• 제목/요약/키워드: gene network

검색결과 558건 처리시간 0.036초

Partial Least Squares Based Gene Expression Analysis in EBV-Positive and EBV-Negative Posttransplant Lymphoproliferative Disorders

  • Wu, Sa;Zhang, Xin;Li, Zhi-Ming;Shi, Yan-Xia;Huang, Jia-Jia;Xia, Yi;Yang, Hang;Jiang, Wen-Qi
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권11호
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    • pp.6347-6350
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    • 2013
  • Post-transplant lymphoproliferative disorder (PTLD) is a common complication of therapeutic immunosuppression after organ transplantation. Gene expression profile facilitates the identification of biological difference between Epstein-Barr virus (EBV) positive and negative PTLDs. Previous studies mainly implemented variance/regression analysis without considering unaccounted array specific factors. The aim of this study is to investigate the gene expression difference between EBV positive and negative PTLDs through partial least squares (PLS) based analysis. With a microarray data set from the Gene Expression Omnibus database, we performed PLS based analysis. We acquired 1188 differentially expressed genes. Pathway and Gene Ontology enrichment analysis identified significantly over-representation of dysregulated genes in immune response and cancer related biological processes. Network analysis identified three hub genes with degrees higher than 15, including CREBBP, ATXN1, and PML. Proteins encoded by CREBBP and PML have been reported to be interact with EBV before. Our findings shed light on expression distinction of EBV positive and negative PTLDs with the hope to offer theoretical support for future therapeutic study.

RNAseq 빅데이터에서 유전자 선택을 위한 밀집도-의존 정규화 기반의 서포트-벡터 머신 병합법 (Combining Support Vector Machine Recursive Feature Elimination and Intensity-dependent Normalization for Gene Selection in RNAseq)

  • 김차영
    • 인터넷정보학회논문지
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    • 제18권5호
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    • pp.47-53
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    • 2017
  • 고처리 시퀀싱과 빅데이터 및 크라우드 컴퓨팅에 혁신이 일어나면서, RNA 시퀀싱도 획기적인 변화가 일어, RNAseq가 기존의 DNA 마이크로어레이를 대체하여, 빅-데이터를 형성하고 있다. 현재, RANseq 이용한 유전자 조절망(GRN) 까지 연구가 활성화 되고 있는데, 그 중 한 분야가 GRN의 기본 요소인 특징 유전자를 빅-데이터에서도 구별하고 기존에 알려진 것 외에 새로운 역할을 찾는 것이다. 그러나, 이러한 연구 방향에 부합하는 빅-데이터를 처리할 수 있는 컴퓨테이션 방법이 아직까지 매우 부족하다. 따라서 본 논문에서는 RNAseq 빅-데이터를 처리할 수 있도록 기존의 SVM-RFE알고리즘을 밀집도-의존 정규화에 병합하여, NCBI-GEO와 같은 빅-데이터에서 공개된 일부의 데이터에 개선된 알고리즘을 적용하고 해당 알고리즘에 의해 나온 결과의 성능을 평가한다.

데이터마이닝을 이용한 한우의 우수 지방산합성효소 유전자 조합 선별 (Major gene identification for FASN gene in Korean cattles by data mining)

  • 김병두;김현지;이성원;이제영
    • Journal of the Korean Data and Information Science Society
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    • 제25권6호
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    • pp.1385-1395
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    • 2014
  • 가축의 경제적인 특성은 환경적인 요인과 유전적인 요인의 영향을 받으며, 또한 하나의 유전자가 아닌 여러 유전자의 상호작용의 영향을 받는다고 알려져 있다. 본 논문에서는 선형회귀모형을 활용하여 환경적인 요인을 보정한 자료로 한우의 맛과 육질에 영향을 준다고 밝혀진 지방산합성효소의 단일염기다형성 5개를 이용해 한우의 경제 형질에 영향을 미치는 우수 유전자 조합을 선별하고 우수 유전자형을 밝힌다. 이를 위해 데이터마이닝 기법인 인공신경망, 로지스틱 회귀모형, C5.0, CART 기법을 이용하였다. 공정한 모형 평가를 위해 전체 데이터를 훈련용 데이터 (60%)와 검증용 데이터 (40%)로 나누었고, 훈련용 데이터에서 설정된 모형을 검증용 데이터에 적용시켜 정확도를 비교하였다. 그 결과 C5.0이 최적 모형으로 선정되었으며, C5.0의 의사결정나무를 통해 우수 유전자 조합을 선별하였다.

Gene Expression Profiling of the Habenula in Rats Exposed to Chronic Restraint Stress

  • Yoo, Hyeijung;Kim, Hyun Jung;Yang, Soo Hyun;Son, Gi Hoon;Gim, Jeong-An;Lee, Hyun Woo;Kim, Hyun
    • Molecules and Cells
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    • 제45권5호
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    • pp.306-316
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    • 2022
  • Chronic stress contributes to the risk of developing depression; the habenula, a nucleus in epithalamus, is associated with many neuropsychiatric disorders. Using genome-wide gene expression analysis, we analyzed the transcriptome of the habenula in rats exposed to chronic restraint stress for 14 days. We identified 379 differentially expressed genes (DEGs) that were affected by chronic stress. These genes were enriched in neuroactive ligand-receptor interaction, the cAMP (cyclic adenosine monophosphate) signaling pathway, circadian entrainment, and synaptic signaling from the Kyoto Encyclopedia of Genes and Genomes pathway analysis and responded to corticosteroids, positive regulation of lipid transport, anterograde trans-synaptic signaling, and chemical synapse transmission from the Gene Ontology analysis. Based on protein-protein interaction network analysis of the DEGs, we identified neuroactive ligand-receptor interactions, circadian entrainment, and cholinergic synapse-related subclusters. Additionally, cell type and habenular regional expression of DEGs, evaluated using a recently published single-cell RNA sequencing study (GSE137478), strongly suggest that DEGs related to neuroactive ligand-receptor interaction and trans-synaptic signaling are highly enriched in medial habenular neurons. Taken together, our findings provide a valuable set of molecular targets that may play important roles in mediating the habenular response to stress and the onset of chronic stress-induced depressive behaviors.

시스템 약리학적 분석에 의한 상산의 암전이 억제 효과 (Systems Pharmacological Analysis of Dichroae Radix in Anti-Tumor Metastasis Activity)

  • 이지예;신아연;김학군;안원근
    • 대한한의학방제학회지
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    • 제31권4호
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    • pp.295-313
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    • 2023
  • Objectives : While treatments for cancer are advancing, the development of effective treatments for cancer metastasis, the main cause of cancer patient death, remains insufficient. Recent studies on Dichroae Radix have revealed that its active ingredients have the potential to inhibit cancer metastasis. This study aimed to investigate the cancer metastasis inhibitory effect of Dichroae Radix using network pharmacological analysis. Methods : The active compounds of Dichroae Radix have been identified using Traditional Chinese Medicine System Pharmacology Database and Analysis Platform. The UniProt database was used to collect each of information of all target proteins associated with the active compounds. To find the bio-metabolic processes associated with each target, the DAVID6.8 Gene Functional classifier tool was used. Compound-Target and Target-Pathway networks were analyzed via Cytoscape 3.40. Results : In total, 25 active compounds and their 62 non-redundant targets were selected through the TCMSP database and analysis platform. The target genes underwent gene ontology and pathway enrichment analysis. The gene list applied to the gene ontology analysis revealed associations with various biological processes, including signal transduction, chemical synaptic transmission, G-protein-coupled receptor signaling pathways, response to xenobiotic stimulus, and response to drugs, among others. A total of eleven genes, including HSP90AB1, CALM1, F2, AR, PAKACA, PTGS2, NOS2, RXRA, ESR1, ESR2, and NCOA1, were found to be associated with biological pathways related to cancer metastasis. Furthermore, nineteen of the active compounds from Dichroae Radix were confirmed to interact with these genes. Conclusions : The results provide valuable insights into the mechanism of action and molecular targets of Dichroae Radix. Notably, Berberine, the main active ingredient of Dichroae Radix, plays a significant role in degrading AR proteins in advanced prostate cancer. Further studies and validations can provide crucial data to advance cancer metastasis prevention and treatment strategies.

Herpes simplex virus-thymidine kinase 유전자가 전이된 종양 세포에서 Gancyclovir와 방사선 조사에 의한 항 종양 효과 (Antitunor Effect of Carcinoma cells Ttransduced with Herpes simplex virus-thymidine kinase by Gancyclovir and Radiation)

  • 이재우;오승택;안창혁;임근우;조현일;김금용;김태규
    • IMMUNE NETWORK
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    • 제1권1호
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    • pp.45-52
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    • 2001
  • Background: Many types of cancer become resistant to current chemotherapeutic and radiotherapeutic intervention. To overcome this situation application of gene therapy by the introduction of suicide genes followed by their prodrugs may be promising. A viral enzyme, Herpes simplex thymidine kinase (HSV-tk), which converts ganciclovir from an inactive prodrug to a cytotoxic agent by phosphorylation, are being actively investigated for use in gene therapy for cancer. The purpose of this study was to determine whether combining prodrug-activating gene therapy and irradiation might result in enhanced antitumor effects. Methods: The HSV-tk gene was cloned into the retroviral vector, pLXSN and established the clones producing retroviruses carrying the HSV-tk gene. The carcinoma cell line, HCT116 and Huh-7 were transduced with high-titer recombinant retroviruses. These cell lines were treated with ganciclovir before or after irradiation for the defining combinational effect of suicide gene therapy and radiotherapy. Results: The titers of cloned PA3 17 amphotropic retroviruses ranged from 4 to 6 X $10^6CFU/ml4$. After selectional periods, the expression of HSV-tk was confirmed by reverse-transcriptase polymerase chain reaction (RT-PCR). The growth of cells expressing HSV-tk was inhibited as increase of GCV dose after 48 hr and the growth inhibitory effect of GCV was much higher after 72 hr. When the cells transduced with HSV-tk gene were exposed to radiation, the growth inhibitory effect of GCV was significantly increased, as compared with non-transduced parental cells. Conclusions: The results suggest that the addition of HSV-tk gene therapy to standard radiation therapy may improve the effectiveness of treatment for solid tumors.

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Endoplasmic recticulum stress와 관련된 유전자기능과 전사조절인자의 In silico 분석 (In Silico Analysis of Gene Function and Transcriptional Regulators Associated with Endoplasmic Recticulum (ER) Stress)

  • 김태민;여지영;박찬선;이문수;정명호
    • 생명과학회지
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    • 제19권8호
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    • pp.1159-1163
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    • 2009
  • ER stress에 관련된 유전자의 기능변화와 전사조절인자 분석하기 위해 ER stress를 유도한 간세포에서 expression microarray로 유전자 발현을 확보한 후 GSECA로 분석하였다. ER stress가 유도되면, ER에 주어지는 과도한 부하를 감소시키는 기능들이 증가하는 반면, ER stress가 더 증가함에 따라 ATP 생성이나 DNA repair, 더 나아가 세포분열의 기능이 감소하는 등 세포가 damage을 받음을 알 수 있었다. ER stress에 관련된 전사조절인자로는 FOX04, AP-1, FOX03, HNF4, IRF-1, GATA 등의 전사조절인자들이 ER stress에 의해 발현이 증가하는 유전자들의 promoter에 공통적으로 존재하였으며, E2F, Nrf-1, Elk-1, YY1, CREB, MTF-1, STAT-1, ATF 등의 전사인자들이 발현이 감소하는 유전자들의 promoter에서 공통적으로 존재하여, 이들의 전사인자들이 ER stress에 의한 유전자의 발현조절에 중요한 역할을 하는 전사조절인자임을 알 수 있었다.

Regulation of nsdD Expression in Aspergillus nidulans

  • Han, Kap-Hoon;Han, Kyu-Yong;Kim, Min-Su;Lee, Dong-Beom;Kim, Jong-Hak;Chae, Suhn-Kee;Chae, Keon-Sang;Han, Dong-Min
    • Journal of Microbiology
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    • 제41권3호
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    • pp.259-261
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    • 2003
  • The nsdD gene has been predicted to encode a GATA type transcription factor with the type IVb zinc finger DNA binding domain functions in activating sexual development of A. nidulans. In several allelic mutants of nsdD producing truncated NsdD polypeptides lacking the C-terminal zinc finger, the transcription level of nsdD gene was greatly increased. Also in an over-expressed mutant, the transcription under its own promoter was reduced. These results suggest that the expression of nsdD is negatively autoregulated. When the nsdD gene was over-expressed, cleistothecia were formed in excess amounts even in the presence of 0.6 M KC1 that inhibited sexual development of the wild type. Northern blot analysis revealed that the expression of nsdD was repressed by 0.6 M KC1. These results strongly suggest that the inhibition of sexual development by salts was carried out via the nsdD involved regulatory network.

Plant defense signaling network study by reverse genetics and protein-protein interaction

  • Paek, Kyung-Hee
    • 한국식물병리학회:학술대회논문집
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    • 한국식물병리학회 2003년도 정기총회 및 추계학술발표회
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    • pp.29-29
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    • 2003
  • Incompatible plant-pathogen interactions result in the rapid cell death response known as hypersensitive response (HR) and activation of host defense-related genes. To understand the molecular and cellular mechanism controlling defense response better, several approaches including isolation and characterization of novel genes, promoter analysis of those genes, protein-protein interaction analysis and reverse genetic approach etc. By using the yeast two-hybrid system a clone named Tsipl, Tsil -interacting protein 1, was isolated whose translation product apparently interacted with Tsil, an EREBP/AP2 type DNA binding protein. RNA gel blot analysis showed that the expression of Tsipl was increased by treatment with NaCl, ethylene, salicylic acid, or gibberellic acid. Transient expression analysis using a Tsipl::smGFP fusion gene in Arabidopsis protoplasts indicated that the Tsipl protein was targeted to the outer surface of chloroplasts. The targeted Tsipl::smGFP proteins were diffused to the cytoplasm of protoplasts in the presence of salicylic acid (SA) The PEG-mediated co-transfection analysis showed that Tsipl could interact with Tsil in the nucleus. These results suggest that Tsipl-Tsil interaction might serve to regulate defense-related gene expression. Basically the useful promoters are valuable tools for effective control of gene expression related to various developmental and environmental condition.(중략)

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Gene Expression Analysis of Gα13-/- Knockout Mouse Embryos Reveals Perturbations in Gα13 Signaling Related to Angiogenesis and Hypoxia

  • Park, Ji-Hwan;Choi, Sang-Dun
    • Genomics & Informatics
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    • 제9권4호
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    • pp.161-172
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    • 2011
  • Angiogenesis is regulated by a large number of molecules and complex signaling mechanisms. The G protein $G{\alpha}_{13}$ is a part of this signaling mechanism as an endothelial cell movement regulator. Gene expression analysis of $G{\alpha}_{13}$ knockout mouse embryos was carried out to identify the role of $G{\alpha}_{13}$ in angiogenesis signaling during embryonic development. Hypoxia-inducible response factors including those acting as regulators of angiogenesis were over expressed, while genes related to the cell cycle, DNA replication, protein modification and cell-cell dissociation were under expressed. Functional annotation and network analysis indicate that $G{\alpha}_{13}{^{-/-}}$ embryonic mice were exposed to hypoxic conditions. The present analysis of the time course highlighted the significantly high levels of disorder in the development of the cardiovascular system. The data suggested that hypoxia-inducible factors including those associated with angiogenesis and abnormalities related to endothelial cell division contributed to the developmental failure of $G{\alpha}_{13}$ knockout mouse embryos.