있음을 유세포 분석으로 확인하였다. Echinacea가 단구와 수지상세포 둘 다에서 의미있게 유전자발현비가 증가된 것들이 7개 있었는데, 이들은 CD44, IFI 30, MRC 1, CCR 7, CLK 2, syntenin, cytochrome C oxidase subunit VIII 등의 유전자들이었다. 특히 발현비가 3.5 이상으로 높은 유전자들을 그 발현비 순으로 나열하면 단구에서는 IFI 30, CLK 2, syntenin, superoxide dismutase 2 등 4개의 유전자들이 있었고, 수지상세포에서는 somatomedin A, methyl-CpG binding domain protein 3, IFI 30, small inducible cytokine subfamily A(Cys-Cys), member 22, ubiquitin-conjugating enzyme E2L 6, hexosaminidase B, nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor epsilon, CCR 7 등 8개의 유전자들이 있었다. 결 론 : 본 연구는 Echinacea가 $CD14^+$ 단구 및 수지상세포에서 발현을 증가시키는 면역관련 유전자들을 cDNA microarray chip을 이용하여 검색하였고, 향후 이 유전자들을 기초로 정량적이고 기능적으로 분석할 수 있는 토대를 마련하였다.

• Journal of Acupuncture Research
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• 제23권3호
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• pp.177-190
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• 2006

Objectives : It has long been known about the anticancer effect of GRR-HAS, however, it has not been systemically determined the differentially regulated genes by GRR-HAS in cancer cells. The purpose of this study is to screen the GRR-HAS mediated differentially expressed genes in cancer cells such as HepG2 hepatoma cell lines. Oligonucleotide microarray and proteomic approaches were employed to screen the differential expression genes. Methods : GRR~HAS was prepared by boiling and stored at $-70^{\circ}C$ until use. Cells were treated with various concentrations of GRR-HAS (0.1, 0.5, 1.5, 10, $20mg/m{\ell}$) for 24 h. Cell toxicity was tested by MTT assay. To screen the differentially expressed genes in cancer cells, cells were treated with $1.5mg/m{\ell}$ of GRR-HAS. For oligonucleotide microarray assay, total RNA was used for gene expression analysis using oligonucleotide genechip (Human genome Ul33 Plus 2.0., Affimatrix Co.). For proteomic analysis, total protein was analyzed by 2D gel electrophoresis and Q-TOF mass spectrometer. Results : It has no cytotoxic effects on both HepG2 cells in all concentrations(0.1, 0.5, 1.5, 10,$20mg/m{\ell}$). In oligonucleotide microarray assay, the number of more than twofold differentially regulated known genes was 320 with 6 up-regulated and 314 down-regulated genes in HepG2 cells. In proteomic analysis, three spots were identified by 2D-gel electrophoresis and Q-TOF analysis. One down -regulated protein was protein disulfide isomerase and up-regulated proteins were fatty acid binding protein 1 and 14-3-3 gan1lTIa protein by $1.5mg/m{\ell}$ of CRR-HAS. Discussion : This study showed the comprehensive gene expression analysis using oligonucleotide microarray for the screening of GRR-HAS mediated differentially regulated genes. These results will provide a better application of GRR-HAS in cancer field and drug target development.

• Molecules and Cells
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• 제27권2호
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• pp.243-250
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• 2009

Recent studies suggest a novel role of $HIF-1{\alpha}$ under nonhypoxic conditions, including antibacterial and antiviral innate immune responses. However, the identity of the pathogen-associated molecular pattern which triggers $HIF-1{\alpha}$ activation during the antiviral response remains to be identified. Here, we demonstrate that cellular administration of double-stranded nucleic acids, the molecular mimics of viral genomes, results in the induction of $HIF-1{\alpha}$ protein level as well as the increase in $HIF-1{\alpha}$ target gene expression. Whole-genome DNA microarray analysis revealed that double-stranded nucleic acid treatment triggers induction of a number of hypoxia-inducible genes, and induction of these genes are compromised upon siRNA-mediated $HIF-1{\alpha}$ knock-down. Interestingly, $HIF-1{\alpha}$ knock-down also resulted in down-regulation of a number of genes involved in antiviral innate immune responses. Our study demonstrates that $HIF-1{\alpha}$ activation upon nucleic acid-triggered antiviral innate immune responses plays an important role in regulation of genes involved in not only hypoxic response, but also immune response.

• Molecular & Cellular Toxicology
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• 제1권2호
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• pp.73-77
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• 2005

Nickel is the one of potent environmental, the occupational pollutants and the classified human carcinogens. It is a serious hazard to human health, when the metal exposure. To prevent human diseases from the heavy metals, it is seemingly important that understanding of how nickel exerts their toxicity and carcinogenic effect at a molecular and a genomic level. The process of nickel absorption has been demonstrated as phagocytosis, iron channel and diffusion. Uptaked nickel has been suggested to induce carcinogenesis via two pathways, a direct DNA damaging pathway and an indirect DNA damaging pathway. The former was originated from the ability of metal to generate Reactive Oxygen Species (ROS) and the reactive intermediates to interact with DNA directly. Ni-generated ROS or Nickel itself, interacts with DNAs and histones to cause DNA damage and chromosomal abnormality. The latter was originated from an indirect DNA damage via inhibition of DNA repair, or condensation and methylation of DNA. Cells have ability to protect from the genotoxic stresses by changing gene expression. Microarray analysis of the cells treated with nickel or nickel compounds, show the specific altered gene expression profile. For example, HIF-I (Hypoxia-Inducible Factor I) and p53 were well known as transcription factors, which are upregulated in response to stress and activated by both soluble and insoluble nickel compounds. The induction of these important transcription factors exert potent selective pressure and leading to cell transformation. Genes of metallothionein and family of heat shock proteins which have been known to play role in protection and damage control, were also induced by nickel treatment. These gene expressions may give us a clue to understand of the carcinogenesis mechanism of nickel. Further discussions on molecular and genomic, are need in order to understand the specific mechanism of nickel toxicity and carcinogenicity.

• 대한약침학회지
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• 제9권2호
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• pp.5-16
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• 2006

Objective : It has long been known about the osteogenic effect of CPC-HAS on bone tissues. However, it has not been determined the effect of CPC-HAS on cancer cells. The purpose of this study is to screen the CPC-HAS mediated differentially expressed genes in cancer cells such as HepG2 hepatoma cells. Oligonucleotide microarray and proteomics approaches were employed to screen the differential expression genes. Methods : CPC-HAS was prepared by boiling and stored at $-70^{\circ}C$ until use. Cells were treated with various concentrations of CPC-HAS (0.1, 0.5, 1.5, 10, 20mg/ml) for 24 h. Cell toxicity was tested by MTT assay. To screen the differentially expressed genes in cancer cells, cells were treated with 1.5mg/ml of CPC-HAS. For oligonucleotide microarray assay, total RNA was used for gene expression analysis using oligonucleotide Genechip(Human genome Ul33 Plus 2.0., Affimatrix Co.). For proteomic analysis, total protein was analyzed by 2D gel electrophoresis and Q-TOF mass spectrometer. Results : It has no cytotoxic effects on both HepG2 cell in all concentrations(0.l, 0.5, 1.5, 10, 20mg/ml). In oligonucleotide microarray assay, the number of more than twofold differentially regulated known genes was 23 with 5 up-regulated and 18 down-regulated genes in HepG2 cells. In proteomic analysis, three spots were identified by 2D-gel electrophoresis and Q-TOF analysis. Two down-regulated proteins were aldehyde dehydrogenase 1 and enolase 1, and up-regulated protein was fatty acid binding protein 1 by 1.5mg/ml of CPC-HAS. Discussion : This study showed the screening of CPC-HAS mediated differentially regulated genes using combined approaches of oligonucleotide microarray and proteomic analysis. The screened genes will be used for the better understanding of the therapeutic effects of CPC-HAS on cancer fields.

• 한국생물공학회:학술대회논문집
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• 한국생물공학회 2005년도 생물공학의 동향(XVII)
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• pp.185-185
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• 2005

• 한국독성학회:학술대회논문집
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• 한국독성학회 2002년도 Molecular and Cellular Response to Toxic Substances
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• pp.116-116
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• 2002

It is believed that cell and/or tissue toxicity is resulted from alterations in expression of many genes in response to environmental stresses or toxicants. New technology, such as DNA microarray analysis, can measure the expression of thousands of genes at a time providing the potential to accelerate discovery of toxicant pathways and specific gene targets.(omitted)

• Journal of Periodontal and Implant Science
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• 제41권1호
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• pp.30-43
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• 2011

Purpose: Under different culture conditions, periodontal ligament (PDL) stem cells are capable of differentiating into cementoblast-like cells, adipocytes, and collagen-forming cells. Several previous studies reported that because of the stem cells in the PDL, the PDL have a regenerative capacity which, when appropriately triggered, participates in restoring connective tissues and mineralized tissues. Therefore, this study analyzed the genes involved in mineralization during differentiation of human PDL (hPDL) cells, and searched for candidate genes possibly associated with the mineralization of hPDL cells. Methods: To analyze the gene expression pattern of hPDL cells during differentiation, the hPDL cells were cultured in two conditions, with or without osteogenic cocktails (${\beta}$-glycerophosphate, ascorbic acid and dexamethasone), and a DNA microarray analysis of the cells cultured on days 7 and 14 was performed. Reverse transcription-polymerase chain reaction was performed to validate the DNA microarray data. Results: The up-regulated genes on day 7 by hPDL cells cultured in osteogenic medium were thought to be associated with calcium/iron/metal ion binding or homeostasis (PDE1A, HFE and PCDH9) and cell viability (PCDH9), and the down-regulated genes were thought to be associated with proliferation (PHGDH and PSAT1). Also, the up-regulated genes on day 14 by hPDL cells cultured in osteogenic medium were thought to be associated with apoptosis, angiogenesis (ANGPTL4 and FOXO1A), and adipogenesis (ANGPTL4 and SEC14L2), and the down-regulated genes were thought to be associated with cell migration (SLC16A4). Conclusions: This study suggests that when appropriately triggered, the stem cells in the hPDL differentiate into osteoblasts/cementoblasts, and the genes related to calcium binding (PDE1A and PCDH9), which were strongly expressed at the stage of matrix maturation, may be associated with differentiation of the hPDL cells into osteoblasts/cementoblasts.