• 제목/요약/키워드: gene set

검색결과 579건 처리시간 0.024초

Comparative co-expression analysis of RNA-Seq transcriptome revealing key genes, miRNA and transcription factor in distinct metabolic pathways in diabetic nerve, eye, and kidney disease

  • Asmy, Veerankutty Subaida Shafna;Natarajan, Jeyakumar
    • Genomics & Informatics
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    • 제20권3호
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    • pp.26.1-26.19
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    • 2022
  • Diabetes and its related complications are associated with long term damage and failure of various organ systems. The microvascular complications of diabetes considered in this study are diabetic retinopathy, diabetic neuropathy, and diabetic nephropathy. The aim is to identify the weighted co-expressed and differentially expressed genes (DEGs), major pathways, and their miRNA, transcription factors (TFs) and drugs interacting in all the three conditions. The primary goal is to identify vital DEGs in all the three conditions. The overlapped five genes (AKT1, NFKB1, MAPK3, PDPK1, and TNF) from the DEGs and the co-expressed genes were defined as key genes, which differentially expressed in all the three cases. Then the protein-protein interaction network and gene set linkage analysis (GSLA) of key genes was performed. GSLA, gene ontology, and pathway enrichment analysis of the key genes elucidates nine major pathways in diabetes. Subsequently, we constructed the miRNA-gene and transcription factor-gene regulatory network of the five gene of interest in the nine major pathways were studied. hsa-mir-34a-5p, a major miRNA that interacted with all the five genes. RELA, FOXO3, PDX1, and SREBF1 were the TFs interacting with the major five gene of interest. Finally, drug-gene interaction network elucidates five potential drugs to treat the genes of interest. This research reveals biomarker genes, miRNA, TFs, and therapeutic drugs in the key signaling pathways, which may help us, understand the processes of all three secondary microvascular problems and aid in disease detection and management.

Statistical Analysis for Feature Subset Selection Procedures.

  • Kim, In-Young;Lee, Sun-Ho;Kim, Sang-Cheol;Rha, Sun-Young;Chung, Hyun-Cheol;Kim, Byung-Soo
    • 한국생물정보학회:학술대회논문집
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    • 한국생물정보시스템생물학회 2003년도 제2차 연례학술대회 발표논문집
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    • pp.101-106
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    • 2003
  • In this paper, we propose using Hotelling's T2 statistic for the detection of a set of a set of differentially expressed (DE) genes in colorectal cancer based on its gene expression level in tumor tissues compared with those in normal tissues and to evaluate its predictivity which let us rank genes for the development of biomarkers for population screening of colorectal cancer. We compared the prediction rate based on the DE genes selected by Hotelling's T2 statistic and univariate t statistic using various prediction methods, a regulized discrimination analysis and a support vector machine. The result shows that the prediction rate based on T2 is better than that of univatiate t. This implies that it may not be sufficient to look at each gene in a separate universe and that evaluating combinations of genes reveals interesting information that will not be discovered otherwise.

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Nucleotide sequence analysis of a second set of the polyketide synthase .betha.-ketoacyl synthase and chain length factor genes from the salinomycin-producing streptomyces albus

  • Hyun, Chang-Gu;Park, Kwan-Hyung;C.Richard Hutchinson;Suh, Joo-Won
    • Journal of Microbiology
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    • 제35권1호
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    • pp.40-46
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    • 1997
  • The pWHM220 cosmid with a 24-kb insert cloned from Streptomyces albus ATCC 21838 induces the biosynthesis of a polysther antibiotic similar to salinomycin in Streptomyces invidans. We have analyzed this region by DNA sequencing as well as Southern blot hybridization with type I and type II polyketide synthase (PKS) probes. Surprisingly, we found another set of type II SKS genes only 10-kb from the original PKS genes, salABCDE. The DNA sequence revealed two complete open reading frames (ORFs) named salB2 and salC2, and one partial ORF that does not resemble any known DNA or deduced protein sequence. The salC2 should code for chain length determining factor while the deduced amino acid sequence encoded by salB2 exhibits high similarity to .betha.-ketoacyl synthase from different PKS gene clusters. The highest identity was found for .betha.-keetoacyl synthases from S. argillaceus (MtmP. 59.1% identity), the mithramycin producer and from S. venezuelae ISP5230 (JadA, 52.3% identity), the jadomycin producer. The SalC2 protein clearly resembles its counterparts in order aromatic PKS gene clusters that are believed to influence the length of the polyketide chain. The highest identities observed were to that of S. argillaceus (MtmK, 62.3%) and S. venezuelae ISP 5230 (JadB, 55.1%) proteins, Moreover, the deduced amino acid sequences of the salB2 and salC2 products were 29.0% identical.

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PCR Diagnosis of Entamoeba histolytica Cysts in Stool Samples

  • Moon, Joung-Ho;Cho, Shin-Hyeong;Yu, Jae-Ran;Lee, Won-Ja;Cheun, Hyeng-Il
    • Parasites, Hosts and Diseases
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    • 제49권3호
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    • pp.281-284
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    • 2011
  • Amebiasis is a protozoan disease caused by Entamoeba histolytica and a potential health threat in areas where sanitation and hygiene are inappropriate. Highly sensitive PCR methods for detection of E. histolytica in clinical and environmental samples are extremely useful to control amebiasis and to promote public health. The present study compared several primer sets for small subunit (SSU) rDNA and histone genes of E. histolytica cysts. A 246 bp of the SSU rDNA gene of pure cysts contained in phosphate-buffered saline (PBS) and in stool samples was successfully amplified by nested PCR, using the 1,147-246 bp primer set, of the primary PCR products which were pre-amplified using the 1,147 bp primer as the template. The detection limit of the nested PCR using the 1,147-246 primer set was 10 cysts in both groups (PBS and stool samples). The PCR to detect histone gene showed negative results. We propose that the nested PCR technique to detect SSU rDNA can be used as a highly sensitive genetic method to detect E. histolytica cysts in stool samples.

네트워크 약리학을 통한 황기의 항비만 효능 및 작용기전 예측 연구 (Prediction of functional molecular machanism of Astragalus membranaceus on obesity via network pharmacology analysis)

  • 김미혜
    • 대한본초학회지
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    • 제38권1호
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    • pp.45-53
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    • 2023
  • Objectives : Network pharmacology-based research is one of useful tool to predict the possible efficacy and molecular mechanisms of natural materials with multi compounds-multi targeting effects. In this study, we investigated the functional underlying mechanisms of Astragalus membranaceus Bunge (AM) on its anti-obesity effects using a network pharmacology analysis. Methods : The constituents of AM were collected from public databases and its target genes were gathered from PubChem database. The target genes of AM were compared with the gene set of obesity to find the correlation. Then, the network was constructed by Cytoscape 3.9.1. and functional enrichment analysis was conducted to predict the most relevant pathway of AM. Results : The result showed that AM network contained the 707 nodes and 6867 edges, and 525 intersecting genes were exhibited between AM and obesity gene set, indicating that high correlation with the effects of AM on obesity. Based on GO biological process and KEGG Pathway, 'Response to lipid', 'Cellular response to lipid', 'Lipid metabolic process', 'Regulation of chemokine production', 'Regulation of lipase activity', 'Chemokine signaling pathway', 'Regulation of lipolysis in adipocytes' and 'PPAR signaling pathway' were predicted as functional pathways of AM on obesity. Conclusions : AM showed high relevance with the lipid metabolism related with the chemokine production and lipolysis pathways. This study could be a basis that AM has promising effects on obesity via network pharmacology analysis.

주암호에서 Aminoglycoside Acetyltransferases와 Aerolysin 유전자의 분자생물학적 검출 (Molecular Biological Detection of the Genes Encoding Aminoglycosise Acetyltransferases and Aerolysin in Water Samples from Juam Lake)

  • 이영종;한효심;정재성
    • 미생물학회지
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    • 제36권4호
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    • pp.273-278
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    • 2000
  • 1996년 1월부터 1998년 12월까지 주암호의 한 정점에서 12개의 시료를 채수하여 총 세균의 DNA를 추출한 뒤 DNA 중에 gentamicin 저항성에 관련된 aminoglycoside acetyltransferase들의 유전자의 aacC들 (aacC1∼aacC4)과 Aeromonas 속이 생산하는 독소인 aerolysin 유전자의 존재 여부를 PCR을 통해 확인하였다. 전체 12개의 DNA 시료중 9개의 시료에서 aacC2 유전자가 검출되었고, aacC2 유전자가 검출된 시료 중 7개의 시료에서 aacC2 유전자가 Tn3의 염기서열과 연관되어 발현이 증가되는 구조를 하고 있었다. 그러나 aacC1, aacC3 및 aacC4 유전자는 검출되지 않았다. Aeromonas 속에서 보고된 aerolysin과 hemolysin 등의 유전자에서 conserved region을 찾아내어 aerolysin 유전자의 검출을 위한 PCR primer set를 설계하였다. 설계된 primer set는 12개의 DNA 시료 중 7개의 시료에서 예상된 414 bp의 PCR 산물을 증폭하였다. 이 DNA 절편을 probe로 사용하여 Southern hybridization을 행한 결과 12개의 DNA 시료 중 10개의 시료에서 aerolysin 유전자가 검출되었다. 그러나 이들 유전자의 계절에 따른 출현의 변화는 발견되지 않았다.

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항암제 tubastatin A에 의한 생쥐 미성숙 난모세포의 성장과 발달에 미치는 효과 (Effects of an Anti-cancer Drug, Tubastatin A, on the Growth and Development of Immature Oocytes in Mice)

  • 최윤정;민계식
    • 생명과학회지
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    • 제29권1호
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    • pp.105-111
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    • 2019
  • Histone deacetylase (HDAC)-6은 전사조절 및 세포질 내 다양한 단백질들과의 상호작용을 통하여 난소암의 유발에 관여한다. 최근, HDAC-6을 표적으로 하는 특이적 억제제를 활용하여 암세포의 신호전달경로를 차단함으로써 새로운 항암제로서의 개발을 모색하고 있다. 특히, 난소암 치료를 위한 화학요법에서는 생식세포에 미치는 영향이 하나의 중요한 난제가 될 수 있다. 그러나, HDAC-6 억제제가 난소암세포 이외의 생식세포에 미치는 영향에 대한 연구는 아직 미흡한 실정이다. 따라서, 본 연구에서는 HDAC-6 억제제의 하나인 tubastatin A (TubA)가 생쥐의 난소 내 미성숙 난자에 미치는 영향을 RNA sequencing 분석을 통하여 검증하였다. 이러한 유전자 집합을 이용한 통계적 분석은 기존의 개별 유전자분석의 한계를 극복하여 대량의 생물학적 정보를 산출함으로써, 세포 내 신호전달경로와 같은 복잡한 생물학적 변화상태를 보다 더 광범위하고 민감하게 파악할 수 있을 뿐만 아니라 의미있는 결과의 도출에 도움을 줄 수 있다. Gene set enrichment analysis (GSEA) 결과, 세포주기와 감수분열의 조절 및 진행에 관여하는 gene sets의 발현이 germinal vesicle (GV)과 비교하여 TubA 처리군에서 대부분 감소되었다. 또한, ingenuity pathway analysis (IPA)를 통하여 TubA가 난모세포 내 p53 및 pRB의 발현을 증가시키고 CDK4/6 및 cyclin D의 발현을 감소시킬 뿐만 아니라, G2/M 단계의 DNA checkpoint 조절에 관여하는 유전자들의 발현을 증가시킴을 확인하였다. 이러한 결과는 TubA가 난소 내 미성숙 난자의 DNA 손상과 세포주기 관련 신호전달경로 유전자들의 발현변화를 유도함으로써, 세포주기의 중지와 세포사멸을 초래할 수 있음을 제시한다. 따라서, 특히 생식주기 이전의 난소암을 표적으로 하는 HDAC-6 억제제를 이용한 항암제의 개발에 있어 난소 내 미성숙 난자의 정상적인 성장과 발달을 위한 대안적 고려가 필요할 것으로 사료된다.

Application of Multiplex PCR for Rapid Determination of cryl Gene Profiles of New Bacillus thuringiensis Isolates

  • Mahadi, Nor-M.;Hastowo, Sugyo;Lay, Bibiana;Dean, Donald-H.
    • Journal of Microbiology and Biotechnology
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    • 제8권5호
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    • pp.517-522
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    • 1998
  • The cry1 gene content of a collection of Bacillus thuringiensis strains, which include new isolates from Malaysia and Indonesia, was determined by a multiplex PCR using a set of eight oligonucleotide forward primers specific to cry1Aa, cry1Ab, cry1Ac, cry1Ba, cry1Ca, cry1Da, cry1Ea, and cry1Fa genes, and two reverse primers, one specific to cry1Ab and the other common to the remaining cry1 genes. Two-thirds of the 59 strains screened were cry1 positive and contained one to four different genes. The cry gene profiles correlated well with toxicities of the strains to lepidopteran insects. The method can be used for rapid screening of a large number of new isolates as the total DNA extracted by boiling cells from single colonies can be used directly in the PCR. However, it is not suitable for follow-up monitoring of specific commercial strains after application in the field as the PCR product profiles of these strains could not be differentiated from those of new isolates.

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Inferring Relative Activity between Pathway and Downstream Genes to Classify Melanoma Cancer Progression

  • Jung, In-Kyung;Lee, Jung-Sul;Choi, Chul-Hee;Kim, Dong-Sup
    • Interdisciplinary Bio Central
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    • 제3권1호
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    • pp.5.1-5.5
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    • 2011
  • Introduction: Many signal transduction pathways mediate cell's behavior by regulating expression level of involved genes. Abnormal behavior indicates loss of regulatory potential of pathways, and this can be attributed to loss of expression regulation of downstream genes. Therefore, function of pathways should be assessed by activity of a pathway itself and relative activity between a pathway and downstream genes, simultaneously. Results and Discussion: In this study, we suggested a new method to assess pathway's function by introducing concept of 'responsiveness'. The responsiveness was defined as a relative activity between a pathway itself and its downstream genes. The expression level of a downstream gene as a function of an upstream pathway activation characterizes disease status. In this aspect, by using the responsiveness we predicted potential progress in cancer development. We applied our method to predict primary and metastatic status of melanoma cancer. The result shows that the responsiveness-based approach achieves better performance than using gene or pathway information alone. The mean of ROC scores in the responsiveness-based approach was 0.90 for GSE7553 data set, increased more than 40% compared to a gene-based method. Moreover, identifying the abnormal regulatory patterns between pathway and its downstream genes provided more biologically interpretable information compared to gene or pathway based approaches.

마이크로어레이 데이터를 이용한 암 분류 표지 유전자 선별 시스템 (An Intelligent System of Marker Gene Selection for Classification of Cancers using Microarray Data)

  • 박수영;정채영
    • 한국정보통신학회논문지
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    • 제14권10호
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    • pp.2365-2370
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    • 2010
  • 마이크로어레이를 기반으로 하는 암 분류 방법은 암 종류에 따라 다르게 발현되는 유전자 양상을 통계적으로 발견함으로써 정확한 암 분류에 기여할 수 있다. 따라서 현재의 마이크로어레이 기술을 이용해서 효과적으로 암을 분류하기 위해서는 특정 암과 밀접하게 관련이 있는 정보력 있는 유전자를 선택하는 과정이 필수적이다. 본 논문에서는 난소 암 마이크로어레이 데이터를 이용하여 암에 영향을 미치는 가장 다르게 발현할 가능성이 있는 표지 유전자를 추출할 수 있는 시스템을 고안하고, 다층퍼셉트론 분류기를 이용하여 기존의 마이크로어레이 시스템과 분류 성능을 비교분석하였다. 그 결과 ANOVA를 이용하여 선택된 표지 유전자를 포함하는 마이크로어레이 데이터 셋에서 98.61%의 향상된 분류 성능을 보였다.