• Title/Summary/Keyword: Gene Technology

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Deep learning for stage prediction in neuroblastoma using gene expression data

  • Park, Aron;Nam, Seungyoon
    • Genomics & Informatics
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    • v.17 no.3
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    • pp.30.1-30.4
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    • 2019
  • Neuroblastoma is a major cause of cancer death in early childhood, and its timely and correct diagnosis is critical. Gene expression datasets have recently been considered as a powerful tool for cancer diagnosis and subtype classification. However, no attempts have yet been made to apply deep learning using gene expression to neuroblastoma classification, although deep learning has been applied to cancer diagnosis using image data. Taking the International Neuroblastoma Staging System stages as multiple classes, we designed a deep neural network using the gene expression patterns and stages of neuroblastoma patients. Despite a small patient population (n = 280), stage 1 and 4 patients were well distinguished. If it is possible to replicate this approach in a larger population, deep learning could play an important role in neuroblastoma staging.

A genome-wide approach to the systematic and comprehensive analysis of LIM gene family in sorghum (Sorghum bicolor L.)

  • Md. Abdur Rauf Sarkar;Salim Sarkar;Md Shohel Ul Islam;Fatema Tuz Zohra;Shaikh Mizanur Rahman
    • Genomics & Informatics
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    • v.21 no.3
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    • pp.36.1-36.19
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    • 2023
  • The LIM domain-containing proteins are dominantly found in plants and play a significant role in various biological processes such as gene transcription as well as actin cytoskeletal organization. Nevertheless, genome-wide identification as well as functional analysis of the LIM gene family have not yet been reported in the economically important plant sorghum (Sorghum bicolor L.). Therefore, we conducted an in silico identification and characterization of LIM genes in S. bicolor genome using integrated bioinformatics approaches. Based on phylogenetic tree analysis and conserved domain, we identified five LIM genes in S. bicolor (SbLIM) genome corresponding to Arabidopsis LIM (AtLIM) genes. The conserved domain, motif as well as gene structure analyses of the SbLIM gene family showed the similarity within the SbLIM and AtLIM members. The gene ontology (GO) enrichment study revealed that the candidate LIM genes are directly involved in cytoskeletal organization and various other important biological as well as molecular pathways. Some important families of regulating transcription factors such as ERF, MYB, WRKY, NAC, bZIP, C2H2, Dof, and G2-like were detected by analyzing their interaction network with identified SbLIM genes. The cis-acting regulatory elements related to predicted SbLIM genes were identified as responsive to light, hormones, stress, and other functions. The present study will provide valuable useful information about LIM genes in sorghum which would pave the way for the future study of functional pathways of candidate SbLIM genes as well as their regulatory factors in wet-lab experiments.

Construction of Stably Transformed Bm5 Cells by Using Autographa californica Nuclear Polyhedrosis Virus IE1 Gene

  • Cho, Eun-Sook;Jin, Byung-Rae;Sohn, Hung-Dae;Chol, Kwang-Ho;Kim, Soung-Ryul;Kang, Seok-Woo;Yun, Eun-Young;Kim, Sang-Hyun;Kim, Keun-Young
    • Journal of Sericultural and Entomological Science
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    • v.40 no.2
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    • pp.111-116
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    • 1998
  • To construct transformed Bm5 cells, Autographa californica nuclear polyhedrosis virus (AcNPV)IE1 gene, an immediate early viral gene was firstly used in this study. AcNPV IE1 gene, which shares on 95.3% uncleotide sequence homology with Bombyx mori nuclear polyhedrosis virus (BmNPV) IE1 gene, was isolated and cloned into pBluescript. Neomycin gene from pKO-neo was inserted under the control of the IE1 promoter to yield pAcIE1-neo. The plasmid pAcIE1-neo was transfected into Bm5 or Sf9 cells, and neomycin-resistant cells were selected in TC100 medium containing 10% fetal bovine serum (FBS) and 1 mg/$m\ell$ G418 for two weeks. Individual clones were picked and each was amplified for further characterization. The genomic DNA from neomycin-resistnt cells was isolated and characterized by PCR using AcNPV IE1 gene-specific primers and by Southern blot analysis using neomycin gene probe. We concluded that AcNPV IE1 gene was functional in B. moridrived Bm5 cells as well as Spodaptera frugiperda-derived Sf9 cells to produce stably-transformed insect cells.

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RNA-Seq explores the functional role of the fibroblast growth factor 10 gene in bovine adipocytes differentiation

  • Nurgulsim Kaster;Rajwali Khan;Ijaz Ahmad;Kazhgaliyev Nurlybay Zhigerbayevich;Imbay Seisembay;Akhmetbekov Nurbolat;Shaikenova Kymbat Hamitovna;Omarova Karlygash Mirambekovna;Makhanbetova Aizhan Bekbolatovna;Tlegen Garipovich Amangaliyev;Ateikhan Bolatbek;Titanov Zhanat Yeginbaevich;Shakoor Ahmad;Zan Linsen;Begenova Ainagul Baibolsynovna
    • Animal Bioscience
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    • v.37 no.5
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    • pp.929-943
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    • 2024
  • Objective: The present study was executed to explore the molecular mechanism of fibroblast growth factor 10 (FGF10) gene in bovine adipogenesis. Methods: The bovine FGF10 gene was overexpressed through Ad-FGF10 or inhibited through siFGF10 and their negative control (NC) in bovine adipocytes, and the multiplicity of infection, transfection efficiency, interference efficiency were evaluated through quantitative real-time polymerase chain reaction, western blotting and fluorescence microscopy. The lipid droplets, triglycerides (TG) content and the expression levels of adipogenic marker genes were measured during preadipocytes differentiation. The differentially expressed genes were explored through deep RNA sequencing. Results: The highest mRNA level was found in omasum, subcutaneous fat, and intramuscular fat. Moreover, the highest mRNA level was found in adipocytes at day 4 of differentiation. The results of red-oil o staining showed that overexpression (Ad-FGF10) of the FGF10 gene significantly (p<0.05) reduced the lipid droplets and TG content, and their down-regulation (siFGF10) increased the measurement of lipid droplets and TG in differentiated bovine adipocytes. Furthermore, the overexpression of the FGF10 gene down regulated the mRNA levels of adipogenic marker genes such as CCAAT enhancer binding protein alpha (C/EBPα), fatty acid binding protein (FABP4), peroxisome proliferator-activated receptor-γ (PPARγ), lipoprotein lipase (LPL), and Fas cell surface death receptor (FAS), similarly, down-regulation of the FGF10 gene enriched the mRNA levels of C/EBPα, PPARγ, FABP4, and LPL genes (p<0.01). Additionally, the protein levels of PPARγ and FABP4 were reduced (p<0.05) in adipocytes infected with Ad-FGF10 gene and enriched in adipocytes transfected with siFGF10. Moreover, a total of 1,774 differentially expressed genes (DEGs) including 157 up regulated and 1,617 down regulated genes were explored in adipocytes infected with Ad-FGF10 or Ad-NC through deep RNA-sequencing. The top Kyoto encyclopedia of genes and genomes pathways regulated through DEGs were the PPAR signaling pathway, cell cycle, base excision repair, DNA replication, apoptosis, and regulation of lipolysis in adipocytes. Conclusion: Therefore, we can conclude that the FGF10 gene is a negative regulator of bovine adipogenesis and could be used as a candidate gene in marker-assisted selection.

Mapping, Tissue Distribution and Polymorphism Study of the Porcine SOCS2 and SOCS3 Genes

  • Li, X.Y.;Liu, B.;Fan, B.;Yu, M.;Zhu, M.J.;Xiong, T.A.;Li, K.
    • Asian-Australasian Journal of Animal Sciences
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    • v.19 no.2
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    • pp.165-170
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    • 2006
  • Using the somatic cell hybrid panel (SCHP) and radiation hybrid (IMpRH) panel, porcine SOCS2 gene was mapped at SSC5 (1/2) q21-q24 and closely linked with SW1383 marker (47 cR in distance), while SOCS3 gene was assigned to SSC12p11-(2/3p13) and closely linked with SW2490 (43 cR). The reverse transcriptase-polymerase chain reaction (RT-PCR) was performed to detect the expression of these two genes in the different tissues and the results showed that both SOCS2 and SOCS3 genes were widely expressed in tissues investigated (heart, liver, spleen, lung, kidney skeletal muscle, fat and brain), although some tissues showed lower gene expression. Moreover, SOCS2 and SOCS3 genes had different expression levels at different stages, in different tissues and in different breeds. A G/A substitution, which can be recognized by restriction enzyme of Cfr421, was observed in 5' untranslated region (5'-UTR) of SOCS2 gene. The allele frequencies was investigated by PCR-restriction fragment length polymorphism (PCR-RFLP) method and it showed that the allele frequency among Dahuabai, Erhualian, Yushan, Qingping, Large white and Landrace tested were different. Association analysis in a cross experimental populations revealed no significant association between the SOCS2 gene polymorphism and the economic traits investigated. The full-length coding regions (CDs) of porcine SOCS3 gene was obtained by RT-PCR.

NOVEL CATIONIC POLYMERS DESIGNED FOR NON-VIRAL GENE DELIVERY

  • Zhong Zhiyuan;Lin, Chao;Song, Yan;Lok Martin C.;Jiang Xulin;Christensen Lane V.;Engbersen Johan F.J.;Kim, Sung-Wan;Hennink Wim E.;Feijen Jan
    • Proceedings of the Polymer Society of Korea Conference
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    • 2006.10a
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    • pp.44-45
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    • 2006
  • Gene therapy holds great promise for treating various forms of diseases with a genetic origin including cystic fibrosis, different forms of cancer, and cardiovascular disorders. The clinical use of gene therapy treatments is however restricted, mainly because of the absence of safe and efficient gene delivery technologies. In our group, with an aim of developing efficient and nontoxic polymeric gene delivery systems, several novel types of polymeric gene carriers have been designed, synthesized, and evaluated. Herein, I will mainly present our recent work on low molecular weight linear PEI-PEG-PEI triblock copolymers, degradable hyperbranched poly(ester amine)s, and reduction-sensitive poly(amido amine)s.

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New Gene Cluster from Thermophile Bacillus fordii MH602 for Conversion of DL-5-Substituted Hydantoins to L-Amino Acids

  • Mei, Yan-Zhen;Wan, Yong-Min;He, Bing-Fang;Ying, Han-Jie;Ouyang, Ping-Kai
    • Journal of Microbiology and Biotechnology
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    • v.19 no.12
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    • pp.1497-1505
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    • 2009
  • The thermophile Bacillus fordii MH602 was screened for stereospecifically hydrolyzing DL-5-substituted hydantoins to L-$\alpha$-amino acids. Since the reaction occurs at higher temperature, the advantages for enhancement of substrate solubility and for racemization of DL-5-substituted hydantoins during the conversion were achieved. The hydantoin metabolism gene cluster from thermophile is firstly reported in this paper. The genes involved in hydantoin utilization (hyu) were isolated on an 8.2-kb DNA fragment by restriction site-dependent PCR, and six ORFs were identified by DNA sequence analysis. The hyu gene cluster contained four genes with novel cluster organization characteristics: the hydantoinase gene hyuH, putative transport protein gene hyuP, hyperprotein gene hyuHP, and L-carbamoylase gene hyuC. The hyuH and hyuC genes were heterogeneously expressed in E. coli. The results indicated that hyuH and hyuC are involved in the conversion of DL-5-substituted hydantoins to an N-carbamyl intermediate that is subsequently converted to L-$\alpha$-amino acids. Hydantoinase and carbamoylase from B. fordii MH602 compared respectively with reported hydantoinase and carbamoylase showed the highest identities of 71% and 39%. The novel cluster organization characteristics and the difference of the key enzymes between thermopile B. fordii MH602 and other mesophiles were presumed to be related to the evolutionary origins of concerned metabolism.

Expression of the Bacillus thuringiensis Crystal Protein Gene in Pseudomonas Isolated from Rhizosphere Soil of Korean Crops (국내 농작물의 근부토양에서 분리한 Pseudomonas 내에서의 Bacillus thuringiensis 독소단백질 유전자의 발현)

  • Tag, Koo-Bon;Shin, Byung-Sik;Park, Seung-Hwan;Park, Ho-Yong;Kim, Jeong-Il
    • Microbiology and Biotechnology Letters
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    • v.17 no.4
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    • pp.295-300
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    • 1989
  • Screening of Pseudomonas strains that can be used as hosts for expression of crystal protein gene of Bacillus thuringiensis subsp. kurstaki HD-73 was carried out. From rhizosphere soil of 7 kinds or crops as fluorescent Pseudomonas strains were isolated. A hybrie plasmid, pKTC1, composed of the broad host range vector pKT230 and the crystal protein gene was constructed and used for transformation of the 35 Pseudomonas strains. As the result, the crystal protein gene could be introduced into 4 isolates. Several methods including bioassay and immunochemical detection indicated that the crystall protein gene was expressed in the Pseudomonus isolates.

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Characterization of the rfaD Gene Region of Bradyrhizobium japonicum 61A101C

  • Noh, Jae-Sang;Kim, Dong-Hyun;Oh, Eun-Taex;So, Jae-Seong
    • Journal of Microbiology and Biotechnology
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    • v.12 no.5
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    • pp.826-828
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    • 2002
  • In our previous studies, we have cloned and characterized a gene region from Bradyrhizobium japonicum ,which is involved in the synthesis of lipopolysaccharide (LPS). In this study, we have expanded the sequence analysis of the region and found an additional open reading frame (orf), which appeared to be divergently transcribed from the rfaF gene. Sequence alignment of the orf revealed a significant similarity with rfaD genes of Salmonella typhimurium , Escherichia coli, and Neisseria gonorrhoeae. These genes encode a heptose-6-epimerase, which catalyzes the interconversion of ADP -D -glycerol-D-manno-heptose to ADP-L-glycero-D-manno-heptose. This divergent organization of the rfaF and rfaD genes is different from that of other Gram-negative bacteria where two genes form an operon. A rfaD- mutant of E. coli was successfully transformed with plasmid constructs containing the rfaD gene of B. japonicum. Novobiocin sensitivity test showed that the rfaD gene from B. japonicum could complement the rfaD mutation in E. coli, which confirms the functionality of the cloned B. japonicum gene.

Isolation and Functional Analysis of spy1 Responsible for Pristinamycin Yield in Streptomyces pristinaespiralis

  • Jin, Qingchao;Yin, Huali;Hong, Xiaowei;Jin, Zhihua
    • Journal of Microbiology and Biotechnology
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    • v.22 no.6
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    • pp.793-799
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    • 2012
  • A gene related to high pristinamycin yield in Streptomyces pristinaespiralis was selected by amplified fragment length polymorphism (AFLP) and its functions were investigated by gene disruption. First, a 561 bp polymorphic sequence was acquired by AFLP from high-yield recombinants compared with the S. pristinaespiralis ancestor ATCC25486, indicating that this approach is an effective means of screening for valuable genes responsible for antibiotic yield. Then, a 2,127 bp open reading frame of a gene designated spy1 that overlaps with the above fragment was identified and its structure and biological functions were investigated. In silico analysis of spy1 encoding a deduced 708-amino-acid-long serine/threonine protein kinase showed that it only contains a catalytic domain in the N-terminal region, which is different from some known homologs. Gene inactivation of chromosomal spy1 indicated that it plays a pleiotropic regulatory function in pristinamycin production, with a positive correlation to pristinamycin I biosynthesis and a negative correlation to pristinamycin II biosynthesis.