• 제목/요약/키워드: gene expression profile

검색결과 366건 처리시간 0.024초

기계학습 기반 유전자 발현 데이터를 이용한 치주질환 예측 (Prediction for Periodontal Disease using Gene Expression Profile Data based on Machine Learning)

  • 이제근
    • 한국정보통신학회논문지
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    • 제23권8호
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    • pp.903-909
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    • 2019
  • 치주질환은 상당수의 성인들이 가지고 있는 질환이지만 아직 분자적인 수준에서의 발생 기작과 치료 방법에 대해서는 많은 것이 밝혀져 있지 않다. 본 연구에서는 치주질환 조직과 정상 조직에서 얻어진 유전자 발현 데이터를 이용하여 치주질환 조직과 정상 조직 사이에 분자적 차이가 있는지를 확인한다. 특히 기계학습 알고리즘을 이용하여 유전자 발현양 기반 치주질환 조직과 정상 조직의 분류가 가능한지를 확인하고, 각 조직에서 발현양 차이가 나는 유전자들이 주로 어떤 기능을 하는 것인지 살펴본다. t-SNE를 이용한 분석 결과 정상 조직과 치주질환 조직 샘플이 명확히 구분되어 군집화 될 수 있음이 확인되었다. 또한, 결정 트리, 랜덤 포레스트, 서포트 벡터 머신을 이용한 분류 알고리즘을 적용한 결과 불균형 데이터임에도 높은 정확도와 민감도, 특이도를 보였으며, 염증 반응 및 면역 반응 관련 유전자들이 주로 두 집단 간에 차이를 보임이 확인되었다.

Expression profile of spermatogenesis associated genes in male germ cells during postnatal development in mice

  • Ahn, Jin Seop;Ryu, Hyun-Sung;Jung, Sang-Eun;Shin, Beom-Jin;Won, Jong-Hyun;Um, Tea Gun;Oh, Huijo;Kim, Seo-Hee;Ryu, Buom-Yong
    • 한국동물생명공학회지
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    • 제35권4호
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    • pp.289-296
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    • 2020
  • Spermatogonial stem cells are self-renewal and differentiate into sperm in post-pubertal mammals. There exists a balance between the self-renewal and differentiation in the testes. Spermatogonial stem cells make up only 0.03% of testicular cells in adult mice. These cells maintain sperm production by differentiating after puberty. Therefore, analyzing the expression of genes associated with spermatogenesis is critical for understanding differentiation. The present study aimed to establish the postnatal period of cells in relation to spermatogenesis. To study the expression of differentiated and undifferentiated marker genes in enriched spermatogonial stem cells, in vitro culture was performed and cells from pup (6-8-day-old) and adult (4-months-old) testicular tissues were isolated. As a result, undifferentiated genes, Pax7, Plzf, GFRa1, Etv5 and Bcl6b, were highly increased in cultured spermaotogonial stem cells compared with pup and adult testicular cells. On the other hands, differentiated gene, c-kit was highly increased in adult testicular cells, Also Stra8 gene was highly increased in pup and adult testicular cells. This study provides a better understanding of spermatogenesis-associated gene expression during postnatal periods.

Bile Ductal Transcriptome Identifies Key Pathways and Hub Genes in Clonorchis sinensis-Infected Sprague-Dawley Rats

  • Yoo, Won Gi;Kang, Jung-Mi;Le, Huong Giang;Pak, Jhang Ho;Hong, Sung-Jong;Sohn, Woon-Mok;Na, Byoung-Kuk
    • Parasites, Hosts and Diseases
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    • 제58권5호
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    • pp.513-525
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    • 2020
  • Clonorchis sinensis is a food-borne trematode that infects more than 15 million people. The liver fluke causes clonorchiasis and chronical cholangitis, and promotes cholangiocarcinoma. The underlying molecular pathogenesis occurring in the bile duct by the infection is little known. In this study, transcriptome profile in the bile ducts infected with C. sinensis were analyzed using microarray methods. Differentially expressed genes (DEGs) were 1,563 and 1,457 at 2 and 4 weeks after infection. Majority of the DEGs were temporally dysregulated at 2 weeks, but 519 DEGs showed monotonically changing expression patterns that formed seven distinct expression profiles. Protein-protein interaction (PPI) analysis of the DEG products revealed 5 sub-networks and 10 key hub proteins while weighted co-expression network analysis (WGCNA)-derived gene-gene interaction exhibited 16 co-expression modules and 13 key hub genes. The DEGs were significantly enriched in 16 Kyoto Encyclopedia of Genes and Genomes pathways, which were related to original systems, cellular process, environmental information processing, and human diseases. This study uncovered a global picture of gene expression profiles in the bile ducts infected with C. sinensis, and provided a set of potent predictive biomarkers for early diagnosis of clonorchiasis.

Transcription Profiles of Human Cells in Response to Sodium Arsenite Exposure

  • Lee, Te-Chang;Konan Peck;Yih, Ling-Huei
    • Toxicological Research
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    • 제17권
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    • pp.59-69
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    • 2001
  • Arsenic exposure is associated with several human diseases, including cancers, atherosclerosis, hypertension, and cerebrovascular diseases. In cultured cells, arsenite, an inorganic arsenic com-pound, was demonstrated to interfere with many physiological functions, such as enhancement of oxidative stress, delay of cell cycle progression, and induction of structural and numerical changes of chromosomes. The objective of this study is to investigate the effects of arsenic exposure on gene expression profiles by colorimetric cDNA microarray technique. HFW (normal human diploid skin fibroblasts), CL3 (human lung adenocarcinoma cell line), and HaCaT (immortalized human keratinocyte cell line) were treated with 5 $\mu\textrm{M}$ or 10 $\mu\textrm{M}$ sodium arsenite for 6 or 16 h, respectively. By a dual-color detection system, the expression profile of arsenite-treated cultures was compared to that of control cultures. Several genes expressed differentially were identified on the microarray membranes. For example, MDM2, SWI/SNF, ubiquitin specific protease 4, MAP3K11, RecQ protein-like 5, and Ribosomal protein Ll0a were consistently induced in all three cell types by arsenite, whereas prohibitin, cyclin D1, nucleolar protein 1, PCNA, Nm23, and immediate early protein (ETR101) were apparently inhibited. The present results suggest that arsenite insults altered the expression of several genes participating in cellular responses to DNA damage, stress, transcription, and cell cycle arrest.

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MicroRNA Expression Profile Analysis Reveals Diagnostic Biomarker for Human Prostate Cancer

  • Liu, Dong-Fu;Wu, Ji-Tao;Wang, Jian-Ming;Liu, Qing-Zuo;Gao, Zhen-Li;Liu, Yun-Xiang
    • Asian Pacific Journal of Cancer Prevention
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    • 제13권7호
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    • pp.3313-3317
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    • 2012
  • Prostate cancer is a highly prevalent disease in older men of the western world. MicroRNAs (miRNAs) are small RNA molecules that regulate gene expression via posttranscriptional inhibition of protein synthesis. To identify the diagnostic potential of miRNAs in prostate cancer, we downloaded the miRNA expression profile of prostate cancer from the GEO database and analysed the differentially expressed miRNAs (DE-miRNAs) in prostate cancerous tissue compared to non-cancerous tissue. Then, the targets of these DE-miRNAs were extracted from the database and mapped to the STRING and KEGG databases for network construction and pathway enrichment analysis. We identified a total of 16 miRNAs that showed a significant differential expression in cancer samples. A total of 9 target genes corresponding to 3 DE-miRNAs were obtained. After network and pathway enrichment analysis, we finally demonstrated that miR-20 appears to play an important role in the regulation of prostate cancer onset. MiR-20 as single biomarker or in combination could be useful in the diagnosis of prostate cancer. We anticipate our study could provide the groundwork for further experiments.

Microarray Analysis of the Gene Expression Profile in Diethylnitrosamine-induced Liver Tumors in Mice

  • Jung Eun-Soo;Park Jung-Duck;Ryu Doug-Young
    • 한국환경성돌연변이발암원학회지
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    • 제25권4호
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    • pp.134-142
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    • 2005
  • Liver cancer is a leading cause of tumor-related mortality, Diethylnitrosamine (DEN) is one of the most extensively studied hepatic carcinogens to date. In this study, the mRNA expression profile in DEN-induced liver tumors in mice was analyzed using DNA microarrays. We report increased expression of genes that participate in hypoxia response, including metallothionein 1 (Mt1), metallothionein 2 (Mt2), fatty acid synthase (Fasn), transferrin (Trf), adipose differentiation-related Protein (AdfP) and ceruloplasmin (CP), as well as those involved in predisposition and development of cancers, such as cytochrome P450 2A5 (Cyp2a5), alpha 2-HS-glycoprotein (Ahsg) and Jun-B oncogene (Junb). The hepatic iron regulatory peptide, hepcidin (Hampl), was downregulated in DEN-stimulated liver tumors. Expression of tumor suppressor genes, such as tripartite motif protein 13 (Trim13), was decreased under these conditions. The data collectively indicate that DEN-induced tumor development can be exploited as a possible model for liver cancer, since this process involves various genes with important functions in hepatic carcinogenesis.

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Gene Expression Analysis of So Called Asian Dust Extracts in Human Acute Myeloid Leukemia Cells

  • Choi, You-Jin;Yin, Hu-Quan;Park, Eun-Jung;Park, Kwang-Sik;Kim, Dae-Seon;Lee, Byung-Hoon
    • Toxicological Research
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    • 제26권1호
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    • pp.21-28
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    • 2010
  • As the frequency and the intensity of so called Asian dust (AD) events have increased, public concerns about the adverse health effects has spiked sharply over the last two decades. Despite the recent reports on the correlation between AD events and the risk for cardiovascular and respiratory disease, the nature of the toxicity and the degree of the risk are yet largely unknown. In the present study, we investigated the effects of the dichloromethane extract of AD (AD-X) and that of urban dust (NAD-X) collected during a non-AD period on gene expression in HL-60 cells using Illumina Sentrix HumanRef-8 Expression BeadChips. Global changes in gene expression were analyzed after 24 h of incubation with 50 or 100 ${\mu}g$/ml AD-X and NAD-X. By one-way analysis of variance (p < 0.05) and Benjamini-Hochberg multiple testing correction for false discovery rate of the results, 573 and 297 genes were identified as AD-X- and NAD-X-responsive, respectively. The genes were classified into three groups by Venn diagram analysis of their expression profile, i.e., 290 AD-X-specific, 14 NAD-X-specific, and 283 overlapping genes. Quantitative realtime PCR confirmed the changes in the expression levels of the selected genes. The expression patterns of five genes, namely SORL1, RABEPK, DDIT4, AZU1, and NUDT1 differed significantly between the two groups. Following rigorous validation process, these genes may provide information in developing biomarker for AD exposure.

유방암에서 자기공명영상 근거 영상표현형과 유전자 발현 프로파일 근거 위험도의 관계 (Correlation between MR Image-Based Radiomics Features and Risk Scores Associated with Gene Expression Profiles in Breast Cancer)

  • 김가람;구유진;김준호;김은경
    • 대한영상의학회지
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    • 제81권3호
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    • pp.632-643
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    • 2020
  • 목적 자기공명영상 근거 영상표현형과 생체분자학적 아형, 유전자 발현 프로파일 근거 위험도 등 유방암 유전체 특징의 관계를 분석하고자 하였다. 대상과 방법 The Cancer Genome Atlas와 and the Cancer Imaging Archive에 공개된 자료를 이용하였다. 122개의 유방암의 자기공명영상에서 영상표현형이 추출되었다. 유전자 발현 프로파일에 따라 PAM50아형을 분류하고 위험도를 지정하였다. 영상표현형과 생체분자학적 특징의 관계를 분석하였다. 예측모델을 알아보기 위해 penalized generalized regression analysis를 이용하였다. 결과 PAM50아형은 maximum 2D diameter (p = 0.0189), degree of correlation (p = 0.0386), 그리고 inverse difference moment normalized (p = 0.0337)와 유의하게 관련이 있었다. 위험도 시스템 중에 GGI와 GENE70이 통계적으로 유의하게 8개의 영상표현형 특징을 서로 공유하였다(p = 0.0008~0.0492). Maximum 2D diameter가 두 위험도 시스템에서 가장 유의하게 관련있는 특징이었으나(p = 0.0139, p = 0.0008) 예측모델의 전반적인 연관 정도는 약했고 가장 높은 연관계수는 GENE70이 0.2171이었다. 결론 영상표현형 중에 maximum 2D diameter, degree of correlation, 그리고 inverse difference moment normalized가 PAM50 아형 그리고 GENE70과 같은 유전자 발현 프로파일 근거 위험도와 그 연관도는 약하였으나 유의한 관련을 보였다.

Ecdysteroid Stimulates Virus Transmission in Larvae Infected with Bombyx mori Nucleopolyhedrovirus

  • Kang, Kyung-Don;Lee, Eun-Jung;Kamita, Shizuo George;Maeda, Susumu;Seong, Su-Il
    • BMB Reports
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    • 제33권1호
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    • pp.63-68
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    • 2000
  • Most baculoviruses have an ecdysteroid UDP-glucosyltransferase (egt) gene, whose product inactivates ecdysteroid within the infected host. Bomhyx mori larvae infected with BmEGTZ, a mutant B. mori nucleopolyhedrovirus (BmNPV) in which the egt gene has been inactivated, die more rapidly compared to larvae infected with wild-type BmNPV. In this study, the profile of hemolymph proteins, and progression of virus infection in BmEGTZ- and BmNPV-infected B. mori larvae, was analyzed by SDS-PAGE and histochemically. These analyses showed that virus-encoded and virus-induced proteins were expressed quicker in BmEGTZ-infected larvae than in BmNPV-infected larvae. This suggests that the decrease in time to death, following BmEGTZ infection, results from the stimulation of virus-specific protein expression. In order to examine the effect of ecdysteroid on virus transmission, the profile of hemolymph proteins, and progression of virus infection, were analyzed following an ecdysteroid injection of BmEGTZ- or BmNPV-infected larvae. In the BmNPV-infected larvae, ecdysteroid treatment had no apparent effect on hemolymph protein expression. This suggests that the injected ecdysteroid was inactivated by the BmNPV-expressed ecdysteroid UDP-glucosyltransferase. An Ecdysteroid injection into BmEGTZ-infected larvae increased the speed of virus-specific protein expression and virus transmission. These results suggest that ecdysteroid stimulates protein expression, which in tum results in the stimulation of virus transmission.

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BHK-21 세포에서의 일본뇌염바이러스 구조단백질에 의한 세포독성 (Cytopathic Effects of Japanese Encephalitis Virus Structural Proteins in BHK-21 Cells)

  • 성기민;정용석
    • 미생물학회지
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    • 제38권3호
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    • pp.213-220
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    • 2002
  • 일본뇌염바이러스(Japanese encephalitis virus, JEV)의 구조단백질 capsid (C), precursor membrane (prM/M), 및 envelop (E) 단백질의 독립적인 발현을 위한 inducible expression system을 구축하였다. 발현세포주로는 BHK-21을 사용하였으며 발현의 induction에는 tetracycline analog인 doxycycline이 사용되었다. Transfectant BHK-21/IV(vector대조구), BHK21/IC(C), BHK-21/IP (prM/M),및 BHK-21/IE는 G418과 hygromycin 존재하에 클로닝되었으며 doxycycline induction에 따른 각 유전자의 mRNA 전사를 확인하였다. 세포의 성장곡선, chromatin condensation, internucleosomal DNA fragmentation, 및 flow cytometry에 의한 DNA content profile 분석을 통해 induction에 의한 각 구조단백질의 발현이 숙주세포에 미치는 영향을 조사하였다. 세 transfectants 모두 세포성장이 감소하고 chromatin이 응축되었다. 그러나 DNA fragmentation 및 DNA content profile 분석에서는BHK-21/IC만이 induction에 따라 상응하여 반응하였다. 이상의 결과는 JEV 감염에 의한 apoptotic 세포사멸 유도기전에서 capsid 단백질이 직접적이고 독립적인 영향요인이 될 수 있음을 제시한다.