• 제목/요약/키워드: effective population size

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Linkage Disequilibrium and Effective Population Size in Hanwoo Korean Cattle

  • Lee, S.H.;Cho, Y.M.;Lim, D.;Kim, H.C.;Choi, B.H.;Park, H.S.;Kim, O.H.;Kim, S.;Kim, T.H.;Yoon, D.;Hong, S.K.
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권12호
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    • pp.1660-1665
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    • 2011
  • This study presents a linkage disequilibrium (LD) analysis and effective population size ($N_e$) for the entire Hanwoo Korean cattle genome, which is the first LD map and effective population size estimate ever calculated for this breed. A panel of 4,525 markers was used in the final LD analysis. The pairwise $r^2$ statistic of SNPs up to 50 Mb apart across the genome was estimated. A mean value of $r^2$ = 0.23 was observed in pairwise distances of <25 kb and dropped to 0.1 at 40 to 60 kb, which is similar to the average intermarker distance used in this study. The proportion of SNPs in useful LD ($r^2{\geq}0.25$) was 20% for the distance of 10 and 20 kb between SNPs. Analyses of past effective population size estimates based on direct estimates of recombination rates from SNP data demonstrated that a decline in effective population size to $N_e$ = 98.1 occurred up to three generations ago.

Estimation of effective population size using single-nucleotide polymorphism (SNP) data in Jeju horse

  • Do, Kyoung-Tag;Lee, Joon-Ho;Lee, Hak-Kyo;Kim, Jun;Park, Kyung-Do
    • Journal of Animal Science and Technology
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    • 제56권8호
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    • pp.28.1-28.6
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    • 2014
  • This study was conducted to estimate the effective population size using SNPs data of 240 Jeju horses that had raced at the Jeju racing park. Of the total 61,746 genotyped autosomal SNPs, 17,320 (28.1%) SNPs (missing genotype rate of >10%, minor allele frequency of <0.05 and Hardy-Weinberg equilibrium test P-value of < $10^{-6}$) were excluded after quality control processes. SNPs on the X and Y chromosomes and genotyped individuals with missing genotype rate over 10% were also excluded, and finally, 44,426 (71.9%) SNPs were selected and used for the analysis. The measures of the LD, square of correlation coefficient ($r^2$) between SNP pairs, were calculated for each allele and the effective population size was determined based on $r^2$ measures. The polymorphism information contents (PIC) and expected heterozygosity (HE) were 0.27 and 0.34, respectively. In LD, the most rapid decline was observed over the first 1 Mb. But $r^2$ decreased more slowly with increasing distance and was constant after 2 Mb of distance and the decline was almost linear with log-transformed distance. The average $r^2$ between adjacent SNP pairs ranged from 0.20 to 0.31 in each chromosome and whole average was 0.26, while the whole average $r^2$ between all SNP pairs was 0.02. We observed an initial pattern of decreasing $N_e$ and estimated values were closer to 41 at 1 ~ 5 generations ago. The effective population size (41 heads) estimated in this study seems to be large considering Jeju horse's population size (about 2,000 heads), but it should be interpreted with caution because of the technical limitations of the methods and sample size.

유전자 집단의 크기 조절을 통한 Genetic Algorithm의 조기 포화 방지 (Preventing Premature Convergence in Genetic Algorithms with Adaptive Population Size)

  • 박래정;박철훈
    • 전자공학회논문지B
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    • 제32B권12호
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    • pp.1680-1686
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    • 1995
  • GAs, effective stochastic search algorithms based on the model of natural evolution and genetics, have been successfully applied to various optimization problems. When population size is not large, GAs often suffer from the phenomenon of premature convergence in which all chromosomes in the population lose the diversity of genes before they find the optimal solution. In this paper, we propose that a new heuristic that maintains the diversity of genes by adding some chromosomes with random mutation and selective mutation into population during evolution. And population size changes dynamically with supplement of new chromosomes. Experimental results for several test functions show that when population size is rather small and the length of chromosome is not long, this method is effective.

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Demographic Trends in Korean Native Cattle Explained Using Bovine SNP50 Beadchip

  • Sharma, Aditi;Lim, Dajeong;Chai, Han-Ha;Choi, Bong-Hwan;Cho, Yongmin
    • Genomics & Informatics
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    • 제14권4호
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    • pp.230-233
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    • 2016
  • Linkage disequilibrium (LD) is the non-random association between the loci and it could give us a preliminary insight into the genetic history of the population. In the present study LD patterns and effective population size (Ne) of three Korean cattle breeds along with Chinese, Japanese and Mongolian cattle were compared using the bovine Illumina SNP50 panel. The effective population size (Ne) is the number of breeding individuals in a population and is particularly important as it determines the rate at which genetic variation is lost. The genotype data in our study comprised a total of 129 samples, varying from 4 to 39 samples. After quality control there were ~29,000 single nucleotide polymorphisms (SNPs) for which $r^2$ value was calculated. Average distance between SNP pairs was 1.14 Mb across all breeds. Average $r^2$ between adjacent SNP pairs ranged between was 0.1 for Yanbian to 0.3 for Qinchuan. Effective population size of the breeds based on $r^2$ varied from 16 in Hainan to 226 in Yanbian. Amongst the Korean native breeds effective population size of Brindle Hanwoo was the least with Ne = 59 and Brown Hanwoo was the highest with Ne = 83. The effective population size of the Korean cattle breeds has been decreasing alarmingly over the past generations. We suggest appropriate measures to be taken to prevent these local breeds in their native tracts.

Effective Population Size of Korean Populations

  • Park, Leeyoung
    • Genomics & Informatics
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    • 제12권4호
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    • pp.208-215
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    • 2014
  • Recently, new methods have been developed for estimating the current and recent changes in effective population sizes. Based on the methods, the effective population sizes of Korean populations were estimated using data from the Korean Association Resource (KARE) project. The overall changes in the population sizes of the total populations were similar to CHB (Han Chinese in Beijing, China) and JPT (Japanese in Tokyo, Japan) of the HapMap project. There were no differences in past changes in population sizes with a comparison between an urban area and a rural area. Age-dependent current and recent effective population sizes represent the modern history of Korean populations, including the effects of World War II, the Korean War, and urbanization. The oldest age group showed that the population growth of Koreans had already been substantial at least since the end of the 19th century.

Assessment of population structure and genetic diversity of German Angora rabbit through pedigree analysis

  • Abdul Rahim;K. S. Rajaravindra;Om Hari Chaturvedi;S. R. Sharma
    • Animal Bioscience
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    • 제36권5호
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    • pp.692-703
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    • 2023
  • Objective: The main goals of this investigation were to i) assess the population structure and genetic diversity and ii) determine the efficiency of the ongoing breeding program in a closed flock of Angora rabbits through pedigree analysis. Methods: The pedigree records of 6,145 animals, born between 1996 to 2020 at NTRS, ICAR-CSWRI, Garsa were analyzed using ENDOG version 4.8 software package. The genealogical information, genetic conservation index and parameters based on gene origin probabilities were estimated. Results: Analysis revealed that, 99.09% of the kits had both parents recorded in the whole dataset. The completeness levels for the whole pedigree were 99.12%, 97.12%, 90.66%, 82.49%, and 74.11% for the 1st, 2nd, 3rd, 4th, and 5th generations, respectively, reflecting well-maintained pedigree records. The maximum inbreeding, average inbreeding and relatedness were 36.96%, 8.07%, and 15.82%, respectively. The mean maximum, mean equivalent and mean completed generations were 10.28, 7.91, and 5.51 with 0.85%, 1.19%, and 1.85% increase in inbreeding, respectively. The effective population size estimated from maximum, equivalent and complete generations were 58.50, 27.05, and 42.08, respectively. Only 1.51% of total mating was highly inbred. The effective population size computed via the individual increase in inbreeding was 42.83. The effective numbers of founders (fe), ancestors (fa), founder genomes (fg) and non-founder genomes (fng) were 18, 16, 6.22, and 9.50, respectively. The fe/fa ratio was 1.12, indicating occasional bottlenecks had occurred in the population. The six most influential ancestors explained 50% of genes contributed to the gene pool. The average generation interval was 1.51 years and was longer for the sire-offspring pathway. The population lost 8% genetic diversity over time, however, considerable genetic variability still existed in the closed Angora population. Conclusion: This study provides important and practical insights to manage and maintain the genetic variability within the individual flock and the entire population.

한우에서 전장의 유전체 정보를 활용한 연관불평형 및 유효집단크기 추정에 관한 연구 (Estimation of Linkage Disequilibrium and Effective Population Size using Whole Genome Single Nucleotide Polymorphisms in Hanwoo)

  • 조충일;이준호;이득환
    • 생명과학회지
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    • 제22권3호
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    • pp.366-372
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    • 2012
  • 본 연구는 한우 유전체 전장에 존재하는 고밀도 단일염기다형을 DNA chip을 이용하여 각각의 유전자형을 구명하고, 동일염색체 내에 존재하는 각 표지인자쌍의 연관불평형을 성 염색체를 제외한 모든 상염색체에서 추정하여 물리적 거리별 연관불평형의 정도를 확인하고 이러한 결과를 이용하여 한우 집단의 유효집단 크기를 추정하기 위하여 실시하였다. 한우개량사업소에서 2005년부터 2008년까지 후대검정에 공시된 후보종모우 및 후대 검정우 288두에 대해 혈액을 채취하고 Bovine SNP 50 DNA Chip을 이용하여 유전자형을 분석하였으며, 총 51,582 표지인자 중 결측률이 10% 이상인 표지인자 1개 및 다형성이 없는 표지인자 10,730개에 대해 사전제거를 실시하고 남은 40,851개의 SNP표지인자를 본 분석에 활용하였다. 연구 결과, 성 염색체를 제외한 상 염색체의 총 SNP표지인자의 길이는 2,541.6 Mb였으며, 염색체별 평균 SNP표지인자간 거리는 0.55에서 0.74로 분포하였으며, EM알고리즘을 이용하여 염색체별 연관불평형을 추정해 보았을 때, 기존의 보고된 연구와 유사하게 표지인자간 거리가 짧을수록 높게 나타나는 지수형태의 그래프를 나타냈으며, SNP표지인자간 거리에 따른 $r^2$를 보면, 0 Mb에서 0.1 Mb일 때 0.136, 0.1-0.2 Mb에서 0.06로 나타났다. Luo (1998)의 연구결과를 한우에 적용시켰을 때, 전체분산의 5%이상 설명하는 양적형질좌위 발굴을 위해서 약 2,000두의 표현형 자료가 필요할 것으로 사료되었다. 또한 한우의 세대별 유효집단 크기에 대해 추정해 본 결과, 현재 한우의 유효집단크기는 84두로 추정되었고, 지금으로부터 약 50세대 이전의 유효집단 크기는 1,150두로 추정되었다. 가축에서 인공수정이 도입(1960년대)된 이 후 개량의 가속화로 인해 한우의 유효집단 크기가 급격히 감소한 것으로 사료되었다.

Assessing the Carrying Capacity of Wild Boars in the Bukhansan National Park using MaxEnt and HexSim Models

  • Tae Geun Kim
    • Proceedings of the National Institute of Ecology of the Republic of Korea
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    • 제4권3호
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    • pp.115-126
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    • 2023
  • Understanding the carrying capacity of a habitat is crucial for effectively managing populations of wild boars (Sus scrofa), which are designated as harmful wild animal species in national parks. Carrying capacity refers to the maximum population size supported by a park's environmental conditions. This study aimed to estimate the appropriate wild boar population size by integrating population characteristics and habitat suitability for wild boars in the Bukhansan National Park using the HexSim program. Population characteristics included age, survival, reproduction, and movement. Habitat suitability, which reflects prospecting and resource acquisition, was determined using the Maximum Entropy model. This study found that the optimal population size for wild boar ranged from 217 to 254 individuals. The population size varied depending on the amount of resources available within the home range, indicating fewer individuals in a larger home range. The estimated wild boar population size was 217 individuals for the minimum amount of resources (50% minimum convex polygon [MCP] home range), 225 individuals for the average amount of resources (95% MCP home range), and 254 individuals for the maximum amount of resources (100% MCP home range). The results of one-way analysis of variance revealed a significant difference in wild boar population size based on the amount of resources within the home range. These findings provide a basis for the development and implementation of effective management strategies for wild boar populations.

Extent of linkage disequilibrium and effective population size of the Landrace population in Korea

  • Shin, Donghyun;Kim, Sung-Hoon;Park, Joowan;Lee, Hak-Kyo;Song, Ki-Duk
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권8호
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    • pp.1078-1087
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    • 2018
  • Objective: The genetic diversity of the Landrace population, a representative maternal pig breed in Korea, is important for genetic improvement. Previously, the effective population size (Ne) has been used to infer the genetic diversity of a population of interest. In this study, we aimed to use single nucleotide polymorphism (SNP) data to characterize linkage disequilibrium (LD) and the Ne of the Korean Landrace population. Methods: We genotyped 1,128 Landrace individuals from three representative Korean major grand-grand-parent (GGP) farms using the Illumina PorcineSNP60 version2 BeadChip, which covers >61,565 SNPs located across all autosomes and mitochondrial and sex chromosomes. We estimated the expected LD and current Ne, as well as ancestral Ne. Results: In the Korean Landrace population, the mean LD ($r^2$) of 3.698 million SNP pairs was $0.135{\pm}0.204$. The mean $r^2$ decreased slowly with as the distance between SNPs increased, and remained constant beyond 3 Mb. According to the $r^2$ calculations, 8,085 of 3.698 million SNP pairs were in complete LD. The current Ne (${\pm}$standard deviation) of the Korean Landrace population is approximately 92.27 [79.46; 105.07] individuals. The ancestral Ne exhibited a slow and steady decline from 186.61 to 92.27 over the past 100 generations. Additionally, we observed more a rapid Ne decrease from the past 20 to 10 generations ago, compared with other intervals. Conclusion: We have presented an overview of LD and the current and ancestral Ne values in the Korean Landrace population. The mean LD and current Ne for the Korean Landrace population confirm the genetic diversity and reflect the history of this pig population in Korea.

Extent of linkage disequilibrium and effective population size of Korean Yorkshire swine

  • Shin, Donghyun;Won, Kyeong-Hye;Kim, Sung-Hoon;Kim, Yong-Min
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권12호
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    • pp.1843-1851
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    • 2018
  • Objective: We aimed to characterize linkage disequilibrium (LD) and effective population size ($N_e$) in a Korean Yorkshire population using genomic data from thousands of individuals. Methods: We genotyped 2,470 Yorkshire individuals from four major Grand-Grand-Parent farms in Korea using the Illumina PorcineSNP60 version2 BeadChip, which covers >61,565 single nucleotide polymorphisms (SNPs) located across all chromosomes and mitochondria. We estimated the expected LD and inferred current $N_e$ as well as ancestral $N_e$. Results: We identified 61,565 SNP from autosomes, mitochondria, and sex chromosomes and characterized the LD of the Yorkshire population, which was relatively high between closely linked markers (>0.55 at 50 kb) and declined with increasing genetic distance. The current $N_e$ of this Korean Yorkshire population was 122.87 (106.90; 138.84), while the historical $N_e$ of Yorkshire pigs suggests that the ancestor $N_e$ has decreased by 99.6% over the last 10,000 generations. Conclusion: To maintain genetic diversity of a domesticated animal population, we must carefully consider appropriate breed management methods to avoid inbreeding. Although attenuated selection can affect short-term genetic gain, it is essential for maintaining the long-term genetic variability of the Korean Yorkshire population. Continuous and long-term monitoring would also be needed to maintain the pig population to avoid an unintended reduction of $N_e$. The best way to preserve a sustainable population is to maintain a sufficient $N_e$.