• 제목/요약/키워드: Selection model

검색결과 4,074건 처리시간 0.033초

Estimation of Genetic Parameters and Trends for Length of Productive Life and Lifetime Production Traits in a Commercial Landrace and Yorkshire Swine Population in Northern Thailand

  • Noppibool, Udomsak;Elzo, Mauricio A.;Koonawootrittriron, Skorn;Suwanasopee, Thanathip
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제29권9호
    • /
    • pp.1222-1228
    • /
    • 2016
  • The objective of this research was to estimate genetic parameters and trends for length of productive life (LPL), lifetime number of piglets born alive (LBA), lifetime number of piglets weaned (LPW), lifetime litter birth weight (LBW), and lifetime litter weaning weight (LWW) in a commercial swine farm in Northern Thailand. Data were gathered during a 24-year period from July 1989 to August 2013. A total of 3,109 phenotypic records from 2,271 Landrace (L) and 838 Yorkshire sows (Y) were analyzed. Variance and covariance components, heritabilities and correlations were estimated using an Average Information Restricted Maximum Likelihood (AIREML) procedure. The 5-trait animal model contained the fixed effects of first farrowing year-season, breed group, and age at first farrowing. Random effects were sow and residual. Estimates of heritabilities were medium for all five traits ($0.17{\pm}0.04$ for LPL and LBA to $0.20{\pm}0.04$ for LPW). Genetic correlations among these traits were high, positive, and favorable (p<0.05), ranging from $0.93{\pm}0.02$ (LPL-LWW) to $0.99{\pm}0.02$ (LPL-LPW). Sow genetic trends were non-significant for LPL and all lifetime production traits. Sire genetic trends were negative and significant for LPL ($-2.54{\pm}0.65d/yr$; p = 0.0007), LBA ($-0.12{\pm}0.04piglets/yr$; p = 0.0073), LPW ($-0.14{\pm}0.04piglets/yr$; p = 0.0037), LBW ($-0.13{\pm}0.06kg/yr$; p = 0.0487), and LWW ($-0.69{\pm}0.31kg/yr$; p = 0.0365). Dam genetic trends were positive, small and significant for all traits ($1.04{\pm}0.42d/yr$ for LPL, p = 0.0217; $0.16{\pm}0.03piglets/yr$ for LBA, p<0.0001; $0.12{\pm}0.03piglets/yr$ for LPW, p = 0.0002; $0.29{\pm}0.04kg/yr$ for LBW, p<0.0001 and $1.23{\pm}0.19kg/yr$ for LWW, p<0.0001). Thus, the selection program in this commercial herd managed to improve both LPL and lifetime productive traits in sires and dams. It was ineffective to improve LPL and lifetime productive traits in sows.

A Whole Genome Association Study on Meat Quality Traits Using High Density SNP Chips in a Cross between Korean Native Pig and Landrace

  • Lee, K.T.;Lee, Y.M.;Alam, M.;Choi, B.H.;Park, M.R.;Kim, K.S.;Kim, T.H.;Kim, Jong-Joo
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제25권11호
    • /
    • pp.1529-1539
    • /
    • 2012
  • A whole genome association (WGA) study was performed to detect significant polymorphisms for meat quality traits in an $F_2$ cross population (N = 478) that were generated with Korean native pig sires and Landrace dams in National Livestock Research Institute, Songwhan, Korea. The animals were genotyped using Illumina porcine 60k SNP beadchips, in which a set of 46,865 SNPs were available for the WGA analyses on ten carcass quality traits; live weight, crude protein, crude lipids, crude ash, water holding capacity, drip loss, shear force, CIE L, CIE a and CIE b. Phenotypes were regressed on additive and dominance effects for each SNP using a simple linear regression model, after adjusting for sex, sire and slaughter stage as fixed effects. With the significant SNPs for each trait (p<0.001), a stepwise regression procedure was applied to determine the best set of SNPs with the additive and/or dominance effects. A total of 106 SNPs, or quantitative trait loci (QTL) were detected, and about 32 to 66% of the total phenotypic variation was explained by the significant SNPs for each trait. The QTL were identified in most porcine chromosomes (SSCs), in which majority of the QTL were detected in SSCs 1, 2, 12, 13, 14 and 16. Several QTL clusters were identified on SSCs 12, 16 and 17, and a cluster of QTL influencing crude protein, crude lipid, drip loss, shear force, CIE a and CIE b were located between 20 and 29 Mb of SSC12. A pleiotropic QTL for drip loss, CIE L and CIE b was also detected on SSC16. These QTL need to be validated in commercial pig populations for genetic improvement in meat quality via marker-assisted selection.

전통시장 청년몰 청년상인의 기업가정신 및 정부지원 프로그램이 창업성과에 미치는 영향 : 창업준비성, 상인과의 협력의 매개효과를 중심으로 (The Influence of Entrepreneurship and Government Support Program on the Entrepreneurship of Youth Merchants in Traditional Markets : Mediating Effects of Start-up Preparation and Collaboration with Merchants)

  • 김재현;남정민
    • 벤처창업연구
    • /
    • 제15권5호
    • /
    • pp.221-233
    • /
    • 2020
  • 본 연구는 전통시장 청년몰 청년상인의 창업성과에 영향을 미치는 요인에 관해 선행연구를 기반으로 도출된 주요 변수들의 관계를 증명하고, 결과를 바탕으로 주요 요인들 간의 관계를 실증적으로 분석하는 데 목적이 있다. 전통시장 청년몰 창업성과에 미치는 요인을 정부지원 프로그램, 기업가정신으로 구분하고 정부지원 프로그램과 창업성과 및 기업가정신과 창업성과 간의 영향력을 매개하는 변수로 창업준비성과 상인과의 협력을 설정하였다. 분석결과 기업가정신은 창업준비성에 통계적으로 유의한 정(+)의 영향을 미치는 것으로 나타났으며, 정부지원 프로그램, 기업가정신, 창업준비성은 창업성과에 유의한 정(+)의 영향을 미치는 것으로 나타났다. 또한, 연구모형의 매개효과를 검증한 결과, 기업가정신이 창업준비성을 매개하여 창업성과에 미치는 간접효과가 유의한 것으로 검증되었다. 본 연구를 통하여 정부지원 프로그램이 현재의 일관적인 지원이 아닌 청년상인의 특성을 고려하여 지원해야 함을 시사하며, 청년상인 모집과 선발, 육성단계에서 철저한 검증 및 기업가정신 및 창업준비성이 높은 청년상인을 선발해야 함을 의미한다.

Whole Genome Association Study to Detect Single Nucleotide Polymorphisms for Body Conformation Traits in a Hanwoo Population

  • Alama, M.;Lee, Y.M.;Park, B.L.;Kim, J.H.;Lee, S.S.;Shin, H.D.;Kim, K.S.;Kim, N.S.;Kim, J.J.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제24권3호
    • /
    • pp.322-329
    • /
    • 2011
  • A whole genome association (WGA) study was conducted to identify quantitative trait loci (QTL) for body conformation traits in Hanwoo cattle. The phenotypes of 497 steers were recorded from the Hanwoo Improvement Center of National Agricultural Cooperative Federation, Seosan, Korea, and analyzed using the Illumina Bovine 50 k SNP chip. A set of 35,987 SNPs that were available in the Hanwoo population was selected from the chip. After adjustments for the effects of year-season of birth, region and sire, phenotypes were regressed on each SNP using a linear regression model. Three hundred nineteen SNPs were detected for the ten conformation traits (p<0.003). For the significant SNPs, stepwise regression procedures were applied to determine best sets of markers. A total of 72 SNPs were selected (p<0.001), for which the sets of 5, 9, 10, 9, 8, 11, 4, 6, 3 and 7 SNPs were determined for height at withers, rump height, body length, chest depth, chest width, rump length, hip width, thurl width, pinbone width and heart girth, respectively. About 7-26% of the total phenotypic variation was explained by the set of SNPs for each trait. QTL for the conformation traits were harbored on most bovine chromosomes (BTAs). Four SNPs with pleiotropic effects on height at withers and rump height were detected on BTAs 3, 4, 6 and 16. A SNP with pleiotropic effects on chest width and rump length was also detected on BTA10. Two QTL regions, i.e. between 87 and 97 Mb in BTA3 and between 41 and 44 Mb in BTA7, were found, in which SNPs were detected for the five and three conformation traits, respectively. The detected SNPs need to be validated in other Hanwoo populations for commercial application to the genetic improvement of conformation characteristics in Hanwoo via marker-assisted selection (MAS).

Association of UDP-galactose-4-epimerase with milk protein concentration in the Chinese Holstein population

  • Li, Cong;Cai, Wentao;Liu, Shuli;Zhou, Chenghao;Cao, Mingyue;Yin, Hongwei;Sun, Dongxiao;Zhang, Shengli;Loor, Juan J.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제33권11호
    • /
    • pp.1725-1731
    • /
    • 2020
  • Objective: An initial RNA-Sequencing study revealed that UDP-galactose-4-epimerase (GALE) was one of the most promising candidates for milk protein concentration in Chinese Holstein cattle. This enzyme catalyzes the interconversion of UDP-galactose and UDP-glucose, an important step in galactose catabolism. To further validate the genetic effect of GALE on milk protein traits, genetic variations were identified, and genotypes-phenotypes associations were performed. Methods: The entire coding region and the 5'-regulatory region (5'-UTR) of GALE were re-sequenced using pooled DNA of 17 unrelated sires. Association studies for five milk production traits were performed using a mixed linear animal model with a population encompassing 1,027 Chinese Holstein cows. Results: A total of three variants in GALE were identified, including two novel variants (g.2114 A>G and g.2037 G>A) in the 5'-UTR and one previously reported variant (g.3836 G>C) in an intron. All three single nucleotide polymorphisms (SNPs) were associated with milk yield (p<0.0001), fat yield (p = 0.0006 to <0.0001), protein yield (p = 0.0232 to <0.0001) and protein percentage (p<0.0001), while no significant associations were detected between the SNPs and fat percentage. A strong linkage disequilibrium (D' = 0.96 to 1.00) was observed among all three SNPs, and a 5 Kb haplotype block involving three main haplotypes with GAG, AGC, and AGG was formed. The results of haplotype association analyses were consistent with the results of single locus association analysis (p<0.0001). The phenotypic variance ratio above 3.00% was observed for milk protein yield that was explained by SNP-g.3836G >C. Conclusion: Overall, our findings provided new insights into the polymorphic variations in bovine GALE gene and their associations with milk protein concentration. The data indicate their potential uses for marker-assisted breeding or genetic selection schemes.

실증 목업의 구축 및 데이터의 통계적 분석을 통한 건물일체형 태양광 발전시스템의 전력발전 향상 설계 (BIPV System Design to Enhance Electric Power Generation by Building up a Demonstration Mock-up and Analyzing Statistical Data)

  • 이승준;이재천
    • 한국산학기술학회논문지
    • /
    • 제19권6호
    • /
    • pp.587-599
    • /
    • 2018
  • 건물일체형 태양광 발전(BIPV) 시스템은 태양광 모듈을 건축부자재와 결합하여 설치함으로써 주거, 보관, 경제성 요소 등의 건축물 기능을 만족시키면서도 태양광 발전기능을 동시에 수행하기 위한 통합시스템이다. 시스템 통합으로 인해 얻게 되는 장점이 있지만, 태양광 발전기능을 극대화할 수 있는 설계가 필요하다. 선행연구로서 컴퓨터 시뮬레이션과 실증으로 여러 가지 설계요소들이 발전성능에 미치는 영향분석 결과들이 발표되었지만, 발전성능 분석의 부정확성, 설계요소 간의 관계분석의 미흡, 제한된 실증 범위 등이 문제점으로 남아 있다. 이 문제를 해결하기 위해 본 논문에서는 먼저 발전성능을 실증으로 평가할 수 있도록 목업 시험동을 설계 및 구축하고, 실증시스템 운영에서 획득한 데이터의 통계분석을 수행한 결과를 바탕으로 설계 방안을 연구한다. 구체적으로 주요 설계요소로서 모듈의 종류(c-Si, a-Si), 설치각도($90^{\circ}$, $75^{\circ}$, $30^{\circ}$, $15^{\circ}$, $3^{\circ}$), 설치방향(서향, 남서향, 남향, 남동향, 동향) 등을 선택하였다. 선택된 설계요소들의 발전성능에 대한 영향을 분석하기 위해, 1년간의 운영 데이터를 획득하여 통계적인 기법으로 데이터의 유효성을 검증하였으며, 또한 다양한 설계요소들 사이의 관계분석을 통하여 발전성능이 최적화되는 설계안을 제시하였다. 이 연구결과는 향후 BIPV 시스템의 적용성 여부에 대해 판단할 때, 그리고 BIPV 시스템을 설계할 때 설계요소들의 최적 선택에 대한 자료가 될 수 있다.

단축형 종결 욕구의 타당화 (Validation of the Need for Closure Scale-Short Form)

  • 김은경
    • 한국산학기술학회논문지
    • /
    • 제21권10호
    • /
    • pp.166-173
    • /
    • 2020
  • 이 연구의 목적은 인지적 종결 욕구를 측정하는 단축형 종결 욕구 척도(NFCS-SF: Need for Closure Scale-Short Form)를 타당화하기 위함이었다. 참가자들은 인지적 종결 욕구, 불확실성에 대한 인내력 부족, 우울과 불안 설문지를 작성하였다. 2017년 5월~7월 동안 수집된 536개의 자료 중, 총 495명의 참가자의 자료를 SPSS 20.0과 M-Plus로 분석하였다. 연구결과는 다음과 같다. 첫째, 탐색적 요인분석 결과를 토대로 각 하위 영역에서 3문항을 선정하여 15문항의 NFCS-SF를 구성하였다. 둘째, NFCS-SF의 내적 일치도가 양호했다(연구 1, Cronbach's α=.85; 연구 2, Cronbach's α=.84). 셋째, 확인적 요인분석 결과 5요인 구조가 지지되었다(χ2(80)=178.34, p<.001, CFI=.87, TLI=.83, RMSEA=.07, SRMR=.08). 넷째, NFCS-SF는 NFCS(r=.86, p<.01) 뿐 아니라 불확실성에 대한 인내력 부족(r=.58, p<.01), 우울(r=.16, p<.05)과 불안(상태 불안, r=.31, p<.01; 특성 불안, r=.29, p<.01) 척도와의 상관이 유의하였다. 이러한 연구결과를 토대로, 연구의 의의 및 한계와 후속 연구를 위한 제안을 토의하였다.

Effect of Experience, Education, Record Keeping, Labor and Decision Making on Monthly Milk Yield and Revenue of Dairy Farms Supported by a Private Organization in Central Thailand

  • Yeamkong, S.;Koonawootrittriron, S.;Elzo, M.A.;Suwanasopee, T.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제23권6호
    • /
    • pp.814-824
    • /
    • 2010
  • The objective of this research was to assess the effect of experience, education, record keeping, labor, and decision making on monthly milk yield per farm (MYF), monthly milk yield per cow (MYC), monthly milk revenue per farm (MRF), and monthly revenue per cow (MRC) of dairy farms supported by a private organization in Central Thailand. The dataset contained 34,082 monthly milk yield and revenue records collected from January 2004 to December 2008 on 497 farms, and information on individual farmer experience and education, record keeping, and decision making obtained with a questionnaire. Farmer experience categories were i) no experience, ii) one year, iii) two to five years, iv) six to ten years, v) eleven to fifteen years, vi) sixteen to twenty years, and vii) more than twenty years. Farmer education categories were i) no education or primary school, ii) high school, and iii) bachelor or higher degree. Record keeping categories were: i) no records and ii) kept records. Labor categories were: i) family, ii) hired people, and iii) family and hired people. Decision making categories were: i) decisions made by farmers themselves, ii) decisions made with help from government officials, and iii) decisions made with help from organization staff. The mixed linear model contained the fixed effects of year-season, farm location-farm size subclass, experience, education, record keeping, labor, and decision making on sire selection, and the random effects of farm and residual. Results showed that longer experience increased (p<0.05) monthly milk yield (MYF and MYC) and revenue (MRF and MRC). Farms that hired people produced the highest (p<0.05) monthly milk yield (MYF and MYC) and revenue (MRF and MRC), followed by farms that used family, and the lowest values were for farms that used both family and hired people. Better educated farmers produced more MYC and MRC (p<0.05) than lower educated farmers. Farms that kept records had higher MYF and MRF (p<0.05) than those without records. Although differences among farms were non-significant, farms that received help from the organization staff had higher monthly milk yield (MYF and MYC) and revenue (MRF and MRC) than those that decided by themselves or with help from government officials. These findings suggested that dairy farmers needed systematic training and continuous support to improve farm milk production and revenues in a sustainable manner.

Variance Components and Genetic Parameters for Milk Production and Lactation Pattern in an Ethiopian Multibreed Dairy Cattle Population

  • Gebreyohannes, Gebregziabher;Koonawootrittriron, Skorn;Elzo, Mauricio A.;Suwanasopee, Thanathip
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제26권9호
    • /
    • pp.1237-1246
    • /
    • 2013
  • The objective of this study was to estimate variance components and genetic parameters for lactation milk yield (LY), lactation length (LL), average milk yield per day (YD), initial milk yield (IY), peak milk yield (PY), days to peak (DP) and parameters (ln(a) and c) of the modified incomplete gamma function (MIG) in an Ethiopian multibreed dairy cattle population. The dataset was composed of 5,507 lactation records collected from 1,639 cows in three locations (Bako, Debre Zeit and Holetta) in Ethiopia from 1977 to 2010. Parameters for MIG were obtained from regression analysis of monthly test-day milk data on days in milk. The cows were purebred (Bos indicus) Boran (B) and Horro (H) and their crosses with different fractions of Friesian (F), Jersey (J) and Simmental (S). There were 23 breed groups (B, H, and their crossbreds with F, J, and S) in the population. Fixed and mixed models were used to analyse the data. The fixed model considered herd-year-season, parity and breed group as fixed effects, and residual as random. The single and two-traits mixed animal repeatability models, considered the fixed effects of herd-year-season and parity subclasses, breed as a function of cow H, F, J, and S breed fractions and general heterosis as a function of heterozygosity, and the random additive animal, permanent environment, and residual effects. For the analysis of LY, LL was added as a fixed covariate to all models. Variance components and genetic parameters were estimated using average information restricted maximum likelihood procedures. The results indicated that all traits were affected (p<0.001) by the considered fixed effects. High grade $B{\times}F$ cows (3/16B 13/16F) had the highest least squares means (LSM) for LY ($2,490{\pm}178.9kg$), IY ($10.5{\pm}0.8kg$), PY ($12.7{\pm}0.9kg$), YD ($7.6{\pm}0.55kg$) and LL ($361.4{\pm}31.2d$), while B cows had the lowest LSM values for these traits. The LSM of LY, IY, YD, and PY tended to increase from the first to the fifth parity. Single-trait analyses yielded low heritability ($0.03{\pm}0.03$ and $0.08{\pm}0.02$) and repeatability ($0.14{\pm}0.01$ to $0.24{\pm}0.02$) estimates for LL, DP and parameter c. Medium heritability ($0.21{\pm}0.03$ to $0.33{\pm}0.04$) and repeatability ($0.27{\pm}0.02$ to $0.53{\pm}0.01$) estimates were obtained for LY, IY, PY, YD and ln(a). Genetic correlations between LY, IY, PY, YD, ln(a), and LL ranged from 0.59 to 0.99. Spearman's rank correlations between sire estimated breeding values for LY, LL, IY, PY, YD, ln(a) and c were positive (0.67 to 0.99, p<0.001). These results suggested that selection for IY, PY, YD, or LY would genetically improve lactation milk yield in this Ethiopian dairy cattle population.

Genetic correlations between first parity and accumulated second to last parity reproduction traits as selection aids to improve sow lifetime productivity

  • Noppibool, Udomsak;Elzo, Mauricio A.;Koonawootrittriron, Skorn;Suwanasopee, Thanathip
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제30권3호
    • /
    • pp.320-327
    • /
    • 2017
  • Objective: The objective of this research was to estimate genetic correlations between number of piglets born alive in the first parity (NBA1), litter birth weight in the first parity (LTBW1), number of piglets weaned in the first parity (NPW1), litter weaning weight in the first parity (LTWW1), number of piglets born alive from second to last parity (NBA2+), litter birth weight from second to last parity (LTBW2+), number of piglets weaned from second to last parity (NPW2+) and litter weaning weight from second to last parity (LTWW2+), and to identify the percentages of animals (the top 10%, 25%, and 50%) for first parity and sums of second and later parity traits. Methods: The 9,830 records consisted of 2,124 Landrace (L), 724 Yorkshire (Y), 2,650 LY, and 4,332 YL that had their first farrowing between July 1989 and December 2013. The 8-trait animal model included the fixed effects of first farrowing year-season, additive genetic group, heterosis of the sow and the litter, age at first farrowing, and days to weaning (NPW1, LTWW1, NPW2+, and LTWW2+). Random effects were animal and residual. Results: Heritability estimates ranged from $0.08{\pm}0.02$ (NBA1 and NPW1) to $0.29{\pm}0.02$ (NPW2+). Genetic correlations between reproduction traits in the first parity and from second to last parity ranged from $0.17{\pm}0.08$ (LTBW1 and LTBW2+) to $0.67{\pm}0.06$ (LTWW1 and LTWW2+). Phenotypic correlations between reproduction traits in the first parity and from second to last parity were close to zero. Rank correlations between LTWW1 and LTWW2+ estimated breeding value tended to be higher than for other pairs of traits across all replacement percentages. Conclusion: These rank correlations indicated that selecting boars and sows using genetic predictions for first parity reproduction traits would help improve reproduction traits in the second and later parities as well as lifetime productivity in this swine population.