• Title/Summary/Keyword: DNA chip data

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The System Of Microarray Data Classification Using Significant Gene Combination Method based on Neural Network. (신경망 기반의 유전자조합을 이용한 마이크로어레이 데이터 분류 시스템)

  • Park, Su-Young;Jung, Chai-Yeoung
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.7
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    • pp.1243-1248
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    • 2008
  • As development in technology of bioinformatics recently mates it possible to operate micro-level experiments, we can observe the expression pattern of total genome through on chip and analyze the interactions of thousands of genes at the same time. In this thesis, we used CDNA microarrays of 3840 genes obtained from neuronal differentiation experiment of cortical stem cells on white mouse with cancer. It analyzed and compared performance of each of the experiment result using existing DT, NB, SVM and multi-perceptron neural network classifier combined the similar scale combination method after constructing class classification model by extracting significant gene list with a similar scale combination method proposed in this paper through normalization. Result classifying in Multi-Perceptron neural network classifier for selected 200 genes using combination of PC(Pearson correlation coefficient) and ED(Euclidean distance coefficient) represented the accuracy of 98.84%, which show that it improve classification performance than case to experiment using other classifier.

Analysis of copy number abnormality (CNA) and loss of heterozygosity (LOH) in the whole genome using single nucleotide polymorphism (SNP) genotyping arrays in tongue squamous cell carcinoma (설편평상피암에 있어서의 고밀도 SNP Genotyping 어레이를 이용한 전게놈북제수와 헤테로접합성 소실의 분석)

  • Kuroiwa, Tsukasa;Yamamoto, Nobuharu;Onda, Takeshi;Bessyo, Hiroki;Yakushiji, Takashi;Katakura, Akira;Takano, Nobuo;Shibahara, Takahiko
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • v.37 no.6
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    • pp.550-555
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    • 2011
  • Chromosomal loss of heterozygosity (LOH) is a common mechanism for the inactivation of tumor suppressor genes in human epithelial cancers. LOH patterns can be generated through allelotyping using polymorphic microsatellite markers; however, owing to the limited number of available microsatellite markers and the requirement for large amounts of DNA, only a modest number of microsatellite markers can be screened. Hybridization to single nucleotide polymorphism (SNP) arrays using Affymetarix GeneChip Mapping 10 K 2.0 Array is an efficient method to detect genome-wide cancer LOH. We determined the presence of LOH in oral SCCs using these arrays. DNA was extracted from tissue samples obtained from 10 patients with tongue SCCs who presented at the Hospital of Tokyo Dental College. We examined the presence of LOH in 3 of the 10 patients using these arrays. At the locus that had LOH, we examined the presence of LOH using microsatellite markers. LOH analysis using Affymetarix GeneChip Mapping 10K Array showed LOH in all patients at the 1q31.1. The LOH regions were detected and demarcated by the copy number 1 with the series of three SNP probes. LOH analysis of 1q31.1 using microsatellite markers (D1S1189, D1S2151, D1S2595) showed LOH in all 10 patients (100). Our data may suggest that a putative tumor suppressor gene is located at the 1q31.1 region. Inactivation of such a gene may play a role in tongue tumorigenesis.

Large Scale Gene Expression Analysis in Rat Models of 4-Vessel Occlusion Ischemia (4-Vessel Occlusion 허혈동물모델에서의 대규모 유전자 발현 연구)

  • Kang, Bong-Joo;Hong, Seong-Gil;Kim, Yun-Taik;Kim, Young-Ok;Cho, Dong-Wuk
    • Korean Journal of Oriental Medicine
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    • v.6 no.1
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    • pp.89-98
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    • 2000
  • Cerebral ischemia, the most prevalent form of clinical stroke, is a medical problem of the first magnitude. Substantial efforts are being made to develop drugs which will protect the brain from the neurodegeneration followed by an ischemic stroke. A key factor in this process is the development of animal models that mimic the neuropathological consequences of stroke. Recently, there is increasing an evidence that free radical is involved in the mechanisms of ischemic brain damage. We investigated the macro scale gene expression analysis on the global ischemia induced by 4-vessel occlusion in Wister rats. The recent availability of microarrays provides an attractive strategy for elaborating an unbiased molecular profile of large number of genes during ischemic injury. This experimental approach offers the potential to identify molecules or cellular pathways not previously associated with ischemia. Ischemia was induced by 4-vessel occlusion for 10 minutes and reperfused again. RNA from sham control brain and time-dependent ischemed brain were hybridized to microarrays containing 4,000 rat genes. 589 genes were found to be at least 2 fold regulated at one or more time points. These survey data provide the foundation studies that should provide convincing proof for ischemia and oxidative stress on gene expression.

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Toxicogenomics Study on Carbon Tetrachloride-induced Hepatotoxicity in Mice

  • Jeong, Sun-Young;Lim, Jung-Sun;Hwang, Ji-Yoon;Park, Han-Jin;Cho, Jae-Woo;Song, Chang-Woo;Kim, Yang-Seok;Lee, Wan-Seon;Moon, Jin-Hee;Han, Sang-Seop;Yoon, Seok-Joo
    • Molecular & Cellular Toxicology
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    • v.1 no.4
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    • pp.275-280
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    • 2005
  • Carbon tetrachloride ($CCl_4$) is well known hepatotoxicant. Its overdose cause severe centrilobular hepatic necrosis in human and experimental animals. We administered $CCl_{4}$ at low (0.2 mL/kg p.o.) and high (2 mL/kg p.o.) doses to mice. Mice were sacrificed at 24 h after administration. We evaluated liver toxicity by serum AST and ALT level and by microscopic observation. Using cDNA chip, we conducted gene expression analysis in liver. Mean serum activities of the hepatocellular leakage enzymes, ALT and AST, were significantly increased compare to control, respectively, in the low and high dose groups. H&E evaluation of stained liver sections revealed $CCl_{4}-related$ histopathological findings in mice. Moderate centrilobular hepatocellular necrosis was present in all $CCl_{4}$ treated mice. We found that gene expression pattern was very similar between low and high dose group. However, some stress related genes were differently expressed. These results could be a molecular signature for the degree of liver injury. Our data suggest that the degree of severity could be figure out by gene expression profiling.

Analysis of gene expression during odontogenic differentiation of cultured human dental pulp cells

  • Seo, Min-Seock;Hwang, Kyung-Gyun;Kim, Hyong-Bum;Baek, Seung-Ho
    • Restorative Dentistry and Endodontics
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    • v.37 no.3
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    • pp.142-148
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    • 2012
  • Objectives: We analyzed gene-expression profiles after 14 day odontogenic induction of human dental pulp cells (DPCs) using a DNA microarray and sought candidate genes possibly associated with mineralization. Materials and Methods: Induced human dental pulp cells were obtained by culturing DPCs in odontogenic induction medium (OM) for 14 day. Cells exposed to normal culture medium were used as controls. Total RNA was extracted from cells and analyzed by microarray analysis and the key results were confirmed selectively by reverse-transcriptase polymerase chain reaction (RT-PCR). We also performed a gene set enrichment analysis (GSEA) of the microarray data. Results: Six hundred and five genes among the 47,320 probes on the BeadChip differed by a factor of more than two-fold in the induced cells. Of these, 217 genes were upregulated, and 388 were down-regulated. GSEA revealed that in the induced cells, genes implicated in Apoptosis and Signaling by wingless MMTV integration (Wnt) were significantly upregulated. Conclusions: Genes implicated in Apoptosis and Signaling by Wnt are highly connected to the differentiation of dental pulp cells into odontoblast.

Molecular Biomarkers of Octachlorostyrene Exposure in Medaka, Oryzias latipes, using Microarray Technique (Microarray를 이용한 Octachlorostyrene-노출 송사리(Oryzias latipes)에서의 분자생물학적 지표연구)

  • You Dae-Eun;Kang Misun;Park Eun-Jung;Kim IL-Chan;Lee Jae-Seong;Park Kwangsik
    • Environmental Analysis Health and Toxicology
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    • v.20 no.2 s.49
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    • pp.187-194
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    • 2005
  • Octachlorostyrene (OCS) is a primarily concerning chemical in many countries because of its persistent and bioaccumulative properties in the environment. OCS is not commercially manufactured or used but it may be produced during incineration or chemical synthetic processes involving chlorinated compounds. There are several reports that OCS was found in the waters, sediments, fish, mussels, and also in human tissues. However, systematic studies on the OCS toxicities are scarce in literature. In this study, we tried to get the gene expression data using medaka DNA chip to identify biomarkers of OCS exposure. Medaka (Oryzias latipes.) was exposed to OCS 1 ppm for 2 days and 10 days, respectively. Total RNA was extracted and purified by guanidine thiocyanate method and the Cy3- and Cy5-labelled cDNAs produced by reverse trancription of the RNA were hybridized to medaka microarray. As results, eighty five genes were found to be down-or up regulated by OCS. Some of the genes were listed and confirmed by real-time PCR.

Clustering and Classifying DNA Chip Data using Particle Swarm Optimization Algorithm (Particle Swarm Optimization 알고리즘을 이용한 바이오칩 데이터의 군집화 및 분류화 기법)

  • Lee, Yoon-Kyung;Yoon, Hye-Jung;Lee, Min-Soo;Yoon, Kyong-Oh;Choi, Hye-Yeon;Kim, Dae-Hyun;Lee, Keun-Il;Kim, Dae-Young
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.10c
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    • pp.151-154
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    • 2007
  • 바이오 칩 분석 시스템은 다양한 종류의 바이오칩에서 자료를 추출하고 유용한 정보를 얻기 위해 데이터를 분석하는 시스템이다. 데이터를 분석하는 다양한 기법 중 대표적인 것이 클러스터링과 분류화(classification)이다. 클러스터링은 비슷한 개체들을 한 집단으로 묶는 방법이고, 분류화는 미리 정해진 클래스에 데이터를 해당하는 클래스로 분류하는 기법이다. 다양한 알고리즘을 통해서 데이터를 클러스터링 및 분류화를 할 수 있는데 바이오칩과 같이 데이터의 양이 방대한 경우는 생태계를 모방한 알고리즘을 적용하는 것이 효율적이다. 본 논문에서는 생태계 모방알고리즘 중 하나인 PSO 집단 알고리즘을 사용하여 바이오칩 데이터로부터 클러스터의 중심을 찾아 클러스터링을 하교, 분류 규칙을 발견하여 이를 바이오 데이터에 적용, 분류해 주는 시스템을 기술하고 있다.

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Isolation and Functional Identification of BrDSR, a New Gene Related to Drought Tolerance Derived from Brassica rapa (배추 유래 신규 건조 저항성 관련 유전자, BrDSR의 분리 및 기능 검정)

  • Yu, Jae-Gyeong;Park, Young-Doo
    • Horticultural Science & Technology
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    • v.33 no.4
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    • pp.575-584
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    • 2015
  • Drought stress is a crucial environmental factor determining crop survival and productivity. The goal of this study was to clearly identify a new drought stress-tolerance gene in Brassica rapa. From KBGP-24K microarray data with the B. rapa ssp. pekinensis inbred line 'Chiifu' under drought stress treatment, a gene which was named BrDSR (B. rapa Drought Stress Resistance) was chosen among 738 drought-responsive unigenes. BrDSR function has yet to be determined, but its expression was induced over 6-fold by drought. To characterize BrDSR, the gene was isolated from B. rapa inbred line 'CT001' and found to contain a 438-bp open reading frame encoding a 145 amino acid protein. The full-length cDNA of BrDSR was used to construct an over-expression vector, 'pSL100'. Tobacco transformation was then conducted to analyze whether the BrDSR gene can increase drought tolerance in plants. The BrDSR expression level in T1 transgenic tobacco plants selected via PCR and DNA blot analyses was up to 2.6-fold higher than non-transgenic tobacco. Analysis of phenotype clearly showed that BrDSR-expressing tobacco plants exhibited more tolerance than wild type under 10 d drought stress. Taking all of these findings together, we expect that BrDSR functions effectively in plant growth and survival of drought stress conditions.

Gene Expression Profiling of Genotoxicity Induced by MNNG in TK6 Cell

  • Suh, Soo-Kyung;Kim, Tae-Gyun;Kim, Hyun-Ju;Koo, Ye-Mo;Lee, Woo-Sun;Jung, Ki-Kyung;Jeong, Youn-Kyoung;Kang, Jin-Seok;Kim, Joo-Hwan;Lee, Eun-Mi;Park, Sue-Nie;Kim, Seung-Hee;Jung, Hai-Kwan
    • Molecular & Cellular Toxicology
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    • v.3 no.2
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    • pp.98-106
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    • 2007
  • Genotoxic stress triggers a variety of biological responses including the transcriptional activation of genes regulating DNA repair, cell survival and cell death. In this study, we investigated to examine gene expression profiles and genotoxic response in TK6 cells treated with DNA damaging agents MNNG (N-methyl-N'-nitrosoguanidine) and hydrogen peroxide $(H_2O_2)$. We extracted total RNA in three independent experiments and hybridized cRNA probes with oligo DNA chip (Applied Biosystems Human Genome Survey Microarray). We analyzed raw signal data with R program and AVADIS software and identified a number of deregulated genes with more than 1.5 log-scale fold change and statistical significancy. We indentified 14 genes including G protein alpha 12 showing deregulation by MNNG. The deregulated genes by MNNG represent the biological pathway regarding MAP kinase signaling pathway. Hydrogen peroxide altered 188 genes including sulfiredoxins. These results show that MNNG and $H_2O_2$ have both uniquely regulated genes that provide the potential to serve as biomarkers of exposure to DNA damaging agents.

Effects of Inhibitors on the Function and Activity of Topoisomerase, and Gene Expression in HL-60 Human Leukemia Cells (HL-60 세포의 유전자 발현 및 topoisomerase의 기능 활성에 미치는 억제제의 영향)

  • Jeong, In-Cheol;Cho, Moo-Youn;Park, Jang-Su
    • Journal of Life Science
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    • v.18 no.1
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    • pp.75-83
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    • 2008
  • This studies were designed to elucidate whether inhibitors of topoisomerase regulate function and activity of topoisomerase, and gene expression in HL-60 human leukemia cells. HL-60 cells were treated with 10-hydroxycamptothecin or doxorubicin, total RNA was isolated, and expressed genes were investigated with human oligonucleotide microarray containing 10K gene, respectively. Expression profiles of the human leukemia HL-60 cells treated with 10-hydroxycamptothecin (10-CIT) or doxorubicin associated with signal transduction,. cell adhesion, cell cycle, cell growth, cell proliferation, cell differentiation, transcription and immune response, especially genes related with transcription and cell growth. In HL-60 cells treated with 10-CPT, the expression of topoisomerase III${\alpha}$, III${\beta}$ and I gene from oligo chip microarray analysis were increased over, but the expression of topoisomerase II${\alpha}$ and II${\beta}$ gene were decreased over. In contrast, the expression of topoisomerase II${\alpha}$ and II${\beta}$ gene were increased over in HL-60 cells treated with doxorubicin, whereas the expression of topoisomerase III${\alpha}$ and III${\beta}$ mRNA remained no significant change. These results suggest that these data may be useful for novel therapeutic markers.