• 제목/요약/키워드: Multiple Traits Animal Model

검색결과 66건 처리시간 0.025초

홀스타인의 국제유전평가를 위한 모형개발에 관한 연구 (Development of International Genetic Evaluation Models for Dairy Cattle)

  • 조광현;박병호;최재관;최태정;최연호;이승수;조충일
    • Journal of Animal Science and Technology
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    • 제55권1호
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    • pp.1-6
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    • 2013
  • 본 연구는 국내 국가단위 평가결과의 문제점을 해결하면서 유전 능력평가시스템을 고도화하고 우리나라가 국제유전평가에 참여하기 위하여 국제평가기구에서 요구하는 검증작업을 통과하기 위하여 수행하였다. 본 연구에 이용된 자료는 농협중앙회 젖소개량부에서 수집한 분만일이 2001년부터 2009년까지의 검정성적으로 총 1,416,589개이며 산차는 5산으로 제한하였으며, 누적착유일은 75~305일로 제한하였고, 전체 혈통자료는 2,279,741개이며 부모를 갖는 개체는 535,409개이고 아비소는 2,467두로 구성되어 있는 기록들을 이용하였다. 유량, 유지방, 유단백에 대한 육종가는 신규로 개발한 다형질모형(Multiple traits model)을 이용하여 육종가를 구하였으며 기초작업은 SAS version 9.2와 R프로그램을 이용하였으며 유전모수를 추정하기 위하여 VCE 6.0을 이용하였다. 전반적으로 유전적 추세는 꾸준히 지속되어 오고 있으며 산차별 차이가 두드러지게 나타나지는 않았다. 유지방을 제외하고 유량과 유단백 형질의 추세가 잘 추정되었음을 알 수 있다. 유전평가분석결과 상위 1000두의 랭킹안에 최근의 생년을 갖는 딸소가 기존에 사용한 모수로 분석한 결과보다 딸소가 증가했음을 알 수 있다. 국제유전평가모형을 통해 새로 평가한 결과 씨수소상위 100두를 기존 평가모형에 의한 평가결과와 비교했을 때, 2006년생은 23두에서 28두로 2007년생은 12두에서 20두로 2008년생은 2두에서 8두로 증가하였다. 이는 최근의 딸소나 씨수소의 유전능력이 우수함에도 불구하고 상위에 랭크되지 못했던 결과가 새 모형의 적용으로 보완하여 새로운 평가분석에 적용할 수 있을 것으로 판단된다. 따라서 기존의 단형질 모형 대신 다형질 모형을 이용한 분석방법으로 평가를 실시하고 국제유전평가에도 다형질 모형을 이용한 육종가를 제시함으로써 다형질 선발의 정확도가 향상될 수 있을 것이다.

Multiple Regression Analysis to Estimate the Unit Price of Hanwoo (Bos taurus coreanae) Beef

  • Eum, Seung-Hoon;Park, Hu-Rak;Seo, Jakyeom;Cho, Seong-Keun;Hur, Sun-Jin;Kim, Byeong-Woo
    • 한국축산식품학회지
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    • 제37권5호
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    • pp.663-669
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    • 2017
  • This study were estimated the contribution of carcass traits to unit price, to analyze the marbling score as a categorical variable rather than a numerical variable, and to develop an optimal model that also includes the holiday effect and the raising period. The data for this study were acquired from the Quality Evaluation of the Korea Institute for Animal Products, and consisted of the trading records of 1,613,699 heads at 12 wholesale markets from 2010 to 2014. The unit price of a cow was estimated from the following parameters: -52.50 Won/mm, $8.93Won/cm^2$, 7.20 Won/kg, and -1.04 Won/day for backfat thickness, eye muscle area, carcass weight, and raising period, respectively. Parameters for the dummy variables of marbling scores varied from 0 to 8328.74 Won/kg, which means that each marbling score grade had a different price value. The unit price of a steer was estimated from the following parameters: - 92.12 Won/mm, $20.22Won/cm^2$, 1.30 Won/kg, and -1.72 Won/day for backfat thickness, eye muscle area, carcass weights, and raising period, respectively. Parameters for dummy variables of marbling scores varied from 0 to 7338.80 Won/kg, which means that the grades of each marbling score had different price values. The unit price of sales during traditional holidays was significantly higher (827.71 Won/kg for cows, and 645.15 Won/kg for steers) than during non-holidays.We conclude that the use of categorical values for marbling scores would be needed to evaluate the price of Hanwoo beef using multiple regression analysis based on carcass traits and environmental factors.

선발육종 넙치(Paralichthys olivaceus)의 성장형질에 대한 유전모수 및 유전적 개량효과 추정 (Estimation of Genetic Parameters and Improvements for Growth Traits of Selected Olive Flounder Paralichthys olivaceus)

  • 박종원;이다인;정효선;김주란;양혜림;이정호
    • 한국수산과학회지
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    • 제54권6호
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    • pp.974-981
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    • 2021
  • The aim of this study was to evaluate genetic parameters of growth traits for improving selective breeding in olive flounder Paralichthys olivaceus produced in April 2019. The total length and body weight at 11-, 18-, and 22-months-old were measured for 7,479, 2,831 and 1,904 individuals, respectively. Since 2004, we have been conducting a selective breeding program to improve growth traits in the olive flounder. Data were analyzed using the restricted maximum likelihood method using the multiple traits animal model. The effect of sex and production period showed significant differences in all traits (P<0.05). The heritability of all traits was 0.428-0.520, which is relatively high by measurement month. Therefore, it is considered that individual selection will be more advantageous than family selection. However, to maintain an appropriate degree of inbreeding and genetic diversity for future generations, it is necessary to consider family selection adequately. Results of the correlation analysis between the same traits according to the measurement period indicated that considering production costs such as feed cost, selection at 18-months-old will be advantageous. Olive flounder is a major aquaculture species in Korea, and continuous selective breeding research is essential to improve productivity.

Heritability and Repeatability of Superovulatory Responses in Holstein Population in Hokkaido, Japan

  • Asada, Y.;Terawaki, Y.
    • Asian-Australasian Journal of Animal Sciences
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    • 제15권7호
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    • pp.944-948
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    • 2002
  • The aim of this study was to estimate heritability and repeatability for the number of embryos and transferable embryos collected per flush in Holstein population in Hokkaido, Japan. Data consisted of 306 MOET (Multiple Ovulation and Embryo Transfer) treatments on 224 Holstein cows from 1997 to 2000. Variance components for these traits were estimated using the REML procedure. The model included only non-genetic factors that were significant at the 0.05 level, through using generalized linear models, maximum likelihood methods, and stepwise regression procedure as fixed effects and sire and residual for heritabilities, donor and residual for repeatabilities as random effects. The factor identified as important in determining the results was the donor''s estrous condition after superovulation. Heritabilities for the number of embryos and transferable embryos collected per flush were 0.14 and 0.09, respectively. The corresponding repeatabilities were 0.43 and 0.32, respectively. These results show that it was difficult to genetically improve these traits, thus, environmental and physical factors affecting the donor must be improved. These results also show that it is necessary to take the donor''s estrous condition after superovulation and repeatabilities for the number of embryos and transferable embryos collected per flush into account when the genetic gains and inbreeding rates for MOET breeding schemes are predicted by a computer simulation.

종돈의 주요 경제형질에 대한 유전모수 및 유전적 변화 추세 추정에 대한 연구 (Estimation of Genetic Parameters and Genetic Trends for Major Economic Traits in Swine)

  • 강현성;남기창;;김경태;이명섭;윤종택;서강석
    • Journal of Animal Science and Technology
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    • 제54권2호
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    • pp.89-94
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    • 2012
  • 본 연구에서는 18,668두의 농장 검정된 종돈 자료를 이용하여 유전모수 및 육종가를 추정하였다. 2007년부터 5월부터 2011년 4월까지 영광 소재 N종돈장에서 검정된 Duroc, Berkshire, Landrace 및 Yorkshire종 18,668두에 대한 자료를 근거로 하여 돼지의 주요 경제형질인 90 kg 도달일령, 등지방두께 및 등심단면적에 대한 유전력, 유전상관, 표현형상관 및 육종가를 다형질 Animal model을 이용하여 추정하였다. 본 연구에서 추정된 Duroc종에 대한 90kg 도달일령, 등지방두께 및 등심단면적에 대한 유전력은 0.22, 0.62, 0.37로 추정되었으며 Berkshire종의 유전력은 0.52, 0.57 및 0.32로 나타났고 Landrace종의 각 형질의 유전력은 0.26, 0.51 및 0.23이었으며 Yorkshire종의 유전력은 0.29, 0.47 및 0.26을 나타내었다. 본 연구에서 추정된 Duroc의 주요 경제 형질간의 유전 상관 및 표현형 상관은 90 kg 도달일령과, 등지방두께, 등심단면적, 등지방와 등심단면적간에 각각 유전, 표현형상관 0.24, -0.25과 0.11, -0.21 그리고 -0.41 및 -0.19로 추정되었으며 Berkshire종 유전 상관 및 표현형 상관은 -0.01, -0.35 및 0.01, -0.28 그리고 등지방두께에 대한 등심단면적은 -0.68 및 -0.22를 나타내었다. Landrace종의 경우 유전 상관 및 표현형 상관이 90 kg 도달일령과, 등지방두께, 등심단면적, 등지방두께와 등심단면적간에 각각 유전, 표현형 상관 0.01,.-0.23과 0.03, -0.37 그리고 -0.17 및 -0.24로 추정 되었으며 Yorkshire종은 0.01, -0.23 및 0.03, -0.37 그리고 -0.17, -0.24로 추정 되었다. 연도별 유전적 개량 추세를 살펴보면 90 kg 도달일령의 경우 매년도달일령이 짧아지는 것을 나타냈으며 등지방두께의 경우 모든 품종에서 매년 두꺼워지는 것을 보였고 등심단면적은 각 품종이 매년 증감을 반복하는 것을 나타냈다.

종돈의 성장 및 체형 형질에 대한 유전력 및 유전모수 추정에 관한 연구 (Estimation of Heritability and Genetic Parameter for Growth and Body Traits of Pig)

  • 강현성;남기창;김경태;나종삼;서강석
    • Journal of Animal Science and Technology
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    • 제54권2호
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    • pp.83-87
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    • 2012
  • 본 연구에서는 18,668두의 자가검정 및 입회검정된 돼지 자료를 이용하여 유전모수를 추정하였다. 2007년부터 2011년 4월까지 전라남도 영광 소재 N 종돈장에서 검정된 Duroc, Berkshire, Landrace 및 Yorkshire종 18,668두에 대한 자료를 근거로 하여 돼지의 주요 산육형질인 일당증체량, 체고 및 체장에 대한 유전력, 유전상관 및 표현형상관을 다형질 Animal model을 이용하여 추정하였다. 본 연구에서 추정된 Duroc종에 대한 일당증체량, 체고 및 체장에 대한 유전력은 0.22, 0.37, 0.4로 추정되었으며 Berkshire종의 유전력은 0.58, 0.34 및 0.48로 나타났고 Landrace종의 각 형질의 유전력은 0.26, 0.41 및 0.52이었으며 Yorkshire종의 유전력은 0.28, 0.39 및 0.43을 나타내었다. 본 연구에서 추정된Duroc의 주요 경제 형질간의 유전 상관 및 표현형 상관은 일당 증체량과, 체고, 체장, 체고와 체장간에 각각 유전, 표현형 상관 0.33, 0.47과 0.42, 0.48 그리고 0.57 및 0.41로 추정되었으며 Berkshire종 유전 상관 및 표현형 상관은 0.75, 0.70 및 0.53, 0.58 그리고 체고의 대한 체장은 0.69 및 0.57을 나타내었다. Landrace종의 경우 유전 상관 및 표현형 상관이 일당증체량과, 체고, 체장, 체고와 체장간에 각각 유전, 표현형 상관 0.17, 0.38과 0.34, 0.46 그리고 0.61 및 0.52로 추정 되었으며 Yorkshire종은 0.50, 0.53 및 0.47, 0.56 그리고 0.71, 0.59로 추정되었다.

다형질 Animal Model에 의한 한국재래계의 주요 경제형질의 유전모수 추정 (Estimation of Genetic Parameters for Economic Traits in Korean Native Chicken Using Multiple Trait Animal Model)

  • 상병돈;최철환;김학규;나재천;김상호;송치은;정행기;상병찬;한성욱
    • 한국가금학회지
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    • 제27권1호
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    • pp.51-61
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    • 2000
  • This study was conducted to estimate the general production performance, heritabilities, and genetic phenotypic correlations on several economic traits by multiple trait animal model in Korean native chicken. The data were collected from the records of 5,192 pullets produced from 2,029 dams and 250 sires in Daejon Branch, National Livestock Research Institute from April 10. 1994 to February 10. 1997. Body weights of Red Brown (RB), Yellow Brown (YB), Grey Brown (GB) and Black (B) strains were 1,649.9, 1,439.6, 1,455.6 and 1,575.3g at age of 150 days and 1,923.5, 1,689.6, 1,812.4 and 1,924.0g at age of 270 days, respectively. The ranges of coefficient of variation for body weight were 11.52 to 14.02 at age of 150 days and 12.82 to 14.59% at age of 270 days, respectively. The first eggs of RB, YB, GB and B strains were produced at 147.4, 146.5, 151.1 and 152.1 days, respectively and the coefficients of variation were 7.80 to 8.41%. Egg weight at 270 days were 49.7, 47.6, 48.8 and 48.7 g for RB, YB, GB nd B strains, and coefficients of variation were 6.99 to 7.94% . The number of eggs at age of 270days were 75.8, 78.0, 76.7 and 68.8 for RB, YB, GB and B strains, respectively, and coefficient of variations were 23.87 to 29.89%. On heritability estimates in RB, YB, GB and strains body weight were 0.40, 0.10, 0.09 and 0.57 for RB, YB, GB and B strains at age of 150 days, and 0.23, 0.09, 0.38 and 0.24 at age of 270 days were 0.39, 0.47, 0.60 and 0.62, and egg weights at 270 days and age at 1st egg were 0.36, 0.12, 0.38 and 0.26, number of egg production at 270 days were 0.44, 0.36, 0.58 and 0.49, respectively. The genetic correlation coefficients of body weight with the age of first egg, egg weight and number of egg production at 270days were -0.07∼0.67, -0.24∼0.70 and 0.12∼0.41, respectively ; age of first egg with number of egg production at 270days and egg weight were -0.75∼0.91 and 0.34∼0.97 ; and egg weight with number of egg production at 270days were 0.18∼0.68. The phenotypic correlation coefficients of body weight with at age of first egg, egg weight and number of egg production at 270days were -0.01∼0.74, -0.04∼0.72 and 0.25∼0.57 ; age of first egg with number of egg production at 270days and egg weight were 0.26∼0.52 and 0.52∼0.92, respectively ; and egg weight with number of egg production at 270days were 0.34∼0.91.

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홀스타인의 유생산형질에 대한 유전모수 추정 (Estimation of Genetic Parameters for Milk Production Traits in Holstein Dairy Cattle)

  • 조충일;조광현;최연호;최재관;최태정;박병호;이승수
    • Journal of Animal Science and Technology
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    • 제55권1호
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    • pp.7-11
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    • 2013
  • 본 연구의 목적은 여러 산차를 이용한 모델을 사용하여 유전평가 분석을 하기위하여 3개의 유량생산 형질에 대한 (공)분산 성분을 추정하고자 하였다. 모수추정을 위한 자료는 2001년부터 2009년까지의 검정자료를 이용하였고 원시자료수는 1,416,589개이며 5개의 산차형질에 대해 각각 다른 형질로 가정하여 추정하였다. 동기그룹 내 10두 이하 및 씨수소의 딸소가 10두 미만인 개체는 삭제를 하였으며 305일 유량생산이 15,000 kg을 초과하는 비유개체에 대하여 사전 데이터 가공을 실시하였다. 혈통파일은 총292,382개의 혈통자료와 1,456두의 씨수소로 구성되어진 혈통자료가 연구에 사용되었다. Sire 모형은 herd-year-season의 동기그룹과 분만월령 그리고 혈통과 5산까지 상가적 유전효과들이 적용되었으며 VCE를 이용하여 유전 (공)분산이 추정되었다. 유전율과 유전상과 그리고 잔차상관은 R 패키지를 이용하여 계산하였다. 유량에 대한 산차간 유전 상관은 0.76에서 0.98였고, 유지방량은 0.79~0.10, 유단백질량은 0.75~1.00로 나타났다. 각 산차별 유량, 유지방량, 유단백질량은 상대적으로 낮은 유전력인 0.14~0.23, 0.13~0.20이 추정되었으며 산차에 가중치로 결합된 유전력은 각 형질에서 0.29, 0.28, 0.26로 나타났다. 본 연구에서 추정된 모수들은 국가단위 유전평가분석에 사용될 수 있을 것으로 판단된다.

Predicting the Accuracy of Breeding Values Using High Density Genome Scans

  • Lee, Deuk-Hwan;Vasco, Daniel A.
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권2호
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    • pp.162-172
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    • 2011
  • In this paper, simulation was used to determine accuracies of genomic breeding values for polygenic traits associated with many thousands of markers obtained from high density genome scans. The statistical approach was based upon stochastically simulating a pedigree with a specified base population and a specified set of population parameters including the effective and noneffective marker distances and generation time. For this population, marker and quantitative trait locus (QTL) genotypes were generated using either a single linkage group or multiple linkage group model. Single nucleotide polymorphism (SNP) was simulated for an entire bovine genome (except for the sex chromosome, n = 29) including linkage and recombination. Individuals drawn from the simulated population with specified marker and QTL genotypes were randomly mated to establish appropriate levels of linkage disequilibrium for ten generations. Phenotype and genomic SNP data sets were obtained from individuals starting after two generations. Genetic prediction was accomplished by statistically modeling the genomic relationship matrix and standard BLUP methods. The effect of the number of linkage groups was also investigated to determine its influence on the accuracy of breeding values for genomic selection. When using high density scan data (0.08 cM marker distance), accuracies of breeding values on juveniles were obtained of 0.60 and 0.82, for a low heritable trait (0.10) and high heritable trait (0.50), respectively, in the single linkage group model. Estimates of 0.38 and 0.60 were obtained for the same cases in the multiple linkage group models. Unexpectedly, use of BLUP regression methods across many chromosomes was found to give rise to reduced accuracy in breeding value determination. The reasons for this remain a target for further research, but the role of Mendelian sampling may play a fundamental role in producing this effect.

Estimation of Genetic Parameters for Economic Traits in Korean Native Chickens

  • Sang, Byung Don;Kong, Hong Sik;Kim, Hak Kyu;Choi, Chul Hwan;Kim, Si Dong;Cho, Yong Min;Sang, Byung Chan;Lee, Jun Heon;Jeon, Gwang Joo;Lee, Hak Kyo
    • Asian-Australasian Journal of Animal Sciences
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    • 제19권3호
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    • pp.319-323
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    • 2006
  • Heritabilities and genetic correlations of economic traits were estimated with a multiple-trait animal model on 5 different strains of Korea Native Chickens (KNC): Red Brown (RB), Yellow Brown (YB), Gray Brown (GB), Black (B) and White (W). The data used for this study were collected from the Daejeon branch of the National Livestock Research Institute and included 11,233 performance records and 12,729 individual animals. DFREML and SAS BASE/STAT packages were used to estimate genetic parameters and descriptive statistics. The estimated heritabilities for strain RB, YB, GB, B and W, respectively, for age at 1st egg were 0.24, 0.27, 0.12, 0.32 and 0.18; for body weight at first egg were 0.39, 0.43, 0.38, 0.52 and 0.57; for body weight at age of 270 days were 0.43, 0.51, 0.30, 0.52 and 0.67; for egg weight at first egg were 0.08, 0.13, 0.07, 0.06 and 0.07; for egg weight at age of 270 days were 0.37, 0.43, 0.22, 0.34 and 0.41; and for number of eggs laid by age of 270 days were 0.24, 0.25, 0.37, 0.36 and 0.30. The genetic and phenotypic correlations were also estimated.