• 제목/요약/키워드: Gene extraction method

검색결과 92건 처리시간 0.032초

산술 연산자 기반 유전자 프로그래밍을 이용한 암 분류 규칙 발견 (Rule Discovery for Cancer Classification using Genetic Programming based on Arithmetic Operators)

  • 홍진혁;조성배
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제31권8호
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    • pp.999-1009
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    • 2004
  • 최근 생물정보 기술이 암 진단의 새로운 방법으로 관심을 모으고 있다. 다양한 기계학습 기법이 적용되어 우수한 결과를 얻고 있지만 의학 분야에서는 정확률이 높은 분류기뿐만 아니라 획득된 분류규칙을 사람이 분석하고 이해할 수 있어야 한다. 생물정보 기술에서 많이 이용되는 유전자 발현 데이터는 데이타 내에 수천 내지 수만의 변수가 존재하며, 직접 이들 사이의 복잡한 관계를 표현하고 이해하는 것은 매우 어렵다. 본 논문에서는 이러한 어려움을 극복하기 위해 유전자 발현 데이타에서 분류에 유용한 특징들을 추출하고 산술 연산자 기반 유전자 프로그래밍으로 암 분류규칙을 생성하는 방법을 제안한다. 림프종 유전자 발현 데이타에 대하여 실험하여 96.6%의 인식률을 얻었으며, 획득된 분류 규칙을 분석하여 다양한 지식을 발견할 수 있었다.

Digoxigenin으로 표지된 cRNA 프로브를 이용한 감자잎말림바이러스(PLRV)의 짐단 (Diagnosis of Potato Leafroll Virus with Digoxigenin-labeled cRNA Probes)

  • 서효원;함영일;오승은;신관용;최장경
    • 한국식물병리학회지
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    • 제14권6호
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    • pp.636-641
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    • 1998
  • Digoxigenin (DIG) was used to prepare nucleic acid probe for the detection of RNA of potato leafroll virus (PLRV) in the potato leaf extracts. The 0.6 kb coat protein (CP) gene cDNA of PLRV in plasmid pSPT 18 vector was labeled with digoxigenin by in vitro run-off transcription and then used for cRNA probe. In the several buffers tested for increase the total RNA extraction efficiency AMES buffer was the most suitable for this detection method. The RNA extracts from potato leaves shown symptoms of PLRV were dot blotted onto nylon membrane and hybridized with labeled RNA probes. After hybridization, labeled RNA bound to PLRV RNA on membrane was detected with anti-digoxigenin alkaline phosphatase. 5-bromo-4-chloro-3-indolyl-phosphate/nitroblue tetrazolium (NBT) salt and CSPD were used as substrate for colorimetric and film exposure detection, respectively. These detection methods were very sensitive allowing for detection of 1/32 diluted total RNA extract from 100 mg leaf tissue.

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염색체 영상의 재구성에 의한 형태학적 특징 파라메타 추출 (Morphological Feature Parameter Extraction from the Chromosome Image Using Reconstruction Algorithm)

  • 장용훈;이권순
    • 대한의용생체공학회:의공학회지
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    • 제17권4호
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    • pp.545-552
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    • 1996
  • Researches on chromosome are very significant in cytogenetics since a gene of the chromosome controls revelation of the inheritance plasma The human chromosome analysis is widely used to diagnose genetic disease and various congenital anomalies. Many researches on automated chromosome karyotype analysis has been carried out, some of which produced commercial systems. However, there still remains much room for improving the accuracy of chromosome classification. In this paper, we propose an algorithm for reconstruction of the chromosDme image to improve the chromosome classification accuracy. Morphological feature parameters are extracted from the reconstructed chromosome images. The reconstruction method from chromosome image is the 32 direction line algorithm. We extract three morphological feature parameters, centromeric index(C.I.), relative length ratio(R.L.), and relative area ratio(R.A.), by preprocessing ten human chromosDme images. The experimental results show that proposed algorithm is better than that of other researchers'comparing by feature parameter errors.

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베이지안 신경망을 이용한 유전자 발현 데이터에서의 피처 추출 기법 (Feature Extraction Method for Gene Expression Data using Bayesian Neural Network)

  • 이상근;장병탁
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2004년도 가을 학술발표논문집 Vol.31 No.2 (1)
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    • pp.235-237
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    • 2004
  • Microarray 로 표현되는 유전자 발현 데이터는 일반적으로 샘플(sample) 수에 비해 많은 수의 유전자를 포함한다. 피처 추출은 이러한 데이터에 기계학습 방법론을 효과적으로 적용하기 위한 방법 중 하나로, 학습성능을 향상시키고 계산 시간을 줄일 수 있을 뿐만 아니라 중요한 피처들을 발견할 수 있다는 점에서 큰 의미를 갖는다. 본 연구에서는 베이지안 신경망(Bayesian Neural Network)에 기반 한 자동유효성탐지(Automatic Relevance Detection, ARD) 기법을 사용하여 유전자 발현 데이터에서 학습 오류를 줄이는 동시에 학습에 필요한 최소한의 유전자 집합을 추출할 수 있는 방법을 제시했다. CAMDA 2003에서 제시된 폐종양 환자의 유전자 발현 데이터에 대해 실험한 결과, 12600 개의 유전자 중에서 가장 중요하다고 여겨지는 187 개의 유전자를 발견했으며, 높은 학습성능을 달성했다.

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간이 조즙액 추출법을 이용한 RT-PCR 방법에 의한 오이 모자이크 바이러스의 검정 (Detection of Cucumber Mosaic Virus by RT-PCR Using a Simple and Rapid Crude Sap Extraction Method)

  • 이상용;홍진성;이진상;최장경
    • 한국식물병리학회지
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    • 제12권4호
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    • pp.432-436
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    • 1996
  • 역전사 중합효소 연쇄반응(RT-PCR)을 이용하여 담배(Nicotiana glutinosa)에 증식시킨 7종의 오이 모자이크 바이러스(CMV)를 검정하였다. RT-PCR을 위한 간단하고 신속한 바이러스 핵산의 조즙액 추출법이 개발되었으며, CMV 외피단백질 유전자 부위를 기초로 하여 제작한 20개의 염기로 구성된 primer를 사용하여 RT-PCR을 실시한 결과, 약 490 염기쌍의 DNA 단편들이 이병식물의 조즙액으로부터 증폭되었다. EcoRI 및 MspI을 이용한 RT-PCR 산물의 분석에 의하여, 공시한 7종의 바이러스는 모두 CMV subgroup I으로 동정되었다. Ouchterlony 한천젤 이중 확산법을 이용한 항혈청 검정에서도 7종의 바이러스 모두 CMV-Y의 항혈청과 단일의 침강선을 형성하였다.

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IL-1B (C+3954T) Gene Polymorphism and Susceptibility to Gastric Cancer in the Iranian Population

  • Ismaili, Ahmad;Yari, Kheirollah;Moradi, Mohammad-Taher;Sohrabi, Maryam;Kahrizi, Danial;Kazemi, Elham;Souri, Zahra
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권2호
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    • pp.841-844
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    • 2015
  • Background: Gastric cancer as one of the most important diseases affecting health in all worldwide. Current studies have confirmed associations of cytokine gene polymorphisms with the risk of gastric cancer development. The current research aimed to assess the association of IL-1B+3954 genotypes with the risk of gastric cancer in the Iranian population. Materials and Methods: This case-control study covered 49 gastric cancer patients compared to 53 cancer free individuals as a control group. Genomic-DNA extraction was carried out from bioptic samples of patients and peripheral blood of healthy volunteers. Polymorphism of IL-1B +3954 genotypes were analysed with a polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) method. Results: The frequencies of IL-1B +3954 A1A1, A1A2 and A2A2 genotypes in healthy individuals were 26.4, 66 and 7.6 %, respectively. However, in gastric cancer patients, A1A1, A1A2 and A2A2 with 4.1, 51 and 44.9% were observed (p<0.05). Conclusions: The findings of our results show a positive association between the IL-1B+3954 genotype distribution and the risk of gastric cancer disease in the Iranian population.

분자생물학적 기법을 이용한 악골 골수염 병소의 세균 동정 (MOLECULAR IDENTIFICATION OF BACTERIA FROM OSTEOMYELITIS OF THE JAWS)

  • 김미성;김수관;정해만;김생곤;국중기;김미광;김화숙;유소영
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • 제29권1호
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    • pp.48-55
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    • 2003
  • The purpose of this study was to isolate and identify the bacteria in osteomyelitis lesion of 3 patients. Two lesions were due to the post-infection after extraction. The other was resulted from mal-fixation of both sides of mandibular angles. Pus samples were collected by needle aspiration from the lesion and examined by culture method. Bacterial culture was performed in three culture systems (anaerobic, $CO_2$, and aerobic incubator). Identification of the bacteria was performed by 16S rRNA gene cloning and nucleotide sequencing method. Our results showed that Streptococci species was predominantly isolated in both lesions of extraction socket. Only one species (Proteus vulagris) was detected in lesion of mandibular angle. This study was not sufficient to identify the causative bacteria in those osteomyelitis. However, our data may be offered the clue to solve the problem.

제1형 양극성 장애와 Lymphotoxin Alpha 유전자 단일염기 다형성 연관 연구 (Association Study of Single-Nucleotide Polymorphism in Lymphotoxin Alpha Gene and Bipolar I Disorder)

  • 김상하;전태연
    • 생물정신의학
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    • 제19권3호
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    • pp.134-139
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    • 2012
  • Objectives : Proinflammatory process has been implicated as an underlying mechanism of bipolar disorder and schizophrenia. Previous studies have suggested a possible role of lymphotoxin alpha (LTA) gene in the development of schizophrenia and have prompted further investigation in bipolar patients. Association of the LTA +252A/G polymorphism with susceptibility to bipolar I disorder itself as well as with vulnerability among a subset of psychotic bipolar patients were tested. Methods : DNA extraction was done by a standard method and genotyping was carried out by polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) method in 114 Korean patients with bipolar I disorder and 202 healthy controls. SPSS v18.0 was used for statistical analysis. Comparisons of the genotype and allele distributions in LTA +252A/G polymorphism were made using a chi-square test. The genotype and allele associations were also evaluated using odds ratio (OR) and 95% confidence interval (CI). Statistical significance was accepted when p was < 0.05. Results : No significant association was found between the LTA +252A/G polymorphism and bipolar disorder. However, LTA +252G allele was present with significantly higher frequency among bipolar patients with psychotic features compared to those without (${\chi}^2$ = 4.69, p = 0.034, OR = 2.495, 95% CI = 1.069-5.827). Conclusion : The results suggest that the allele LTA +252G of the polymorphism may be associated with the psychotic subset of bipolar disorder but not with bipolar I disorder itself. Adequately powered subsequent studies should be conducted.

Multiplex Polymerase Chain Reaction을 이용한 당귀 종 판별 (Development of Multiplex Polymerase Chain Reaction Assay for Identification of Angelica Species)

  • 김용상;박혁주;이동희;김현규
    • 한국약용작물학회지
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    • 제26권1호
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    • pp.26-31
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    • 2018
  • Background: Angelica gigas, A. sinensis, and A. acutiloba are commercially important in the herbal medicine market, and among them, A. gigas has the highest economic value and price. However, their similar morphological traits are often used for fraud. Despite their importance in herbal medicine, recognition of the differences between Angelica species is currently inadequate. Methods and Results: A multiplex polymerase chain reaction (PCR) method was developed for direct detection and identification of A. gigas, A. sinensis, and A. acutiloba. The gene for the distinction of species was targeted at ITS in the nucleus and trnC-petN gene in chloroplasts. The optimized multiplex PCR in the present study utilized each Angelica species-specific primer pairs. Each primer pair yielded products of 229 base pairs (bp) for A. gigas, 53 bp for A. sinensis, 170 bp for A. acutiloba. Additionally non-specific PCR products were not detected in similar species by species-specific primers. Conclusions: In the present study, a multiplex-PCR assay, successfully assessed the authenticity of Angelica species (A. gigas, A. sinensis, and A. acutiloba). and whole genome amplification (WGA) was performed after DNA extraction to identify, the species in the product. The detection method of raw materials developed in the present study could be applied to herbal medicine and health functional food management.

Type-specific Amplification of 5S rRNA from Panax ginseng Cultivars Using Touchdown (TD) PCR and Direct Sequencing

  • Sun, Hun;Wang, Hong-Tao;Kwon, Woo-Saeng;Kim, Yeon-Ju;Yang, Deok-Chun
    • Journal of Ginseng Research
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    • 제33권1호
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    • pp.55-58
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    • 2009
  • Generally, the direct sequencing through PCR is faster, easier, cheaper, and more practical than clone sequencing. Frequently, standard PCR amplification is usually interpreted by mispriming internal or external regions of the target template. Normally, DNA fragments were eluted from the gel using Gel extraction kit and subjected to direct sequencing or cloning sequencing. Cloning sequencing has often troublesome and needs more time to analyze for many samples. Since touchdown (TD) PCR can generate sufficient and highly specific amplification, it reduces unwanted amplicon generation. Accordingly, TD PCR is a good method for direct sequencing due to amplifying wanted fragment. In plants the 5S-rRNA gene is separated by simple spacers. The 5S-rRNA gene sequence is very well-conserved between plant species while the spacer is species-specific. Therefore, the sequence has been used for phylogenetic studies and species identification. But frequent occurrences of spurious bands caused by complex genomes are encountered in the product spectrum of standard PCR amplification. In conclusion, the TD PCR method can be applied easily to amplify main 5S-rRNA and direct sequencing of panax ginseng cultivars.