• 한국산업정보학회논문지
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• 제12권4호
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• pp.138-147
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• 2007

대사 공학의 발전과 함께 생물체에 유전자 재조합기술과 관련 분자생물학 및 화학공학적 기술을 이용하여 새로운 대사회로를 도입하거나 기존의 대사회로를 제거 증폭 변경시켜 세포나 균주의 대사 특성을 조절하는(directed modification) 일련의 기술들이 가능해지고 있다. 하지만 이러한 대사회로를 조절하기 위해서는 많은 선행 연구에 대한 고찰이 필요하며, 일선 연구자들은 방대한 선행 자료를 검색하고 일일이 읽으면서 자신에게 필요한 정보를 수집하고 있다. 따라서 효율적으로 대사 모델을 구축하고, 방대한 대사관련 연구논문으로부터 대사흐름 관련 정보를 자동으로 추출하는 기술의 개발이 중요한 이슈로 부각되고 있다. 본 논문에서는 대사경로 재구축을 위한 서열과 패턴 기반의 텍스트 마이닝 기법을 제안한다. 제안된 기법은 웹 로봇을 이용하여 최신의 논문을 반자동적으로 수집하고 이를 이용하여 최신의 논문을 로컬 데이터베이스로 구축한다. 또한 생물학 개체명의 인식율을 높이기 위해 유전자 온토로지를 이용하며, NCBI에서 제공하는 Tokenizer 라이브러리를 이용하여 개체명의 파괴 없이 인식할 수 있게 하였다. 본 연구에서 제안한 텍스트 마이닝 기법에서는 패턴을 이용하여 논문으로부터 대사경로 지식을 추출하게 되므로 올바른 패턴을 확보하는 것이 중요한 문제이다. 논문에서는 패턴의 수집을 위하여 대표적인 대사 경로 전문 사이트인 일본의 KEGG 경로 데이터베이스에서 추출한 Glycosphingolip건 종에 대한 20,000 여건의 논문에서 66개의 패턴을 추출하였다. 제안된 기법의 유효성을 입증하기 위하여 Glycosphingolipid종의 GLS 대사경로 19개 개체명을 이용하여 시스템을 평가하였다. 그 결과 논문 125,907건에 대하여 정확도 96.3%, 재현을 95.1%, 처리시간 15초의 성능을 보였다. 본 논문에서 제안된 시스템은 대사 경로 재구축에 유용하게 활용될 수 있을 것으로 기대된다.

• Asian-Australasian Journal of Animal Sciences
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• 제32권9호
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• pp.1458-1468
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• 2019

Objective: As one of the most important metabolic organs, the liver plays vital roles in modulating the lipid metabolism. This study was to compare miRNA expression profiles of the Large White liver between two different developmental periods and to identify candidate miRNAs for lipid metabolism. Methods: Eight liver samples were collected from White Large of 70-day fetus (P70) and of 70-day piglets (D70) (with 4 biological repeats at each development period) to construct sRNA libraries. Then the eight prepared sRNA libraries were sequenced using Illumina next-generation sequencing technology on HiSeq 2500 platform. Results: As a result, we obtained 346 known and 187 novel miRNAs. Compared with the D70, 55 down- and 61 up-regulated miRNAs were shown to be significantly differentially expressed (DE). Gene ontology and Kyoto encyclopedia of genes and genomes enrichment analysis indicated that these DE miRNAs were mainly involved in growth, development and diverse metabolic processes. They were predicted to regulate lipid metabolism through adipocytokine signaling pathway, mitogen-activated protein kinase, AMP-activated protein kinase, cyclic adenosine monophosphate, phosphatidylinositol 3 kinase/protein kinase B, and Notch signaling pathway. The four most abundantly expressed miRNAs were miR-122, miR-26a and miR-30a-5p (miR-122 only in P70), which play important roles in lipid metabolism. Integration analysis (details of mRNAs sequencing data were shown in another unpublished paper) revealed that many target genes of the DE miRNAs (miR-181b, miR-145-5p, miR-199a-5p, and miR-98) might be critical regulators in lipid metabolic process, including acyl-CoA synthetase long chain family member 4, ATP-binding casette A4, and stearyl-CoA desaturase. Thus, these miRNAs were the promising candidates for lipid metabolism. Conclusion: Our study provides the main differences in the Large White at miRNA level between two different developmental stages. It supplies a valuable database for the further function and mechanism elucidation of miRNAs in porcine liver development and lipid metabolism.

• 생명과학회지
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• 제29권7호
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• pp.809-816
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• 2019

p-Coumaric acid (p-CA)는 항산화 및 항염 활성을 가진 식물계에서 가장 풍부한 식물화학물질이다. 그러나 위암세주포에서 p-CA의 항암 활성과 전사체 발현에 대한 연구는 아직까지 수행된 바 없다. 본 연구에서는 SNU-16 위암세포에서 p-CA에 의한 세포 증식 억제 및 전사체 프로파일에 미치는 영향을 조사하였다. p-CA는 세포사멸 단백질 발현을 조절하여 SNU-16 세포에서의 세포사멸을 유도하였다. RNA-seq 분석을 사용하여 p-CA처리에 의해 SNU-16 세포에서 차별적으로 발현된 유전자(DEGs)를 동정하였다. DEGs들의 gene ontology (GO) 술어로 유전자 산물을 검색한 결과, 주로 염증반응, 세포사멸 과정, 세포주기 및 면역 반응에 관여하는 생물학적 과정에 관여하는 것으로 나타났다. 또한, KEGG 경로분석 결과, p-CA는 주로 PI3K-Akt 와 암 신호전달 경로에 변화를 유발하였다. 본 연구결과는 p-CA가 세포증식과 암 신호 전달 경로에 관여하는 유전자 발현을 조절함으로써 위암 예방 효과를 나타낼 수 있음을 시사한다.

• Asian-Australasian Journal of Animal Sciences
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• 제32권3호
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• pp.320-333
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• 2019

Objective: The Shanghai Holstein cattle breed is susceptible to severe mastitis and other diseases due to the hot weather and long-term humidity in Shanghai, which is the main distribution centre for providing Holstein semen to various farms throughout China. Our objective was to determine the genetic mechanisms influencing economically important traits, especially diseases that have huge impact on the yield and quality of milk as well as reproduction. Methods: In our study, we detected the structural variations of 1,092 Shanghai Holstein cows by using next-generation sequencing. We used the DELLY software to identify deletions and insertions, cn.MOPS to identify copy-number variants (CNVs). Furthermore, we annotated these structural variations using different bioinformatics tools, such as gene ontology, cattle quantitative trait locus (QTL) database and ingenuity pathway analysis (IPA). Results: The average number of high-quality reads was 3,046,279. After filtering, a total of 16,831 deletions, 12,735 insertions and 490 CNVs were identified. The annotation results showed that these mapped genes were significantly enriched for specific biological functions, such as disease and reproduction. In addition, the enrichment results based on the cattle QTL database showed that the number of variants related to milk and reproduction was higher than the number of variants related to other traits. IPA core analysis found that the structural variations were related to reproduction, lipid metabolism, and inflammation. According to the functional analysis, structural variations were important factors affecting the variation of different traits in Shanghai Holstein cattle. Our results provide meaningful information about structural variations, which may be useful in future assessments of the associations between variations and important phenotypes in Shanghai Holstein cattle. Conclusion: Structural variations identified in this study were extremely different from those of previous studies. Many structural variations were found to be associated with mastitis and reproductive system diseases; these results are in accordance with the characteristics of the environment that Shanghai Holstein cattle experience.

• Mycobiology
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• 제50권1호
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• pp.66-78
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• 2022

The identification of oleaginous yeast species capable of simultaneously utilizing xylose and glucose as substrates to generate value-added biological products is an area of key economic interest. We have previously demonstrated that the Cutaneotrichosporon dermatis NICC30027 yeast strain is capable of simultaneously assimilating both xylose and glucose, resulting in considerable lipid accumulation. However, as no high-quality genome sequencing data or associated annotations for this strain are available at present, it remains challenging to study the metabolic mechanisms underlying this phenotype. Herein, we report a 39,305,439 bp draft genome assembly for C. dermatis NICC30027 comprised of 37 scaffolds, with 60.15% GC content. Within this genome, we identified 524 tRNAs, 142 sRNAs, 53 miRNAs, 28 snRNAs, and eight rRNA clusters. Moreover, repeat sequences totaling 1,032,129 bp in length were identified (2.63% of the genome), as were 14,238 unigenes that were 1,789.35 bp in length on average (64.82% of the genome). The NCBI non-redundant protein sequences (NR) database was employed to successfully annotate 11,795 of these unigenes, while 3,621 and 11,902 were annotated with the Swiss-Prot and TrEMBL databases, respectively. Unigenes were additionally subjected to pathway enrichment analyses using the Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), Cluster of Orthologous Groups of proteins (COG), Clusters of orthologous groups for eukaryotic complete genomes (KOG), and Non-supervised Orthologous Groups (eggNOG) databases. Together, these results provide a foundation for future studies aimed at clarifying the mechanistic basis for the ability of C. dermatis NICC30027 to simultaneously utilize glucose and xylose to synthesize lipids.

• Animal Bioscience
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• 제36권1호
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• pp.144-155
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• 2023

Objective: Adipocyte differentiation is regulated by a variety of functional genes and noncoding RNAs. However, the role of miRNAs in lipid deposition of goat white adipose tissue is still unclear. Therefore, this study revealed the miRNA expression profile in goat subcutaneous adipocytes by sRNA-seq. Methods: The miRNA expressed in goat subcutaneous preadipocytes and the mature adipocytes were sequenced by sRNA-seq. The differentially expressed miRNAs (DEm) were screened and gene ontology (GO) and Kyoto encyclopedia for genes and genomes (KEGG) analyses were performed. Gain-of-function and loss-of-function combined with oil red O staining, Bodipy staining, and quantitative reverse-transcription polymerase chain reaction (qPCR) were utilized to determine the effect of miR-133a-3p on adipocyte differentiation. Results: A total of 218 DEm were screened out. The target genes of these DEm were significantly enriched in GO items such as biological regulation and in KEGG terms such as FAK signaling pathway and MAPK signaling pathway. qPCR verified that the expression trend of miRNA was consistent with miRNA-seq. The gain-of-function or loss-of-function of miR-133a-3p showed that it promoted or inhibited the accumulation of lipid droplets, and CCAAT enhancer binding protein α (C/EBPα) and C/EBPβ were extremely significantly up-regulated or down-regulated respectively (p<0.01), the loss-of-function also led to a significant down-regulation of peroxisome proliferator activated receptor gamma (PPARγ) (p<0.01). Conclusion: This study successfully identified miRNAs expression patterns in goat subcutaneous adipocytes, and functional identification indicates that miR-133a-3p is a positive regulator of the differentiation process of goat subcutaneous adipocytes. Our results lay the foundation for the molecular mechanism of lipid deposition in meat-source goats from the perspective of miRNA.

• Journal of Ginseng Research
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• 제46권6호
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• pp.750-758
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• 2022

Background: Mild cognitive impairment (MCI) is a transitional condition between normality and dementia. Ginseng is known to have effects on attenuating cognitive deficits in neurogenerative diseases. Ginsenosides are the main bioactive component of ginseng, and their protein targets have not been fully understood. Furthermore, no thorough analysis is reported in ginsenoside-related protein targets in MCI. Methods: The candidate protein targets of ginsenosides in brain tissues were identified by drug affinity responsive target stability (DARTS) coupled with label-free liquid chromatography-mass spectrometry (LC-MS) analysis. Network pharmacology approach was used to collect the therapeutic targets for MCI. Based on the above-mentioned overlapping targets, we built up a proteineprotein interaction (PPI) network in STRING database and conducted gene ontology (GO) enrichment analysis. Finally, we assessed the effects of ginseng total saponins (GTS) and different ginsenosides on mitochondrial function by measuring the activity of the mitochondrial respiratory chain complex and performing molecular docking. Results: We screened 2526 MCI-related protein targets by databases and 349 ginsenoside-related protein targets by DARTS. On the basis of these 81 overlapping genes, enrichment analysis showed the mitochondria played an important role in GTS-mediated MCI pharmacological process. Mitochondrial function analysis showed GTS, protopanaxatriol (PPT), and Rd increased the activities of complex I in a dose-dependent manner. Molecular docking also predicted the docking pockets between PPT or Rd and mitochondrial respiratory chain complex I. Conclusion: This study indicated that ginsenosides might alleviate MCI by targeting respiratory chain complex I and regulating mitochondrial function, supporting ginseng's therapeutic application in cognitive deficits.

• Animal Bioscience
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• 제36권3호
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• pp.404-416
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• 2023

Objective: Daweizi (DWZ) is a famous indigenous pig breed in China and characterized by tender meat and high fat percentage. However, the expression profiles and functions of transcripts in DWZ pigs is still in infancy. The object of this study was to depict the transcript profiles in DWZ pigs and screen the potential pathway influence adipogenesis and fat deposition, Methods: Histological analysis of backfat tissue was firstly performed between DWZ and lean-type Yorkshire pigs, and then RNA sequencing technology was utilized to explore miRNAs, lncRNAs and mRNAs profiles in backfat tissue. 18 differentially expressed (DE) transcripts were randomly selected for quantitative real-time polymerase chain reaction (QPCR) to validate the reliability of the sequencing results. Finally, gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) enrichment analysis were conducted to investigate the potential pathways influence adipocyte differentiation, adipogenesis and lipid metabolism, and a schematic model was further proposed. Results: A total of 1,625 differentially expressed transcripts were identified in DWZ pigs, including 27 upregulated and 45 downregulated miRNAs, 64 upregulated and 119 down-regulated lncRNA, 814 upregulated and 556 downregulated mRNAs. QPCR analysis exhibited strong consistency with the sequencing data. GO and KEGG analysis elucidated that the differentially expressed transcripts were mainly associated with cell growth and death, signal transduction, peroxisome proliferator-activated receptors (PPAR), AMP-activated protein kinase (AMPK), PI3K-Akt, adipocytokine and foxo signaling pathways, all of which are strongly involved in cell development, lipid metabolism and adipogenesis. Further analysis indicated that the BGIR9823_87926/miR-194a-5p/AQP7 network may be effective in the process of adipocyte differentiation or adipogenesis. Conclusion: Our study provides comprehensive insights into the regulatory network of backfat deposition and lipid metabolism in pigs from the point of view of miRNAs, lncRNAs and mRNAs.

• Animal Bioscience
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• 제37권1호
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• pp.28-38
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• 2024

Objective: Tibetan chickens, which have unique adaptations to extreme high-altitude environments, exhibit phenotypic and physiological characteristics that are distinct from those of lowland chickens. However, the mechanisms underlying hypoxic adaptation in the liver of chickens remain unknown. Methods: RNA-sequencing (RNA-Seq) technology was used to assess the differentially expressed genes (DEGs) involved in hypoxia adaptation in highland chickens (native Tibetan chicken [HT]) and lowland chickens (Langshan chicken [LS], Beijing You chicken [BJ], Qingyuan Partridge chicken [QY], and Chahua chicken [CH]). Results: A total of 352 co-DEGs were specifically screened between HT and four native lowland chicken breeds. Gene ontology and Kyoto encyclopedia of genes and genomes enrichment analyses indicated that these co-DEGs were widely involved in lipid metabolism processes, such as the peroxisome proliferator-activated receptors (PPAR) signaling pathway, fatty acid degradation, fatty acid metabolism and fatty acid biosynthesis. To further determine the relationship from the 352 co-DEGs, protein-protein interaction network was carried out and identified eight genes (ACSL1, CPT1A, ACOX1, PPARC1A, SCD, ACSBG2, ACACA, and FASN) as the potential regulating genes that are responsible for the altitude difference between the HT and other four lowland chicken breeds. Conclusion: This study provides novel insights into the molecular mechanisms regulating hypoxia adaptation via lipid metabolism in Tibetan chickens and other highland animals.

• 생명과학회지
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• 제30권1호
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• pp.45-57
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• 2020

동물의 근섬유는 배아기와 태아기를 거치며 형성하게 되며 출생 후에는 상처 치유를 위한 것 외에 근섬유 수를 늘리는 순수한 근섬유 형성은 없으며, 이미 존재하고 있는 근섬유의 비대로 근육의 성장이 이뤄진다. 따라서 태아기의 근육의 성장과 발달이 성체의 근육량 및 조성에 미치는 영향이 매우 크며 이 시기에 발현되는 유전자 및 기능을 구명하는 것은 최종적으로 육질, 육량에 개선시키기 위한기초 자료로 활용될 수 있을 것이다. 하지만 한우에서의 연구는 전무한 실정이다. 본 연구는한우 태아기 성장 단계별 근육의 성장과 발달에 관여하는 유전자를 찾기 위한 전사체 분석을 수행하였다. 한우 태아기 6, 9개월령 등심 조직 시료에서 생산한 전사체 자료를 대상으로 DESeq2와 edgeR을 활용하여 성장단계별 유전자의 발현량을 분석하여 차등발현유전자군을 추출했으며, 2개 소프트웨어서 공통적으로 추출된 유전자군(6개월령 특이 발현 유전자 913개, 9개월령 특이 발현 유전자 233개)을 차등발현유전자로 구명 하였다. 차등발현유전자군으로 분류하였다. 차등발현유전자군을 활용하여공발현 유전자 네트워크 분석을 구성하였으며, 유사한 발현 양상을 보이는 유전자들을 그룹화하여 6개월령 특이 발현 유전자군 5개, 9개월령 특이 발현 유전자군 2개의 모듈로 분류했다. 각 모듈은 Gene Ontology (GO) 및 KEGG pathway 분석으로 유의한 기능을 확인하였다. 그 결과, 한우 태아기 6, 9개월령 특이 발현 유전자 네트워크 중, 근육과 지방생성 대사회로와 관련된 2개의 모듈에 대해 네트워크 내에 허브 유전자를 선정할 수 있었다. STRING을 활용하여 단백질 상호작용 네트워크를 구성하고, MCC (maximal clique centrality) 점수를 활용하여 상위 10%의 유전자들을 공발현 분석의 모듈내 허브 유전자로 선정하였다. 그 결과 6개월령 특이 발현 유전자군의 모듈에서는 axin1(AXIN1) 유전자, 9개월령 특이 발현 유전자군 모듈에서는 succinate-CoA ligase ADP-forming beta subunit(SUCLA2) 유전자가 허브 유전자로 확인되었다. AXIN1 유전자는 선행 연구를 통해 6개월령에서 9개월령으로 넘어가면서 근섬유 수의 증식이 억제되고 지방생성이 활발히 이뤄지는 것에 핵심적인 역할을 하는 것으로 추정할 수 있었다. 또한, 시트르산 회로의 중요 요소인 SUCLA2 유전자는 소의 태아기 지방 조직 성장단계에 따라 유전자의 발현이 증가된다는 보고에 따라, 지방 대사와 관련된 유전자임을 알 수 있었다. 추후 한우 태아기 6, 9개월령에 특이적으로 발현된 유전자들을 대상으로 근육 및 지방 형성 관련 기능을 검증하는 후속 연구가 필요할 것이다.