• Title/Summary/Keyword: Hierarchical Clustering Analysis

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Comparative Genomic Analysis of Lactobacillus rhamnosus BFE5264, a Probiotic Strain Isolated from Traditional Maasai Fermented Milk

  • Jeong, Haeyoung;Choi, Sanghaeng;Park, Gun-Seok;Ji, Yosep;Park, Soyoung;Holzapfel, Wilhelm Heinrich;Mathara, Julius Maina;Kang, Jihee
    • 한국미생물·생명공학회지
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    • 제47권1호
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    • pp.25-33
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    • 2019
  • Lactobacillus rhamnosus BFE5264, isolated from a Maasai fermented milk product ("kule naoto"), was previously shown to exhibit bile acid resistance, cholesterol assimilation, and adhesion to HT29-MTX cells in vitro. In this study, we re-annotated and analyzed the previously reported complete genome sequence of strain BFE5264. The genome consists of a circular chromosome of 3,086,152 bp and a putative plasmid, which is the largest one identified among L. rhamnosus strains. Among the 2,883 predicted protein-coding genes, those with carbohydrate-related functions were the most abundant. Genome analysis of strain BFE5264 revealed two consecutive CRISPR regions and no known virulence factors or antimicrobial resistance genes. In addition, previously known highly variable regions in the genomes of L. rhamnosus strains were also evident in strain BFE5264. Pairwise comparison with the most studied probiotic strain L. rhamnosus GG revealed strain BFE5264-specific deletions, probably due to insertion sequence-mediated recombination. The latter was associated with loss of the spaCBA pilin gene cluster and exopolysaccharide biosynthetic genes. Comparative genomic analysis of the sequences from all available L. rhamnosus strains revealed that they were clustered into two groups, being within the same species boundary based on the average nucleotide identities. Strain BFE5264 had a sister group relationship with the group that contained strain GG, but neither ANI-based hierarchical clustering nor core-gene-based phylogenetic tree construction showed a clear distinctive pattern associated with the isolation source, implying that the genotype alone cannot account for their ecological niches. These results provide insights into the probiotic mechanisms of strain BFE5264 at the genomic level.

FT-IR스펙트럼 데이터의 다변량통계분석 기반 들잔디와 갯잔디의 대사체 수준 신속 식별 체계 (Rapid metabolic discrimination between Zoysia japonica and Zoysia sinica based on multivariate analysis of FT-IR spectroscopy)

  • 양대화;안명숙;정옥철;송인자;고석민;전예인;강홍규;선현진;권용익;김석원;이효연
    • Journal of Plant Biotechnology
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    • 제43권2호
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    • pp.213-222
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    • 2016
  • 본 연구에서는 FT-IR 스펙트럼 분석을 통해 한국에서 자생하는 Zoysia 속인 들잔디(Zoysia japonica)와 갯잔디(Zoysia sinica)의 전세포추출 시료로부터 대사체 수준에서 신속한 식별체계를 확립하고자 하였다. 이를 위해 기준라인으로 분자마커를 이용해 동정이 완료된 들잔디와 갯잔디 시료를 FT-IR 분석에 사용하였으며, 제주도와 전라도에서 수집된 미동정 잔디들을 기준라인과 비교분석하기 위해 FT-IR 분석에 사용하였다. 기준라인 들잔디와 갯잔디 시료로부터 확보된 FT-IR 스펙트럼 데이터의 PCA (principal component analysis)와 PLS-DA (partial least square discriminant analysis) 분석 결과 각 기준라인은 들잔디 및 갯잔디 종에 따라 뚜렷하게 식별되었다. 들잔디와 갯잔디 시료 사이에서 가장 큰 PC loading value값을 보인 부위는 $1,100{\sim}950cm^{-1}$였다. 이 부위는 carbohydrates 계열의 화합물들의 질적, 양적 정보를 반영하는 부위로 이 계열의 화합물의 양적, 질적 차이가 들잔디, 갯잔디의 대사체 수준 구분에 중요한 역할을 하고 있음을 알 수 있었다. 기준라인 들잔디와 갯잔디 시료집단에 미동정된 잔디 시료 집단을 추가하여 PCA와 PLS-DA 분석한 결과, 일차적으로 들잔디와 갯잔디로 구분이 이루어졌으며 미동정 집단은 모두 들잔디 그룹내에 분포하였다. 특히, HCA (hierarchical clustering analysis) dendrogram 분석 결과에서 동정 및 미동정 들잔디 시료들은 모두 수집지 특성에 따라 국내 국립공원의 고산지대와 국내 섬지역 해안가의 저지대로 별도의 소그룹을 형성하였다. 따라서, 본 연구 결과에서 확립된 FT-IR 스펙트럼 분석법은 한국 전역에 자생하는 들잔디와 갯잔디의 신속한 종 식별뿐만 아니라 수집 지역의 특성에 따라 대사체 수준에서의 유연관계를 규명하는데 활용 가능할 것으로 기대된다.

New surveillance concepts in food safety in meat producing animals: the advantage of high throughput 'omics' technologies - A review

  • Pfaffl, Michael W.;Riedmaier-Sprenzel, Irmgard
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권7호
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    • pp.1062-1071
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    • 2018
  • The misuse of anabolic hormones or illegal drugs is a ubiquitous problem in animal husbandry and in food safety. The ban on growth promotants in food producing animals in the European Union is well controlled. However, application regimens that are difficult to detect persist, including newly designed anabolic drugs and complex hormone cocktails. Therefore identification of molecular endogenous biomarkers which are based on the physiological response after the illicit treatment has become a focus of detection methods. The analysis of the 'transcriptome' has been shown to have promise to discover the misuse of anabolic drugs, by indirect detection of their pharmacological action in organs or selected tissues. Various studies have measured gene expression changes after illegal drug or hormone application. So-called transcriptomic biomarkers were quantified at the mRNA and/or microRNA level by reverse transcription-quantitative polymerase chain reaction (RT-qPCR) technology or by more modern 'omics' and high throughput technologies including RNA-sequencing (RNA-Seq). With the addition of advanced bioinformatical approaches such as hierarchical clustering analysis or dynamic principal components analysis, a valid 'biomarker signature' can be established to discriminate between treated and untreated individuals. It has been shown in numerous animal and cell culture studies, that identification of treated animals is possible via our transcriptional biomarker approach. The high throughput sequencing approach is also capable of discovering new biomarker candidates and, in combination with quantitative RT-qPCR, validation and confirmation of biomarkers has been possible. These results from animal production and food safety studies demonstrate that analysis of the transcriptome has high potential as a new screening method using transcriptional 'biomarker signatures' based on the physiological response triggered by illegal substances.

Analysis of Gene Expression in Carcinogen-induced Acute Hepatotoxicity

  • Oh, Jung-Hwa;Park, Han-Jin;Lee, Eun-Hee;Heo, Sun-Hee;Cho, Jae-Woo;Kim, Yong-Bum;Yoon, Seok-Joo
    • Molecular & Cellular Toxicology
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    • 제5권1호
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    • pp.58-66
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    • 2009
  • The 2-year rodent carcinogenicity test involves long-term, repetitive dosing of animals that is both time consuming and expensive. Alternative approaches have been attempted using specific transgenic or knockout mice or toxicogenomics to predict carcinogenicity without conducting a 2-year rodent test. In addition, toxicogenomic analysis of carcinogen-treated animals could also enhance our understanding of molecular mechanisms and aid in the diagnosis of acute toxicity induced by carcinogens. Therefore, we investigated transcription profiles after administering the carcinogens 4,4-dimethylformamide (DMF) and 4-biphenylamine (ABP). BALB/c male mice were treated once with DMF (650 mg/kg i.p.) or ABP (120 mg/kg p.o.). Standard blood biochemistry and histological changes were observed. Gene expression profiles in the livers of mice treated with either vehicle or the carcinogens were analyzed using the Affymetrix $GeneChip^{(R)}$ assay. In all, 1,474 differentially expressed genes in DMF- or ABP-treated mice were identified as being either up- or down-regulated over 1.5-fold (P< 0.01), and these genes were analyzed using hierarchical clustering and Ingenuity Pathways Analysis. Of these, 107 genes were consistently regulated in both carcinogen-treated groups. Genes associated with cancer were upregulated (Por, S100a10, Tes, Ctcf, Ddx21, Eapp, Nel, and Pa2g4) or downregulated (Cbs and Gch1). Toxicological function analysis also identified genes involved in organ toxicity, including hepatotoxicity. These data may help to identify molecular markers for acute hepatotoxicity induced by carcinogens.

한국 근해 쌍끌이대형저인망어업의 어종군집 분석 (Analysis of Species Assemblages Caught by Large-pair-Trawler in Korean Waters)

  • 이동우;이재봉;김영혜;강수경
    • 한국수산과학회지
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    • 제44권5호
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    • pp.499-505
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    • 2011
  • The fishing grounds of Korean large-pair trawlers have shifted since exclusive economic zones (EEZs) were established in a fisheries agreement involving countries neighboring Korean waters. The distributions of marine ecosystems and fisheries resources have been changing with environmental changes such as global warming and with the shift in species targeted as a result of changes in fishing technology and fishing gear. This study analyzed variation in the species assemblages caught in Korean waters by large-pair trawlers as a result of these geopolitical and environmental changes. The data used in this study were obtained from the Fishery Production Statistics of Korea and the Port Sample Survey of the National Fisheries Research and Development Institute (NFRDI) from 1990 to 2007. Hierarchical clustering analysis (HCA) and correspondence analysis (CA) were used to explore the characteristics of the catch-species composition. The overall variation in the species composition of the catch of Korean large-pair trawlers showed that the proportions of croaker Johnius grypotus, small yellow croaker Larimichthys polyactis, eel Anguilla japonica, and blue crab Portunus trituberculatus decreased, whereas those of hairtail Trichiurus lepturus, Spanish mackerel Scomberomorus niphonius, anchovy Engraulis japonicus, and common squid Todarodes pacificus increased in Korean waters over the 18-year period. The results of the HCA of the annual catch data by species showed four different distributions of fish species according to year. Results of the CA showed that the species assemblages differed between the 1990s and 2000s.

Expression profiling of cultured podocytes exposed to nephrotic plasma reveals intrinsic molecular signatures of nephrotic syndrome

  • Panigrahi, Stuti;Pardeshi, Varsha Chhotusing;Chandrasekaran, Karthikeyan;Neelakandan, Karthik;PS, Hari;Vasudevan, Anil
    • Clinical and Experimental Pediatrics
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    • 제64권7호
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    • pp.355-363
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    • 2021
  • Background: Nephrotic syndrome (NS) is a common renal disorder in children attributed to podocyte injury. However, children with the same diagnosis have markedly variable treatment responses, clinical courses, and outcomes, suggesting molecular heterogeneity. Purpose: This study aimed to explore the molecular responses of podocytes to nephrotic plasma to identify specific genes and signaling pathways differentiating various clinical NS groups as well as biological processes that drive injury in normal podocytes. Methods: Transcriptome profiles from immortalized human podocyte cell line exposed to the plasma of 8 subjects (steroid-sensitive nephrotic syndrome [SSNS], n=4; steroid-resistant nephrotic syndrome [SRNS], n=2; and healthy adult individuals [control], n=2) were generated using microarray analysis. Results: Unsupervised hierarchical clustering of global gene expression data was broadly correlated with the clinical classification of NS. Differential gene expression (DGE) analysis of diseased groups (SSNS or SRNS) versus healthy controls identified 105 genes (58 up-regulated, 47 down-regulated) in SSNS and 139 genes (78 up-regulated, 61 down-regulated) in SRNS with 55 common to SSNS and SRNS, while the rest were unique (50 in SSNS, 84 genes in SRNS). Pathway analysis of the significant (P≤0.05, -1≤ log2 FC ≥1) differentially expressed genes identified the transforming growth factor-β and Janus kinase-signal transducer and activator of transcription pathways to be involved in both SSNS and SRNS. DGE analysis of SSNS versus SRNS identified 2,350 genes with values of P≤0.05, and a heatmap of corresponding expression values of these genes in each subject showed clear differences in SSNS and SRNS. Conclusion: Our study observations indicate that, although podocyte injury follows similar pathways in different clinical subgroups, the pathways are modulated differently as evidenced by the heatmap. Such transcriptome profiling with a larger cohort can stratify patients into intrinsic subtypes and provide insight into the molecular mechanisms of podocyte injury.

K-562 백혈병 세포주에서 저근백피와 Gleevec을 처리에 의한 유전자 발현 비교 분석 (Analysis of Gene Eexpression Pattern of Ailanthus altissima Extract and Gleevec on K-562 Leukemia Cell Line)

  • 차민호;안원근;전병훈;윤용갑;윤유식
    • 동의생리병리학회지
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    • 제19권4호
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    • pp.913-921
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    • 2005
  • In this study, we investigated gene expression patterns induced by Ailanthus altissima extract and compared it with Gleevec, a well-known anti-leukemia drug, in K562 chromic leukemia cells. Ailanthus altissima extract(100 ug/ml) and Gleevec(50 ug/ml) were treated to cells for 1h, 2h, 4h, and 16h and total RNA was extracted. Gene expressions were evaluated using cDMA microarray, in which 24,000 genes were spotted. Hierarchical clustering analysis showed that expression of genes included in two clusters were increased or decreased time dependently by both Ailanthus altissima extract and Gleevec. Genes included in another cluster were induced by Ailanthus altissima extract but not by Gleevec. In biological process analysis, expression of genes involved in apoptosis, growth arrest and DNA-damage were increased, but genes stimulating cell cycle were decreased. This study provides comprehensive comparison of the patterns of gene expression changes induced by Ailanthus altissima extract and Gleevec in K-562 leukemia cells.

낙하물에 기인한 안전사고의 연관규칙 분석 (Association Rules Analysis of Safe Accidents Caused by Falling Objects)

  • 손기영;류한국
    • 한국건축시공학회지
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    • 제19권4호
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    • pp.341-350
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    • 2019
  • 건설업은 전체 산업 중에서 가장 많은 재해자를 발생시키는 산업 분야이다. 각 재해에서 발견되는 반복되는 요인들로 인해 재해가 발생하기 때문에 기존의 기술통계 분석 및 통계적 검정으로 업무상 재해 유형을 분석하는 데 한계가 있다. 이에 본 연구는 건설현장에서 발생하는 재해 유형 중 낙하물에 기인한 안전사고에 대하여 사망과 부상 사고로 구분하여 사고 원인들을 도출한다. 또한, 기계학습 기법 중 연관 규칙 분석 방법을 통하여 낙하물에 기인한 안전사고의 규칙을 발견하고, 낙하물의 요인들을 군집하여 중점 재해요인을 도출한다. 본 연구에서 제안한 낙하물에 기인한 사망과 부상 사고에 대한 규칙을 감안하여 낙하물에 기인한 안전사고에 대한 대처방안을 모색하면 보다 정확한 사고예방이 가능할 것으로 판단된다.

파킨슨병 변증 유형 및 지표 분포에 대한 전향적 다기관 관찰연구 프로토콜 (An Observational Multi-Center Study Protocol for Distribution of Pattern Identification and Clinical Index in Parkinson's Disease)

  • 조혜연;권오진;서복남;박성욱;유호룡;장정희
    • 대한한방내과학회지
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    • 제45권1호
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    • pp.1-10
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    • 2024
  • Objectives: This study investigated the pattern identification (PI) and clinical index of Parkinson's disease (PD) for personalized diagnosis and treatment. Methods: This prospective observational multi-center study recruited 100 patients diagnosed with PD from two Korean medicine hospitals. To cluster new subtypes of PD, items on a PI questionnaire (heat and cold, deficiency and excess, visceral PI) were evaluated along with pulse and tongue analysis. Gait analysis was performed and blood and feces molecular signature changes were assessed to explore biomarkers for new subtypes. In addition, unified PD rating scale II and III scores and the European quality of life 5-dimension questionnaire were assessed. Results: The clinical index obtained in this study analyzed the frequency statistics and hierarchical clustering analysis to classify new subtypes based on PI. Moreover, the biomarkers and current status of herbal medicine treatment were analyzed using the new subtypes. The results provide comprehensive data to investigate new subtypes and subtype-based biomarkers for the personalized diagnosis and treatment of PD patients. Ethical approval was obtained from the medical ethics committees of the two Korean medicine hospitals. All amendments to the research protocol were submitted and approved. Conclusions: An objective and standardized diagnostic tool is needed for the personalized treatment of PD by traditional Korean medicine. Therefore, we developed a clinical index as the basis for the PI clinical evaluation of PD. Trial Registration: This trial is registered with the Clinical Research Information Service (CRIS) (KCT0008677)

올리고 마이크로어래이를 이용한 활성화된 인간 제대 정맥 내피세포의 유전자 발현 조사 (DNA Microarray Analysis of the Gene Expression Profile of Activated Human Umbilical Vein En-dothelial Cells.)

  • 김선용;오호균;이수영;남석우;이정용;안현영;신종철;홍용길;조영애
    • 생명과학회지
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    • 제14권5호
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    • pp.874-881
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    • 2004
  • 혈관 신생은 암의 성장 및 전이뿐만 아니라 염증, 관절염, 건성, 동맥경화 등의 병적인 진행에 주요한 역할을 하며, 혈관신생 억제를 통한 암의 치료를 시도하는 연구들이 활발하게 진행되고 있다. 혈관 신생 시 내피세포의 증식, 이동을 유도하는 활성화 과정이 필수적으로 일어나는 것으로 알려져 있다 본 연구에서는 in vitro에서 내피세포를 배양하여, 각종 growth factor가 풍부한 배지에서 활성화 시켰을 때, 그렇지 않는 세포들과의 유전자 발현 형태를 비교 조사하였다. HUVEC을 70∼80% cofluency로 배양시킨 후에 endothelial cell growth supplement (ECCS), 20% fetal bovine serum, heparin이 첨가된 Ml99 배지에서 13 시간 활성화시킨 세포(AHUVEC)와 대조군 세포(RHUVEC)로부터 분리한 total RNA로부터 CDNA를 제작하였고, 이것을 18,864 개의 유전자가 올려져있는 인간 올리고 칩과 hybridization 반응을 시켰다. 반응된 유전자를 이용하여 random clustering분석을 실시한 결과, 활성화 시켰던 HUVEC과 그렇지 않은 HUVEC으로 dendrogram 상에서 두개의 subgroup으로 나뉘어 지는 것을 확인할 수 있었다. 최소 2배 이상 발현 변화가 있는 유전자 122종이 활성화 시켰던 HUVEC으로부터 추출되었다. 이중에서 기능이 알려진 32 개의 유전자는 활성화시킨 HUVEC에서 발현이 증가하였고, 38 개의 유전자 발현은 감소하였다. 흥미롭게도 세포 증식과 이동, 염증, 면역반응에 관련한 유전자의 발현이 증가된 반면에 세포 흡착과 혈관 조직과 기능에 관련한 유전자의 발현이 감소된 것이 관찰되었다. 예상외로 규명이 잘된 혈관신생 인자와 관련한 유전자들의 발현에는 크기 차이를 보이지 않았으나, Eph-B4의 발현은 약 4 배 감소된 것으로 관찰되었다 또한, 2배 이상 발현에 차이를 보이고 기능이 알려져 있지 않은 유전자 52종이 발견되었다. 따라서, 이러한 연구 결과로부터 새로운 혈관 표적 물질 개발에 대한 기회가 제공될 수 있을 것이라 사료된다.