• 제목/요약/키워드: Differentially Expressed Genes

검색결과 653건 처리시간 0.023초

극소수 샘플에서 유의발현 유전자 탐색에 사용되는 순열에 근거한 검정법 (Permutation-Based Test with Small Samples for Detecting Differentially Expressed Genes)

  • 이주형;송혜향
    • 응용통계연구
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    • 제22권5호
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    • pp.1059-1072
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    • 2009
  • 마이크로어레이 극소수 샘플(array) 자료의 분석에서는 유의한 발현수치를 나타내는 유전자를 검정통계량에 의해 결정하는 것이 주요과제이다. 이 때 수 천 또는 수 만개인 유전자의 발현수치로부터 귀무분포(null distribution)의 생성이 필수적이며, 극소수 샘플 자료의 경우에는 순열방법(permutation methods)에 의해 귀무분포를 생성하는 것이 가장 바람직하다. 본 논문에서는 귀무분포 생성에 사용될 수 있는 매우 단순한 검정통계량을 제시하면서 더불어 귀무분포 생성에 적절한 순열방법도 제안한다. 모의실험으로 기존의 검정통계량으로 생성된 귀무분포와 본 논문에서 제안하는 검정통계량의 귀무분포를 비교하며, 실제 자료에 적용하여 유의 유전자를 탐색한다.

Comprehensive Bioinformation Analysis of the MRNA Profile of Fascin Knockdown in Esophageal Squamous Cell Carcinoma

  • Wu, Bing-Li;Luo, Lie-Wei;Li, Chun-Quan;Xie, Jian-Jun;Du, Ze-Peng;Wu, Jian-Yi;Zhang, Pi-Xian;Xu, Li-Yan;Li, En-Min
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권12호
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    • pp.7221-7227
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    • 2013
  • Background: Fascin, an actin-bundling protein forming actin bundles including filopodia and stress fibers, is overexpressed in multiple human epithelial cancers including esophageal squamous cell carcinoma (ESCC). Previously we conducted a microarray experiment to analyze fascin knockdown by RNAi in ESCC. Method: In this study, the differentially expressed genes from mRNA expression profilomg of fascin knockdown were analyzed by multiple bioinformatics methods for a comprehensive understanding of the role of fascin. Results: Gene Ontology enrichment found terms associated with cytoskeleton organization, including cell adhesion, actin filament binding and actin cytoskeleton, which might be related to fascin function. Except GO categories, the differentially expressed genes were annotated by 45 functional categories from the Functional Annotation Chart of DAVID. Subpathway analysis showed thirty-nine pathways were disturbed by the differentially expressed genes, providing more detailed information than traditional pathway enrichment analysis. Two subpathways derivated from regulation of the actin cytoskeleton were shown. Promoter analysis results indicated distinguishing sequence patterns and transcription factors in response to the co-expression of downregulated or upregulated differentially expressed genes. MNB1A, c-ETS, GATA2 and Prrx2 potentially regulate the transcription of the downregulated gene set, while Arnt-Ahr, ZNF42, Ubx and TCF11-MafG might co-regulate the upregulated genes. Conclusions: This multiple bioinformatic analysis helps provide a comprehensive understanding of the roles of fascin after its knockdown in ESCC.

Differentially Expressed Genes by Methylmercury in Neuroblastoma cell line using suppression subtractive hybridization (SSH) and cDNA Microarray

  • Kim, Youn-Jung;Chang, Suk-Tai;Yun, Hye-Jung;Ryu, Jae-Chun
    • 한국환경독성학회:학술대회논문집
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    • 한국환경독성학회 2003년도 춘계학술대회
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    • pp.187-187
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    • 2003
  • Methylmercury (MeHg), one of the heavy metal compounds, can cause severe damage to the central nervous system in humans. Many reports have shown that MeHg is poisonous to human body through contaminated foods and has released into the environment. Despite many studies on the pathogenesis of MeHg-induced central neuropathy, no useful mechanism of toxicity has been established so far. In this study, two methods, cDNA Microarray and SSH, were performed to assess the expression profile against MeHg and to identify differentially expressed genes by MeHg in neuroblastoma cell line. TwinChip Human-8K (Digital Genomics) was used with total RNA from SH-SY5Y (human neuroblastoma cell line) treated with solvent (DMSO) and 6.25 uM (IC50) MeHg. And we performed forward and reverse SSH method on mRNA derived from SH-SY5Y treated with DMSO and MeHg (6.25 uM). Differentially expressed cDNA clones were sequenced and were screened by dot blot and ribonuclease protection assay to confirm that individual clones indeed represent differentially expressed genes. These sequences were identified by BLAST homology search to known genes or expressed sequence tags (ESTs). Analysis of these sequences may provide an insight into the biological effects of MeHg in the pathogenesis of neurodegenerative disease and a possibility to develop more efficient and exact monitoring system of heavy metals as environmental pollutants.

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생쥐의 배반포에서 특이적으로 발현되는 유전자 확인: 배아 줄기세포와 비교 (Identification of Differentially Expressed Genes in the Mouse Blastocyst: Comparison with Embryonic Stem Cells)

  • 최향순;신미라;전진현;김남형
    • 한국발생생물학회지:발생과생식
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    • 제9권1호
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    • pp.33-41
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    • 2005
  • 배반포 단계의 난자에서 차이 나게 발현하는 유전자의 발굴을 통해 초기 동물 발생과 분화에 관한 기전을 알 수 있다. 본 연구에서는 새로운 차별발현 역전사효소중합법, 이름하여 에닐링 콘트롤 프라이머(ACP) 방법에 의해 생쥐 배반포에서 차이 나게 발현하는 유전자를 줄기세포와 비교하여 발굴하였다. 총 100개의 ACP를 사용하여 26개의 유전자 단편을 확인하였고, BLAST 탐색에 의해 유전자 정보 은행(GeneBank/EMBL)에 저장된 유전자와 동일하다는 것을 알았다. 이들 유전자 중에 15개의 유전자를 선별하여 역전사효소중합법에 의해 조사한 결과, 배반포에서 차이 나게 발현함을 재확인하였다. 이러한 결과는 ACP 방법이 특정 발달 단계에 있는 소량의 배아 샘플로부터 전사되는 유전자를 확인하는데 실용적으로 사용될 수 있다는 것을 보여주고 있다.

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Identification of Glycine max Genes Expressed in Response to Soybean mosaic virus Infection

  • Jeong, Rae-Dong;Lim, Won-Seok;Kwon, Sang-Wook;Kim, Kook-Hyung
    • The Plant Pathology Journal
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    • 제21권1호
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    • pp.47-54
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    • 2005
  • Identification of host genes involved in disease progresses and/or defense responses is one of the most critical steps leading to the elucidation of disease resistance mechanisms in plants. Soybean mosaic virus (SMV) is one of the most prevalent pathogen of soybean (Glycine max). Although the soybeans are placed one of many important crops, relatively little is known about defense mechanism. In order to obtain host genes involved in SMV disease progress and host defense especially for virus resistance, two different cloning strategies (DD RT-PCR and Subtractive hybridization) were employed to identify pathogenesis- and defenserelated genes (PRs and DRs) from susceptible (Geumjeong 1) and resistant (Geumjeong 2) cultivars against SMV strain G7H. Using these approaches, we obtained 570 genes that expressed differentially during SMV infection processes. Based upon sequence analyses, differentially expressed host genes were classified into five groups, i.e. metabolism, genetic information processing, environmental information processing, cellular processes and unclassified group. A total of 11 differentially expressed genes including protein kinase, transcription factor, other potential signaling components and resistant-like gene involved in host defense response were selected to further characterize and determine expression profiles of each selected gene. Functional characterization of these genes will likely facilitate the elucidation of defense signal transduction and biological function in SMV-infected soybean plants.

황갈색 재래닭의 간에서 성장 단계별 차등 발현 유전자 분석 (Identification of Differentially Expressed Genes in Four Different Growing Stages in Korea Native Chicken Liver)

  • 이경연;유성란;정기철;장병귀;최강덕;이준헌
    • 한국가금학회지
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    • 제34권2호
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    • pp.85-90
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    • 2007
  • 한국 재래닭에서 성장에 따른 유전자들의 발현 변화를 알아보고 성장 촉진, 대사 및 면역 관련 유전자를 발굴하기 위하여 주령별로 닭의 간에서 RNA를 추출하였으며 10개의 arbitrary ACPs를 이용하여 차등 발현되는 유전자를 조사하였다. 발현량에 현저한 차이를 보이는 5개의 유전자들이 선별되었으며, 이 중 3개의 유전자들은 BLAST search 결과 이미 기능이 알려진 FTH1, SAA와 HSP90B1으로 밝혀졌다. 그러나 2개의 유전자들은 닭의 genome sequence가 끝났음에도 불구하고 기능이 밝혀져 있지 않아 앞으로 이 유전자들의 기능에 대한 연구가 지속되어야 함을 의미한다. 본 연구에서 닭의 간에서 성장 단계별로 발현 차이를 보이는 유전자들은 앞으로 다른 유전자와 단백질들과의 관계를 통하여 닭의 성장 및 지방 대사를 이해하는데 도움을 줄 것으로 사료된다.

형광 Differential Display법에 의한 파리지옥풀 포충잎트랩 특이발현 유전자 탐색 (Molecular Cloning of Differentially Expressed Genes in First Trap Leaf of Dionaea muscipula by Fluorescent Differential Display)

  • 강권규;이근향;박진희;홍경의
    • Journal of Plant Biotechnology
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    • 제30권4호
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    • pp.307-313
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    • 2003
  • 파리지옥풀 first trap leaf에만 발현하는 유전자군을 탐색하기 위하여 기내배양 식물체와 포충능력을 가진 3년생 실생주을 이용하여 각각의 포충잎 (leaf base), 꽃조직 (flower tissue) 및 포충잎트랩 (first trap leaf)으로부터 분리한 RNA로 Fluorescent differential display (FDD)를 실시하였다. First trap leaf특이발현 유전자 15개를 screening하여 염기서열을 분석하였다. 분리된 DNA들은 protease inhibitor (Pl), myo-inositol-1-phosphate synthase 및 lipocalin-type prostaglandin D syn-thase 유전자들과 매우 유사하였다. 또한 Northern blot분석 결과, 이들 유전자들이 first trap leaf에 특이적으로 발현하고 있는 것을 확인하였다 FDD방법은 세포, 조직 및 기관에 특이적으로 발현하고 있는 유전자들을 선발하는데 매우 유용한 수단으로 사용될 수 있다.

Identification of differentially expressed Genes by methyl mercury in neuroblastoma cell line using SSH

  • Kim, Youn-Jung;Chang, Suk-Tai;Ryu, Jae-Chun
    • 한국환경독성학회:학술대회논문집
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    • 한국환경독성학회 2002년도 추계국제학술대회
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    • pp.167-167
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    • 2002
  • Methylmercury (MeHg), one of the heavy metal compound, can cause severe damage to the central nervous system in humans. Many reports have contributed MeHg poisoning to contaminated foods and release into the environment. Despite many studies on the pathogenesis of MeHg-induced central neuropathy, no useful mechanism of toxicity has been established. To find genes differentially expressed by MeHg in neuronal cell, we peformed forward and reverse suppression subtractive hybridization (SSH) method on mRNA derived from neuroblastoma cell line, SH-SY5Y treated with solvent (DMSO) and 6.25 uM (IC$\sub$50/) MeHg. Differentially expressed CDNA clones were sequenced and the mRNAs were re-examined on Northern blots. These sequences were identified by BLAST homology search to known genes or expressed sequence tags (ESTs). Analysis of these sequences has provided an insight into the biological effects of MeHg in the pathogenesis of neurodegenerative disease and a possibility to develop more efficient and exact monitoring system of heavy metals as common environmental pollutants.

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Differentially Expressed Genes Related to Cold-resistance in Barley (Hordeum vulgare L. cv. Nagaoka)

  • Chun, Jong Un;Park, Jeong-Seon;Bae, Chang-Hyu;Shin, Jeong-Sheop
    • 한국육종학회지
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    • 제41권2호
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    • pp.73-83
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    • 2009
  • To investigate genes related to vernalization and cold- resistance in barley (Hordeum vulgare L. cv. Nagaoka), differentially expressed genes were identified from cold-resistant barley leaves with suppression subtractive hybridization (SSH) and Northern blot analyses. The nucleotide and the deduced amino acid sequences of the putative gene products were compared. The bvrn-7 showed high homology(84%) with gene related to vernalization, and the bvrn-3, bvrn-12, bvrn-28, bvrn-29 and bvrn-36 related to cold-resistant genes had high identity of 88~98% with low temperature-induced genes. The results indicate that the 6 genes were closely related to vernalization and cold-resistance during low temperature treatment.

Identification of Biomarkers for Diagnosis of Gastric Cancer by Bioinformatics

  • Wang, Da-Guang;Chen, Guang;Wen, Xiao-Yu;Wang, Dan;Cheng, Zhi-Hua;Sun, Si-Qiao
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권4호
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    • pp.1361-1365
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    • 2015
  • Background: We aimed to discover potential gene biomarkers for gastric cancer (GC) diagnosis. Materials and Methods: Genechips of 10 GC tissues and 10 gastric mucosa (GM, para-carcinoma tissue, normal control) tissues were generated using an exon array of Affymetrix containing 30,000 genes. The differentially expressed genes (DEGs) between GC tissues and normal control were identified by the Limma package and analyzed by hierarchical clustering analysis. Gene ontology (GO) and pathway enrichment analyses were performed for investigating the functions of DEGs. Receiver operating characteristics (ROC) analysis was performed to measure the effects of biomarker candidates for diagnosis of GC. Results: Totals of 896 up-regulated and 60 down-regulated DEGs were identified to be differentially expressed between GC samples and normal control. Hierarchical clustering analysis showed that DEGs were highly differentially expressed and most DEGs were up-regulated. The most significantly enriched GO-BP term was revealed to be mitotic cell cycle and the most significantly enriched pathway was cell cycle. The intersection analysis showed that most significant DEGs were cyclin B1 (CCNB1) and cyclin B2 (CCNB2). The sensitivities and specificities of CCNB1 and CCNB2 were both high (p<0.0001). Areas under the ROC curve for CCNB1 and CCNB2 were both greater than 0.9 (p<0.0001). Conclusions: CCNB1 and CCNB2, which were involved in cell cycle, played significant roles in the progression and development of GC and these genes may be potential biomarkers for diagnosis and prognosis of GC.