• Title/Summary/Keyword: 백신개발

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The causative organisms of pediatric empyema in Korea (소아 농흉 원인균에 대한 다기관 연구(1999. 9-2004. 8))

  • Yum, Hye-yung;Kim, Woo Kyung;Kim, Jin Tak;Kim, Hyun Hee;Rha, Yeong Ho;Park, Yong Min;Sohn, Myung Hyun;Ahn, Kang Mo;Lee, Soo Young;Hong, Su Jong;Lee, Hae Ran
    • Clinical and Experimental Pediatrics
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    • v.50 no.1
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    • pp.33-39
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    • 2007
  • Purpose : In spite of medical advances, empyema is a serious complication of pneumonia in children. Vaccination practices and antibiotic prescribing practices promote the change of clinical manifestations of empyema and causative organisms. So we made a nationwide clinical observation of 122 cases of empyema in children from 32 hospitals during the 5 year period from September 1999 to August 2004. Methods : Demographic data, and clinical information on the course and management of empyema patients were collected retrospectively from medical records in secondary and tertiary hospitals in Korea. Results : One hundred twenty two patients were enrolled from 35 hospitals. The most frequent age group was 1-3 years, accounting for 48 percent of all cases. The male to female sex ratio was 1.2:1. The main symptoms were cough, fever, respiratory difficulty, lethargy and chest pain in order of frequency. Hematologic findings on admission revealed decreased hemoglobin levels ($10.4{\pm}1.6g/dL$) and increased leukocyte counts ($16,234.3{\pm}10,601.8/{\mu}L$). Pleural fluid obtained from patients showed high leukocyte counts ($30,365.8{\pm}64,073.0/{\mu}L$), high protein levels ($522.3{\pm}1582.3g/dL$), and low glucose levels ($88.1{\pm}523.5mg/dL$). Findings from pleural fluid cultures were positive in 80 cases(65.6 percent). The most common causative agent was Streptococcus pneumoniae. The majority of patients were treated with antibiotics and closed drainage. Some patients needed open drainage (16.4 percent) or decortication (3.3 percent). The mean duration of hospitalization was $28.6{\pm}15.3days$. Conclusion : We analyzed childhood empyema patients during a period of 5 years in Korean children. The most frequent age group was 1-3 years and the most common causative agent was Streptococcus pneumoniaeiae. The majority of patients were treated with antibiotics and close drainage.

The development of transgenic maize expressing Actinobacillus pleuropneumoniae ApxIIA gene using Agrobacterium (아그로박테리움을 이용한 Actinobacillus pleuropneumoniae ApxIIA (ApxII toxin) 유전자 발현 옥수수 형질전환체 개발)

  • Kim, Hyun-A;Yoo, Han-Sang;Yang, Moon-Sik;Kwon, Suk-Yoon;Kim, Jin-Seog;Choi, Pil-Son
    • Journal of Plant Biotechnology
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    • v.37 no.3
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    • pp.313-318
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    • 2010
  • To develop edible vaccines for swine, the embryogenic calli (type II) derived from HiII genotype were inoculated with A. tumefaciens strain C58C1 containing the binary vector pMYV611, 613, 616, and V621, 622 and 623 respectively. Six of those vectors carry nptII gene which confers resistance to paromomycin and apxIIA gene producing ApxII toxin which is generated in various serum types of A. pleuropneumoniae as a target gene. The 4,120 callus clones for pMYV611, 5,959 callus clones for pMYV613, 7,581 callus clones for pMYV616, 52,329 callus clones for V621, 48,948 callus clones for V622, and 56,188 callus clones for V623 were inoculated. The frequency of positive response clone was confirmed into range of 2.3% - 4.4% for each vectors by NPTII ELISA kit assay, and the selected callus clones of them were finally 3 callus clones from pMYV611 (0.07%), 4 callus clones from pMYV613 (0.07%), 2 callus clones from pMYV616 (0.03%), 51 callus clones from V621 (0.1%), 72 callus clones from V622 (0.15%), and 102 callus clones from V623 (0.18%) respectively. From the selected callus clones of each binary vector, the integration of the apxIIA gene into maize genome was detected from 2 plants of pMYV613 and 2 plants of V623 by Southern blot analysis.

Measuring Intracellular Mycobacterial Killing Using a Human Whole Blood Assay (인체 전혈 모델을 이용한 세포내 결핵균 살균력에 관한 연구)

  • Cheon, Seon-Hee;Song, Ho-Yeon;Lee, Eun-Hee;Oh, Hee-Jung;Kang, In-Sook;Cho, Ji-Yoon;Hong, Young-Sun
    • Tuberculosis and Respiratory Diseases
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    • v.53 no.5
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    • pp.497-509
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    • 2002
  • Background : The mechanisms through which cellular activation results in intracellular mycobacterial killing is only partially understood. However, in vitro studies of human immunity to Mycobacterium tuberculosis have been largely modeled on the work reported by Crowle, which is complicated by several factors. The whole blood culture is simple and allows the simultaneous analysis of the relationship between bacterial killing and the effect of effector cells and humoral factors. In this study, we attempted to determine the extent to which M. tuberculosis is killed in a human whole blood culture and to explore the role of the host and microbial factor in this process. Methods : The PPD positive subject were compared to the umbilical cord blood and patients with tuberculosis, diabetes and lung cancer. The culture is performed using heparinized whole blood diluted with a culture medium and infected with a low number of M. avium or M. tuberculosis $H_{37}Ra$ for 4 days by rotating the culture in a $37^{\circ}C$, 5% $CO_2$ incubator. In some experiments, methlprednisolone- or pentoxifyline were used to inhibit the immune response. To assess the role of the T-cell subsets, CD4+, CD8+ T-cells or both were removed from the blood using magnetic beads. The ${\Delta}$ log killing ratio was defined using a CFU assay as the difference in the log number of viable organisms in the completed culture compared to the inoculum. Results : 1. A trend was noted toward the improved killing of mycobacteria in PPD+ subjects comparing to the umbilical cord blood but there was no specific difference in the patients with tuberculosis, diabetes and lung cancer. 2. Methylprednisolone and pentoxifyline adversely affected the killing in the PPD+ subjects umbilical cord blood and patients with tuberculosis. 3. The deletion of CD4+ or CD8+ T-lymphocytes adversely affected the killing of M. avium and M. tuberculosis $H_{37}Ra$ by PPD+ subjects. Deletion of both cell types had an additive effect, particularly in M. tuberculosis $H_{37}Ra$. 4. A significantly improved mycobacterial killing was noted after chemotherapy in patients with tuberculosis and the ${\Delta}$ logKR continuously decreased in a 3 and 4 days of whole blood culture. Conclusion : The in vitro bactericidal assay by human whole blood culture model was settled using a CFU assay. However, the host immunity to M. tuberculosis was not apparent in the human whole blood culture bactericidal assay, and patients with tuberculosis showed markedly improved bacterial killing after anti-tuberculous chemotherapy compared to before. The simplicity of a whole blood culture facilitates its inclusion in a clinical trial and it may have a potential role as a surrogate marker in a TB vaccine trial.

The Bacterial Colonization of Burn Wound and the Changes of Antibiotic Susceptibility in Childhood Burn (January, 1999~December, 2002) (소아 화상의 화상부위 세균 집락화와 항균제 감수성 변화(1999년 1월~2002년 12월))

  • Kim, Jin-Man;Lee, So-Yeon;Kim, Young-Ho;Shin, Eon-Woo;Oh, Phil-Soo;Kim, Kwang-Nam;Lee, Kyu-Man;Oh, Suk-Joon
    • Pediatric Infection and Vaccine
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    • v.12 no.2
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    • pp.157-165
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    • 2005
  • Purpose : Children occupy a large proportion of burn victims. So we want to aid to pediatric burn care through the understanding of the bacterial distribution in burn wounds and antibiotic susceptibility against isolated microorganisms from burn wounds. Methods : We analysed the medical records of 213 pediatric burn patients(0~15 years), 406 samples that grew bacteria in burn wound sites. Results : Of the total 213 patients, male were 59.6% and female were 40.4%. Scalding burn was the most common(78.4%), flame burn was the second(16.4%). Pathogens were isolated in 406 samples. The most common was Pseudomonas aeruginosa(58.1%). Next were Enterococcus species, Staphylococcus aureus, Staphylococcus epidermidis, Streptococcus species, Acinetobacter species. P. aeruginosa was resistant to trimethoprim-sulfamethoxazole in 100%, cephalothin in 98.1%, ampicillin-sulbactam in 96.2%, ampicillin in 95.3%, ceftriaxone in 95.2%, tobramycin in 93.7%, cefoperazone in 68.9%, ceftazidime in 67.7%. Enterococcus species were resistant to tetracycline in 63.9%, streptomycin in 45.5%, gentamicin in 36.1%, penicillin G in 13.7%. S. aureus was resistant to gentamicin in 89.7%, tetracycline in 86.2%, ciprofloxacin in 86.2%, penicillin G in 84.3%, oxacillin in 78.4%, erythromycin in 76.5%. Acinetobacter species were resistant to ampicillin-sulbactam in 100%, gentamicin in 85.7%, ampicillin in 83.3%, piperacillin in 61.5%. Conclusion : P. aeruginosa was highly resistant to drugs like cefoperazone in 68.9%, ceftazidime 67.7%. S. aureus was highly resistant to penicillin G in 84.3%, oxacillin in 25.9 %, but none to vancomycin in 0%, teicoplanin in 2.2%. According to the study, Acinetobacter species turned out to be multi-resistant strains, so careful attention must be paid to the choice of antibiotics.

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The Comparison of Knowledge and Attitude of AIDS between the Sex Group with a Prostitute and the Non-sex Group in Unmarried Young Men (젊은 미혼 남성에서의 매춘부와 성관계를 한 경험이 있는 집단과 매춘부와 성관계를 한 경험이 없는 집단 사이에서의 에이즈에 대한 지식과 태도 비교)

  • Yeom, Chang-Hwan;Choi, Youn-Seon;Choi, Kyung-Hee
    • Journal of Hospice and Palliative Care
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    • v.4 no.2
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    • pp.122-129
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    • 2001
  • Purpose : After Acquired Immunodeficiency Syndrome (AIDS) is known to be a fatal disease, efforts and studies are made to determine the cause, treatment method and method of preventing infection. However, no treatment method is present and vaccine development has not been made. Therefore, the most effective treatment method is prevention, and almost 100% prevention is possible when correct preventive measures are taken. We suggest effective prevention education by comparing knowledge and attitude of those unmarried men who had sexual encounters with prostitutes (high risk group) and those with no sexual encounters with prostitutes (low risk group). Methods : From January 1, 2000 to June 30, 2000, a survey was done in 516 unmarried soldiers and college students. With the collected data, chi-square test was used to compare and analyze the demographic characteristic, knowledge on AIDS, and attitude on AIDS between the high risk group and low risk group. One-way ANOVA test was used to compare and analyze the scores on knowledge between these two groups. Results : Among 516 unmarried men, 256 men (49.6%) fell into the high risk group and 260 men (50.4%) into the low risk group. Both groups showed that they heard of AIDS during their middle school years. The main route of obtaining knowledge on AIDS was through TV programs with 124 men(48.4%) in the high risk group and 167 men (64.2%) in the low risk group (P=0.002). Among 20 items, the average score on knowledge was $13.9{\pm}1.9$ in the high risk group and $14.1{\pm}1.8$ in the low risk group with no statistical difference between these two groups (P=0.191). Two items showed statistical significance in the low risk group compared with the high risk group; these were the item of AIDS being transmitted through transfusion (P=0.014) and through mosquitoes (P=0.009). As for attitude, statistical significance was present in the item stating that AIDS patients should be isolated in the high risk group compared with the low risk group (P=0.029). Conclusions : The present study showed that both the high risk group and low risk group obtained knowledge on AIDS through TV. No statistical difference was present between the two groups other than the high risk group showed statistically high results in two items on knowledge and one item on attitude. Thus, these results showed that exposure to AIDS can be lowered with better knowledge and the attitude of those with a low risk of infection was more positive.

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A Study on Estimating Rice Yield in DPRK Using MODIS NDVI and Rainfall Data (MODIS NDVI와 강수량 자료를 이용한 북한의 벼 수량 추정 연구)

  • Hong, Suk Young;Na, Sang-Il;Lee, Kyung-Do;Kim, Yong-Seok;Baek, Shin-Chul
    • Korean Journal of Remote Sensing
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    • v.31 no.5
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    • pp.441-448
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    • 2015
  • Lack of agricultural information for food supply and demand in Democratic People's republic Korea(DPRK) make people sometimes confused for right and timely decision for policy support. We carried out a study to estimate paddy rice yield in DPRK using MODIS NDVI reflecting rice growth and climate data. Mean of MODIS $NDVI_{max}$ in paddy rice over the country acquired and processed from 2002 to 2014 and accumulated rainfall collected from 27 weather stations in September from 2002 to 2014 were used to estimated paddy rice yield in DPRK. Coefficient of determination of the multiple regression model was 0.44 and Root Mean Square Error(RMSE) was 0.27 ton/ha. Two-way analysis of variance resulted in 3.0983 of F ratio and 0.1008 of p value. Estimated milled rice yield showed the lowest value as 2.71 ton/ha in 2007, which was consistent with RDA rice yield statistics and the highest value as 3.54 ton/ha in 2006, which was not consistent with the statistics. Scatter plot of estimated rice yield and the rice yield statistics implied that estimated rice yield was higher when the rice yield statistics was less than 3.3 ton/ha and lower when the rice yield statistics was greater than 3.3 ton/ha. Limitation of rice yield model was due to lower quality of climate and statistics data, possible cloud contamination of time-series NDVI data, and crop mask for rice paddy, and coarse spatial resolution of MODIS satellite data. Selection of representative areas for paddy rice consisting of homogeneous pixels and utilization of satellite-based weather information can improve the input parameters for rice yield model in DPRK in the future.

제15회 산란계 경제능력 검정 성적

  • 국립종축장;대한양계협회
    • KOREAN POULTRY JOURNAL
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    • v.13 s.146
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    • pp.108-116
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    • 1981
  • 제15회 산란계 경제능력검정에는 총 13개 계군이 출품되었으며 능력검정 결과를 요약하면 다음과 같다. 1. 육추율, 육성율, 성계생존율 이번회 검정계의 육추율은 13개 계군 평균 97.72$\%$로서 14회 99.7$\%$와 비슷하다. 특히 이번 검정에서 육추기간 중 한마리의 폐사도 없는 구는 3구였으며 9구 만이 79.64$\%$로 육추율이 가장 낮았는데 그 원인은 1개 검정소에서 육추기간 중 백혈병으로 인한 폐사수가 많았기 때문으로 보인다. 육성율 평균은 99.07$\%$로서 14회 99.0$\%$와 같았고 한마리의 폐사도 없는 구는 11구로서 최고 육성율을 보였다. 성계 생존율은 평균이 90.14$\%$로서 14회의 92.6$\%$에 비슷 하였으며 13구는 97.98$\%$로서 상당히 좋은 성적을 보였으며 6구, 7구 9구, 10구 및 11구는 90$\%$이하로 성계생존율은 5회 점검 이후 점차 높아 졌는데 이유는 MD백신이 개발되어 이의 접종으로 인한 마렉병의 발생을 예방 할 수 있었던 것으로 생각된다. 2. 성 성숙일령 15회 검정에서 13개 계군의 평균 성 성숙 일령은 163일에서 14회 161일과는 비슷하였는데 성 성숙 일령은 육성기의 사료 급여와 사양관리에 따라서 영향을 많이 받는 형질이므로 더 이상의 고찰이 필요하지 않다. 성 성숙이 제일 빠른구는 5구의 154일이었고 늦은 구는 9구의 168일 이었는데 그 차는 14일이였다. 3. 산란율 및 산란지수 이번 검정계군의 평균 산란율은 70.14$\%$로서 14회에 73.8$\%$와 약 3.6$\%$가 낮았다. 한편 최고 산란율을 나타낸 구는 5구의 73.86$\%$였으며 산란율이 제일 낮은 구는 11구의 65.95$\%$였다. 산란지수의 평균은 232.02로서 14회의 246.5보다는 14.5개가 적었는데 이는 산란율에서와 같은 경향치 였다. 최고 산란 지수를 보인 구는 5구의 250.69였고 2구와 3구, 8구, 13구도 240이상으로서 상당이 좋은 성적을 보였으며 9구는 204.82로서 산란지수가 최하위 였고 최상위와 최하위와의 산란지수의 차이는 무려 45.87이었다. 4. 사료 요구율 13개 계군의 평균사료 요구율은 2.67로서 14회 2.68과 비슷하였다. 사료 요구율이 제일 낮았던구는 3구의 2.56이였고 사료 요구율이 제일 높았던 구는 9구의 2.78이였다. 5. 난중 13개 계군의 평균난중은 60.72g으로서 14회 59.08g보다는 약간 무거웠는데 난중은 다른 형질에 비하여 유전력이 높은 형질인 것을 감안할 때 사양관리 면에서의 영향이 아니고 출품계군의 구성에 의한 영향인 것으로 생각된다. 8회 검정 성적 중 난중이 제일 무거운 구는 4구의 63.32g이었고 제일 가벼운 구는 5구의 58.08g이었다. 6. 체중 300일령 평균체중은 1,966.33.g으로 14회 1,986.7g보다는 가벼웠는데 체중 역시 유전력이 높은 형질로서 이 차이는 검정계군의 구성에 따른 차이로 생각 된다. 500일령 체중의 평균은 1,985.68g으로 14회의 1,994.9g보다는 약간 가벼웠으나 500일령 체중에 있어서와 같이 검정계군의 구성에 따른 차이로 생각 된다. 7. 사료 섭취량 육추기간 중의 1일 1수당 평균사료 섭취량은 32.97g으로 14회 34.82g보다 적었는데 이것 역시 출품계군의 구성에 있어 겸용종 내지 유색종의 비율이 낮았던 데에 기인한 것으로 생각된다. 육성기의 1일 1수당 사료섭취량은 70.06g으로서 14회의 70.91g과 같았고 산란기간 중의 1일 1수당 사료섭취량은 평균이 113,54g으로서 14회 115.81g과 비교할 때 큰 차가 없었으며 특히 11구는 118.61g으로 가장 사료를 많이 섭취 했는데 산란기 수당 사료 섭취량은 해가 거듭될수록 적어지는 경향이었다. 8. 경제성 13개 검정계군이 총 수입은 45,405원으로 계란 판매 수입은 86.4$\%$였고 폐계 판매수입은 13.59$\%$였으며 총 지출은 33,657원으로 사료비의 지출비율이 95.5$\%$였고 초생추대가 4.5$\%$였다.

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Effects of γ-Irradiation from Cobalt-60 on Immunogenicity of Eimeria tenella (Cobalt-60 γ-선 조사가 Eimeria tenella 의 면역원성에 미치는 영향)

  • Youn, Hee-jeong;Kang, Yung-bai;Jang, Du-hwan
    • Korean Journal of Veterinary Research
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    • v.33 no.4
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    • pp.657-664
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    • 1993
  • To reveal the immunogenicity of ${\gamma}-irradiated$ E tenella and its progeny, a series of experiments on the effects of Cobalt-to ${\gamma}-irradiation$ was performed. The SPF chickens inoculated with diffenrt doses of inoculum were challenged with $1{\times}10^5$ oocysts of virulent E tenella. The levels of 100 Gy ${\gamma}-irradiation$ from $^{60}Co$ and of inoculum with $1{\times}10^4$ oocysts were recognized as proper as immunogen by comparison of survival rates, body weight gains, blood in feces and lesion scores in the chickens. In these trials of challenge with virulent E tenella after inoculation with $1{\times}10^4$ oocysts of the ${\gamma}-irradiated$ E tenella and its progeny, the survival rates of the chickens challenged with the virulent E tenella after immunization with the 1st and the 3rd progeny groups of ${\gamma}-irradiated$ E tenella oocysts were higher(l00%) than that(87.0%) of the challenged control group. The signs of blood in feces and the lesion scores were seen markedly lower with the ourput of the smaller number of oocysts, i.e. OPG 103,900 and 25,800 in the groups of the 1st and the 3rd progeny, respectively, than those(OPG 1,658,900) of the challenged control group. The body weight gains of the 1st and the 3rd progeny groups, the 1st week and the 2nd week after challenge, were higher (2.6g and 155.4g, 11.6g and 168.9g respectively) than those(-85.8g and 63.6g, respectively) of the challenged control group, and the feed conversion ratios(FCR 3.28 and 2.96) of the 1st and the 3rd progeny groups were lower than that(FCR 5.60) of the groups challenged control group. The anticoccidial indices(70.5 and 93.9) of the groups challenged with the virulent oocysts of E tenella after immunization with the 1st and the 3rd progeny of the ${\gamma}-irradiated$ E tenella were significantly higher than that (ACI -81.9) of the challenged control group. It was thought that the immunogenicity of ${\gamma}-irradiated$ E tenella would be increase according to increase the number of generation passaged in chicken. That might be because of increasing the pathogenicity of ${\gamma}-irradiated$ E tenella according to increase the number of generation passaged in chicken.

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Carriage Rates and Serogroups of Neisseria meningitides in Children Attending Day Care Centers (유아원에 다니는 소아의 구인강 내 수막구균 보균율과 혈청군)

  • Kim, Nam Hee;Lee, Jina;Lee, Jung Won;Lee, Soo Young;Choi, Eun Hwa;Kim, Kyung Hyo;Kim, Eui Chong;Kang, Jin Han;Lee, Hoan Jong
    • Pediatric Infection and Vaccine
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    • v.16 no.1
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    • pp.31-39
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    • 2009
  • Purpose : Neisseria meningitides is one of the most common causative pathogens of bacteremia and meningitis. Recently protein-conjugated vaccines have been developed and included in the routine vaccination schedule in a few countries. In Korea, carriage rates of N. meningitides among healthy adults have been reported. However, systematic data for childhood carriage rates are not available. This study was performed to evaluate the carriage rates of N. meningitides and the serotype distribution among healthy children attending day care centers. Methods : During the period of January through May 2005, nasopharyngeal swabs and culture were obtained from 904 children attending 13 different day care centers located in Seoul and Gyeonggi Province. The Vitek NHI card was used to identify N. meningitides and the crgA gene was detected via polymerase chain reaction (PCR). Serotype determination was performed by agglutination test using N. meningitides antisera to serotypes A, B, C, D, 29E, W135, X, Y, and Z. PCR for detection of the org2 and saiD gene confirmed serotypes A, B, C, W135, and Y. Results : The mean age among 904 children was 4.5 years; 6.5% (59/904) were children <2 years old, 53.8% (486/904) were 2-5 years old, and 39.7% (359/904) were >5 years old; 52.0% (468/904) were male. N. meningitides was isolated from only 7 children attending 5 different day care centers and the overall carriage rate of N. meningitides was 0.8%. The detected serotypes of N. meningitides were serotype A (n=2), C (n=2), and Y (n=3). Conclusion : The carriage rate of N. meningitides among healthy children attending day care centers was very low in Korea and the detected serotypes were A, C, and Y.

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Development of a Traffic Accident Prediction Model and Determination of the Risk Level at Signalized Intersection (신호교차로에서의 사고예측모형개발 및 위험수준결정 연구)

  • 홍정열;도철웅
    • Journal of Korean Society of Transportation
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    • v.20 no.7
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    • pp.155-166
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    • 2002
  • Since 1990s. there has been an increasing number of traffic accidents at intersection. which requires more urgent measures to insure safety on intersection. This study set out to analyze the road conditions, traffic conditions and traffic operation conditions on signalized intersection. to identify the elements that would impose obstructions in safety, and to develop a traffic accident prediction model to evaluate the safety of an intersection using the cop relation between the elements and an accident. In addition, the focus was made on suggesting appropriate traffic safety policies by dealing with the danger elements in advance and on enhancing the safety on the intersection in developing a traffic accident prediction model fir a signalized intersection. The data for the study was collected at an intersection located in Wonju city from January to December 2001. It consisted of the number of accidents, the road conditions, the traffic conditions, and the traffic operation conditions at the intersection. The collected data was first statistically analyzed and then the results identified the elements that had close correlations with accidents. They included the area pattern, the use of land, the bus stopping activities, the parking and stopping activities on the road, the total volume, the turning volume, the number of lanes, the width of the road, the intersection area, the cycle, the sight distance, and the turning radius. These elements were used in the second correlation analysis. The significant level was 95% or higher in all of them. There were few correlations between independent variables. The variables that affected the accident rate were the number of lanes, the turning radius, the sight distance and the cycle, which were used to develop a traffic accident prediction model formula considering their distribution. The model formula was compared with a general linear regression model in accuracy. In addition, the statistics of domestic accidents were investigated to analyze the distribution of the accidents and to classify intersections according to the risk level. Finally, the results were applied to the Spearman-rank correlation coefficient to see if the model was appropriate. As a result, the coefficient of determination was highly significant with the value of 0.985 and the ranks among the intersections according to the risk level were appropriate too. The actual number of accidents and the predicted ones were compared in terms of the risk level and they were about the same in the risk level for 80% of the intersections.