• 제목/요약/키워드: Quantitative Trait Loci (QTL) Mapping

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Genomic Tools and Their Implications for Vegetable Breeding

  • Phan, Ngan Thi;Sim, Sung-Chur
    • 원예과학기술지
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    • 제35권2호
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    • pp.149-164
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    • 2017
  • Next generation sequencing (NGS) technologies have led to the rapid accumulation of genome sequences through whole-genome sequencing and re-sequencing of crop species. Genomic resources provide the opportunity for a new revolution in plant breeding by facilitating the dissection of complex traits. Among vegetable crops, reference genomes have been sequenced and assembled for several species in the Solanaceae and Cucurbitaceae families, including tomato, pepper, cucumber, watermelon, and melon. These reference genomes have been leveraged for re-sequencing of diverse germplasm collections to explore genome-wide sequence variations, especially single nucleotide polymorphisms (SNPs). The use of genome-wide SNPs and high-throughput genotyping methods has led to the development of new strategies for dissecting complex quantitative traits, such as genome-wide association study (GWAS). In addition, the use of multi-parent populations, including nested association mapping (NAM) and multiparent advanced generation intercross (MAGIC) populations, has helped increase the accuracy of quantitative trait loci (QTL) detection. Consequently, a number of QTL have been discovered for agronomically important traits, such as disease resistance and fruit traits, with high mapping resolution. The molecular markers for these QTL represent a useful resource for enhancing selection efficiency via marker-assisted selection (MAS) in vegetable breeding programs. In this review, we discuss current genomic resources and marker-trait association analysis to facilitate genome-assisted breeding in vegetable species in the Solanaceae and Cucurbitaceae families.

Characterization of Quantitative Trait Loci (QTL) for Growth using Genome Scanning in Korean Native Pig

  • Lee, H.K.;Choi, I.S.;Choi, B.H.;Kim, T.H.;Jung, I.J.
    • Reproductive and Developmental Biology
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    • 제28권2호
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    • pp.107-112
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    • 2004
  • Molecular genetic markers were genotyped used to detect chromosomal regions which contain economically important traits such as growth traits in pigs. Three generation resource population was constructed from a cross between the Korean native boars and Landrace sows. A total of 193 F2 animals from intercross of F1 were produced. Phenotypic data on 7 traits, birth weight, body weight at 3, 5, 12, 30 weeks of age, live empty weight were collected for F2 animals. Animals including grandparents (F0), parents (F1), offspring (F2) were genotyped for 194 microsatellite markers covering from chromosome 1 to 18. Quantitative trait locus analyses were performed using interval mapping by regression under line-cross model. To characterize presence of imprinting, genetic full model in which dominance, additive and imprinting effect were included was fitted in this analysis. Significance thresholds were determined by permutation test. Using imprinting full model, four QTL with expression of imprinted effect were detected at 5% chromosome-wide significance level for growth traits on chromosome 1, 5, 7, 13, 14, and 16.

닭의 육질 개량을 위한 육색 관련 양적형질좌위 및 연관마커에 관한 고찰: 총설 (Quantitative Trait Locus and Association Studies affecting Meat Colors in Chicken : Review)

  • 서동원;이준헌
    • 한국가금학회지
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    • 제42권4호
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    • pp.315-325
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    • 2015
  • 최근 소비자의 소득 수준이 향상되고, 육제품의 다원화 성향이 증가하면서 가축개량은 과거 성장 및 육량 중심의 개량에서 품질 중심의 개량으로 중심이 이동하고 있다. 특히, 식육의 품질 중에서 육색은 소비자가 식육을 선택 및 질을 판단하는 기준으로 작용하기 때문에 매우 중요한 형질이라고 볼 수 있다. 경제적으로 유용한 형질은 대부분 측정가능한 연속변이에 해당하고, 이러한 형질은 대부분 여러 유전자가 형질에 영향을 미치는 양적형질 좌위(Quantitative Trait Loci;QTL)에 속한다. Chicken QTL db에 보고된 닭의 육색형질과 관련된 형질들은 육색(Bco, Mco), 가열감량(DL), pH가 보고되어 있으며, 이는 닭의 13개 염색체에서 33개 QTL 및 association 영역이 보고되고 있다. 이 중에서 육색관련 후보 유전자는 APP, BCMO1, COL1A2, FTO, KPNA2, PSMD12, G0S2, FTSJ3가 있으며, 가열감량관련 후보유전자는 AGRP, FTO, pH와 관련된 후보유전자는 GALNT1, PCDH19, DIAPH1, SPP2 유전자로 총 14개 유전자가 확인되었다. 이렇게 확인된 후보유전자 및 QTL 연구결과는 한국재래닭에 적용 및 활용 가능성을 확인해 볼 필요가 있으며, 이러한 적용은 낮은 성장속도의 단점을 가진 한국재래닭의 개발에 있어 품질의 개량속도를 높여 산업적 가치를 빠르게 끌어올릴 수 있는 중요한 표지인자가 될 수 있을 것으로 사료된다.

Detection of Imprinted Quantitative Trait Loci (QTL) for Growth Traits in Pigs

  • Lee, H.K.;Lee, S.S.;Kim, T.H.;Jeon, G.J.;Jung, H.W.;Shin, Y.S.;Han, J.Y.;Choi, B.H.;Cheong, I.C.
    • Asian-Australasian Journal of Animal Sciences
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    • 제16권8호
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    • pp.1087-1092
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    • 2003
  • As an experimental reference population, crosses between Korean native pig and Landraces were established and information on growth traits was recorded. Animals were genotyped for 24 microsatellite markers covering chromosomes 2, 6, and 7 for partial-genome scan to identify chromosomal regions that have effects on growth traits. quantitative trait loci (QTL) effects were estimated using interval mapping by the regression method under the line cross models with a test for imprinting effects. For test of presence of QTL, chromosome-wide and single position significance thresholds were estimated by permutation test and normal significance threshold for the imprinting test were derived. For tests against the Mendelian model, additive and dominance coefficients were permuted within individuals. Thresholds (5% chromosome-wide) against the no-QTL model for the analyzed traits ranged from 4.57 to 4.99 for the Mendelian model and from 4.14 to 4.67 for the imprinting model, respectively. Partial-genome scan revealed significant evidence for 4 QTL affecting growth traits, and 2 out of the 4 QTLs were imprinted. This study demonstrated that testing for imprinting should become a standard procedure to unravel the genetic control of multi-factorial traits. The models and tests developed in this study allowed the detection and evaluation of imprinted QTL.

연관지도를 이용한 새우난초, 금새우난초, 변이종의 화색의 유전분석 (Genetic Analysis of Flower Color Traits in Calanthe discolor, C. sieboldii, and Variants Using Molecular Linkage Map)

  • 조동훈;정미영;지선옥;김창길;정재동;김경민
    • 생명과학회지
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    • 제19권9호
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    • pp.1239-1244
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    • 2009
  • 본 연구는 제주도에서 자생하는 새우난초 3개체, 금새우난초 3개체 그리고 변이종 14개체를 포함하여 총 20개체를 화색에 따라 분류하고 유전자지도를 작성하여 QTL분석을 하였다. 화색은 새우난초가 어두운 자색으로 CIE Lab값이 $40{\sim}50$ 정도였으며, 금새우난초는 황색으로 $110{\sim}130$ 정도였고, 변이종 개체들은 새우난초와 유사하거나 다소 높았다. PCR 결과 얻은 polymorphism이 인정되는 154개 marker에 대한 분리비 적합도 검정에서 51개 marker에서 5% 수준의 유의성이 인정되었으며, 유의성이 인정된 51개 marker 중에서 새우난초 type은 37개, 금새우난초 type은 14개 였다. Polymorphism이 인정된 154개 marker에 대하여 MAPL program을 이용하여 이들 marker 상호간의 연관관계를 분석한 결과는 16개의 연관군과 1개의 독립군으로 구분되었으며, 이들 연관군에 대한 분자연관지도는 전체 group의 크기가 220.4 cM (centi Morgan)이고, marker간의 평균거리는 3.3 cM이었다. 양적 형질에 대한 분자연관지도상의 QTL 분석 결과, LOD 3.0 이상인 화색과 설판색의 QTL은 각각 3개와 1개였다. 이상에서 얻어진 자료는 새우난초 속의 화색 연구에 도움이 될 것으로 사료된다.

Identification of the quantitative trait loci (QTL) for seed protein and oil content in soybean.

  • Jeong, Namhee;Park, Soo-Kwon;Ok, Hyun-Choong;Kim, Dool-Yi;Kim, Jae-Hyun;Choi, Man-Soo
    • 한국작물학회:학술대회논문집
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    • 한국작물학회 2017년도 9th Asian Crop Science Association conference
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    • pp.148-148
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    • 2017
  • Soybean is an important economical resource of protein and oil for human and animals. The genetic basis of seed protein and oil content has been separately characterized in soybean. However, the genetic relationship between seed protein and oil content remains to be elucidated. In this study, we used a combined analysis of phenotypic correlation and linkage mapping to dissect the relationship between seed protein and oil content. A $F_{10:11}$ RIL population containing 222 lines, derived from the cross between two Korean soybean cultivars Seadanbaek as female and Neulchan as male parent, were used in this experiment. Soybean seed analyzed were harvested in three different experimental environments. A genetic linkage map was constructed with 180K SoyaSNP Chip and QTLs of both traits were analyzed using the software QTL IciMapping. QTL analyses for seed protein and oil content were conducted by composite interval mapping across a genome wide genetic map. This study detected four major QTL for oil content located in chromosome 10, 13, 15 and 16 that explained 13.2-19.8% of the phenotypic variation. In addition, 3 major QTL for protein content were detected in chromosome 10, 11 and 16 that explained 40.8~53.2% of the phenotypic variation. A major QTLs was found to be associated with both seed protein and oil content. A major QTL were mapped to soybean chromosomes 16, which were designated qHPO16. These loci have not been previously reported. Our results reveal a signi cant genetic relationship between seed protein and oil fi content traits. The markers linked closely to these major QTLs may be used for selection of soybean varieties with improved seed protein and oil content.

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Identification of Quantitative Traits Loci (QTL) Affecting Growth Traits in Pigs

  • Kim, T.H.;Choi, B.H.;Lee, H.K;Park, H.S.;Lee, H.Y.;Yoon, D.H.;Lee, J.W.;Jeong, G.J.;Cheong, I.C.;Oh, S.J.;Han, J.Y.
    • Asian-Australasian Journal of Animal Sciences
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    • 제18권11호
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    • pp.1524-1528
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    • 2005
  • Molecular genetic markers were used to detect chromosomal regions which contain economically important traits such as growth, carcass, and meat quality traits in pigs. A three generation resource population was constructed from a cross between Korean native boars and Landrace sows. A total of 240 F2 animals from intercross of F1 was produced. Phenotypic data on 17 traits, birth weight, body weights at 3, 5, 12, and 30 weeks of age, teat number, carcass weight, backfat thickness, body fat, backbone number, muscle pH, meat color, drip loss, cooking loss, water holding capacity, shear force, and intramuscular fat content were collected for F2 animals. Animals including grandparents (F0), parents (F1), and offspring (F2) were genotyped for 80 microsatellite markers covering from chromosome 1 to 10. Least squares regression interval mapping was used for quantitative trait loci (QTL) identification. Significance thresholds were determined by permutation tests. A total of 10 QTL were detected at 5% chromosome-wide significance levels for growth traits on SSCs 2, 4, 5, 6, and 8.

한국 재래닭 경제형질 관련 QTL 탐색 및 표지유전자 개발

  • 이학교;공홍식;이승수;정호영;조창연;상병돈;최철환;김학규
    • 한국가금학회:학술대회논문집
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    • 한국가금학회 2003년도 제20차 정기총회 및 학술발표회
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    • pp.135-137
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    • 2003
  • 본 연구는 한국 재래닭에 대한 유전적 특성에 근거한 표지유전자 및 재래닭 특이유전자와 경제형질간의 연관성을 분석하고자 실시하였다. 연구의 수행을 위해 DNA 초위성체에 의한 경제형질 연관 QTL 지도를 작성하는 것을 목표로 하며, 실험재료로서는 현재 국내의 재래닭을 계통화하여 개량하고 있는 집단으로부터 QTL mapping을 위한 기준집단을 조성하여 이들로부터 경제형질을 조사하고 특정 경제형질 연관 QTL을 탐색하기 위한 연구 설계 및 기준집단을 조성하였다.

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분자마커를 활용한 옥수수 육종 (Genetic Improvement of Maize by Marker-Assisted Breeding)

  • 김재윤;문준철;백성범;권영업;송기태;이병무
    • 한국작물학회지
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    • 제59권2호
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    • pp.109-127
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    • 2014
  • Maize is one of the most important food and feed crops in the world including Southeast Asia. In spite of numberous efforts with conventional breeding, the maize productions remain low and the loss of yields by drought and downy mildew are still severe in Asia. Genetic improvement of maize has been performed with molecular marker and genetic engineering. Because maize is one of the most widely studied crop for its own genome and has tremendous diversity and variant, maize is considered as a forefront crop in development and estimation of molecular markers for agricultural useful trait in genetics and breeding. Using QTL (Quantitative Trait Loci) and MAS (Marker Assisted Breeding), molecular breeders are able to accelerate the development of drought tolerance or downy mildew resistance maize genotype. The present paper overviews QTL/MAS approaches towards improvement of maize production against drought and downy mildew. We also discuss here the trends and importance of molecular marker and mapping population in maize breeding.

Identification of Candidate Genes Associated with Beef Marbling Using QTL and Pathway Analysis in Hanwoo (Korean Cattle)

  • Park, Hye-Sun;Seo, Seong-Won;Cho, Yong-Min;Oh, Sung-Jong;Seong, Hwan-Hoo;Lee, Seung-Hwan;Lim, Da-Jeong
    • Asian-Australasian Journal of Animal Sciences
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    • 제25권5호
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    • pp.613-620
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    • 2012
  • Marbling from intramuscular fat is an important trait of meat quality and has an economic benefit for the beef industry. Quantitative trait loci (QTL) fine mapping was performed to identify the marbling trait in 266 Hanwoo steers using a 10K single nucleotide polymorphism panel with the combined linkage and linkage disequilibrium method. As a result, we found nine putative QTL regions for marbling: three on BTA6, two on BTA17, two on BTA22, and two on BTA29. We detected candidate genes for marbling within 1 cM of either side of the putative QTL regions. Additionally, to understand the functions of these candidate genes at the molecular level, we conducted a functional categorization using gene ontology and pathway analyses for those genes involved in lipid metabolism or fat deposition. In these putative QTL regions, we found 95 candidate genes for marbling. Using these candidate genes, we found five genes that had a direct interaction with the candidate genes. We also found SCARB1 as a putative candidate gene for marbling that involves fat deposition related to cholesterol transport.