• 제목/요약/키워드: semi-quantitative analysis

검색결과 257건 처리시간 0.034초

우리나라 성인에서 atherogenic index of plasma와 식품군 섭취의 관련성: 도시기반 코호트 자료를 활용하여 (Atherogenic index of plasma and its association with food group intake in Korean adults: based on the baseline data of KoGES-HEXA study)

  • 신혜란;송수진
    • Journal of Nutrition and Health
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    • 제57권1호
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    • pp.105-119
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    • 2024
  • 본 연구는 우리나라 성인 남녀에서 관상동맥질환의 주요 예측 지표인 AIP와 식품군 섭취의 관련성을 분석하였다. 본 연구에서는 40-79세의 성인 남녀 133,381명을 대상으로 AIP 5분위 그룹에 따른 식품군 섭취량을 제시하였으며, 그 결과 AIP가 높은 그룹에서 낮은 그룹에 비해 곡류, 김치/피클류의 섭취가 높았고, 콩류, 종실류, 육류, 난류, 생선류, 우유 및 유제품 등의 섭취가 낮은 경향을 보였다. 본 연구는 한국인의 식사와 관상동맥질환 위험도 간의 관계에 대한 중요한 정보를 제공하며, 관상동맥질환 예방을 위해 다양한 식품군이 포함된 균형 잡힌 식사가 중요함을 시사한다. 본 연구 결과는 관상동맥질환을 예방할 수 있는 식사지침 제시를 위한 기초자료로 활용될 수 있을 것이다. 추후 연구를 통해 한국인의 식사패턴을 분석하여 심혈관질환 발생 및 사망과의 관련성을 조사하고, 이를 통해 한국인의 심혈관질환 예방에 기여할 수 있을 것으로 기대한다.

종실옥수수 자식계통들에 대한 형태적 특성 연구 (Analysis of Morphological Characteristics for Normal Maize Inbred Lines)

  • 박종열;사규진;박기진;이주경
    • 한국작물학회지
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    • 제59권3호
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    • pp.312-318
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    • 2014
  • 본 연구는 강원도농업기술원 옥수수연구소에서 종실옥수수 품종개발을 위하여 육성한 156개의 자식계통들에 대하여 총 14개의 질적 및 양적 형질들을 이용하여 형태적 변이연구를 수행하였다. 3개의 질적 형질들의 조사 결과에서 웅수색(QL1)과 자수색(QL2)은 황색을 나타내는 계통(85계통, 84계통)들이 가장 많았고, 초형(QL3)은 대부분의 계통(105 계통)이 반직립형을 나타내었다. 반면에 11개의 양적 형질들에 대한 조사 결과에서 출웅일수(QN1)는 평균 $66.7{\pm}4.2$ 일을, 출사일수(QN2)는 평균 $72.8{\pm}5.8$일을, 간경(QN3)은 $16.2{\pm}2.6mm$를, 간장(QN4)은 평균 $16.2{\pm}2.6mm$를, 착수고(QN5)는 평균 $84.3{\pm}17.3cm$를, 백립중(QN6)은 평균 $24.4{\pm}4.4g$을, 이삭장(QN7)은 평균 $47.0{\pm}17.9cm$를, 착립장(QN8)은 평균 $40.7{\pm}15.7cm$을, 이삭경(QN9)은 평균 $14.2{\pm}4.7cm$를, 종실중(QN10)은 평균 $175.6{\pm}97.6kg$을, 종자의 수분함량은 평균 $10.0{\pm}0.3%$를 각각 나타내었다. 이상의 결과에 의하면 분석에 이용된 자식계통들 중에서 11개의 자식계통(00hf3, 00hf19, 00hf30, 00hf36, 02S8069, 02S8072, 02S8090, 02S8099, 05S10011, 06S8085-6, 07S8011)들은 조사된 5개의 수량 관련 형질들 중에서 3~4개 이상의 형질들에서 비교적 높은 특성을 나타내었다. 한편 주성분 분석결과에서는 분석에 이용된 14개의 질적 및 양적 형질들 중에서 이삭장(QN7), 착립장(QN8), 이삭경(QN9), 종실중(QN10)은 제 1 주성분에서 양의 방향에 크게 기여하였고, 반면에 제 2 주성분에서는 출웅일수(QN1), 출사일수(QN2), 간장(QN4), 착수고(QN5)은 음의 방향에 크게 기여하였다. 따라서 본 연구에서 제 1축 및 제 2축의 주성분에서 양의 방향과 음의 방향에 크게 기여한 형질들은 본 연구에서 분석에 이용한 156개의 종실 옥수수 자식계통들을 식별하는데 유용한 형질들인 것으로 생각되었다. 본 연구에서 156개의 종실옥수수 자식계통들에 대한 형태적 변이 및 주성분 분석의 결과는 앞으로 강원도농업기술원 옥수수연구소에서 종실옥수수 품종개발을 위한 계통 육성 및 교배조합 구성 등에 유용한 정보를 제공할 것으로 기대한다.

폐암과 폐 염증성질환의 동적양전자방출단층검사 (Dynamic $^{18}F-FDG$ PET)의 유용성 (Usefulness of Dynamic $^{18}F-FDG$ PET Scan in Lung Cancer and Inflammation Disease)

  • 박훈희;노동욱;김세영;동경래;이민혜;강천구;임한상;오기백;김재삼;이창호
    • 대한방사선기술학회지:방사선기술과학
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    • 제29권4호
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    • pp.249-255
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    • 2006
  • 목 적: 양전자방출단층검사(Fluorine-18 2-Deoxy-D-Glucose positron emission tomography : $^{18}F-FDG$ PET)는 가시적 영상분석과 반정량적 섭취계수 분석 방법을 사용하여 폐의 염증성 질환과 폐암을 구별 및 진단하는 데 유용하다. 일반적으로 표준화섭취계수(Standardized Uptake Value : SUV)가 폐 질환의 진단에 사용되지만, 이는 폐 조직에 있어서 반정량적, 정량적 분석을 통한 동적인 정보를 포함하지 않는다. 그러므로, 본 연구는 $^{18}F-FDG$ PET 검사에서 폐 질환의 동적 섭취 분석이 보다 정확한 대상질환의 진단을 유용하게 할 수 있을 것이라는 가정하에 시간-방사능 곡선(Time-Activity Curve: TAC), 표준화섭취계수-동적곡선(Standardized Uptake Value-Dynamic Curve : SUV-DC), 패트락 분석법(Patlak analysis : Glucose Metabolic Rate(MRGlu))을 토대로 얻은 분석방법을 이용하여 진단적 유용성을 평가하였다. 대상 및 방법: 폐 질환을 가진 17명의 환자를 대상을 하여, 각각 60분간 Dynamic $^{18}F-FDG$ PET검사를 시행하였다. 획득한 정보를 통하여 폐질환의 형태를 따라 관심영역(Region of Interest: ROI)를 그린 후, 반정량적 분석인 TAC, SUV-DC와 정량적 분석인 Patlak analysis를 각각의 군에 따라 분석하여 비교 분석하였다. 결 과: Dynamic $^{18}F-FDG$ PET을 통한 분석결과, TAC 형태는 초기 혈류상에서 폐의 염증성 질환과 폐암의 구분이 어려웠으나, 시간이 지날수록 폐암의 곡선이 염증성 질환의 경우보다 확연히 증가하였다. SUV-DC의 경우는 TAC 형태와 거의 유사한 형태를 가졌다. Patlak analysis 분석결과, 대동맥 영역에서는 폐의 염증성 질환이 폐암보다 높은 혈액 방사능을 보였으나 시간이 지남에 따라 염증성 질환의 혈액 방사능이 극히 낮아졌다. 반면, 병변 조직에서는 폐암이 가장 높은 섭취를 보였으며 폐의 염증성 질환은 중간 정도에 머물렀다. 결 론: TAC와 SUV-DC 분석에서 폐암과 폐의 염증성 질환은 각각 고유한 그래프 형태를 띠었으며 Patlak analysis에서 역시 주목할 만한 차이를 보였다. 따라서 이러한 분석법을 토대로 좀더 깊이 있는 연구가 진행된다면 비침습적으로 폐의 질환을 구별하는 데 보다 적절하고 유용한 진단적 정보를 얻을 수 있을 것이다.

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시맨틱 웹 기술혁신의 채택과 확산: 질적연구접근법 (The Adoption and Diffusion of Semantic Web Technology Innovation: Qualitative Research Approach)

  • 주재훈
    • Asia pacific journal of information systems
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    • 제19권1호
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    • pp.33-62
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    • 2009
  • Internet computing is a disruptive IT innovation. Semantic Web can be considered as an IT innovation because the Semantic Web technology possesses the potential to reduce information overload and enable semantic integration, using capabilities such as semantics and machine-processability. How should organizations adopt the Semantic Web? What factors affect the adoption and diffusion of Semantic Web innovation? Most studies on adoption and diffusion of innovation use empirical analysis as a quantitative research methodology in the post-implementation stage. There is criticism that the positivist requiring theoretical rigor can sacrifice relevance to practice. Rapid advances in technology require studies relevant to practice. In particular, it is realistically impossible to conduct quantitative approach for factors affecting adoption of the Semantic Web because the Semantic Web is in its infancy. However, in an early stage of introduction of the Semantic Web, it is necessary to give a model and some guidelines and for adoption and diffusion of the technology innovation to practitioners and researchers. Thus, the purpose of this study is to present a model of adoption and diffusion of the Semantic Web and to offer propositions as guidelines for successful adoption through a qualitative research method including multiple case studies and in-depth interviews. The researcher conducted interviews with 15 people based on face-to face and 2 interviews by telephone and e-mail to collect data to saturate the categories. Nine interviews including 2 telephone interviews were from nine user organizations adopting the technology innovation and the others were from three supply organizations. Semi-structured interviews were used to collect data. The interviews were recorded on digital voice recorder memory and subsequently transcribed verbatim. 196 pages of transcripts were obtained from about 12 hours interviews. Triangulation of evidence was achieved by examining each organization website and various documents, such as brochures and white papers. The researcher read the transcripts several times and underlined core words, phrases, or sentences. Then, data analysis used the procedure of open coding, in which the researcher forms initial categories of information about the phenomenon being studied by segmenting information. QSR NVivo version 8.0 was used to categorize sentences including similar concepts. 47 categories derived from interview data were grouped into 21 categories from which six factors were named. Five factors affecting adoption of the Semantic Web were identified. The first factor is demand pull including requirements for improving search and integration services of the existing systems and for creating new services. Second, environmental conduciveness, reference models, uncertainty, technology maturity, potential business value, government sponsorship programs, promising prospects for technology demand, complexity and trialability affect the adoption of the Semantic Web from the perspective of technology push. Third, absorptive capacity is an important role of the adoption. Fourth, suppler's competence includes communication with and training for users, and absorptive capacity of supply organization. Fifth, over-expectance which results in the gap between user's expectation level and perceived benefits has a negative impact on the adoption of the Semantic Web. Finally, the factor including critical mass of ontology, budget. visible effects is identified as a determinant affecting routinization and infusion. The researcher suggested a model of adoption and diffusion of the Semantic Web, representing relationships between six factors and adoption/diffusion as dependent variables. Six propositions are derived from the adoption/diffusion model to offer some guidelines to practitioners and a research model to further studies. Proposition 1 : Demand pull has an influence on the adoption of the Semantic Web. Proposition 1-1 : The stronger the degree of requirements for improving existing services, the more successfully the Semantic Web is adopted. Proposition 1-2 : The stronger the degree of requirements for new services, the more successfully the Semantic Web is adopted. Proposition 2 : Technology push has an influence on the adoption of the Semantic Web. Proposition 2-1 : From the perceptive of user organizations, the technology push forces such as environmental conduciveness, reference models, potential business value, and government sponsorship programs have a positive impact on the adoption of the Semantic Web while uncertainty and lower technology maturity have a negative impact on its adoption. Proposition 2-2 : From the perceptive of suppliers, the technology push forces such as environmental conduciveness, reference models, potential business value, government sponsorship programs, and promising prospects for technology demand have a positive impact on the adoption of the Semantic Web while uncertainty, lower technology maturity, complexity and lower trialability have a negative impact on its adoption. Proposition 3 : The absorptive capacities such as organizational formal support systems, officer's or manager's competency analyzing technology characteristics, their passion or willingness, and top management support are positively associated with successful adoption of the Semantic Web innovation from the perceptive of user organizations. Proposition 4 : Supplier's competence has a positive impact on the absorptive capacities of user organizations and technology push forces. Proposition 5 : The greater the gap of expectation between users and suppliers, the later the Semantic Web is adopted. Proposition 6 : The post-adoption activities such as budget allocation, reaching critical mass, and sharing ontology to offer sustainable services are positively associated with successful routinization and infusion of the Semantic Web innovation from the perceptive of user organizations.

중환자 호흡 감염에서 반정량적 Procalcitonin 분석 (Semi-quantitative Procalcitonin Assay in Critically ill Patients with Respiratory infections)

  • 김지연;김철홍;박성훈;이창률;황용일;최정희;신태림;박용범;장승훈;이재영;박상면;김동규;이명구;현인규;정기석
    • Tuberculosis and Respiratory Diseases
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    • 제67권3호
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    • pp.205-211
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    • 2009
  • Background: Serum procalcitonin level has been considered prognostic during sepsis and septic shock. We investigated the significance of procalcitonin in critically ill patients with respiratory infections. Methods: The patients who had radiographically diagnosed diffuse lung infiltrations were enrolled on a prospective basis. Bronchoalveolar lavage (BAL) fluid for the purpose of quantitative cultures (${\geq}10^4$ cfu/mL) was obtained from all patients. Serum procalcitonin levels determined by PCT-Q kit were measured on BAL day and classified as follows; <0.5 ng/mL, 0.5~2.0 ng/mL, 2.0~10.0 ng/mL and >10.0 ng/mL. We analyzed the patient's characteristics according to outcome; favorable or unfavorable, defined as death. Results: Patients from the following categories were included: medical 17 (47.2%), surgical 9 (25%), and burned 10 (27.8%). APACHE II scores on admission to intensive care unit were 11.5${\pm}$6.89 and 11 (30.6%) had unfavorable outcomes. A procalcitonin level ${\geq}$0.5 ng/mL was in 17 (47.2%) of all. On univariate analysis, the frequencies of burn injury, mechanical ventilation, multiple organ failure, and a procalcitonin level ${\geq}$0.5 ng/mL were more often increased in patients with unfavorable outcomes than in those with favorable outcomes (p<.05). Also, a higher procalcitonin range and ventilator-associated pneumonia (VAP) were more closely associated with an unfavorable outcome (p<.05). However in multivariate analysis, a strong predictor of unfavorable outcome was burn injury (p<.05). A procalcitonin level ${\geq}$0.5 ng/mL was more sensitive in predicting VAP than unfavorable outcome. Conclusion: A higher procalcitonin level seems to be associated with VAP, but further study is required to know that procalcitonin would be a prognostic marker in critically ill patients with respiratory infections.

폐의 아고형결절에서 침습적 병소를 검출하기 위한 반-정량 분석을 통한 최적의 CT 임계 값 결정 (Semi-Quantitative Analysis for Determining the Optimal Threshold Value on CT to Measure the Solid Portion of Pulmonary Subsolid Nodules)

  • 이선용;이다현;이재호;이성수;한경화;박철환;김태훈
    • 대한영상의학회지
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    • 제82권3호
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    • pp.670-681
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    • 2021
  • 목적 병리학적 침습성 병소를 기준으로 폐 아고형결절의 고형 부분을 진단하기 위한 최적의 CT 임계값을 알아보고자 하였다. 대상과 방법 병리적으로 최소 침습성 선암이 확진된 25명의 환자에 대해 비조영증강 흉부 CT 영상을 후향적으로 분석하였다. CT 영상에서 고형 부분은 -600부터 -100 Hounsfield units (이하 HU) 단위 사이에서 50 HU 간격의 다양한 임계치보다 높은 감쇠를 나타내는 영역으로 정의되었다. 각 임계치에서 고형부분의 축상 영상 최대 직경과 다면재구성 영상 최대 직경을 각각 측정한 후, 선형 혼합 모델을 이용하여 병리적 침습성 병소 크기와 비교하였다. 결과 -400 HU 단위의 임계값에서 아고형결절의 고형 부분의 크기와 침습성 병소의 크기는 통계학적으로 유의미한 차이를 보이지 않았으며(축상 영상: p = 0.2682, 다면재구성 영상: p = 0.963) 오차가 가장 적었다(축상 영상: 0.388, 다면재구성 영상: -0.0176). 결론 아고형결절의 침습성 병소를 진단하기 위해, -400 HU 단위가 고형 부분을 정의하는 최적의 정량 분석 임계값일 수 있다.

법랑기질유도체를 도포한 타이태늄 표면에서 조골세포의 증식 및 분화 (Effects of enamel matrix derivative and titanium on the proliferation and differentiation of osteoblasts)

  • 박상현;이인경;양승민;신승윤;이용무;구영;류인철;정종평;한수부;최상묵
    • Journal of Periodontal and Implant Science
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    • 제33권3호
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    • pp.359-372
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    • 2003
  • Among objectives of periodontal therapy. the principal one is the morphological and functional reconstruction of lost periodontal supporting tissues. This includes de novo formation of connective tissue attachment and the regrowth of alveolar bone. The use of enamel matrix derivative(EMD) may be a suitable means of regeneration new periodontal attachment in the infrabony defects. Implant used to replace lost tooth but, implantitis occurred after installation. The purpose of this study was to investigate the effects of EMD on differentiation and growth of osteoblast in titanium disc. Twentyfive millimeter diameter and 1mm thick Ti disc which was coated 25, 50, 100, 200${\mu}g$/ml of EMD(Emdogain(R)) used as experimental group, 25, 50, 100, 200ng/d of rhBMP-2 as positive control group, and no coat as negative control group. A human osteosarcoma cell line Saos-2 was cultured in Ti disc and cell proliferation and Alkaline phosphatase (ALP) activity were measured at 1 and 6 days. PCR was performed at 2 and 8 hours. Semi-quantitative RT-PCR for mRNA expressions of various osteoblastic differentiation markers -type I collagen, ALP, osteopontin, and bone sialoprotein - were performed at appropriate concentrations based upon the results of MTT and ALP assay. Cultured cell-disc complexes were prepared for scanning electron microscopy (SEM) at 2 hour. Data were analyzed using Mann-Whitney and repeated- measures 1-way analysis of variance(SPSS software version 10,SPSS. Chicago. IL). After culture, there was more osteoblast in EMD100${\mu}g$/ml than in EMD50, 200${\mu}g$/ml on day 6. There was significant difference in experimental and positive control group compared control group, as times go by(1 and 6 days). Alkaline phosphatase activity was different significantly in EMD100, 200${\mu}g$/ml and BMP100, 200${\mu}g$/ml on day 6. The results of reverse transcriptase-polymerase chain reaction (RT-PCR) showed that expression of mRNA for ALPase, collagen type I, osteopontin. hone sialoprotein and BMP-2 was detected at 2 hour and 8 hour in EMI 200${\mu}g$/ml subgroup and BMP100ng/ml subgroup. The results of this study suggest that application of enamel matrix derivative on osteoblast attached to titanium surface facilitate the expression of bone specific protein and the differentiation and growth of osteoblast.

국가 안보를 위한 미국 정보 자유법 시행의 결과에 미치는 조직적 요인의 분석 (The Analysis of Organizational Factors Affecting the Outcome of Federal FOIA Implementation for National Security)

  • 권혁빈
    • 시큐리티연구
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    • 제24호
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    • pp.1-31
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    • 2010
  • 본 논문은 미국 연방정부에 있어서 정보 자유법의 시행이 정부 기구의 재정, 집행자의 자질 및 관료 문화를 포함한 제반 조직적 요인들에 미치는 정책 효과를 경험적으로 검증하는데 그 목적이 있다. 실상 정보자유법의 기본 취지는 정부의 정보에 접근할 수 있는 국민의 알 권리를 보호하는 동시에 국가안보를 위한 민주적 책임을 신장하기 위하여 제정되어졌지만, 실제로 시행과정상에 있어서 각 정부 기구들의 불복종과 잦은 정보 누설 등의 다양한 요인들에 의해 본래의 목적이 훼손되면서 많은 문제점을 야기하고 있는 실정이다. 더욱이 9/11 테러를 비롯한 심각한 테러 위협에 대처할 수 있는 정보 자유법의 지속적 수정은 많은 논란을 불러 오고 있지만 이 법의 시행변수와 조직적 변수간의 인과관계를 밝히는 연구들은 소수에 그치고 있다. 따라서 본 논문은 정보자유법 시행의 주요 결정요인, 그 효과의 실태, 그리고 정책적 효과의 상대적 강점을 규명함으로써 공공조직의 정책 집행에 대한 이론적 발전에 기여함은 물론 정보 자유법의 효율성을 높이는 실천적 방안을 모색하고자 한다. 특히 본 논문은 최근 핵 문제를 둘러싼 남 북한의 첨예한 군사적, 외교적 대립속에서 국민의 알권리와 국가안보라는 상반된 가치 사이에 국 내외적으로 분열된 대립과 갈등을 빚고 있는 현 상황을 미국 정보자유법의 고찰을 통해 조명해 봄으로서 앞으로 발생할 수 있는 더욱 심각한 사태에 대처할 수 있는 시사점을 제공할 것이다.

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Stimulative Effects of Hominis Placental Pharmacopuncture Solution Combined with Zinc-oxide Nanoparticles on RAW 264.7 Cells - ZnO HPPS more easily stimulates RAW 264.7 cells -

  • Hong, Tae-Keun;Kim, Jee-Hye;Woo, Ju-Youn;Ha, Ki-Tae;Joo, Myung-Soo;Hahn, Yoon-Bong;Jeong, Han-Sol
    • 대한약침학회지
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    • 제15권3호
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    • pp.13-18
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    • 2012
  • Objectives: The purpose of this study is to examine whether Hominis Placental pharmacopuncture solution (HPPS) combined with zinc-oxide nanoparticles (ZnO NP) activates RAW 264.7 cells. Methods: We soaked ZnO nanoparticles in the Hominis Placenta pharmacopuncture solution, thereby making a combined form (ZnO NP HPPS). The effect of ZnO NP HPPS on the intracellular reactive oxygen species (ROS) production was measured by 2', 7'-dichlorofluorescin diacetate (DCFH-DA) assay. The effect of ZnO NP HPPS on NF-${\kappa}B$ was measured by using a luciferase assay. The effect of ZnO NP HPPS on the cytokine expression was assessed by semi-quantitative reverse transcriptase polymerase chain reaction (RT-PCR). The cellular uptake of ZnO NP HPPS was measured by using a flow cytometric analysis, and cellular structural alterations were analyzed by using transmission electron microscopy (TEM). Results: Neither the HPPS nor the ZnO NPs induced intracellular ROS production in RAW 264.7 cells. Neither of the materials activated NF-${\kappa}B$ or it's dependent genes, such as TNF-${\alpha}$, IL-1, and MCP-1. However, ZnO NP HPPS, the combined form of ZnO NPs and HPPS, did induce the intracellular ROS production, as well as prominently activating NF-${\kappa}B$ and it's dependent genes. Also, compared to ZnO NPs, it effectively increa-sed the uptake by RAW 264.7 cells. In addition, cellular structural alterations were observed in groups treated with ZnO NP HPPS. Conclusions: Neither ZnO NP nor HPPS activated RAW 264.7 cells, which is likely due to a low cellular uptake. The ZnO NP HPPS, however, significantly activated NF-${\kappa}B$ and up-regulated its dependent genes such as TNF-${\alpha}$, IL-1, and MCP-1. ZnO NP HPPS was also more easily taken into the RAW 264.7 cells than either ZnO NP or HPPS.

D댐수를 이용한 정밀여과 공정에서 막오염 특성 및 최적 화학세정방법 조사 (Characterization of Membrane Fouling and It's Optimal Chemical Cleaning Method in MF Process using D dam water)

  • 김충환;임재림;이병구;채선하;박민구;박상훈
    • 상하수도학회지
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    • 제21권5호
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    • pp.559-569
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    • 2007
  • The purposes of this study were to find the main foulant of membrane and the optimal chemical cleaning method for MF(microfiltration) drinking water treatment system using D dam water as water source. The MF pilot plant which can treat maximum $500m^3/d$ consisted of 3 racks and was operated for 10 months under various operation conditions. After 10 months operation, $1^{st}$ and $2^{nd}$ rack of membrane pilot plant system were cleaned chemically and the degree of the restoration of the fouled membrane in terms of the pure water flux was detemnined. Inorganic compounds which contained in chemical cleaning waste was analyzed by Inductively Coupled Plasma (ICP). One membrane module for 3rd rack was disjointed and membrane fouling materials, especially inorganic compounds were investigated by Electron Probe Microanlysis (EPMA) to elucidate the reason of TMP increase. And also, the various chemical reagents (1N HCl or $H_2SO_4$, oxalic acid as acid and 0.3% NaOCl as alkali) were tested by combination of acid and alkali to determine the optimal chemical cleaning method for the MF system using micro-modules manufactured using the disjointed module. It was verified that the inside and outside of membrane module was colorized with black. As a result of the quantitative and semi-qualitative analysis of membrane foulant by ICP, most of inorganic foulant was manganese which is hard to remove by inorganic acid such as HCI. Especially, it was observed by EPMA that Mn was attached more seriously in inside surface of membrane than in outside surface of that. It was supposed that Mn fouling in inside surface of membrane might be caused by the oxidation of soluble manganese (Mn(II)) to insoluble manganese ($MnO_2$) by chlorine containing in backwashing water. The optimal cleaning method for the removal of manganese fouling was consecutive cleaning with the mixture of 1N HCl and 1% of oxalic acid, 0.3% NaOCl, and 1N HCl showing 91% of the restoration of the fouled membrane.