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        The comparative gene expression concern to the seed pigmentation in maize (Zea mays L.)

        Sa, Kyu Jin,Choi, Ik-Young,Lee, Ju Kyong Korea Genome Organization 2020 Genomics & informatics Vol.18 No.3

        Maize seed pigmentation is one of the important issue to develop maize seed breeding. The differently gene expression was characterized and compared for three inbred lines, such as the pigment accumulated seed (CM22) and non-pigmented seed (CM5 and CM19) at 10 days after pollination. We obtained a total of 63,870, 82,496, and 54,555 contigs by de novo assembly to identify gene expression in the CM22, CM5, and CM19, respectably. In differentially expressed gene analysis, it was revealed that 7,044 genes were differentially expressed by at least two-fold, with 4,067 upregulated in colored maize inbred lines and 2,977 upregulated in colorless maize inbred lines. Of them,18 genes were included to the anthocyanin biosynthesis pathways, while 15 genes were upregulated in both CM22/5 and CM22/19. Additionally, 37 genes were detected in the metabolic pathway concern to the seed pigmentation by BINs analysis using MAPMAN software. Finally, these differently expressed genes may aid in the research on seed pigmentation in maize breeding programs.

      • SCOPUSKCI등재
      • KCI등재

        Genetic Diversity and Association Analyses of Canadian Maize Inbred Lines with Agronomic Traits and Simple Sequence Repeat Markers

        ( Kyu Jin Sa ),( Tak Ki Hong ),( Ju Kyong Lee ) 한국육종학회 2018 Plant Breeding and Biotechnology Vol.6 No.2

        We evaluated genetic diversity and population structure in 32 Canadian maize inbred lines and performed association analysis for five agronomical traits and 50 simple sequence repeat (SSR) markers. Genetic diversity analysis revealed a total of 381 alleles at the 50 SSR loci. The average number of alleles per locus was 7.6. The average genetic diversity and polymorphic information content values were 0.709 and 0.676, respectively. The average major allele frequency was 0.414. Population structure analysis indicated that these maize inbred lines were comprised of four major groups and one admixed group based on a membership probability threshold of 0.80. A general linear model showed 20 marker-trait associations involving 12 SSR markers associated with the four agronomic traits except for leaf length. For these marker-trait associations, phi056, mmc0022, bnlg1621, bnlg1695, phi116, and bnlg1028 were associated with only one trait. The other nc005, bnlg1012, phi065, and umc1982 were associated with two traits. Two SSR markers, mmc0111 and umc1038, were associated with three traits. These results will help in optimizing the choice of parents for crossing combinations, as well as in selecting markers for marker-assisted selection for maize improvement.

      • KCI등재

        Comparative Gene Expression Analysis of Seed Development in Waxy and Dent Corn (Zea mays L.)

        ( Kyu Jin Sa ),( Ik-young Choi ),( Dae Hyun Park ),( Ju Kyong Lee ) 한국육종학회 2018 Plant Breeding and Biotechnology Vol.6 No.4

        We used Illumina/HiSeq sequencing for analysis of gene expression profiling among four maize seed types (dent, CM3 and CM6; waxy, CM5 and CM19) at 10 DAP (days after pollination). A total of 88,993,000 (CM3), 103,817,340 (CM6), 103,139,640 (CM5), and 66,978,958 (CM19) sequence reads were generated with read lengths of about 0.9, 1.0, 1.0, and 0.7 billion bp, respectively. We obtained 69.1 (CM3), 71.0 (CM6), 71.2 (CM5), and 71.8% (CM19) high quality reads from the raw data and compared them with reference RNA sequences in a public DB (NCBI). It was revealed that mapped reads were 58%, 63%, 62%, and 62% of the EST reference in CM3, CM6, CM5 and CM19, respectively; and more than 51,000 genes were expressed based on RPKM criteria (over 0.25 value) in each CM3, CM6, CM5, and CM19 inbred line. In differentially expressed gene (DEG) analysis, we found that 3,527 genes were differentially expressed by at least two-fold with 1,709 upregulated in the two waxy inbred lines and 1,818 upregulated in the two dent inbred lines. We also detected genes for the sucrose and starch biosynthesis pathways based on BINs, and different expression patterns between waxy and dent inbred lines were shown for the gene set for starch synthesis, such as sh2, bt2, du1, wx1, and ae1. Although some genes were more expressed in dent lines, most genes for starch synthesis were much expressed in waxy lines. Especially, there was greater expression of the sus2 gene in both waxy lines compared with the dent lines.

      • SCOPUSKCI등재

        Association analysis and population structure of flowering-related traits in super sweet corn inbred lines with simple sequence repeat markers

        Sa, Kyu Jin,Ko, Woo Ri,Kim, O. Gyeom,Ma, Shi Jun,Choi, Hong-Jib,Lee, Ju Kyong 한국유전학회 2016 Genes & Genomics Vol.38 No.9

        <P>This study assessed the genetic and phenotypic variation of 90 super sweet corn inbred lines and performed association analyses of six agronomical traits using 100 simple sequence repeats (SSR), ultimately detecting 590 alleles, with an average of 5.90 alleles per locus. The average genetic diversity and Polymorphism information content values were 0.54 and 0.50, respectively. Using population structure analysis, inbred lines were divided into three major groups and one admixed group. Association analysis was performed with a general linear model using a Q-matrix (Q GLM) and a mixed linear model using Q and K-matrices (Q + K MLM). Q GLM found 33 marker-trait associations involving 20 SSR markers that were associated with six agronomic traits. Q + K MLM identified four marker-trait associations involving three markers that were associated with traits of days of tasseling (DT) and days of silking (DS). Q GLM and Q + K MLM detected four significant marker-trait associations (SMTAs), with a level of significance of P < 0.01. In overlapping SMTAs, phi051 was associated with DT, umc1708 was associated with DS, and umc2341 was associated with two traits: DT and DS. The detection of loci associated with traits in this study may provide greater opportunities to improve quality by marker-assisted selection (MAS). Finally, these results will be helpful for breeders in choosing parental lines for crossing combinations as well as markers for using MAS in super sweet corn breeding programs in Korea.</P>

      • Genetic diversity and population structure between cultivated types of Perilla crop and their weedy types in East and Southeast Asia revealed by SSR markers

        Jin-Ah Kim,Kyu Jin Sa,Ju Kyong Lee 한국육종학회 2012 한국육종학회 심포지엄 Vol.2012 No.07

        In this study, 18 simple sequence repeat (SSR) primer sets were used to analyze the genetic diversity, genetic relationships, and population structure among 96 accessions of the two cultivated types of Perilla crop and their weedy types in East and Southeast Asia. A total of 168 alleles were identified at all the loci with an average of 9.3 and a range between 3 and 18 alleles per locus. Of the 168 alleles, 21 alleles (12.5%) were private, 67 alleles (39.9%) were rare (frequency < 0.05), 96 alleles (57.1%) were detected at an intermediate frequency (range, 0.05 - 0.50), and five alleles (3.0%) were abundant (frequency > 0.50), respectively. The gene diversity values varied from 0.443 to 0.898 with an average of 0.749. The PIC values varied from 0.397 to 0.890 with an average of 0.721. The gene diversity of each locus for accessions of cultivated var. frutescens, weedy var. frutescens, cultivated var. crispa, and weedy var. crispa were respectively showed 0.662, 0.744, 0.540, and 0.584. On the analysis of population structure using software program STRUCTURE 2.2, the 96 Perilla accessions were divided into Groups I, II, and admixed group. The phylogenetic tree revealed that the 96 accessions cluster into three major groups. No clear geographic structure and also between two cultivated types of Perilla crop and their weedy types were detected. The present study has demonstrated the utility of SSR analysis for the study of genetic diversity, genetic relationships and population structure among 96 accessions of the two cultivated types of Perilla crop and their weedy types in East and Southeast Asia. In our study, SSR markers helped improve our understanding of the genetic diversity, genetic relationships, and population structure of the two cultivated types of P. frutescens and their weedy types in East and Southeast Asia.

      • KCI등재

        Mapping of QTL for agronomic traits using high-density SNPs with an RIL population in maize

        Sa Kyu Jin,Choi Ik-Young,Park Jong Yeol,Choi Jae‑Keun,Ryu Si‑Hwan,이주경 한국유전학회 2021 Genes & Genomics Vol.43 No.12

        Background Genome wide association studies (GWAS) have been widely used to identify QTLs underlying quantitative traits in humans and animals, and they have also become a popular method of mapping QTLs in many crops, including maize. Advances in high-throughput genotyping technologies enable construction of high-density linkage maps using SNP markers. Objectives High-density genetic mapping must precede to fnd molecular markers associated with a particular trait. The objectives of this study were to (1) construct a high-density linkage map using SNP markers and (2) detect the QTLs for grain yield and quality related traits of the Mo17/KW7 RIL population. Methods In this study, two parental lines, Mo17 (normal maize inbred line) and KW7 (waxy inbred line) and 80 F7:8 lines in the Mo17/KW7 RIL population were genotyped using the MaizeSNP50 BeadChip, an Illumina BeadChip array of 56,110 maize SNPs. Marker integration and detection of QTLs was performed using the inclusive composite interval mapping (ICIM) method within the QTL IciMapping software. Results This study was genotyped using the Illumina MaizeSNP50 BeadChip for maize Mo17/KW7 recombinant inbred line (RIL) population. The 2904 SNP markers were distributed along all 10 maize chromosomes. The total length of the linkage map was 3553.7 cm, with an average interval of 1.22 cm between SNPs. A total of 18 QTLs controlling eight traits were detected in the Mo17/KW7 RIL population. Three QTLs for plant height (PH) were detected on chromosomes 4 and 8 and showed from 16.01% (qPH8) to 19.85% (qPH4a) of phenotypic variance. Five QTLs related to ear height (EH) were identifed on chromosomes 3, 4, and 6 and accounted for 3.79% (qEH6) to 27.57% (qEH4b) of phenotypic variance. Five QTLs related to water content (WC) on chromosomes 1, 4, 8, and 9 accounted for 9.55% (qWC8b) to 23.30% (qWC4) of phenotypic variance. One QTL (qAC9) relating to amylose content (AC) on chromosome 9 showed 82.10% of phenotypic variance. Conclusions The high-density linkage map and putative QTLs of the maize RIL population detected in this study can be efectively utilized in waxy and normal maize breeding programs to facilitate the selection process through marker-assisted selection (MAS) breeding programs.

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