• 대한한의학회지
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• 제44권2호
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• pp.106-118
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• 2023

Objectives: Network pharmacology is a method of constructing and analyzing a drug-compound-target network to predict potential efficacy and mechanisms related to drug targets. In that large-scale analysis can be performed in a short time, it is considered a suitable tool to explore the function and role of herbal medicine. Thus, we investigated the potential functions and pathways of Chongmyunggongjin-dan (CMGJD) on Alzheimer's disease (AD) via network pharmacology analysis. Methods: Using public databases and PubChem database, compounds of CMGJD and their target genes were collected. The putative target genes of CMGJD and known target genes of AD were compared and found the correlation. Then, the network was constructed using Cytoscape 3.9.1. and functional enrichment analysis was conducted based on the Gene Ontology (GO) Biological process and Kyoto Encyclopedia of Genes and Genomes (KEGG) Pathways to predict the mechanisms. Results: The result showed that total 104 compounds and 1157 related genes were gathered from CMGJD. The network consisted of 1157nodes and 10034 edges. 859 genes were interacted with AD gene set, suggesting that the effects of CMGJD are closely related to AD. Target genes of CMGJD are considerably associated with various pathways including 'Positive regulation of chemokine production', 'Cellular response to toxic substance', 'Arachidonic acid metabolic process', 'PI3K-Akt signaling pathway', 'Metabolic pathways', 'IL-17 signaling pathway' and 'Neuroactive ligand-receptor interaction'. Conclusion: Through a network pharmacological method, CMGJD was predicted to have high relevance with AD by regulating inflammation. This study could be used as a basis for effects of CMGJD on AD.

• Korean Journal of Acupuncture
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• 제41권1호
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• pp.7-15
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• 2024

Objectives : This study aimed to predict the effectiveness and potential of Schizonepeta tenuifolia as an anticancer treatment for non-small cell lung cancer through network-based pharmacology and cellular experiment. Methods : To identify the major bioactive compounds in Schizonepeta tenuifolia, we used the Traditional Chinese Medicine Systems. The target genes for the cancer treatment were selected using the UniProt database and the networked using Cytoscape. We performed functional enrichment analysis based on the Gene Ontology Biological Process and Kyoto Encyclopedia of Genes and Genomes Pathways to predict the mechanisms. To investigate the effect of Schizonepeta tenuifolia on lung cancer cell growth, we treated A549 cells, a lung cancer cell line, with different concentrations of the drug and used the MTT assay for cell viability. Results : Research has shown that the most effective mechanism of active compounds from Schizonepeta tenuifolia is through the pathway of cancer. The results of the network pharmacology analysis indicate that Schizonepeta tenuifolia has potential medicinal value as an adjuvant in anticancer treatment. The concentration-dependent inhibition of cell viability was observed on A549 cells. Furthermore, synergistic anticancer activity with Doxorubicin was also observed. Conclusions : Through a network pharmacological approach, Schizonepeta tenuifolia was predicted to have potential as an anticancer agent, and its efficacy was experimentally demonstrated using A549 cells. These findings suggest that Schizonepeta tenuifolia is a promising candidate for future research.

• Journal of Ginseng Research
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• 제35권1호
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• pp.21-30
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• 2011

Panax ginseng root has been used as a major source of ginsenoside throughout the history of oriental medicine. In recent years, scientists have found that all of its biomass, including embryogenic calli and flower buds can contain similar active ingredients with pharmacological functions. In this study, transcriptome analyses were used to identify different gene expressions from embryogenic calli and fl ower buds. In total, 6,226 expressed sequence tags (ESTs) were obtained from cDNA libraries of P. ginseng. Insilico analysis was conducted to annotate the putative sequences using gene ontology functional analysis, Kyoto Encyclopedia of Genes and Genomes orthology biochemical analysis, and interproscan protein functional domain analysis. From the obtained results, genes responsible for growth, pathogenicity, pigments, ginsenoside pathway, and development were discussed. Almost 83.3% of the EST sequence was annotated using one-dimensional insilico analysis.

• BMB Reports
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• 제52권7호
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• pp.463-468
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• 2019

Autosomal dominant polycystic kidney disease (ADPKD), one of the most common human monogenic diseases (frequency of 1/1000-1/400), is characterized by numerous fluid-filled renal cysts (RCs). Inactivation of the PKD1 or PKD2 gene by germline and somatic mutations is necessary for cyst formation in ADPKD. To mechanistically understand cyst formation and growth, we isolated RCs from Korean patients with ADPKD and immortalized them with human telomerase reverse transcriptase (hTERT). Three hTERT-immortalized RC cell lines were characterized as proximal epithelial cells with germline and somatic PKD1 mutations. Thus, we first established hTERT-immortalized proximal cyst cells with somatic PKD1 mutations. Through transcriptome sequencing and Gene Ontology (GO) analysis, we found that upregulated genes were related to cell division and that downregulated genes were related to cell differentiation. We wondered whether the upregulated gene for the chemokine CXCL12 is related to the mTOR signaling pathway in cyst growth in ADPKD. CXCL12 mRNA expression and secretion were increased in RC cell lines. We then examined CXCL12 levels in RC fluids from patients with ADPKD and found increased CXCL12 levels. The CXCL12 receptor CXC chemokine receptor 4 (CXCR4) was upregulated, and the mTOR signaling pathway, which is downstream of the CXCL12/CXCR4 axis, was activated in ADPKD kidney tissue. To confirm activation of the mTOR signaling pathway by CXCL12 via CXCR4, we treated the RC cell lines with recombinant CXCL12 and the CXCR4 antagonist AMD3100; CXCL12 induced the mTOR signaling pathway, but the CXCR4 antagonist AMD3100 blocked the mTOR signaling pathway. Taken together, these results suggest that enhanced CXCL12 in RC fluids activates the mTOR signaling pathway via CXCR4 in ADPKD cyst growth.

• 의학교육논단
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• 제19권1호
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• pp.25-35
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• 2017

Recently, there has been active reformation of higher education. This trend has resulted in competency-based education (CBE) in many universities around the world, and dentistry education is no exception. However, it is necessary to keep in mind that CBE is both attractive and has its limitations. In particular, higher education is facing the obstacle of preparing students to survive in a supercomplex world in which nothing can be taken for granted. In addition, the frame of understanding and action lacks stability. In these circumstances, competency-based dentistry curriculum (CBDC) needs to be reestablished to deal with the changes and challenges of a supercomplex world. The purpose of this study is to explore alternatives to current CBDC practices, specifically based on an 'ontological approach.' To achieve this purpose, the importance of the ontological approach in the development of higher education curriculum in the future was examined. Then, the actual status and characteristics of CBDC in the present situation were investigated. Lastly, the development of CBCD based on an ontological approach in dentistry education was suggested.

• Mycobiology
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• 제50권1호
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• pp.1-11
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• 2022

The ascomycete fungus Cordyceps militaris infects lepidopteran larvae and pupae and forms characteristic fruiting bodies. Owing to its immune-enhancing effects, the fungus has been used as a medicine. For industrial application, this fungus can be grown on geminated soybeans as an alternative protein source. In our study, we performed a comprehensive transcriptomic analysis to identify core gene sets during C. militaris cultivation on germinated soybeans. RNA-Seq technology was applied to the fungal cultures at seven-time points (2, 4, and 7-day and 2, 3, 5, 7-week old cultures) to investigate the global transcriptomic change. We conducted a time-series analysis using a two-step regression strategy and chose 1460 significant genes and assigned them into five clusters. Characterization of each cluster based on Gene Ontology and Kyoto Encyclopedia of Genes and Genomes databases revealed that transcription profiles changed after two weeks of incubation. Gene mapping of cordycepin biosynthesis and isoflavone modification pathways also confirmed that gene expression in the early stage of GSC cultivation is important for these metabolic pathways. Our transcriptomic analysis and selected genes provided a comprehensive molecular basis for the cultivation of C. militaris on germinated soybeans.

• Journal of Computing Science and Engineering
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• 제1권1호
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• pp.1-30
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• 2007

In this paper we have provided an extensive survey of the databases and other resources related to the current research in bioinformatics and the issues that confront the database researcher in helping the biologists. Initially we give an overview of the concepts and principles that are fundamental in understanding the basis of the data that has been captured in these databases. We briefly trace the evolution of biological advances and point out the importance of capturing data about genes, the fundamental building blocks that encode the characteristics of life and proteins that are the essential ingredients for sustaining life. The study of genes and proteins is becoming extremely important and is being known as genomics and proteomics, respectively. Whereas there are numerous databases related to various subfields of biology, we have maintained a focus on genomic and proteomic databases which are the crucial stepping stones for other fields and are expected to play an important role in the future applications of biology and medicine. A detailed listing of these databases with information about their sizes, formats and current status is presented. Related databases like molecular pathways and interconnection network databases are mentioned, but their full coverage would be beyond the scope of a single paper. We comment on the peculiar nature of the data in biology that presents special problems in organizing and accessing these databases. We also discuss the capabilities needed for database development and information management in the bioinformatics arena with particular attention to ontology development. Two research case studies based on our own research are summarized dealing with the development of a new genome database called Mitomap and the creation of a framework for discovery of relationships among genes from the biomedical literature. The paper concludes with an overview of the applications that will be driven from these databases in medicine and healthcare. A glossary of important terms is provided at the end of the paper.

• Journal of Periodontal and Implant Science
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• 제51권1호
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• pp.18-29
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• 2021

Purpose: The aim of this study was to compare the characteristic expression patterns of advanced periodontitis in 2 cohort data sets analyzed using different microarray platforms, and to identify differentially expressed genes (DEGs) through a meta-analysis of both data sets. Methods: Twenty-two patients for cohort 1 and 40 patients for cohort 2 were recruited with the same inclusion criteria. The 2 cohort groups were analyzed using different platforms: Illumina and Agilent. A meta-analysis was performed to increase reliability by removing statistical differences between platforms. An integrative meta-analysis based on an empirical Bayesian methodology (ComBat) was conducted. DEGs for the integrated data sets were identified using the limma package to adjust for age, sex, and platform and compared with the results for cohorts 1 and 2. Clustering and pathway analyses were also performed. Results: This study detected 557 and 246 DEGs in cohorts 1 and 2, respectively, with 146 and 42 significantly enriched gene ontology (GO) terms. Overlapping between cohorts 1 and 2 was present in 59 DEGs and 18 GO terms. However, only 6 genes from the top 30 enriched DEGs overlapped, and there were no overlapping GO terms in the top 30 enriched pathways. The integrative meta-analysis detected 34 DEGs, of which 10 overlapped in all the integrated data sets of cohorts 1 and 2. Conclusions: The characteristic expression pattern differed between periodontitis and the healthy periodontium, but the consistency between the data sets from different cohorts and metadata was too low to suggest specific biomarkers for identifying periodontitis.

• 생명과학회지
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• 제26권10호
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• pp.1137-1152
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• 2016

세포는 다양한 인체 질환에 관련되어 있는 저산소 환경을 인지하고 반응하며 적응한다. 저산소 상태에 적응하기 위해서는 hypoxic 유전자의 발현을 증가시키고 aerobic 유전자의 발현을 감소시키는 유전자 발현 조절이 필요하다. 최근 연구에서 미토콘드리아 호흡계가 이러한 유전자 발현 조절에 관여됨이 밝혀지고 있다. 본 연구에서는 호흡이 가능한 곰팡이(Saccharomyces cerevisiae)와 호흡이 불가능한 돌연변이 곰팡이를 실험대상으로 하여 미토콘드리아 호흡계가 저산소 환경에서 유전자 발현 조절에 관여됨을 DNA microarray 기법을 이용하여 전체 유전자를 대상으로 조사하였다. 산소 농도가 감소함에 반응하여 많은 유전자의 발현에 변화가 있었으며, 이러한 차별적인 발현 양상을 보이는 유전자는 여러 그룹으로 분류할 수 있었다. 대부분의 hypoxic 그리고 aerobic 유전자는 저산소 상태에 적응하는 발현 양상을 위해서는 미토콘드리아 호흡계가 필요하였다. 그러나 일부 hypoxic 그리고 aerobic 유전자는 미토콘드리아 호흡계와 무관하게 저산소 상태에 적응하는 발현 양상을 보였다. 이러한 결과는 미토콘드리아 호흡계가 저산소 환경에 적응하는 유전자 발현 조절에 필요하며, 또한 여러 기전을 통하여 이러한 유전자 발현 조절에 관여함을 제시한다. 또한 microarray 실험 결과에서 도출된 산소 농도에 대해 차별적인 발현을 보이는 유전자에 대하여 gene ontology 및 promoter 분석을 수행하였고 이러한 추가 분석 결과는 산소에 의해 조절되는 유전자와 함께 세포가 저산소 환경에 적응하는 기작을 이해하는 데 유용한 자료가 될 것으로 기대된다.

• Clinical and Experimental Reproductive Medicine
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• 제33권2호
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• pp.125-132
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• 2006

연구 목적: 본 연구진은 초기 난포 발달 과정의 각 발달 단계별 난포를 분리하여 cDNA microarray를 이용한 유전자 발현 목록을 보유하고 있다. 본 연구는 이들 유전자 중에서 전사인자들의 목록에 주목하여 이들의 하위표적유전자를 생명정보학적 기법을 이용해 동정함으로써 이 후 초기난포발달의 조절 기전 연구를 위한 중요한 전사인자를 결정하고자 실시하였다. 재료 및 방법: 26개의 전사인자들에 대해서 Gene Ontology, MGI, 그리고 Entrez Gene 등의 유전자 데이터베이스 검색을 통해 전사인자들을 구성하는 도메인을 확인하였고, 전사인자 데이터베이스 ($TRANSFAC^{(R)}$ 6.0)와 진핵세포 프로모터 데이터베이스 검색을 실시하여, 전사인자의 cis-acting 및 trans-acting 하위표적유전자를 분석하였다. 결과: 26개 전사인자들에 대해서 DNA 결합 도메인과 단백질 상호작용 도메인을 확인하였다. 또 전사인자 데이터베이스와 프로모터 데이터베이스 검색으로부터 하위표적유전자에 대한 정보를 얻었다. 위와 같은 생명정보학적 분석 결과로부터 흥미로운 하위표적유전자를 갖는 3개의 전사인자로 목표를 압축할 수 있었다. 그 중에서 HNF4는 MPF 억제 조절자로 알려져 있는 Wee1 단백질 인산화 효소의 유사 유전자 프로모터 부위에 결합하는 전사인자이며, TBX2는 cdk 억제자 유전자의 발현을 억제하는 전사인자로 알려져 있어, 초기 난포발달 과정의 MPF 기능조절에 매우 중요한 역할을 할 것으로 사료된다. 결론: 본 연구는 생명정보학적 분석을 통하여 전사인자의 하위표적인자를 알아내고, 이를 이용하여 26개 전사인자 중에서 다음 연구를 위한 목표를 결정하는 접근방법을 제시했다는데 의미가 있다고 사료된다. 실제로 이렇게 결정된 전사인자들이 초기난포발달을 조절하는 분자생물학적 기전에 어떻게 관여하는지를 연구하기 위해서는 EMSA 등과 같은 실험적 증명을 통한 확인과 보충 연구가 필요할 것으로 사료된다.