• 제목/요약/키워드: Microarray Data

검색결과 471건 처리시간 0.022초

IFSA 알고리즘을 이용한 유전자 상호 관계 분석 (Analysis of Interactions in Multiple Genes using IFSA(Independent Feature Subspace Analysis))

  • 김혜진;최승진;방승양
    • 한국정보과학회논문지:시스템및이론
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    • 제33권3호
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    • pp.157-165
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    • 2006
  • 세포는 환경 변화 및 자극으로부터 자신을 보호하기 위해 유전자가 발현하여 생명을 유지 시스템을 갖고 있다. 유전자의 발현은 비정상적인 상태의 세포를 환경을 조절, 변화시켜 정상으로 바꾸기 위한 기능, 발달단계에 필요한 기능 등 생명현상에 필요한 특수 역할을 수행한다. 따라서 각 유전자의 기능을 아는 것은 생물학적으로 상당히 의미 있는 일이다. 본 논문에서는 유전자 기능을 알아보기 위해 발현 패턴을 통해 같을 때, 유사한 형태 혹은 시차를 갖고 동일한 형태로 발현하는 유전자들은 같은 기능을 한다는 가정을 하였다. 이 가정에 기반하여 각 유전자들을 기능에 따라 분류하였다. (1) IFSA선형 모델을 적용하여 데이타를 잘 나타내 줄 수 있는 특징 패턴을 찾았으며 (2) 이 특징 패턴으로부터 본 논문에서 제안한 Membership Scoring Function을 이용하여 유전자를 필터링(filtering) 하였다. 이 유전자들은 기존의 ICA(Independent Component Analysis) 방법에서 보다 IFSA 방법이 더 효과적으로 각 기능에 따른 유전자 그룹을 찾아내줌을 GO(Gene Ontology)에서 확인할 수 있었다. 이는 시차 혹은 위상 변화에 상관없이 데이타를 잘 나타낼 수 있는 IFSA의 특성이, ICA보다. 생물학적인 변수를 더 고려해 줄 수 있기 때문이라고 생각된다[1]. 이 논문의 또 다른 주요 작업은 유전자의 상호작용 관계로부터 유전자 네트웍을 얻어내는 것이다. 유전자 네트웍은 같은 그룹 내에서 유전자간의 상관 계수를 구하고 가장 높은 상관도를 보이는 유전자쌍을 연결시켜 얻게되었다. 이 네트웍 역시 GO 해석에서 그 유효성을 확인하였다.를 평균 66.02에서 58.98로 줄이면서 계산시간은 평균 71ms에서 44ms 으로 빠르게 됨을 알 수 있었다.적외선 분광법을 이용한 사일리지의 화학적 조성분 함량 측정은 적은 오차 범위 내에서 신속하고 정확한 분석법이 될 수 있음을 확인 할 수 있었다. 비록 원물 생시료(IF)에 대한 직접적인 측정은 다소 예측 정확성이 떨어지지만 현장 적용성과 편리성을 높이기 위해서는 생시료의 측정시 오차를 줄일 수 있는 스펙트럼의 수처리 방법이나 산란보정 방법과 같은 데이터 처리기법에 대한 더 많은 연구가 앞으로 진행되어야 한다고 생각되어진다.상자의 50% 이상이 매일 생선 콩 및 콩제품과 채소류를 먹고 있었고, 인스턴트나 패스트푸드는 정상 체중군이 저체중군이나 과체중보다 매일 섭취하는 빈도가 낮았다(p<0.0177). 7. 가장 낮은 영양 섭취 상태를 보여준 영양소(% RDA< 75%)는 철분과 칼슘으로 조사 대상자의 3/4에 해당하는 조사 대상자가 영양 부족 상태였다. 칼슘 섭취의 경우 정상 체중군이 과체중군과 저체중군보다 섭취율이 낮았으나(p<0.0257) 철분은 군간 유의차는 없었다. 8. 칼슘의 경우 과체중군이 저체중군이나 정상 체중군에 비해 영양소 적정비율(NAR) 값이 높았으며(p<0.0257) 철분, 단백질, 비타민 $B_1$$B_2$, 나이아신의 경우도 통계적으로 유의하지는 않으나 과체중군이 저체중군 또는 정상 체중군의 NAR 값이 높은 경향을 보여주었다. 9가지 영양소의 NAR을 평균한 MAR 값은 군간 유의적이지는 않으나 과체중군(0.76)이 정상체중(0.73) 또는 저체중군(0.73)에 비해 높은 값은 보여주었다. 9.

Meta- and Gene Set Analysis of Stomach Cancer Gene Expression Data

  • Kim, Seon-Young;Kim, Jeong-Hwan;Lee, Heun-Sik;Noh, Seung-Moo;Song, Kyu-Sang;Cho, June-Sik;Jeong, Hyun-Yong;Kim, Woo Ho;Yeom, Young-Il;Kim, Nam-Soon;Kim, Sangsoo;Yoo, Hyang-Sook;Kim, Yong Sung
    • Molecules and Cells
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    • 제24권2호
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    • pp.200-209
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    • 2007
  • We generated gene expression data from the tissues of 50 gastric cancer patients, and applied meta-analysis and gene set analysis to this data and three other stomach cancer gene expression data sets to define the gene expression changes in gastric tumors. By meta-analysis we identified genes consistently changed in gastric carcinomas, while gene set analysis revealed consistently changed biological themes. Genes and gene sets involved in digestion, fatty acid metabolism, and ion transport were consistently down-regulated in gastric carcinomas, while those involved in cellular proliferation, cell cycle, and DNA replication were consistently up-regulated. We also found significant differences between the genes and gene sets expressed in diffuse and intestinal type gastric carcinoma. By gene set analysis of cytogenetic bands, we identified many chromosomal regions with possible gross chromosomal changes (amplifications or deletions). Similar analysis of transcription factor binding sites (TFBSs), revealed transcription factors that may have caused the observed gene expression changes in gastric carcinomas, and we confirmed the overexpression of one of these, E2F1, in many gastric carcinomas by tissue array and immunohistochemistry. We have incorporated the results of our meta- and gene set analyses into a web accessible database (http://human-genome.kribb.re.kr/stomach/).

Initial Characterization of yliH in Salmonella typhimurium

  • Park, Kyung-Hwa;Song, Mi-Ryung;Choy, Hyon-E.
    • Journal of Microbiology
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    • 제45권6호
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    • pp.558-565
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    • 2007
  • Using microarray analysis, we determined those Salmonella genes induced at the entry of stationary phase, and subsequently discovered that uncharacterized yliH was induced most dramatically. We set out to establish the molecular mechanism underlying the stationary phase induction of yliH under the standard culture condition, LB with vigorous aeration, by analyzing its promoter activity in various mutant backgrounds, lacking stationary phase ${\sigma}$, $RpoS^-$, or stringent signal molecules ppGpp, ${\Delta}relA$ ${\Delta}spoT$. It was found that the stationary phase induction of yliHp was partially dependent on rpoS but entirely dependent on ppGpp. DNA sequence analysis revealed that the Salmonella yliH gene is composed of 381 base-pair nucleotides, with overall amino acid sequence revealing 76.38% amino acid identity and 88.98% similarity with Escherichia coli yliH, although no motif from data base was noted for its possible role. Recently however, it has been reported that yliH in E. coli was implicated in biofilm formation and motility by repressing these activities (Domka et al., 2006). We have constructed a mutant Salmonella deleting yliH gene by allele replacement and examined its phenotype, and found that the yliH in Salmonella more or less affects motility and adherence by enhancing these activities. The effect on biofilm formation in Salmonella was uncertain. Moreover, addition of cloned yliH of E. coli into Salmonella did not reduce motility or adherence. Taken together, it appears that the pathways implicating yliH for biofilm formation and motility in E. coli and in Salmonella are somewhat different.

Low Expression of the FoxO4 Gene may Contribute to the Phenomenon of EMT in Non-small Cell Lung Cancer

  • Xu, Ming-Ming;Mao, Guo-Xin;Liu, Jian;Li, Jian-Chao;Huang, Hua;Liu, Yi-Fei;Liu, Jun-Hua
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권9호
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    • pp.4013-4018
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    • 2014
  • Because of its importance in tumor invasion and metastasis, the epithelial-mesenchymal transition (EMT) has become a research focus in the field of cancer. Recently, evidence has been presented that FoxO4 might be involved in EMT. Our study aimed to detect the expression of FoxO4, E-cadherin and vimentin in non-small cell lung cancers (NSCLCs). We also investigated clinical features and their correlations with the markers. In our study, FoxO4, E-cadherin and vimentin were assessed by immunohistochemistry in a tissue microarray (TMA) containing 150 cases of NSCLC. In addition, the expression level of FoxO4 protein was determined by Western blotting. The percentages of FoxO4, E-cadherin and vimentin positive expression in NSCLCs were 42.7%, 38.7% and 55.3%, respectively. Immunoreactivity of FoxO4 was low in NSCLC when compared with paired normal lung tissues. There were significant correlations between FoxO4 and TNM stage (P<0.001), histological differentiation (P=0.004) and lymph node metastasis (P<0.001), but no significant links with age (P=0.323), gender (P=0.410), tumor size (P=0.084), smoking status (P=0.721) and histological type (P=0.281). Our study showed that low expression of FoxO4 correlated with decreased expression of E-cadherin and elevated expression of vimentin. Cox regression analysis indicated FoxO4 to be an independent prognostic factor in NSCLC (P=0.046). These data suggested that FoxO4 might inhibit the process of EMT in NSCLC, and might therefore be a target for therapy.

전진선택법에 의해 선택된 부분 상관관계의 유전자들을 이용한 암 분류 (Classifying Cancer Using Partially Correlated Genes Selected by Forward Selection Method)

  • 유시호;조성배
    • 대한전자공학회논문지SP
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    • 제41권3호
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    • pp.83-92
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    • 2004
  • 유전 발현 데이터는 생명체의 특정 조직에서 채취한 샘플을 마이크로어레이상에서 측정한 것으로, 유전자들의 발현 정도가 수치로 나타난 데이터이다. 일반적으로 정상조직과 이상조직에서 관련 유전자들의 발현 정도는 차이를 보이기 때문에 유전 발현 데이터를 통하여 암을 분류할 수 있다. 그러나 분류에 모든 유전자가 관여하지는 않으므로 효율적인 암의 분류를 위해서는 관련성 있는 소수의 유전자만을 선별해내는 작업인 특징선택 방법이 필요하다. 본 논문에서는 회귀분석의 변수선택방법중 하나인 전진 선택법(forward selection method)을 사용하여 유전자들을 선하고 분류하는 방법을 제안한다. 이 방법은 선택되는 유전자들의 중복된 정보를 최소화시켜 암의 분류에 있어 보다 효과적인 유전자 선택을 한다. 실험데이터는 대장암 데이터(Colon cancer dataset)를 사용하였고, 분류기는 k-최근접 이웃(KNN)을 사용하였다. 이 방법과 상관계수를 이용한 특징 선택방법인 피어슨 상관계수와 스피어맨 상관계수방법과 비교해본 결과 전진 선택법에 의한 특징선택 방법이 암의 분류에 있어서 더 효과적인 유전자 선택을 한다는 사실을 확인하였다. 실험결과 90.3%의 높은 인식률을 보였다. 추가적으로 림프종 데이터에 대한 실험을 하였고, 그 결과 전진 선택법의 유용성을 확인할 수 있었다.

Comparison of Cytokine Gene Induction in RAW 264.7 Cells by Porphyromonas gingivalis and Escherichia coli Lipopolysaccharide

  • Lee, Young-Hwa;Jeong, So-Yeon;Na, Hee-Sam;Jeong, Sung-Hee;Park, Hae-Ryoun;Chung, Jin
    • International Journal of Oral Biology
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    • 제35권3호
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    • pp.121-128
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    • 2010
  • Porphyromonas gingivalis lipopolysaccharide (Pg LPS) is an important virulence factor in chronic periodontitis. The aim of this study was to compare the expression of inflammatory cytokine genes in Escherichia coli LPS (Ec LPS) and Pg LPS-stimulated mouse macrophage RAW 264.7 cells. Cells were treated with Ec LPS and Pg LPS for 18 hours, and the cytokine gene expression profile was assessed using microarrays and confirmed by real-time PCR. Microarray analysis showed that both types of LPS induced a significant increase in the expression of IL-$17{\beta}$, IL-2, Ccl4, Cxcl2 and $TNF{\alpha}$ compared with the control. However, LT-b was up-regulated by Pg LPS but not by Ec LPS. Real-time PCR analysis of these genes showed similar results for LT-b, Ccl4, Cxcl2, and TNF-$\alpha$ but found that IL-$17{\beta}$ and IL-2 were upregulated by Pg LPS but not by Ec LPS. These data indicate that Pg LPS stimulates the transcription of IL-$17{\beta}$, IL-2, Ccl4, Cxcl2, LT-b, and $TNF{\alpha}$, all of which may be involved in the pathogenesis of chronic periodontitis.

Change of Insulin-like Growth Factor Gene Expression in Chinese Hamster Ovary Cells Cultured in Serum-free Media

  • Park, Hong-Woo;An, Sung-Kwan;Choe, Tae-Boo
    • Biotechnology and Bioprocess Engineering:BBE
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    • 제11권4호
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    • pp.319-324
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    • 2006
  • Although the sera used in animal cell culture media provide the macromolecules, nutrients, hormones, and growth factors necessary to support cell growth, it could also be an obstacle to the production of recombinant proteins in animal cell culture systems used in many sectors of the biotechnology industry. For this reason, many research groups, including our laboratory, have been trying to develop serum-free media (SFM) or serum-supplemented media (SSM) for special or multi-purpose cell lines. The Chinese hamster ovary (CHO) cell, for example, is frequently used to produce proteins and is especially valuable in the large-scale production of pharmaceutically important proteins, yet information about its genome is lacking. Also, SFMs have only been evaluated by comparing growth patterns for cells grown in SFMs with those grown in SSM or by measuring the titer of the target protein obtained from cells grown in each type of medium. These are not reliable methods of obtaining the type of information needed to determine whether an SFM should be replaced with an SSM. We carried out a cDNA microarray analysis to evaluate MED-3, an SFM developed in our laboratory, as a CHO culture medium When CHO cells were cultured in MED-3 instead of an SSM, several genes associated with cell growth were down-regulated, although this change diminished over time. We found that the insulin-like growth factor (IGF) gene was representative of the proteins that were down-regulated in cells cultured in MED-3. When several key supplements - including insulin, transferrin, ethanolamine, and selenium - were removed from MED-3, the IGF expression was consistently down- regulated and cell growth decreased proportionately. Based on these results, we concluded that when an SFM is used as a culture medium, it is important to supplement it with substances that can help the cells maintain a high level of IGF expression. The data presented in this study, therefore, might provide useful information for the design and development of SFM or SSM, as well as for the design of genome-based studies of CHO cells to determine how they can be used optimally for protein production in pharmaceutical and biomedical research.

Altered Expression of Pyrophosphate: Fructose-6-Phosphate 1-Phosphotransferase Affects the Growth of Transgenic Arabidopsis Plants

  • Lim, Hyemin;Cho, Man-Ho;Jeon, Jong-Seong;Bhoo, Seong Hee;Kwon, Yong-Kook;Hahn, Tae-Ryong
    • Molecules and Cells
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    • 제27권6호
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    • pp.641-649
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    • 2009
  • Pyrophosphate:fructose-6-phosphate 1-phosphotransferase (PFP) catalyzes the reversible interconversion of fructose-6-phosphate and fructose-1,6-bisphosphate, a key step in the regulation of the metabolic flux toward glycolysis or gluconeogenesis. To examine the role of PFP in plant growth, we have generated transgenic Arabidopsis plants that either overexpress or repress Arabidopsis PFP subunit genes. The overexpressing lines displayed increased PFP activity and slightly faster growth relative to wild type plants, although their photosynthetic activities and the levels of metabolites appeared not to have significantly changed. In contrast, the RNAi lines showed significantly retarded growth in parallel with the reduced PFP activity. Analysis of photosynthetic activity revealed that the growth retardation phenotype of the RNAi lines was accompanied by the reduced rates of $CO_2$ assimilation. Microarray analysis of our transgenic plants further revealed that the altered expression of $AtPFP{\beta}$ affects the expression of several genes involved in diverse physiological processes. Our current data thus suggest that PFP is important in carbohydrate metabolism and other cellular processes.

Validation of Human HazChem Array Using VOC Exposure in HL-60 Cells

  • Oh, Moon-Ju;Kim, Seung-Jun;Kim, Jun-Sub;Kim, Ji-Hoon;Park, Hye-Won;Kim, Youn-Jung;Ryu, Jae-Chun;Hwang, Seung-Yong
    • Molecular & Cellular Toxicology
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    • 제4권1호
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    • pp.45-51
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    • 2008
  • Volatile Organic Compounds (VOCs) have been shown to cause nervous system disorders through skin contact or respiration, and also cause foul odors even at low densities in most cases. Also, as a compound itself, VOCs are directly harmful to the environment and to the human body, and may participate in photochemical reactions in air to create secondary pollutants. In this study, HL-60 cells were treated with volatile organic compounds, including ethylbenzene and trichloroethylene, at a value of $IC_50$. Then, the in house-prepared Human HazChem arrayer was utilized in order to compare the gene expression between the two VOCs. After hybridization, 8 upregulated genes and 8 downregulated genes were discovered in the HazChem array. The upregulated genes were identified as SG15, TNFSF10, PRNP, ME1, NCOA4, SRXN1, TXNRD1, and XBP1. The downregulated genes were identified as MME, NRF1, PRARBP, CALCA, CRP, BAX, C7 or f40, and FGFR1. Such results were highly correlated with the quantitative RT-PCR results. The majority of the 16 genes were related with the characteristics of VOCs, including respiratory mechanism, apoptosis, and carcinogenesis-associated genes. Our data showed that our human HazChem array can be used to monitor hazardous materials via gene expression profiling.

DNA chip을 이용한 건선의 한방치료에 관한 유전체 연구 (DNA chip Analysis of Psoriatic Skin during the Oriental Remedy)

  • 김병수;이상근;김현웅;이증훈;임종순;강정수
    • 동의생리병리학회지
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    • 제18권2호
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    • pp.468-473
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    • 2004
  • Psoriasis is a chronic inflammatory disease of the skin characterized by epidermal hyperplasia, dermal angiogenesis, infiltration of activated T cells, and increased cytokine levels, and affects 1-3% of the world-wide population. Although many immunological and clinical reports indicate a role for the immune system in the pathogenesis of psoriasis, puzzling questions about psoriasis remain unsolved. During the several decade, immunosuppressor and PUVA treatment are ubiquitously used to psoriasis therapy. But recently, to promote terminal differentiation of keratinocytes, block either NK-Tcell or T-cell activation, and interrupting the angiogenic switch represent another therapeutic opportunity in psoriasis. To keep face with immunological therapy, the needs of newly designed prescription on the psoriasis treatments were demanded. With the object of understand the psoriasis from an orient medical point of view, patients were administrated the GY during several weeks. We investigated the changes of gene expression in involved and uninvolved skin samples during the oriental remedy. Microarray data showed several important results. First, Gene expression profiling is similar to each patient. Second, precursor proteins that organize cornified envelops are decreased at the end of remedy. But genes which related to apoptosis, G-protein signalling, and lipid metabolism are increased. Third, 68.5% of clustering genes localized on the psoriasis susceptibility locus. In our results indicated that GY influence on the keratinocytes hyperproliferation by regulating the gene, which located on the psoriasis susceptibility locus.