• 제목/요약/키워드: Virus detection

검색결과 892건 처리시간 0.03초

OLE File Analysis and Malware Detection using Machine Learning

  • Choi, Hyeong Kyu;Kang, Ah Reum
    • 한국컴퓨터정보학회논문지
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    • 제27권5호
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    • pp.149-156
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    • 2022
  • 최근 전 세계적으로 사용되는 Microsoft Office 파일에 악성코드를 삽입하는 문서형 악성코드 사례가 증가하고 있다. 문서형 악성코드는 문서 내에 악성코드를 인코딩하여 숨기는 경우가 많기 때문에 백신 프로그램을 쉽게 우회할 수 있다. 이러한 문서형 악성코드를 탐지하기 위해 먼저 Microsoft Office 파일의 형식인 OLE(Object Linking and Embedding) 파일의 구조를 분석했다. Microsoft Office에서 지원하는 기능인 VBA(Visual Basic for Applications) 매크로에 외부 프로그램을 실행시키는 쉘코드, 외부 URL에서 파일을 다운받는 URL 관련 코드 등 다수의 악성코드가 삽입된 것을 확인했다. 문서형 악성코드에서 반복적으로 등장하는 키워드 354개를 선정하였고, 각 키워드가 본문에 등장하는 횟수를 feature 로 정의했다. SVM, naïve Bayes, logistic regression, random forest 알고리즘으로 머신러닝을 수행하였으며, 각각 0.994, 0.659, 0.995, 0.998의 정확도를 보였다.

Simultaneous Determination of Eight Compounds in Lysimachia christinae by HPLC-DAD

  • Gahee Ryu;Choong Je Ma
    • Natural Product Sciences
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    • 제28권4호
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    • pp.187-193
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    • 2022
  • Lysimachia christinae Hance was commonly used in Oriental medicine for treating the hepatitis virus, cholecystitis and cholagogic efficiency. According to the previous study, it possesses high antioxidant and anti-inflammatory activity. Simultaneous determination analytical method of isolated eight compounds, cynaroside (1), 2-(3,4-dimethoxyphenyl) ethyl O-α-L-arabinopyranosyl-(1→2)-O-[6-deoxy-α-L-mannopyranosyl-(1→3)] β-D-glucopyranoside (2), stearylester ricinoleic acid (3), (E)-4-(3,4-dimethoxyphenyl) but-3-en-1-yl palmitate (4), 2-hydroxy-24-methoxy-4-tetracosenoic acid (5), 2-hydroxy-24-propoxy-4-tetracosenoic acid (6), β-sitosterol (7), and androst-16-ene-3,6-diol (8) were established by using HPLC-DAD. This HPLC analysis was detected on a Dionex C18 column (5 ㎛, 120 Å, 4.6 mm × 150 mm) at 25℃. The mobile phase consisted of 0.1% trifluoroacetic acid and acetonitrile at a flow rate of 1 mL/min. Validation of the method was assessed by linearity, precision and accuracy test. Calibration curve was good at r2 > 0.9998. Limits of detection (LOD) ranged from 0.19 to 8.18 g/ml and Limits of quantification (LOQ) ranged from 0.19 to 24.80 g/ml. The relative standard deviations (RSD) values of precision test, intra- and inter- day, were less than 0.99% and 1.0%. The accuracy test results ranged from 98.81% to 106.49% and RSD values were less than 0.95%. These results showed that the HPLC-DAD method was very reliable and accurate for the quantity analysis of eight compounds in L. christinae extract for quality control.

Prevalence of Senecavirus A in pigs from 2014 to 2020: a global systematic review and meta-analysis

  • Xuhua Ran;Zhenru Hu;Jun Wang ;Zhiyuan Yang ;Zhongle Li ;Xiaobo Wen
    • Journal of Veterinary Science
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    • 제24권3호
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    • pp.48.1-48.13
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    • 2023
  • Background: Senecavirus A (SVA), a member of the family Picornaviridae, is newly discovered, which causes vesicular lesions, lameness in swine, and even death in neonatal piglets. SVA has rapidly spread worldwide in recent years, especially in Asia. Objectives: We conducted a global meta-analysis and systematic review to determine the status of SVA infection in pigs. Methods: Through PubMed, VIP Chinese Journals Database, China National Knowledge Infrastructure, and Wanfang Data search data from 2014 to July 26, 2020, a total of 34 articles were included in this analysis based on our inclusion criteria. We estimated the pooled prevalence of SVA in pigs by the random effects model. A risk of bias assessment of the studies and subgroup analysis to explain heterogeneity was undertaken. Results: We estimated the SVA prevalence to be 15.90% (1,564/9,839; 95% confidence interval [CI], 44.75-65.89) globally. The prevalence decreased to 11.06% (945/8,542; 95% CI, 28.25-50.64) after 2016. The highest SVA prevalence with the VP1-based RT-PCR and immunohistochemistry assay was 58.52% (594/1,015; 95% CI, 59.90-83.96) and 85.54% (71/83; 95% CI, 76.68-100.00), respectively. Besides, the SVA prevalence in piglet herds was the highest at 71.69% (119/166; 95% CI, 68.61-98.43) (p < 0.05). Moreover, our analysis confirmed that the subgroups, including country, sampling year, sampling position, detected gene, detection method, season, age, and climate, could be the heterogeneous factors associated with SVA prevalence. Conclusions: The results indicated that SVA widely exists in various countries currently. Therefore, more prevention and control policies should be proposed to enhance the management of pig farms and improve breeding conditions and the environment to reduce the spread of SVA.

Sentiment Analysis for COVID-19 Vaccine Popularity

  • Muhammad Saeed;Naeem Ahmed;Abid Mehmood;Muhammad Aftab;Rashid Amin;Shahid Kamal
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권5호
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    • pp.1377-1393
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    • 2023
  • Social media is used for various purposes including entertainment, communication, information search, and voicing their thoughts and concerns about a service, product, or issue. The social media data can be used for information mining and getting insights from it. The World Health Organization has listed COVID-19 as a global epidemic since 2020. People from every aspect of life as well as the entire health system have been severely impacted by this pandemic. Even now, after almost three years of the pandemic declaration, the fear caused by the COVID-19 virus leading to higher depression, stress, and anxiety levels has not been fully overcome. This has also triggered numerous kinds of discussions covering various aspects of the pandemic on the social media platforms. Among these aspects is the part focused on vaccines developed by different countries, their features and the advantages and disadvantages associated with each vaccine. Social media users often share their thoughts about vaccinations and vaccines. This data can be used to determine the popularity levels of vaccines, which can provide the producers with some insight for future decision making about their product. In this article, we used Twitter data for the vaccine popularity detection. We gathered data by scraping tweets about various vaccines from different countries. After that, various machine learning and deep learning models, i.e., naive bayes, decision tree, support vector machines, k-nearest neighbor, and deep neural network are used for sentiment analysis to determine the popularity of each vaccine. The results of experiments show that the proposed deep neural network model outperforms the other models by achieving 97.87% accuracy.

Sputum Processing Method for Lateral Flow Immunochromatographic Assays to Detect Coronaviruses

  • Aram Kang;Minjoo Yeom;Hyekwon Kim;Sun-Woo Yoon;Dae-Gwin Jeong;Hyong-Joon Moon;Kwang-Soo Lyoo;Woonsung Na;Daesub Song
    • IMMUNE NETWORK
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    • 제21권1호
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    • pp.11.1-11.10
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    • 2021
  • Coronavirus causes an infectious disease in various species and crosses the species barriers leading to the outbreak of zoonotic diseases. Due to the respiratory diseases are mainly caused in humans and viruses are replicated and excreted through the respiratory tract, the nasal fluid and sputum are mainly used for diagnosis. Early diagnosis of coronavirus plays an important role in preventing its spread and is essential for quarantine policies. For rapid decision and prompt triage of infected host, the immunochromatographic assay (ICA) has been widely used for point of care testing. However, when the ICA is applied to an expectorated sputum in which antigens are present, the viscosity of sputum interferes with the migration of the antigens on the test strip. To overcome this limitation, it is necessary to use a mucolytic agent without affecting the antigens. In this study, we combined known mucolytic agents to lower the viscosity of sputum and applied that to alpha and beta coronavirus, porcine epidemic diarrhea virus (PEDV) and Middle East respiratory syndrome coronavirus (MERS-CoV), respectively, spiked in sputum to find optimal pretreatment conditions. The pretreatment method using tris(2-carboxyethyl)phosphine (TCEP) and BSA was suitable for ICA diagnosis of sputum samples spiked with PEDV and MERS-CoV. This sensitive assay for the detection of coronavirus in sputum provides an useful information for the diagnosis of pathogen in low respiratory tract.

경남지역에서 송아지 설사병 병원체 검출 조사 (Detection of etiologic agents in diarrhea fecal samples from calves in Gyeongnam province, Korea)

  • 정명호;이민권;김형수;이성욱;성민호;박동엽;황보원;박형준;조재현
    • 한국동물위생학회지
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    • 제35권4호
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    • pp.339-342
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    • 2012
  • The objective of this study was to determine the infection patterns of etiological agents causing calf diarrhea in the Gyeongnam province, Korea. In this study, from January 2011 to December 2011, feces and necropsy specimens from 249 calves diagnosed with diarrhea (<7 months old) were examined by reverse transcriptase-polymerase chain reaction assay and bacteria & coccidium isolation for detection pathogenic organism. The results of this study showed that 78 cases (31.3%) in spring, 71 cases (28.5) in summer, 62 cases (24.9%) in fall and 38 cases (15.3%) in winter were diagnosed with calf diarrhea, respectively. Calf diarrhea-causing pathogens were diagnosed as bacteria 113 (45.4%), viruses 97 (39.0%), coccidium 1 (0.4%), unknown cases 13 (5.2%), and mixed infections 25 (10.0%). We isolated three virus types from fecal samples (97), which were classified as BVD 64 (66.0%), BRV 21 (21.6%), and BCV 12 (12.4%). Moreover, co-infected pathogens were 25 cases, consisting with BVD & BRV 11 (44%), BVD & BCV& BRV 7 (28.0%), E. coli & BCV 3 (12%), and BVD & IBR 1 (4.0%). In summary, we demonstrated that the enteropathogens of bacteria, viruses, and parasite were detected in samples from cattle with diarrhea, principally in young calves less than 7 months of age. Future studies of infectious diarrhea in cattle should include assays for this etiologic agent.

Windows 커널 공격기법의 대응 모델 및 메커니즘에 관한 연구 (The Study of Response Model & Mechanism Against Windows Kernel Compromises)

  • 김재명;이동휘;김귀남
    • 융합보안논문지
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    • 제6권3호
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    • pp.1-12
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    • 2006
  • 최근 들어 악성코드와 관련된 정보침해사고는 대부분 Microsoft Windows에서 발생하고 있으며, 해마다 증가 추세에 있다. 이러한 악성코드 중에 커널기반의 악성코드는 Windows 커널 내에서 자신의 정보를 은폐하고 공격코드를 추가하는 방식으로 동작하고 있어 기존의 보안대응책으로 탐지 및 대응이 어려운 특징을 갖는다. 기존의 정보보호시스템이 알려지지 않은(또는 새로운) 커널 공격 기법에 대한 대응이 거의 불가능한 이유는 "공격 시그너쳐"를 기반으로 하고 있기 때문이며, 보다 근본적인 이유는 Windows 커널 정보 및 관련 메커니즘의 부재에 있다. 이로 인해, 커널 공격기법에 대한 현재의 대응기법 수준은 매우 미미하며, 현장에서 활용 가능한 커널공격 대응시스템은 전무한 실정이다. 본 논문에서는 다양한 Windows 커널 공격에 대한 유형과 기법을 정형화하고, 이를 기반으로 커널 메모리 공격 대응기법, 프로세스 및 드라이버 공격 대응기법, 파일시스템 및 레지스트리 공격 대응기법으로 구분하여 효과적인 Windows 커널 공격대응기법과 메커니즘을 제안하였다. 알려지지 않은 Windows 커널 정보 및 관련 메커니즘의 수집과 분석을 통하여 Windows 커널 공격에 대한 대응기법 및 메커니즘의 구현에 적극 활용하였으며, 시스템 활용도 및 안정성을 극대화하기 위해 Windows 멀티 플랫폼을 지원하도록 구현하였다. 다양한 실험을 통하여 제안된 대응시스템이 커널 공격기법에 대해 기존의 정보보호시스템보다 우수한 방어능력을 갖고 있음을 확인하였다.

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HIV-1 O형 항체 진단시료의 개발 (Development of Test System for Detection of Antibody to Human Immunodeficiency Virus Type 1 Subtype O)

  • 조영식;유승신;하건우;이상국;조명환;신형식;김선영
    • 대한바이러스학회지
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    • 제28권1호
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    • pp.31-38
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    • 1998
  • In Korea, all domestic made test systems for detecting antibodies in HIV-1 contain the antigens from human immunodeficiency type 1 (HIV-1) subtype B. However, because HIV-1 subtype O is significantly different in amino acid sequences from all other subtypes of HIV-1, there has been a need for developing a test for detecting antibodies in subtype O. For this purpose, the entire nucleotide sequence corresponding to the extracellular domain of the transmembrane glycoprotein of HIV-1 subtype O was synthesized with consideration of Escherichia coli condon usage. Various regions of the extracellular domain were cloned into E. coli expression vectors and tested for levels of protein production. The nucleotide sequence, named ECTM, that can encode a 129 amino acid-long peptide, was found to be expressed at a high level in E. coli. The protein of approximately 17 kDa specifically reacted with sera from individuals infected with HIV-1 subtype O. The ECTM protein was purified to near homogeneity by the CM-T gel chromatography, using concentrated, denatured inclusion bodies. In Western blot analysis, the purified viral antigen reacted with sera from individuals infected with subtype O more efficiently than subtype B. The enzyme linked immunoabsorbent assay (ELISA) system was developed using the subtype O viral protein and compared with the commercially available kit lacking the antigens from subtype O. The ELISA kit containing the subtype O antigen ECTM alone efficiently reacted with sera from individuals infected with subtype O. The subtype O antigen-containing kit produced a positive absorbence even when sera were diluted 512-fold, suggesting a high sensitivity. The commercially available kit also reacted with subtype O sera, but produced a negative result at a dilution of 8-fold. Our results suggest that the currently available kit may not be able to efficiently detect subtype O sera and that the viral protein developed in this study may be added to the current system to maximize the detection of sera from individuals infected with subtype O.

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Saliva-Based Screening of High-Risk Human Papillomavirus Strains: Detection in Female Indonesian and Thai Dental Students

  • Wimardhani, Yuniardini Septorini;Sasanti, Harum;Wardhany, Indriasti Indah;Sarsito, Afi Savitri;Pradono, Siti Aliyah;Subita, Gus Permana;Soegyanto, Anandina Irmagita;Rahmayanti, Febrina;Chamusri, Nutchapon;Iamaroon, Anak
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권13호
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    • pp.5525-5529
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    • 2015
  • Background: Currently it is believed that human papillomaviruses (HPV) are associated with the development of some oral/oropharyngeal cancers. It has been suggested that these viruses influence carcinogenesis in both smokers and non-smokers. Data on the prevalence of HPV in healthy adults are thus needed to estimate the risk of oral/oropharyngeal cancer. The aim of this study was to assess the prevalence of oral HPV in healthy female adults in Indonesia and Thailand. Materials and Methods: Healthy female students from the Faculties of Dentistry of Universitas Indonesia and Chiang Mai University were asked to participate in this pilot study. DNA was extracted from saliva specimens and screened for HPV16 and HPV18 using PCR. Results: The age, marital status and sexual experience of the subjects between the two countries were not significantly different. Eight (4%) and 4 (2%) samples were positive for HPV16 and HPV18, respectively. Fisher's Exact test found a significant difference between HPV16 positivity in subjects who were married and had sexual intercourse but not for HPV18. Conclusions: This study successfully detected presence of HPV16 and HPV18 DNA in a number of saliva samples from female dental school students. Marital status, experience of sexual intercourse and safe sexual practice are related to the possibility of finding HPV DNA finding in saliva. Dentists, physicians and other health care professionals may gain significant value from the findings of this study, which provide an understanding of the nature of HPV infection and its risk to patient health and disease.

Detection of Recombinant Marker DNA in Genetically Modified Glyphosate- Tolerant Soybean and Use in Environmental Risk Assessment

  • Kim, Young-Tae;Park, Byoung-Keun;Hwang, Eui-Il;Yim, Nam-Hui;Lee, Sang-Han;Kim, Sung-Uk
    • Journal of Microbiology and Biotechnology
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    • 제14권2호
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    • pp.390-394
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    • 2004
  • The genetically modified glyphosate-tolerant soybean contains the following introduced DNA sequences: the EPSPS (5-enol-pyruvylshikimate-3-phosphate synthase) gene from Agrobacterium sp. strain CP4, the 35S promoter from the cauliflower mosaic virus, and the NOS terminator from Agrobacterium tumefaciens. In the present study, detection of these introduced DNAs was performed by amplification using the polymerase chain reaction (PCR). A multiplex PCR method was also applied to prevent false positive results. When primers for 35S promoter, nos3', CTP(chloroplast transit peptide), and CP4 EPSPS (EPSPS from Agrobacterium sp. CP4) were used, positive results were obtained in PCR reactions using DNA from genetically modified glyphosate-tolerant soybeans. There were no false positive results when using DNA from non-genetically modified soybeans. The CP4 EPSPS gene was detected when less than 125 pg glyphosate-tolerant soybean DNA was amplified. Lectin Lel and psb A were amplified from both non-genetically modified and genetically modified glyphosate-tolerant soybean DNA. Multiplex PCR was performed using different primer sets for actin Sacl, 35S promoter and CP4 EPSPS. The actin gene was detectable in both non-genetically modified and glyphosate-tolerant soybeans as a constant endogenous gene. Target DNAs for the 35S promoter, and CP4 EPSPS were detected in samples containing 0.01-0.1% glyphosate-tolerant soybean, although there were variations depending on primers by multiplex PCR. Soybean seeds from five plants of non-genetically modified soybean were co-cultivated for six months with those of genetically modified soybean, and they were analyzed by PCR. As a result, they were not positive for 35S promoter, nos3' or CP4 EPSPS. Therefore, these results suggest there was no natural crossing of genes between glyphosate-tolerant and non-genetically modified soybean during co-cultivation, which indicates that gene transfer between these plants is unlikely to occur in nature.