• 한국정보과학회논문지:소프트웨어및응용
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• 제29권11호
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• pp.775-784
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• 2002

DNA chip 기술에 의해 얻어지는 마이크로어레이(microarray) 데이타는 세포나 조직 내의 수천 개 유전자의 발현도(expression level)를 한번에 측정한 것으로, 유전자 발현 양상에 기반한 암의 진단, 유전자의 기능 예측 등에 이용되고 있다. 다양한 데이타 분석 기법들 중 베이지안망(Bayesian network)은 데이타의 각 속성들간의 관계를 그래프 형태로 표현할 수 있는 특징을 가지고 있다. 이는 마이크로어레이 데이타의 분석을 통해 여러 유전자와 조직의 특성(암의 종류 등) 사이의 관계를 밝히는데 유용하다 하지만 대부분의 마이크로어레이 데이타는 sparse data로 베이지안망을 비롯한 각종 분석 기법의 적용을 어렵게 하고 있다. 본 논문에서는 베이지안망에 기반한 마이크로어레이 데이타 분석을 위해 효율적 구조 학습 알고리즘과 데이타 차원 축소를 이용한다. 제시되는 분석법은 실제 마이크로어레이 데이타인 NC160 data set에 적용되었으며, 그 유용성은 데이타로부터 학습된 베이지안망이 실제 생물학적으로 알려진 사실들을 어느 정도 정확하게 표현하는지에 의해 평가되었다.

• Korean Journal of Acupuncture
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• 제23권2호
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• pp.125-136
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• 2006

Objectives: It has long been known about the osteogenic effect of CPC-HAS(cervi parvum cornu herbal-acupuncture solution) 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 SNU484 gastric cancer cell lines. Oligonucleotide microarray approache was 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, 20 mg/ml) for 24 h. Cell toxicity was tested by MTT assay. To screen the differentially expressed genes in cancer cells, cells were treated with 1.5 mg/ml of CPC-HAS. For oligonucleotide microarray assay, total RNA was used for gene expression analysis using oligonucleotide Genechip(Human genome U133 Plus 2.0., Affimatrix Co.). Results: It has no cytotoxic effects on SNU484 cell in all concentrations(0.l, 0.5, 1.5, 10, 20 mg/ml). In oligonucleotide microarray assay, in SNU484 cells, the number of more than twofold up-regulated genes was 5 while, the number of more than twofold down-regulated genes was 10. Conclusions: This study showed the screening of CPC-HAS mediated differentially regulated genes using combined approaches of oligonucleotide microarray. The screened genes will be used for the better understanding of the therapeutic effects of CPC-HAS on cancer fields.

• 동의생리병리학회지
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• 제17권6호
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• pp.1393-1403
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• 2003

The genetic effects of restraint stress challenge on HPA axis and the therapeutic effect of Boshimgeonbi-Tang on the stress were studied with cDNA microarray analyses on hypothalamus using an immobilization-stress mouse as stress model. Male CD-1 mice were restrained in a tightly fitted and ventilated vinyl holder for 2hours once a day, and this challenge was repeated for seven consecutive days. The body weights of the immobilization-stress mice were diminished about 25 percent degree as compared to normal ones. Seven days later, total RNA was extracted from the organs of the mouse, body-labeled with CyDye/sup TM/ fluorescence dyes (Amersham Bioscience Co., NJ), and then hybridized to cDNA microarray chip. Scanning and analyzing the array slides were carried out using GenePix 4000 series scanner and GenePix Pro/sup TM/ analyzing program, respectively. The expression profiles of 109 genes out of 6000 genes on the chip were significantly modulated in hypothalamus by the immobilization stress. Energy metabolism-, lipid metabolism-, apoptosis- and signal transduction-related genes were transcriptionally activated whereas DNA repair-, protein biosynthesis-, and structure integrity-related genes were down-regulated in hypothalamus. The 58 genes were up-regulated by the mRNA expression folds of 1.5 to 7.9. and the 51 genes were down-regulated by 1.5 - 3.5 fold. The 20 genes among them were selected to confirm the expression profiles by RT-PCR. The mRNA expression levels of Tnfrsf1a (apoptosis), Calm2 (cell cycle), Bag3 (apoptosis), Hspe1 (protein folding), Aatk (apoptosis), Dffa (apoptosis), Itgb1 (cell adhesion), Vcam1 (cell adhesion), Fkbp5 (protein folding), BDNF (neuron survival) were restored to the normal one by the treatment of Boshimgeonbi-Tang.

• 고려인삼학회:학술대회논문집
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• 고려인삼학회 2004년도 춘계 총회 및 학술대회
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• pp.17-28
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• 2004

현재 재배되고 있는 고려인삼은 혼계상태로서 개체간의 형질변이가 대단히 심하며, 종자채취를 4년 후에 하기 때문에 신품종육성을 위해서는 매우 오랜 기간이 필요하다. 그러나 식물형질전환기술의 발달로 목적하는 유전자를 식물체에 재도입하여 새로운 품종을 육성할 수 있는 기술이 보급되어 유용유전자만 있다면 단시간에 고기능성 신품종을 육성할 수 있을 것이다. 본 과제에서는 인삼의 유용유전자를 대량으로 발굴하기 위하여 인삼의 조직별, 종간 및 처리간에 의한 cDNA library 총 10종 이상을 제작하고 이들 cDNA library로부터 인삼의 유용유전자원을 확보하기 위하여 EST 20,000개를 5' 한쪽 방향에서 분석하고 이들 분석된 EST clone의 데이터는 data base화 하여 많은 연구자들이 연구정보를 공유한 수 있게 하였다. 그리고 EST clone 중에서 완전한 단백질의 유전정보를 포함하고 있는 clone을100개 선발하여 전장의 염기서열(full length sequence)을 분석하고 data base를 구축하고parental clone을 선발하여 cDNA chip을 제작하였다. 특히 257 clone 주에서 기능성 및 내재해성 유용유전자를 선발하여 전염기서열분석(full length sequencing)을 한 후 인상에 재도입하여 고기능성 및 내재해성 인삼의 분자육종을 비교적 단시간내에 할 수 있는 형질전환 및 재분화 시스템을 개발하고 토양순화 시스템을 확립하고자 하였다.

• 전자공학회논문지CI
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• 제46권6호
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• pp.44-55
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• 2009

최근 활발히 연구가 진행 중인 마이크로어레이로부터 얻어지는 유전자 발현 데이터를 이용한 질병 진단은, 데이터를 직접적으로 분석하기 힘들기 때문에 일반적으로 기계 학습 알고리즘을 사용하여 이루어져왔다. 그러나 유전자 발현 데이터를 분석함에 있어서 유전자들 간의 상호작용을 고려하는 분석이 필요하다는 최근의 연구 결과들은 기존 기계 학습 알고리즘들을 이용한 분석에 한계가 있음을 의미한다고 볼 수 있다. 본 논문에서는 특징들 사이의 고차원 상관관계를 고려 가능한 하이퍼네트워크 모델을 이용하여 유전자 발현 데이터의 분류를 수행하고 기존의 기계 학습 알고리즘들과 분류 성능을 비교한다. 또한 기존 하이퍼네트워크 모델의 단점을 개선 한 모델을 제안하고, 이를 병렬 프로세서 상에서 구현하여 처리 성능을 비교한다. 실험 결과 제안 된 모델은 기존의 기계 학습 방법들과의 비교에서도 경쟁력 있는 분류 성능을 보여주었고, 기존 하이퍼네트워크 모델 보다 안정적이고 향상된 분류 성능을 보여주었다. 또한 이를 병렬 프로세서 상에서 구현 할 경우 처리 성능을 극대화 할 수 있음을 보였다.

• 대한한의학회지
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• 제31권4호
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• pp.79-100
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• 2010

Objective: Production of ROS from glucose toxicity results in injury of pancreatic $\beta$-cells in diabetes models. This study was undertaken to examine the influence of Lespedeza Cuneata extract (LCE) on cytoprotective effects on glucose toxicity, insulin secretion and gene expression in RIN-m5F cells. Methods: First, we measured LCE's antioxidant activity by DPPH free radical-scavenging activity and SOD activity. After the various concentrations of LCE were added to the RIN-m5F cells, we measured cell viability with glucose stimulation by MTT assay and glucose-stimulated insulin secretion. We analyzed gene expression with Agilent whole mouse genome 44K oligo DNA microarray and searched for related pathways in KEGG (Kyoto Encyclopedia of Genes and Genomes). Lastly we measured INS-1, INS-2, INS-R, IRS-1, IRS-2, IRS-3, GLP-1R, and GLP-2R mRNA expression by real time RT-PCR. Results: Free radical-scavenging activity, SOD activity and insulin secretion increased dependent on LCE concentration, but LCE did not show considerable cytoprotective effect on RIN-m5F cells. More than twice expressed gene was 6362 in Oligo DNA chip. In KEGG, the most related pathway was the metabolic pathway. In the insulin signaling pathway, up expressed genes were Irs1, Mapk8, Akt1, and Lipe and down expressed genes were Rhoq, Fbp2, Prkar2b, Gck, and Prkag1. In real time RT-PCR, IRS-2, and IRS-3 expression increased significantly compared to the control group on LCE $12{\mu}g/m{\ell}$ concentration and GCK expression decreased significantly compared to the control group. Conclusions: These results show that LCE encourages insulin secretion and insulin metabolism by complicated gene mechanisms. Further mechanism study and clinical study seem to be necessary about Lespedeza Cuneata.

• Asian Pacific Journal of Cancer Prevention
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• 제15권10호
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• pp.4217-4224
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• 2014

Cholangiocarcinoma (CCA), a slow growing but highly metastatic tumor, is highly prevalent in Northeast Thailand. Specific tests that predict prognosis of CCA remain elusive. The present study was designed to investigate whether peripheral blood leukocyte (PBL) transcriptional profiles might be of use as a prognostic test in CCA patients. Gene expression profiles of PBLs from 9 CCA and 8 healthy subjects were conducted using the Affymetrix HG_U133 Plus 2.0 GeneChip. We indentified informative PBLs gene expression profiles that could reliably distinguish CCA patients from healthy subjects. Of these CCA specific genes, 117 genes were up regulated and 60 were down regulated. The molecular and cellular functions predicted for these CCA specific genes according to the Gene Ontology database indicated differential PBL expression of host immune response and tumor progression genes (EREG, TGF ${\beta}1$, CXCL2, CXCL3, IL-8, and VEGFA). The expression levels of 9 differentially expressed genes were verified in 36 CCA vs 20 healthy subjects. A set of three tumor invasion related genes (PLAU, CTSL and SERPINB2) computed as "prognostic index" was found to be an independent and statistically significant predictor for CCA patient survival. The present study shows that CCA PBLs may serve as disease predictive clinically accessible surrogates for indentifying expressed genes reflective of CCA disease severity.

• 동의생리병리학회지
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• 제19권4호
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• pp.913-921
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• 2005

In this study, we investigated gene expression patterns induced by Ailanthus altissima extract and compared it with Gleevec, a well-known anti-leukemia drug, in K562 chromic leukemia cells. Ailanthus altissima extract(100 ug/ml) and Gleevec(50 ug/ml) were treated to cells for 1h, 2h, 4h, and 16h and total RNA was extracted. Gene expressions were evaluated using cDMA microarray, in which 24,000 genes were spotted. Hierarchical clustering analysis showed that expression of genes included in two clusters were increased or decreased time dependently by both Ailanthus altissima extract and Gleevec. Genes included in another cluster were induced by Ailanthus altissima extract but not by Gleevec. In biological process analysis, expression of genes involved in apoptosis, growth arrest and DNA-damage were increased, but genes stimulating cell cycle were decreased. This study provides comprehensive comparison of the patterns of gene expression changes induced by Ailanthus altissima extract and Gleevec in K-562 leukemia cells.

• Molecular & Cellular Toxicology
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• 제3권2호
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• pp.137-144
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• 2007

The mechanism of cytotoxicity of doxifluridine, a prodrug fluorouracil (5-FU), has been ascribed to the misincorporation of fluoropyrimidine into RNA and DNA and to the inhibition of the nucleotide synthetic enzyme thymidylate synthase. Increased understanding of the mechanism of 5-FU has led to the development of strategies that increases its anticancer activity or predicts its sensitivity to patients. Using GeneChip?? Rhesus Macaque Genome arrays, we analyzed gene expression profiles of doxifluridine after two weeks repeated administration in cynomolgus monkey. Kegg pathway analysis suggested that cytoskeletal rearrangement and cell adhesion remodeling were commonly occurred in colon, jejunum, and liver. However, expression of genes encoding extracellular matrix was distinguished colon from others. In colon, COL6A2, COL18A1, ELN, and LAMA5 were over-expressed. In contrast, genes included in same category were down-regulated in jejunum and liver. Interestingly, MMP7 and TIMP1, the key enzymes responsible for ECM regulation, were overexpressed in colon. Several studies were reported that both gene reduced cell sensitivity to chemotherapy-induced apoptosis. Therefore, we suggest they have potential as target for modulation of 5-FU action. In addition, the expression of genes which have been previously known to involve in 5-FU pathway, were examined in three organs. Particularly, there were more remarkable changes in colon than in others. In colon, ECGF1, DYPD, TYMS, DHFR, FPGS, DUT, BCL2, BAX, and BAK1 except CAD were expressed in the direction that was good response to doxifluridine. These results may provide that colon is a prominent target of doxifluridine and transcriptional profiling is useful to find new targets affecting the response to the drug.

• Molecular & Cellular Toxicology
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• 제4권4호
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• pp.323-330
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• 2008

Surrogate tissue analysis incorporating -omics technologies has emerged as a potential alternative method for evaluating toxic effect of the tissues which are not accessible for sampling. Among the recent applications, blood including whole blood, peripheral blood lymphocytes and peripheral blood mononuclear cells (PBMCs) was suggested as a suitable surrogate tissue in determining toxicant exposure and effect at the pre- or early clinical stage. In this application, we investigated transcriptomic profiles in astemizole treated Cynomolgus monkey's PBMCs. PBMCs were isolated from 4-6 years old male monkeys at 24 hr after administration45 Helvetica Light (10 mg/kg, 30 mg/kg). Gene expression profiles of astemizole treated monkey's PBMCs were determined using Affymetrix $GeneChip^{(R)}$ Human Genome U133 plus 2.0 arrays. The expression levels of 724 probe sets were significantly altered in PBMCs at 10 or 30 mg/kg after astemizole administration following determination of paired t-test using statistical criteria of ${\geq}$$1.5-fold changes at P<0.05. Gene expression patterns in PBMCs showed a considerable difference between astemizole 10 and 30 mg/kg administration groups in spite of an administration of the same chemical. However, close examination using Ingenuity Pathway Analysis (IPA) software revealed that several gene sets related to cardiotoxicity were deregulated at astemizole 10 and 30 mg/kg administration groups. The deregulation of cardiac hypertrophy related genes such as TXN, GNAQ, and MAP3K5 was observed at 10 mg/kg group. In astemizole 30 mg/kg group, genes involved in cardiotoxicity including cardiac necrosis/cell death, dilation, fibrosis, and hypertrophy were also identified. These results suggest that toxicogenomic approach using PBMCs as surrogate tissues will contribute to assess toxicant exposures and identify biomarkers at the pre-clinical stage.