• 제목/요약/키워드: In Silico

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부호 영역 DNA 시퀀스 기반 강인한 DNA 워터마킹 (Robust DNA Watermarking based on Coding DNA Sequence)

  • 이석환;권성근;권기룡
    • 전자공학회논문지CI
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    • 제49권2호
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    • pp.123-133
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    • 2012
  • 본 논문에서는 DNA 시퀀스의 불법 복제 및 변이 방지와 개인 정보 침해 방지, 또는 인증을 위한 DNA 워터마킹에 대하여 논의하며, 변이에 강인하고 아미노산 보존성을 가지는 부호영역 DNA 시퀀스 기반 DNA 워터마킹 기법을 제안한다. 제안한 DNA 워터마킹은 부호 영역의 코돈 서열에서 정규 특이점에 해당되는 코돈들을 삽입 대상으로 선택되며, 워터마크된 코돈이 원본 코돈과 동일한 아미노산으로 번역되도록 워터마크가 삽입된다. DNA 염기 서열은 4개의 문자 {A,G,C,T}로 (RNA은 {A,C,G,U}) 구성된 문자열이다. 제안한 방법에서는 워터마킹 신호처리에 적합한 코돈 부호 테이블을 설계하였으며, 이 테이블에 따라 코돈 서열들을 정수열로 변환한 다음 원형 각도 형태의 실수열로 재변환한다. 여기서 코돈은 3개의 염기들로 구성되며, 64개의 코돈들은 20개의 아미노산으로 번역된다. 선택된 코돈들은 아미노산 보존성을 가지는 원형 각도 실수 범위 내에서 인접 코돈과의 원형 거리차 기준으로 워터마크에 따라 변경된다. HEXA와 ANG 시퀀스를 이용한 $in$ $silico$ 실험을 통하여 제안한 방법이 기존 방법에 비하여 아미노산 보존성을 가지면서 침묵 변이와 미스센스 변이에 보다 강인함을 확인하였다.

Attention 알고리즘 기반 약물의 태아 독성 예측 연구 (Predicting fetal toxicity of drugs through attention algorithm)

  • 정명현;유선용
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 춘계학술대회
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    • pp.273-275
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    • 2022
  • 임산부에게 약물을 사용하는 것은 태아에게 잠재적인 위협이 될 수 있으므로 임산부가 복용을 피해야 할 약물을 분류하는 것은 필수적이다. 하지만 많은 화합물이 태아에게 독성을 나타낼 수 있는지에 대한 근거가 불분명하며, 그것을 밝혀내기 위해서는 많은 시간과 비용이 투자된다. In silico 기반 가상 스크리닝은 광범위한 화합물에 대해서 적은 비용과 시간으로 어떤 화합물이 태아에게 높은 위험을 보일 수 있는지 예측하는데 활용될 수 있다. 우리는 한국과 호주 정부의 임신 중 약물 처방을 위한 위험 분류 리스트를 활용해 약물의 분류 등급 정보를 가져왔다. 약물의 구조적 특징과 화학적 특징을 기반으로 다양한 머신 러닝 기법을 적용하여 약물의 태아 독성 여부를 예측하는 모델을 생성하였으며, 정량적 성능 평가를 수행하였다. 나아가, attention 알고리즘을 활용하여 제안하는 모델이 약물의 태아 독성을 예측하는 과정에서 화합물의 어떤 하위 분자 구조가 중요하게 활용되었는지 확인하였다. 해당 연구를 통해 광범위한 화합물에 대해 높은 태아 독성 위험도를 가진 약물을 머신 러닝을 통해 예측할 수 있는 것을 확인하였다. 우리의 연구는 단순한 약물의 태아 독성 예측에서 나아가, 유의미한 하위 분자구조를 제공함으로써 연구자들이 약물의 태아 독성을 증명하기 위해 수행하는 실험에서 핵심적인 역할이 가능할 것이다.

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대회향의 시스템 약리학적 분석과 항균작용 (Systemic Analysis of Antibacterial and Pharmacological Functions of Anisi Stellati Fructus)

  • 한정아;추지은;손지원;김윤숙;서수연;안원근
    • 생명과학회지
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    • 제29권2호
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    • pp.181-190
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    • 2019
  • 시스템 약리학적 분석을 통해 대회향(Anisi Stellati Fructus)의 활성성분 스크리닝, 표적유전자 확보 및 관련 질병과의 네트워크를 구축한 후 대회향의 항균작용을 중점적으로 분석하였다. Traditional Chinese Medicine Systems Pharmacology (TCMSP) Database 와 Analysis Platform을 통해 대회향의 잠재적 활성성분 49개를 확보하였으며, 그 중 설정한 조건에 부합하는 9개 활성성분을 스크리닝 하였다. TCMSP Database는 활성성분의 약물 동태학적 특성 및 약물-표적-질병 간의 관련성을 네트워크 수준에서 파악할 수 있는 획기적인 in silico적 접근을 가능하게 해준다. 활성성분과 반응하는 201개의 유전자 정보를 UniProt database를 통해 확인하고, 취합한 유전자들이 관여하는 348개의 생물학적 과정을 David 6.8 Gene Functional Classification Tool에서 확보하였다. Chemokine ligand 2, Interleukin-10, Interleukin-6, Tumor Necrosis Factor를 포함한 총 47개의 유전자가 항균작용에 관여하였고 이들을 표적으로 하는 luteolin, kaempferol, quercetin 등이 대표적 항균 관련 활성성분이었다. 이와 같이 확보된 데이터는 연구 재료 선정에 정확성과 시간, 노력, 비용 절감의 효과를 제공함과 더불어 추후 실험적 증명으로 이어져 감염병의 예방과 치료 전략에 과학적인 근거를 제시할 수 있을 것이다.

Sinomonas terrae sp. nov., Isolated from an Agricultural Soil

  • Hyosun Lee;Ji Yeon Han;Dong-Uk Kim
    • Journal of Microbiology and Biotechnology
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    • 제33권7호
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    • pp.909-914
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    • 2023
  • While searching for the bacteria which are responsible for degradation of pesticide in soybean field soil, a novel bacterial strain, designated 5-5T, was isolated. The cells of the strain were Gram-staining-positive, aerobic and non-motile rods. Growth occurred at 10-42℃ (optimum, 30℃), pH 5.5-9.0 (optimum, pH 7.0-7.5), and 0-2% (w/v) NaCl (optimum, 1%). The predominant fatty acids were C15:0 anteiso, C17:0 anteiso, and summed feature 8 (C18:1 ω7c and/or C18:1 ω6c). The predominant menaquinone was MK-9 (H2). Diphosphatidylglycerol, glycolipids, phosphatidylinositol, and phosphatidylglycerol were the major polar lipids. Phylogenetic analysis of 16S rRNA gene sequences indicated that strain 5-5T is a member of the genus Sinomonas and its closest relative is Sinomonas humi MUSC 117T, sharing a genetic similarity of 98.4%. The draft genome of strain 5-5T was 4,727,205 bp long with an N50 contig of 4,464,284 bp. Genomic DNA G+C content of strain 5-5T was68.0 mol%. The average nucleotide identity (ANI) values between strain 5-5T and its closest strains S. humi MUSC 117T and S. susongensis A31T were 87.0, and 84.3 % respectively. In silico DNA-DNA hybridization values between strain 5-5T and its closest strains S. humi MUSC 117T and S. susongensis A31T were 32.5% and 27.9% respectively. Based on the ANI and in silico DNA-DNA hybridization analyses, the 5-5T strain was considered as novel species belonging to the genus Sinomonas. On the basis of the results from phenotypic, genotypic and chemotaxonomic analyses, strain 5-5T represents a novel speciesof the genus Sinomonas, for which the name Sinomonas terrae sp. nov. is proposed. The type strain is 5-5T (=KCTC 49650T =NBRC 115790T).

In Silico Study of Human Gap Junction Beta-2 Protein by Homology Modeling

  • Shehzadi, Abida;Masood, Khalid
    • Genomics & Informatics
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    • 제8권2호
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    • pp.70-75
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    • 2010
  • Asp66his, Asp54Lys, and Asp50Asn are mutations in connexin 26 that are observed in the clinic and give rise to autosomal dominant syndromes. They are the result of point mutations in the human gap junction ${\beta}-2$ gene. In order to investigate the structural mechanism of Bart-Pumphrey Syndrome, Keratitis-Ichthyosis-Deafness Syndrome, and Vohwinkel Syndrome, homology modeling was carried out. Asp66 has direct contact with Asn62 by two hydrogen bonds in the wild-type protein, and in Asp66His, the biggest change observed is a tremendous energy increase caused by hydrogen bond breakage to Asn62. Shifts in the side chain and new hydrogen bond formation are observed for Lys54 compared to the wild-type protein (Asn54) and result in closer contact to Val84. Asp50Asn causes a significant decrease in bond energy, and residual charge reversal repels the ion and metabolites and, hence, inhibits their transportation. Such perturbations are likely to be a factor contributing to abnormal functioning of ion channels, resulting cell death and disease.

Iron Starvation-Induced Proteomic Changes in Anabaena (Nostoc) sp. PCC 7120: Exploring Survival Strategy

  • Narayan, Om Prakash;Kumari, Nidhi;Rai, Lal Chand
    • Journal of Microbiology and Biotechnology
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    • 제21권2호
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    • pp.136-146
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    • 2011
  • This study provides first-hand proteomic data on the survival strategy of Anabaena sp. PCC 7120 when subjected to long-term iron-starvation conditions. 2D-gel electrophoresis followed by MALDI-TOF/MS analysis of iron-deficient Anabaena revealed significant and reproducible alterations in ten proteins, of which six are associated with photosynthesis and respiration, three with the antioxidative defense system, and the last, hypothetical protein all1861, conceivably connected with iron homeostasis. Iron-starved Anabaena registered a reduction in growth, photosynthetic pigments, PSI, PSII, whole-chain electron transport, carbon and nitrogen fixation, and ATP and NADPH content. The kinetics of hypothetical protein all1861 expression, with no change in expression until day 3, maximum expression on the $7^{th}$ day, and a decline in expression from the $15^{th}$ day onward, coupled with in silico analysis, suggested its role in iron sequestration and homeostasis. Interestingly, the up-regulated FBP-aldolase, Mn/Fe-SOD, and all1861 all appear to assist the survival of Anabeana subjected to iron-starvation conditions. Furthermore, the $N_2$-fixation capabilities of the iron-starved Anabaena encourage us to recommend its application as a biofertilizer, particularly in iron-limited paddy soils.

Chemogenomics Profiling of Drug Targets of Peptidoglycan Biosynthesis Pathway in Leptospira interrogans by Virtual Screening Approaches

  • Bhattacharjee, Biplab;Simon, Rose Mary;Gangadharaiah, Chaithra;Karunakar, Prashantha
    • Journal of Microbiology and Biotechnology
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    • 제23권6호
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    • pp.779-784
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    • 2013
  • Leptospirosis is a worldwide zoonosis of global concern caused by Leptospira interrogans. The availability of ligand libraries has facilitated the search for novel drug targets using chemogenomics approaches, compared with the traditional method of drug discovery, which is time consuming and yields few leads with little intracellular information for guiding target selection. Recent subtractive genomics studies have revealed the putative drug targets in peptidoglycan biosynthesis pathways in Leptospira interrogans. Aligand library for the murD ligase enzyme in the peptidoglycan pathway has also been identified. Our approach in this research involves screening of the pre-existing ligand library of murD with related protein family members in the putative drug target assembly in the peptidoglycan biosynthesis pathway. A chemogenomics approach has been implemented here, which involves screening of known ligands of a protein family having analogous domain architecture for identification of leads for existing druggable protein family members. By means of this approach, one murC and one murF inhibitor were identified, providing a platform for developing an anti-leptospirosis drug targeting the peptidoglycan biosynthesis pathway. Given that the peptidoglycan biosynthesis pathway is exclusive to bacteria, the in silico identified mur ligase inhibitors are expected to be broad-spectrum Gram-negative inhibitors if synthesized and tested in in vitro and in vivo assays.

Elucidation of the Regulation of Ethanol Catabolic Genes and ptsG Using a glxR and Adenylate Cyclase Gene (cyaB) Deletion Mutants of Corynebacterium glutamicum ATCC 13032

  • Subhadra, Bindu;Lee, Jung-Kee
    • Journal of Microbiology and Biotechnology
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    • 제23권12호
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    • pp.1683-1690
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    • 2013
  • The cyclic AMP receptor protein (CRP) homolog, GlxR, controls the expression of several genes involved in the regulation of diverse physiological processes in Corynebacterium glutamicum. In silico analysis has revealed the presence of glxR binding sites upstream of genes ptsG, adhA, and ald, encoding glucose-specific phosphotransferase system protein, alcohol dehydrogenase (ADH), and acetaldehyde dehydrogenase (ALDH), respectively. However, the involvement of the GlxR-cAMP complex on the expression of these genes has been explored only in vitro. In this study, the expressions of ptsG, adhA, and ald were analyzed in detail using an adenylate cyclase gene (cyaB) deletion mutant and glxR deletion mutant. The specific activities of ADH and ALDH were increased in both the mutants in glucose and glucose plus ethanol media, in contrast to the wild type. In accordance, the promoter activities of adhA and ald were derepressed in the cyaB mutant, indicating that glxR acts as a repressor of adhA. Similarly, both the mutants exhibited derepression of ptsG regardless of the carbon source. These results confirm the involvement of GlxR on the expression of important carbon metabolic genes; adhA, ald, and ptsG.

탄소 포화 Mn 합금 용액내 C, Si 및 Fe 사이의 열역학적 상호작용 (Thermodynamic Interactions Among Carbon, Silicon and Iron in Carbon Saturated Manganese Melts)

  • 백민규;이원규;김길남;장정목;박종진
    • 대한금속재료학회지
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    • 제50권1호
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    • pp.45-51
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    • 2012
  • Thermodynamics of carbon in manganese alloy melts is important in manufacturing low carbon ferromanganese and silico-manganese alloys. In order to predict the carbon solubility in liquid $Mn-Si-Fe-C_{sat}$ alloys as a function of melt composition and temperature, thermodynamic interactions among carbon, silicon and iron in carbon saturated liquid manganese should be known. In the present study, the effects of silicon and iron on the carbon solubility in Mn-Si, Mn-Fe and Mn-Si-Fe melts were measured in the temperature range from 1673 to 1773 K. The carbon solubility decreases significantly as silicon and iron contents increase in liquid manganese alloy. The interaction parameters among carbon, silicon and iron in carbon saturated liquid manganese were determined from the carbon solubility data and the Lupis' relation for the interaction coefficient at constant activity.

A Web-based Alternative Non-animal Method Database for Safety Cosmetic Evaluations

  • Kim, Seung Won;Kim, Bae-Hwan
    • Toxicological Research
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    • 제32권3호
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    • pp.259-267
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    • 2016
  • Animal testing was used traditionally in the cosmetics industry to confirm product safety, but has begun to be banned; alternative methods to replace animal experiments are either in development, or are being validated, worldwide. Research data related to test substances are critical for developing novel alternative tests. Moreover, safety information on cosmetic materials has neither been collected in a database nor shared among researchers. Therefore, it is imperative to build and share a database of safety information on toxicological mechanisms and pathways collected through in vivo, in vitro, and in silico methods. We developed the CAMSEC database (named after the research team; the Consortium of Alternative Methods for Safety Evaluation of Cosmetics) to fulfill this purpose. On the same website, our aim is to provide updates on current alternative research methods in Korea. The database will not be used directly to conduct safety evaluations, but researchers or regulatory individuals can use it to facilitate their work in formulating safety evaluations for cosmetic materials. We hope this database will help establish new alternative research methods to conduct efficient safety evaluations of cosmetic materials.