• 제목/요약/키워드: Infection Detection System

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소셜 빅데이터 마이닝 기반 실시간 랜섬웨어 전파 감지 시스템 (Real-Time Ransomware Infection Detection System Based on Social Big Data Mining)

  • 김미희;윤준혁
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
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    • 제7권10호
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    • pp.251-258
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    • 2018
  • 파일을 암호화시켜 몸값을 요구하는 악성 소프트웨어인 랜섬웨어는 빠른 전파력과 지능화로 더욱 위협적이 되고 있다. 이에 빠른 탐지 및 위험 분석이 요구되고 있지만, 실시간 분석 및 보고가 미비한 상태이다. 본 논문에서는 실시간 분석이 가능하도록 소셜 빅데이터 마이닝 기술을 활용하여 랜섬웨어 전파 감지 시스템을 제안한다. 본 시스템에서는 트위터 스트림을 실시간 분석하여 랜섬웨어와 관련된 키워드를 가진 트윗을 크롤링한다. 또한 뉴스피드 분석기를 통해 뉴스서버를 크롤링하여 랜섬웨어 관련 키워드를 추출하고, 보안업체의 서버나 탐색 엔진을 통해 뉴스나 통계데이터를 추출한다. 수집된 데이터는 데이터 마이닝 알고리즘으로 랜섬웨어 감염 정도를 분석한다. 2017년 전파가 많이 되었던 워너크라이와 록키 랜섬웨어 감염전파 시 관련 트윗의 수와 구글 트렌드(통계 정보) 정보, 관련 기사를 비교하여 트윗을 이용한 본 시스템의 랜섬웨어 감염 탐지 가능성을 보이고, 엔트로피와 카이-스퀘어 분석을 통해 제안 시스템 성능을 보인다.

Multiclass Botnet Detection and Countermeasures Selection

  • Farhan Tariq;Shamim baig
    • International Journal of Computer Science & Network Security
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    • 제24권5호
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    • pp.205-211
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    • 2024
  • The increasing number of botnet attacks incorporating new evasion techniques making it infeasible to completely secure complex computer network system. The botnet infections are likely to be happen, the timely detection and response to these infections helps to stop attackers before any damage is done. The current practice in traditional IP networks require manual intervention to response to any detected malicious infection. This manual response process is more probable to delay and increase the risk of damage. To automate this manual process, this paper proposes to automatically select relevant countermeasures for detected botnet infection. The propose approach uses the concept of flow trace to detect botnet behavior patterns from current and historical network activity. The approach uses the multiclass machine learning based approach to detect and classify the botnet activity into IRC, HTTP, and P2P botnet. This classification helps to calculate the risk score of the detected botnet infection. The relevant countermeasures selected from available pool based on risk score of detected infection.

Duplex dPCR System for Rapid Identification of Gram-Negative Pathogens in the Blood of Patients with Bloodstream Infection: A Culture-Independent Approach

  • Shin, Juyoun;Shin, Sun;Jung, Seung-Hyun;Park, Chulmin;Cho, Sung-Yeon;Lee, Dong-Gun;Chung, Yeun-Jun
    • Journal of Microbiology and Biotechnology
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    • 제31권11호
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    • pp.1481-1489
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    • 2021
  • Early and accurate detection of pathogens is important to improve clinical outcomes of bloodstream infections (BSI), especially in the case of drug-resistant pathogens. In this study, we aimed to develop a culture-independent digital PCR (dPCR) system for multiplex detection of major sepsis-causing gram-negative pathogens and antimicrobial resistance genes using plasma DNA from BSI patients. Our duplex dPCR system successfully detected nine targets (five bacteria-specific targets and four antimicrobial resistance genes) through five reactions within 3 hours. The minimum detection limit was 50 ag of bacterial DNA, suggesting that 1 CFU/ml of bacteria in the blood can be detected. To validate the clinical applicability, cell-free DNA samples from febrile patients were tested with our system and confirmed high consistency with conventional blood culture. This system can support early identification of some drug-resistant gram-negative pathogens, which can help improving treatment outcomes of BSI.

Prevalence of Human Papillomavirus in Women from Saudi Arabia

  • Turki, Rola;Sait, Khalid;Anfinan, Nisreen;Sohrab, Sayed Sartaj;Abuzenadah, Adel Mohammed
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권5호
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    • pp.3177-3181
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    • 2013
  • Background: Human papillomavirus (HPV) infection is the main causes of cervical cancer in women worldwide. The goal of the present study was to determine the prevalence and distribution of HPV genotypes in women from Saudi Arabia. Recently, several HPV detection methods have been developed, each with different sensitivities and specificities. Methods: In this study, total forty cervical samples were subjected to polymerase chain reaction and hybridization to BioFilmChip microarray assessment. Results: Human papillomavirus (HPV) infections were found in 43% of the specimens. The most prevalent genotypes were HPV 16 (30%) HPV 18 (8.0%) followed by type HPV 45, occurring at 5.0%. Conclusion: Our finding showed the HPV infection and prevalence is increasing at alarming rate in women of Saudi Arabia. There was no low risk infection detected in the tested samples. The BioFilmChip microarray detection system is highly accurate and suitable for detection of single and multiple infections, allowing rapid detection with less time-consumption and easier performance as compared with other methods.

소 질병 검출을 위한 혈청학적 검사의 민감도 평가 (Sensitivity analysis of serological tests for detection of disease in cattle)

  • 이상진;문운경;박선일
    • 대한수의학회지
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    • 제50권1호
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    • pp.43-48
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    • 2010
  • Animal disease surveillance system, defined as the continuous investigation of a given population to detect the occurrence of disease or infection for control purposes, has been key roles to assess the health status of an animal population and, more recently, in international trade of animal and animal products with regard to risk assessment. Especially, for a system aiming to determine whether or not a disease is present in a population sensitivity of the system should be maintained high enough not to miss an infected animal. Therefore, when planning the implementation of surveillance system a number of factors that affecting surveillance sensitivity should be taken into account. Of these parameters sample size is of important, and different approaches are used to calculate sample size, usually depending on the objective of surveillance systems. The purpose of this study was to evaluate the sensitivity of the current national serological surveillance programs for four selected bovine diseases assuming a specified sampling plan, to examine factors affecting the probability of detection, and to provide sample sizes required for achieving surveillance goal of detecting at least an infection in a given population. Our results showed that, for example, detecting low level of prevalence (0.2% for bovine tuberculosis) requires selection of all animals per typical Korean cattle farm (n = 17), and thus risk-based target surveillance for high risk groups can be an alternative strategy to increase sensitivity while not increasing overall sampling efforts. The minimum sample size required for detecting at least one positive animal was sharply increased as the disease prevalence is low. More importantly, high reliability of prevalence estimation was expected with increased sampling fraction even when zero-infected animal was identified. The effect of sample size is also discussed in terms of the maximum prevalence when zero-infected animals were identified and on the probability of failure to detect an infection. We suggest that for many serological surveillance systems, diagnostic performance of the testing method, sample size, prevalence, population size, and statistical confidence need to be considered to correctly interpret results of the system.

Helicobacter pylori 감염 환자에서 Western blot 법에 의한 혈청내 세포독성 유전자의 발현에 관한 연구 (Diagnostic Significance of Cytotoxic Genes Expression by Western blotting of Serum in Helicobacter pylori Infection)

  • 김대인;이구;서정일;이창우;김정란;하경임;이규춘;남경수;양창헌
    • 생명과학회지
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    • 제10권6호
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    • pp.630-639
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    • 2000
  • The gastric pathogen Helicobacter pylori(H. pylori) establishes long-term chronic infection that can lead to atrophic gastritis, intestinal metaplasia, and gastric cancer. H. pylori, which express cytotoxic genes is now recohnized as a cause of peptic ulcer and is also a major risk factor for the development of gastric adenocarcinoma. We performed this study 1) to assess the detection rate of H. pylori according to direct investigation of bacteria of gastric biopsy specimen and two serologic tests of GAP test and Helico blot 2.0 system in the symptomatic and non-symptomatic group 2) to evaluate and compare the efficacy of two serologic tests of GAP test and Helico blot 2.0 system for the diagnosis of H. pylori infection. Forty-nine patients were positive for H pylori infection based on direct investigation of bacteria by histology. The detection rates of H. pylori infection based on direct investigation of bacteria by histology. The detection rates of H. phlori were significantly lower in gastric cancer than in other gastroduodenal disease(p<0.05). The concordance of two serologic tests of GAP test and Helico blot 2.0 system is poor. There was no statistically significant difference between the expression rate of CagA and VacA in the symptomatic and non-symptomatic group. Although Helico blot 2.0 system may not displace GAP test, it was a very sensitive serologic test for the diagnosis of H. pylori infection and it was used to detect IgG antibodies to H. pylori-specific antigens, including CagA, VacA and the various urease subunit. Our data suggest that further investigation is needed to determine whether or not the serologic expression of cytotoxic gene may be clinical usefulness of diagnostic methods in the gastroduodenal disease.

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Epidemiologic investigation of gastrointestinal pathogens for Korean cats with digestive sign

  • Lee, Mi-Jin;An, Fujin;Lee, Gijong;Park, Jin-ho
    • 한국동물위생학회지
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    • 제45권2호
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    • pp.101-110
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    • 2022
  • This study was performed to investigate infectious gastrointestinal diseases in 115 Korean cats (83 indoors and 32 outdoors) with digestive signs such as diarrhea, anorexia or abdominal distention. Detection of infectious pathogens was analyzed using real-time PCR. As a result, 85 of 115 Korean cats were detected with feline corona virus (FCoV), feline parvo virus, Group A rotavirus, Clostridium perfringens (C. perfringens), Campylobacter coli (C. coli), Campylobacter jejuni, enterotoxigenic Escherichia coli, enteropathogenic Escherichia coli, Salmonella spp., Tritrichomonas foetus, Cyclospora cayetanensis, and Giardia lamblia. The most frequently detected pathogen was C. perfringens (52 cats, 61.2%), followed by FCoV (43 cats, 50.6%) and C. coli (16 cats, 18.8%). Also, single infection was the most common (43 cats), followed by double infection in 31 cats, triple infection in 7 cats, and quadruple infection in 4 cats. There was no significant relationship between pathogen detection and age, gender, living environment, weather, and diarrhea. However, there was a significant difference between the age group under 1 year and the age group 1~7 (P value<0.05). In this study, cats with suspected gastrointestinal infection were randomly evaluated, and other factors that could affect pathogen detection were insufficiently considered. For this reason, additional epidemiological investigations with a larger number of cats and sufficient consideration of the causes that may affect the results are needed. Nevertheless, it is thought that this study can also provide valuable information on gastrointestinal pathogens in Korean cats.

비뇨생식기로부터 Chlamydia trachomatis의 세포배양 및 효소면역학적동정 (Identification of Chlamydia trachomatis from the Urethral Specimens by McCoy Cell Culture and Enzyme-Linked Immunosorbent Assay)

  • 이재상;이연태
    • 대한미생물학회지
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    • 제21권2호
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    • pp.261-270
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    • 1986
  • A total of 339 urethral, vaginal swab and eye discharge materials from the out-patients in the hospitals of Seoul area was microbiologically collected for the detection of Chlamydia trachomatis infection during May through August, 1985. McCoy cell culture system (MCC) and enzyme-likned immunosorbent assay (EIA) methods were employed in this study as the tools for the detection of C. trachomatis, and the detectabilities of two methods were compared. The results obtained in this study are summarized as follows: 1. The positive rate of C. trachomatis in 339 swab specimens was 18.6%, and the rate in females (20.1%) was much higher than that in males (7.1%). 2. The positive rate of C. trachomatis infection the prostitutes was the highest (24.2%), and the rate in the eye discharge specimens obtained from the new barns was 12.8%. 3. The positive rates of C. trachmoatis infection detected in the specimens from the patients with vaginitis and leucorrhea, with infertility, with cystitis and with nongonococcal urethritis were 17.2%, 21.9%. 18.0% and 7.1%, respectively. 4. The positive rate of C. trachomatis infection in 20-25 age group was 30.5%. This rate was the highest among the other age groups. 5. The positive rate of C. trachomatis infection in the randomly screened 89 swab specimens by EIA (30.3%) was much higher than the rate detected by MCC (18.6%). 6. The positive rate of C. trachomatis infection in females detected by EIA was also much higher than in males, and the 20-25 age group showed the highest positive rate as compared to the other age groups. 7. Sensitivity and specificity of EIA for the detection on C. trachomatis were 100% and 88.6%, respectively, in case that MCC was regarded as perfect method. In summarizing the above results, it is known that considerable cases with genital diseases and with eye discharges were associated with C. trachomatis, and that EIA method is recommendable for the detection of C. trachomatis especially in the specimens swabed from the genital tracts.

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참다래 잎에서의 궤양병 감염 위험도 모형 (A Forecast Model for Estimating the Infection Risk of Bacterial Canker on Kiwifruit Leaves in Korea)

  • 도기석;정봉남;좌재호
    • 식물병연구
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    • 제22권3호
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    • pp.168-177
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    • 2016
  • 한국에서 발생하는 참다래 잎에서의 궤양병의 감염위험도를 예측하는 모형을 Magarey 등(2005)의 일반 감염 모형식을 이용하여 개발하였다. 이 연구를 통해 개발한 모형과 뉴질랜드에서 개발된 KVH PSA-V 모형을 2015년 서귀포시 남원읍의 녹색참다래 헤이워드 품종 재배 과원과 표선면과 성산읍 신산리의 황색 참다래 Hort16A 품종 재배 과원들에서 수집된 기상 조사 자료와 병조사 자료를 사용하여 분할표 분석을 통해 평가하였다. 자체 개발한 모형과 뉴질랜드에서 개발한 KVH PSA-V 모형, 감염 판단기준을 31로 조정한 KVH PSA-V 모형들은 실제 병이 일어났을 경우에 감염이 일어났다고 경고하는 비율인 probability of detection값이 모두 80% 이상으로 한국의 참다래 궤양병 방제 의사 결정지원용으로 사용하기에는 충분하였다. 모형이 일어나는 현상을 정확히 예측하는 지표인 proportion of correct는 이 연구를 통해 개발된 감염 위험 예측 모형이 가장 높은 51.1%를 나타내고 실제병이 일어났을 경우에 감염이 일어났다고 경고하는 비율인 probability of detection과 모형의 경고에 따라 방제를 결정하였을 때에 효율성 지표인 critical success index도 각각 가장 높은 수치인 90.9%와 47.6%를 나타내어 한국에서 발생하는 참다래 궤양에 대해서는 KVH PSA-V 모형보다 더 우수한 모형으로 판단되었다. 이 연구를 통해 새로 개발된 모형은 한국의 참다래 재배자들의 궤양병 방제를 위한 의사결정에 도움을 주어 궤양병으로 인한 피해를 줄이는 데에 도움이 될 것이다.

Diagnosis of Helicobacter pylori Infection

  • Tongtawee, Taweesak;Kaewpitoon, Soraya;Kaewpitoon, Natthawut;Dechsukhum, Chavaboon;Leeanansaksiri, Wilairat;Loyd, Ryan A;Matrakool, Likit;Panpimanmas, Sukij
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권4호
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    • pp.1631-1635
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    • 2016
  • Helicobacter pylori infection plays an important role in the pathogenesis of chronic gastritis, peptic ulcer disease and gastric malignancy. A diagnosis of infection is thus an important part of a treatment strategy of many gastrointestinal tract diseases. Many diagnostic tests are available but all have some limitations in different clinical situations and laboratory settings. A single gold standard cannot available, but be used for diagnosis of Helicobacter pylori infection in daily clinical practice in all areas, so several techniques have been developed to give reliable results, especially focusing on real time endoscopic features. The narrow band imaging system (NBI) and high resolution endoscopy are imaging techniques for enhanced visualization of infected mucosa and premalignant gastric lesions. The aim of this article is to review the current diagnostic options and possible future developments detection of Helicobacter pylori infection.