• 제목/요약/키워드: SNP analysis

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SNP와 양적 표현형의 연관성 분석을 위한 분류기 (A Classifier for the association study between SNPs and quantitative traits)

  • 엄상용;이광모
    • 한국컴퓨터정보학회논문지
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    • 제17권11호
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    • pp.141-148
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    • 2012
  • 인간 유전체 정보와 관련된 기술이 발전함으로 인하여 이를 이용한 질환 또는 질병에 대한 연관성을 분석하여 그 위험도나 치료 예후 등에 대한 예측하기 위한 연구가 활발히 진행되고 있다. 이러한 연구의 대부분은 대표적인 질적 표현형을 대상으로 하는 환자-대조군 연구(case-control study) 방법을 이용하고 있으며 양적 표현형에 대해서는 개별 단일 염기 변이의 연관성을 회기 분석 방법을 이용하여 규명하는 연구가 주로 수행되고 있다. 특히 복합 질병(complex disease)에 대한 위험도를 예측하기 위한 연구의 경우 흔한 변이 흔한 질환(common variants common disease)의 가정아래 주로 각각의 단일 염기 변이가 보이는 연관성 정보를 기반으로 진행되고 있으며 여러 변이의 상호 작용에 의한 영향을 분석한 결과는 상대적으로 미비하다. 이 논문에서는 양적 표현형에 대한 SNP의 연관성을 분석하고 그 결과로 발견된 SNP을 이용하여 대상 표현형의 값을 예측하기 위한 분류기를 구성하고 그 성능을 평가하였으며 분류기의 단일 염기 변이의 선택에 있어서 각각의 단일 염기 변이의 연관성을 고려할 때와 단일 염기 변이의 쌍이 보이는 연관성을 고려할 때의 분류 성능을 비교하였다.

EM 알고리듬을 이용한 단일염기변이 (SNP;SINGLE NUCLEOTIDE POLYMORPHISM)군의 일배체형 (HAPLOTYPE) 비율 추정 (Estimation of Haplotype Proportions in Single Necleotide Polymorphism Group Using EM Algorithm)

  • 김선우;김종원;이경아
    • 응용통계연구
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    • 제16권2호
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    • pp.195-202
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    • 2003
  • 복합성유전질환 연구에 있어서 단일염기변이를 이용한 일배체형 분석은 개별적인 단일염기변이 분석에 비하여 비용 및 효율 면에서 훨씬 유용하며, 생물학적으로도 기능적 중요성을 갖는 것으로 평가되고 있다. 그러나 일반적인 유전형분석방법을 이용한 단일염기변이군 자료는 이배체형(diploid)으로서 위상(phase)을 확인할 수 없으므로 일배체형 비율을 예측하기 어렵다. 본 연구에서는 고형종양 환자군과 정상군의 단일염기변이군 이배체형 자료가 주어졌을 때 단일염기변이군 일배체형 비율의 우도함수에 EM알고리듬을 적용하여 각 일배체형의 비율을 추정하였다. 이로부터 단일염기변이간의 연관불균형(linkage disequilibrium)을 분석하여 고형 종양과 연관 가능성이 있는 단일염기변이를 살펴보았다.

New Performance from an Old Member: SNP Assay and de Novo Sequencing Mediated by Exo+ DNA Polymerases

  • Zhang, Jia;Li, Kai
    • BMB Reports
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    • 제37권3호
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    • pp.269-274
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    • 2004
  • DNA polymerases without the 3' exonuclease function ($exo^-$ pol) have been widely used in sequencing and SNP genotyping. As a major player that expedited the coming of the postgenomic era, $exo^-$ polymerases worked remarkably well in the Human Genome Sequencing Project. However, it has become a challenge for this class of polymerases to efficiently screen the large number of SNPs that are found in the human genome. For more than three decades it has been recognized that polymerase fidelity varied according to the presence of proofreading activity that is mediated by its internal 3' exonuclease. Polymerases with proofreading function are famous for their high fidelity in DNA replication both in vivo and in vitro, but this well-known class of polymerases has been almost completely neglected in genetic analysis in the postgenomic era. We speculate that $exo^+$ polymerases may exhibit higher nucleotide identification ability when compared to $exo^-$ polymerases for an in vitro genetic analysis. With the application of $exo^+$ polymerases in SNP assays, a novel mechanism for the maintenance of DNA replication, the on/off switch, was discovered. Two new SNP assays have been developed to carry out genome-wide genotyping, taking advantage of the enzymatic properties of $exo^+$ polymerases. Furthermore, the on/off switch mechanism embodies a powerful nucleotide identification ability, which can be used to discriminate the bases that are upstream of the 3' terminus, and thus defines a new concept in de novo sequencing technology. Application of $exo^+$ polymerases to genetic analysis, and especially SNP assays, will greatly accelerate the pace to personalized medicine.

Identification of Candidate SNP (Single Nucleotide Polymorphism) for Growth and Carcass Traits Related to QTL on Chromosome 6 in Hanwoo (Korean Cattle)

  • Lee, Y.S.;Lee, J.H.;Lee, J.Y.;Kim, J.J.;Park, H.S.;Yeo, J.S.
    • Asian-Australasian Journal of Animal Sciences
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    • 제21권12호
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    • pp.1703-1709
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    • 2008
  • As genetic markers, single nucleotide polymorphisms (SNP) are very appropriate for the development of genetic tests for economic traits in livestock. Several microsatellite markers have been identified as useful markers for the genetic improvement of Hanwoo. Among those markers, ILSTS035 was recently mapped at a similar position with four SNPs (AH1_11, AH1_9, 31465_446, and 12273_165) in a linkage map of EST-based SNP in BAT6. Among the four SNPs, two SNPs (31465_446 and 12273_165) were analyzed using BLAST at the NCBI web site. The sequences including the 12273_165 SNP were identified at the intron region within the LOC534614 gene on the gene sequence map (Bos taurus NCBI Map view, build 3.1). The LOC534614 gene represents a protein similar to myosin heavy chain, fat skeletal muscle, embryonic isoform 1 in the dog, and myosin_1 (Myosin heavy chain D) in Macaca mulatta. In cattle, the myosin heavy chain was associated with muscle development. The phenotypic data for growth and carcass traits in the 415 animals were analyzed by the mixed ANCOVA (analysis of covariance) linear model using PROC GLM module in SAS v9.1. By the genotyping of Hanwoo individuals (n = 415) to evaluate the association of SNP with growth and carcass traits, it was shown that the 12273_165 SNP region within LOC534614 may be a candidate marker for growth. The results of the statistical analyses suggested that the genotype of the 12273_165 SNP significantly affected birth weight, weight of the cattle at 24 months of age, average daily gain and carcass cold weight (p<0.05). Consequently, the 12273_165 SNP polymorphisms at the LOC534614 gene may be associated with growth in Hanwoo, and functional validation of polymorphisms in LOC534614 should be performed in the future.

Identification of genetic polymorphisms in FABP3 and FABP4 and putative association with back fat thickness in Korean native cattle

  • Cho, Seo-Ae;Park, Tae-Sung;Yoon, Du-Hak;Cheong, Hyun-Sub;Namgoong, Sohg;Park, Byung-Lae;Lee, Hye-Won;Han, Chang-Soo;Kim, Eun-Mi;Cheong, Il-Cheong;Kim, Hee-Bal;Shin, Hyoung-Doo
    • BMB Reports
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    • 제41권1호
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    • pp.29-34
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    • 2008
  • The aim of this study was to determine whether single nucleotide polymorphisms (SNP) in the beef cattle adipocyte fatty-acid binding protein 3 and 4 (FABP3 and FABP4) genes are associated with carcass weight (CW) and back fat thickness (BF) of beef cattle. By direct DNA sequencing in 24 unrelated Korean native cattle, we identified 20 SNPs in FABP3 and FABP4. Among them, 10 polymorphic sites were selected for genotyping in our beef cattle. We performed SNP, haplotype and linkage disequilibrium studies on 419 Korean native cattle with the 10 SNPs in the FABP genes. Statistical analysis revealed that 220A>G (I74V) and 348+303T>C polymorphisms in FABP4 showed putative associations with BF traits (P=0.02 and 0.01, respectively). Our findings suggest that the polymorphisms in FABP4 may play a role in determining one of the important genetic factors that influence BF in beef cattle.

Bayesian analysis of longitudinal traits in the Korea Association Resource (KARE) cohort

  • Chung, Wonil;Hwang, Hyunji;Park, Taesung
    • Genomics & Informatics
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    • 제20권2호
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    • pp.16.1-16.12
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    • 2022
  • Various methodologies for the genetic analysis of longitudinal data have been proposed and applied to data from large-scale genome-wide association studies (GWAS) to identify single nucleotide polymorphisms (SNPs) associated with traits of interest and to detect SNP-time interactions. We recently proposed a grid-based Bayesian mixed model for longitudinal genetic data and showed that our Bayesian method increased the statistical power compared to the corresponding univariate method and well detected SNP-time interactions. In this paper, we further analyze longitudinal obesity-related traits such as body mass index, hip circumference, waist circumference, and waist-hip ratio from Korea Association Resource data to evaluate the proposed Bayesian method. We first conducted GWAS analyses of cross-sectional traits and combined the results of GWAS analyses through a meta-analysis based on a trajectory model and a random-effects model. We then applied our Bayesian method to a subset of SNPs selected by meta-analysis to further discover SNPs associated with traits of interest and SNP-time interactions. The proposed Bayesian method identified several novel SNPs associated with longitudinal obesity-related traits, and almost 25% of the identified SNPs had significant p-values for SNP-time interactions.

Association Between MDM2 Promoter SNP309 T/G Polymorphism and Liver Cancer Risk - a Meta-analysis

  • Ma, Hong-Bo;Huang, Tao;Han, Feng;Chen, Wei-Yu
    • Asian Pacific Journal of Cancer Prevention
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    • 제13권6호
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    • pp.2841-2846
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    • 2012
  • Background: Many studies have investigated the association between the MDM2 promoter SNP309 T/G polymorphism and liver cancer risk, but inconsistencies make drawwing definitive conclusions difficult. Methods: We therefore searched main databases for articles relating MDM2 SNP309 T/G polymorphism to risk of liver cancer in humans and estimated summary odds ratio (OR) with 95% confidence intervals (95% CI) to assess the possible association in a meta-analysis. Results: The main analysis revealed no significant heterogeneity, and the pooled ORs of fixed-effects were all significant (for G versus T, OR = 1.59, 95% CI 1.42-1.78; for GG versus TT, OR = 2.45, 95% CI 1.93-3.12; for GT versus TT, OR = 1.70, 95% CI 1.38-2.09; for GG versus GT, OR = 1.49, 95% CI 1.24-1.79; for GG and GT versus TT, OR = 1.95, 95% CI 1.61-2.38; for GG versus TT and GT, OR = 1.73, 95% CI 1.46-2.07). Subgroup analyses by ethnicity and sensitivity analyses both showed associations to remain significant. Conclusion: The present meta-analysis of available data showed a significant association between the MDM2 SNP309 T/G polymorphism and liver cancer risk, the MDM2 SNP309 G allele contributing to increased risk in both Asians and Caucasians in a graded, dose-dependent fashion.

수밀력 우수 꿀벌 계통 판별을 위한 계통 특이 분자마커 개발 (Identification of a Single Nucleotide Polymorphism (SNP) Marker for the Detection of Enhanced Honey Production in Hoenybee)

  • 김혜경;이명렬;이만영;최용수;김동원;강아랑
    • 한국양봉학회지
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    • 제32권3호
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    • pp.147-154
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    • 2017
  • 꿀벌은 화분매개 뿐만 아니라, 양봉산물을 생산하는 주요한 산업곤충 중 하나이다. 최근 농촌진흥청과 예천곤충 연구소에서는 국내 최초로 수밀력 우수 꿀벌 품종인 '장원벌'을 선발하여 보급하고 있다. 본 연구에서는 장원벌 계통 특이 분자 마커 개발을 위해 장원벌 부계인 D계통 특이적인 분자 마커를 개발 하고자 Sequence-Based Genotyping (SBG) 분석을 수행하였다. SGB 분석은 농촌진흥청 국립농업과학원에서 보존 육성중인 A, C, D, E, F 5개 기본종 계통에 대해 수행되었으며, 이를 통해 1,029개 SNP를 확보 할 수 있었다. 이후 A, C, D, F, E 기본종 계통 및 $D{\times}F$ 교배계통에 대한 SNP filtering 및 validation을 통해 최종적으로 AmD6 및 AmD9 두 개의 SNP 마커를 선발 하였으며, genotyping 분석을 통해 AmD9 마커가 장원벌 부계인 D 계통을 100% 구분 할 수 있는 것으로 확인되었다. 본 마커를 통해 D 계통 및 장원벌을 보다 정확하게 판별하고 육종에 활용 할 수 있을 것으로 기대하고 있다.

Highly Polymorphic Bovine Leptin Gene

  • Yoon, D.H.;Cho, B.H.;Park, B.L.;Choi, Y.H.;Cheong, H.S.;Lee, H.K.;Chung, E.R.;Cheong, I.C.;Shin, H.D.
    • Asian-Australasian Journal of Animal Sciences
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    • 제18권11호
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    • pp.1548-1551
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    • 2005
  • The leptin, an anti-obesity protein, is a hormone protein expressed and secreted mainly from adipocyte tissue, and involved in regulation of body weight, food intake and energy metabolism. In an effort to discover polymorphism(s) in genes whose variant(s) might be implicated in phenotypic traits of growth, we have sequenced exons and their boundaries of leptin gene including 1,000 bp upstream of promoter region with twenty-four unrelated Korean cattle. Fifty-seven sequence variants were identified: fourteen in 5' flanking region, twenty-seven in introns, eight in exons, and eight in 3' flanking region. By pair-wise linkage analysis among polymorphisms, ten sets of SNPs were in absolute linkage disequilibrium (LD) (|D'| = 1 and $r^2$ = 1). Among variants identified, thirty-six SNPs were newly identified, and twenty-one SNPs, which were reported in other breeds, were also confirmed in Korean cattle. The allele frequencies of variants were quite different among breeds. The information from SNPs of bovine leptin gene could be useful for further genetic studies of this gene.

Identification of Superior Single Nucleotide Polymorphisms (SNP) Combinations Related to Economic Traits by Genotype Matrix Mapping (GMM) in Hanwoo (Korean Cattle)

  • Lee, Yoon-Seok;Oh, Dong-Yep;Lee, Yong-Won;Yeo, Jung-Sou;Lee, Jea-Young
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권11호
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    • pp.1504-1513
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    • 2011
  • It is important to identify genetic interactions related to human diseases or animal traits. Many linear statistical models have been reported but they did not consider genetic interactions. Genotype matrix mapping (GMM) has been developed to identify genetic interactions. This study uses the GMM method to detect superior SNP combinations of the CCDC158 gene that influences average daily gain, marbling score, cold carcass weight and longissimus muscle dorsi area traits in Hanwoo. We evaluated the statistical significance of the major SNP combinations selected by implementing the permutation test of the F-measure. The effect of g.34425+102 A>T (AA), g.8778G>A (GG) and g.4102+36T>G (GT) SNP combinations produced higher performance of average daily gain, marbling score, cold carcass weight and the longissimus muscle dorsi area traits than the effect of a single SNP. GMM is a fast and reliable method for multiple SNP analysis with potential application in marker-assisted selection. GMM may prospectively be used for genetic assessment of quantitative traits after further development.