• Title/Summary/Keyword: DNA microarray

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Bayesian Variable Selection in the Proportional Hazard Model with Application to DNA Microarray Data

  • Lee, Kyeon-Eun;Mallick, Bani K.
    • Proceedings of the Korean Society for Bioinformatics Conference
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    • 2005.09a
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    • pp.357-360
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    • 2005
  • In this paper we consider the well-known semiparametric proportional hazards (PH) models for survival analysis. These models are usually used with few covariates and many observations (subjects). But, for a typical setting of gene expression data from DNA microarray, we need to consider the case where the number of covariates p exceeds the number of samples n. For a given vector of response values which are times to event (death or censored times) and p gene expressions (covariates), we address the issue of how to reduce the dimension by selecting the significant genes. This approach enable us to estimate the survival curve when n < < p. In our approach, rather than fixing the number of selected genes, we will assign a prior distribution to this number. The approach creates additional flexibility by allowing the imposition of constraints, such as bounding the dimension via a prior, which in effect works as a penalty. To implement our methodology, we use a Markov Chain Monte Carlo (MCMC) method. We demonstrate the use of the methodology to diffuse large B-cell lymphoma (DLBCL) complementary DNA(cDNA) data.

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Development of DNA Chip Microarray by Using Secondary-step immobilization methods (2단계 고정화법을 이용한 DNA칩 마이크로어레이의 개발)

  • Yoon, Hee-Chan;Kim, Do-Kyun;Shin, Hoon-Kyu;Kwon, Young-Soo
    • Proceedings of the KIEE Conference
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    • 2002.11a
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    • pp.263-265
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    • 2002
  • We have used the secondary-step immobilization methods based on the chip pattern of hydrophobic self-assembly layers to assemble microfabricated particles onto the chip pattern. Immobilization of DNA, fabrication of the particles and the chip pattern, arrangement of the particles on the chip pattern, and recognition of each using DNA fluorescence measurement were carried out. Establishing the walls, the arrangement stability of the particles was improved. Each DNA is able to distinguish by using the lithography process on the particles. Advantages of this method are process simplicity, wide applicability and stability. It is thought that this method can be applicable as a new fabrication technology to develop a minute integration type biosensor microarray.

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A Graph Model and Analysis Algorithm for cDNA Microarray Image (cDNA 마이크로어레이 이미지를 위한 그래프 모델과 분석 알고리즘)

  • Jung, Ho-Youl;Hwang, Mi-Nyeong;Yu, Young-Jung;Cho, Hwan-Gue
    • Journal of KIISE:Computer Systems and Theory
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    • v.29 no.7
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    • pp.411-421
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    • 2002
  • In this Paper we propose a new Image analysis algorithm for microarray processing and a method to locate the position of the grid cell using the topology of the grid spots. Microarray is a device which enables a parallel experiment of 10 to 100 thousands of test genes in order to measure the gene expression. Because of the huge data obtained by a experiment automated image analysis is needed. The final output of this microarray experiment is a set of 16-bit gray level image files which consist of grid-structured spots. In this paper we propose one algorithm which located the address of spots (spot indices) using graph structure from image data and a method which determines the precise location and shape of each spot by measuring the inclination of grid structure. Several experiments are given from real data sets.

Effects of Olanzapine on Gene Expression Changes in MK-801-induced Neurotoxicity Using a High-density DNA Microarray

  • Jo, Jae-Hoon;Kim, Seung-Jun;Yeon, Jong-Pil;Oh, Moon-Ju;Seo, Hye-Myung;Hwang, Seung-Yong;Kim, Sang-Kyum;Kim, Bong-Hee
    • Molecular & Cellular Toxicology
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    • v.3 no.4
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    • pp.282-291
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    • 2007
  • Although the etiology of schizophrenia is known to be linked with the disturbance of glutamatergic and dopaminergic neurotransmission, little is known about the relationship between gene expression and the disease process. To identify genes related to abnormalities in glutamatergic and dopaminergic function, we investigated the effects of olanzapine in the changes of mRNA levels in the animal model of schizophrenia, using a high-density DNA microarray. Olanzapine (3.0 mg/kg, i.p.) significantly reduced hyperlocomotive activities, which was induced by MK-801 (1.0 mg/kg, i.p.). We identified that the expression of 719 genes were significantly altered more than two folds in the prefrontal cortex of the rats treated with MK-801. We selected 15 genes out of them by the changes of the expression pattern in the treatment of Olanzapine and/or MK801 for the further confirmation in RT-PCR. The administration of MK-801 increased the expression of 7 genes (NOS3, Hspb1, Hspa1a, CRH, Serpine1, Igfbp6, Snf1lk) and decreased the expression of 1 gene (Aldh1a2), which was attenuated by olanzapine. One gene (Prss12) was up-regulated after olanzapine treatment although it did not show the significant changes after MK-801 treatment. These results showed that antipsychotic drug, such as olanzapine, may alter the gene expression patterns, which were accompanied by MK-801-induced psychosis. Our results also provide us high-density DNA microarray technology could be potential approaches to find the candidate molecules for the therapeutics and also for the early diagnosis of psychiatric diseases.

Transcriptome Analysis of Bacillus subtilis by DNA Microarray Technique

  • Kang, Choong-Min;Yoshida, Ken-Ichi;Matsunaga, Masayuki;Kobayashi, Kazuo;Ueda, Minoru;Ogasawara, Naotake;Fujita, Yasutaro
    • Proceedings of the Korean Society of Life Science Conference
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    • 2000.06a
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    • pp.3-8
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    • 2000
  • The complete genome sequence of a Gram-positive bacterium .Bacillus subtilis has recently been reported and it is now clear that more than 50% of its ORFs have no known function (1). To study the global gene expression in B. subtilis at single gene resolution, we have tested the glass DNA microarrays in a step-wise fashion. As a preliminary experiment, we have created arrays of PCR products for 14 ORF whose transcription patterns have been well established through transcriptional mapping analysis. We measured changes in mRNA transcript levels between early exponential and stationary phase by hybridizing fluorescently labeled cDNA (with Cy3-UTP and Cy5-UTP) onto the array. We then compared the microarray data to confirm that the transcription patterns of these genes are well consistent with the known Northern analysis data. Since the preliminary test has been successful, we scaled up the experiments to ${\sim}$94% of the 4,100 annotated ORFs for the complete genome sequence of B. subtilis. Using this whole genomic microarray, we searched genes that are catabolite-repressive and those that are under the control of ${\sigma}^{Y}$, one of the functionally unknown ECF sigma factors. From these results, we here report that we have established DNA microarray techniques that are applicable for the whole genome of B. subtilis.

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Global Analysis of Estrogen-Regulated Genes in Mouse Uterus using cDNA Microarray and Laser Capture Microdissection (cDNA Microarray와 Laser Capture Microdissection을 이용한 생쥐 자궁에서 Estrogen에 의해 조절되는 유전자 발현에 관한 분석)

  • Hong, Seok-Ho;Nah, Hee-Young;Lee, Ji-Yoon;Kim, Chung-Hoon;Kim, Moon-Kyoo
    • Clinical and Experimental Reproductive Medicine
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    • v.30 no.2
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    • pp.151-163
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    • 2003
  • 연구목적: Estrogen은 포유류의 생리주기와 착상과정에서 중요한 조절인자로 작용한다. 본 연구에서는 난소 절제된 생쥐의 자궁에서 estrogen에 의해 직접 또는 간접적으로 조절되어 발현하는 유전자를 분석하고자 하였다. 연구재료 및 방법: 생후 8주된 생쥐의 양쪽 난소를 절제하고 14일 동안 회복기간이 지난 후, estrogen (300 ng/mouse)을 피하로 주사하였다. Estrogen 주사 후 6, 12시간째 자궁을 적출하여 cDNA microarray와 laser capture microdissection (LCM) 기술을 이용하여 estrogen에 의해 조절되는 유전자의 시공간적인 발현 양상을 조사하였다. 결 과: Estrogen 주사 후 6시간째에는 조사된 전체 유전자 가운데 0.9% (증가 22, 감소 49), 12시간째에는 8.4% (증가 351, 감소 287)에 해당되는 유전자가 두 배 이상 증가 혹은 감소하는 결과를 보였다. 또한 일부 증감된 유전자를 선택한 후 LCM 기술을 이용하여 시공간적인 발현양상을 확인한 결과 자궁내막상피세포에서만 estrogen에 의해 유전자의 발현이 증가되는 일부 유전자를 선별하였다. 결 론: 이상의 결과들을 종합해보면 1) estrogen에 의해 조절되는 유전자의 수나 증감의 정도는 12시간 이후에 더 많고, 크게 조절되며, 2) 유전자의 조절부위가 자궁의 특이적인 세포층에서 시공간적으로 조절됨을 의미한다. 이러한 유전자의 정보는 생리주기 또는 착상과정의 분자생물학적 기작을 이해하는 데 도움이 될 것이다.

DNA Microarray Analysis of Methylprednisolone Inducible Genes in the PC12 Cells

  • Choi, Woo-Jin;Choi, Seung-Won;Kim, Seon-Hwan;Kim, Youn;Kwon, O-Yu
    • Biomedical Science Letters
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    • v.15 no.3
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    • pp.261-263
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    • 2009
  • Methylprednisolone is a synthetic glucocorticoid which is usually taken intravenously for many neurosurgical diseases which cause edema including brain tumor, and trauma including spinal cord injury. Methylprednisolone reduces swelling and decreases the body's immune response. It is also used to treat many immune and allergic disorders, such as arthritis, lupus, psoriasis, asthma, ulcerative colitis, and Crohn's disease. To identify genes expressed during methylprednisolone treatment against neurons of rats (PC12 cells), DNA microarray method was used. We have isolated 2 gene groups (up- or down-regulated genes) which are methylprednisolone differentially expressed in neurons. Lipocalin 3 is the gene most significantly increased among 772 up-regulated genes (more than 2 fold over-expression) and Aristaless 3 is the gene most dramatically decreased among 959 down-regulated genes (more than 2 fold down-expression). The gene increased expression of Fgb, Thbd, Cfi, F3, Kngl, Serpinel, C3, Tnfrsf4 and Il8rb are involved stress-response gene, and Nfkbia, Casp7, Pik3rl, I11b, Unc5a, Tgfb2, Kitl and Fgf15 are strongly associated with development. Cell cycle associated genes (Mcm6, Ccnb2, Plk1, Ccnd1, E2f1, Cdc2a, Tgfa, Dusp6, Id3) and cell proliferation associated genes (Ccl2, Tnfsf13, Csf2, Kit, Pim1, Nr3c1, Chrm4, Fosl1, Spp1) are down-regulated more than 2 times by methylprednisolone treatment. Among the genes described above, 4 up-regulated genes are confirmed those expression by RT-PCR. We found that methylprednisolone is related to expression of many genes associated with stress response, development, cell cycle, and cell proliferation by DNA microarray analysis. However, We think further experimental molecular studies will be needed to figure out the exact biological function of various genes described above and the physiological change of neuronal cells by methylprednisolone. The resulting data will give the one of the good clues for understanding of methylprednisolone under molecular level in the neurons.

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Profiling of Gene Expression in Human Keratinocyte Cell Line Exposed to Quantum Dot Nanoparticles

  • Kim, In-Kyoung;Lee, Seung-Ho;Kim, Yu-Ri;Seo, Sang-Hui;Jeong, Sang-Hoon;Son, Sang-Wook;Kim, Meyoung-Kon
    • Molecular & Cellular Toxicology
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    • v.5 no.1
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    • pp.51-57
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    • 2009
  • Quantum Dot (QD) nanoparticles are used in various industrial applications, such as diagnostic, drug delivery, and imaging agents of biomedicine. Although QDs are extensively used in many medical science, several studies have been demonstrated the potential toxicity of nanoparticles. The first objective of this study was to investigate the nanotoxicity of QDs in the HaCaT human keratinocyte cell line by focusing on gene expression pattern. In order to evaluate the effect of QDs on gene expression profile in HaCaT cells, we analyzed the differential genes which related to oxidative stress and antioxidant defense mechanisms by using human cDNA microarray and PCR array. A human cDNA microarray was clone set, which was sorted for a list of genes correlated with cell mechanisms. We tried to confirm results of cDNA microarray by using PCR array, which is pathway-focused gene expression profiling technology using Real-Time PCR. Although we could not find the exactly same genes in both methods, we have screened the effects of QDs on global gene expression profiles in human skin cells. In addition, our results show that QD treatment somehow regulates cellular pathways of oxidative stress and antioxidant defense mechanisms. Therefore, we suggest that this study can enlarge our knowledge of the transcriptional profile and identify new candidate biomarker genes to evaluate the toxicity of nanotoxicology.

Suggestion Method of Classific System of Abnormal Genetic using EP (진화프로그래밍을 이용한 이상 유전자 분류 방법 제안)

  • Kim, Young-Gie;Bae, Sang-Hyun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2008.05a
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    • pp.776-779
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    • 2008
  • It is expect that Microarray technique be direct classification and diagnosis of Genetic data have abnomal data value because DNA technique. It is necessary that many noses that is abnomal data in sampling genetic data. So in this paper reported sampling method in exiting study then suggests new data classific system and modeling method using EP by Matlab about three dataset.

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Microarray Analysis of the Gene Expression Profiles of SL2 Cells Stimulated by LPS/PGN and Curdlan

  • Jin, Li Hua;Choi, Jung Kyoon;Cho, Hwan Sung;Shim, Jaewon;Kim, Young-Joon
    • Molecules and Cells
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    • v.25 no.4
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    • pp.553-558
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    • 2008
  • Essential aspects of the innate immune response to microbial infection appear to be conserved between insects and mammals. In order to identify new Drosophila melanogaster genes involved in the immune response, we performed gene expression profiling of Drosophila SL2 cells stimulated with bacterial (LPS/PGN) or fungal (curdlan) components using a cDNA microarray that contained 5,405 Drosophila cDNAs. We found that some genes were similarly regulated by LPS/PGN and curdlan. However, a large number, belonging to the functional classes of cell organization, development, signal transduction, morphogenesis, cell cycle, and DNA replication, displayed significant differences in their transcription profiles between the two treatments, demonstrating that bacterial and fungal components induce different immune response even in an in vitro cell system.