• 제목/요약/키워드: H-G model

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Exploitation of the Dose/Time-Response Relationship for a New Measure of DNA Repari in the Single-Cell Gel Electrophoresis (Comet) Assay

  • Kim, Byung-Soo;Edler, Lutz;Park, Jin-Joo;Fournier, Dietrich Von;Haase, Wulf;Sautter-Bihl, Mare-Luise;Hagmuller, Egbert;Gotzes, Florian;Thielmann, Heinz Walter
    • Toxicological Research
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    • 제20권2호
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    • pp.89-100
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    • 2004
  • The comet assay (also called the single-cell gel electrophoresis assay) has been widely used for detecting DNA damage and repair in individual cells. Since the conventional methods of evaluating comet assay data using frequency statistics are unsatisfactory we developed a new quantitative measure of DNA damage/repair that is based on all information residing in the dose/time-response curves of a comet experiment. Blood samples were taken from 25 breast cancer patients before undergoing radiotherapy. The comet assay was performed under alkaline conditions using isolated lymphocytes. Tail DNA, tail length, tail moment and tail inertia of the comet were measured for each patient at four doses of $\gamma$-rays (0, 2, 4 and 8 Gy) and at four time points after irradiation (0, 10, 20 and 30 min) using 100 cells each. The resulting three-dimensional dose-time response surface was modeled by multiple regression, and the second derivative, termed 2D, on dose and time was determined. A software module was programmed in SAS/AF to compute 2D values. We applied the new method successfully to data obtained from cancer patients to be assessed for their radiation sensitivity. We computed the 2D values for the four damage measures, i.e., tail moment, tail length, tail DNA and tail inertia, and examined the pairwise correlation coefficients of 2D both on the log scale and the unlogged scale. 2D values based on tail moment and tail DNA showed a high correlation and, therefore, these two damage measures can be used interchangeably as far as DNA repair is concerned. 2D values based on tail inertia have a correlation profile different from the other 2D values which may reflect different facets of DNA damage/repair. Using the dose-time response surface, other statistical models, e.g., the proportional hazards model, become applicable for data analysis. The 2D approach can be applied to all DNA repair measures, Le., tail moment, tail length, tail DNA and tail inertia, and appears to be superior to conventional evaluation methods as it integrates all data of the dose/time-response curves of a comet assay.

Advancement and Application of Somatic Cell Nuclear Transfer Technique in Dog

  • Oh, H.J.;Hong, S.G.;Park, J.E.;Kim, M.J.;Gomez, M.N.;Kim, M.K.;Kang, J.T.;Kim, J.E.;Jang, G.;Lee, B.C.
    • 한국발생생물학회:학술대회논문집
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    • 한국발생생물학회 2009년도 특별 Symposium
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    • pp.49-57
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    • 2009
  • The cloning of canids was succeeded in 2005, several years after the birth of Dolly the sheep and also after the cloning of numerous other laboratory and farm animal species. The delay of successful somatic cell nuclear transfer (SCNT)was due to the unique reproductive characteristics of the female dogin comparison to other domestic mammals, such as ovulation of immature canine oocyte and a requirement of 25 days for the completion of meiosis within the oviduct (Holst & Phemister, 1971). When the technology for the recovery of in vivo matured oocyte was established, the application of cloning also became possible and cloned dog offspring were obtained. This report summarizes the progress of technical procedures that are required for cloning canids and the application of this technique. The first cloned dog, Snuppy, was achieved using an in vivo-matured oocyte which was enucleated and transferred with an adult skin cell of male Afghan hound. After establishment of a criterion of well-matured oocyte for the improvement of SCNT efficiency, we obtained three cloned female Afghan hound and a toy poodle cloned from 14 year-old aged Poodle using SCNT through this factor. To date, cloned dogs appeared to be normal and those that have reached puberty have been confirmed to be fertile. Through application of canine SCNT technique, first, we demonstrated that SNCT is useful for conserving the breed of endangered animal from extinction through cloning of endangered gray wolves using inter-species SCNT and keeping the pure pedigree through the cloning of Sapsaree, a Korean natural monument. Secondly, we showed possibility of human disease model cloned dog and transgenic cloned dog production through cloning of red fluorescent protein expressing dog. Finally, SCNT can be used for the propagation of valuable genotypes for making elite seed stock and pet dog. In summary, dog cloning is a reproducible technique that offers the opportunity to preserve valuable genetics and a potential step towards the production of gene targeted transgenic cloned dogs for the study of human diseases.

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레닌-안지오텐신계에 작용하는 항고혈압 약제의 단독요법과 병용요법의 안전성 및 유효성에 대한 체계적 문헌고찰 (Systematic Review : Comparative Safety and Efficacy of Mono- and Combination Therapy of Anti-hypertensive Agents Acting on the Renin-Angiotensin System)

  • 최경업;김현경
    • 한국임상약학회지
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    • 제21권4호
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    • pp.364-375
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    • 2011
  • Given that single blockade with angiotensin-converting enzyme inhibitors (ACEIs) or angiotensin receptor blockers (ARBs) can achieve only partial and undurable suppression of the Renin Angiotensin System (RAS), it has been hypothesized that dual blockage would be more beneficial in the management of blood pressure (BP) reduction and prevention of progressive chronic kidney disease (CKD) than either agent alone. Thus, it has been suggested that the combination of an ACEI and an ARB might provide renal benefits to hypertensive patients over and above BP reduction. However, this might also expose patients to additive or synergistic side effects. We attempted to conduct a systematic review to evaluate the benefits and harms of combination therapy in hypertensive patients with or without kidney diseases. MEDLINE and KoreaMed were searched for relevant randomized clinical trials in adult hypertensive patients with or without diabetes (restricted to 1997, limited to trials published in English). Results were summarized using the random-effects model, and between-studies heterogeneity was estimated with $I^2$. A final analysis of ten trials (23,928 patients) revealed that the combination of an ACEI and an ARB reduced blood pressure (SBP/DBP) by 3.95/2.02 mmHg (95% confidence interval [CI], -4.38 to -3.53/-2.33 to -1.71) compared with ACEI monotherapy, and 2.83/2.64 mmHg (95% CI, -3.25 to -2.41/-4.95 to -0.33) compared with ARB monotherapy. Eight trials (391 patients) demonstrated a significant reduction in 24h-proteinuria (weighted mean difference, 0.16 g/day, 95% CI, -0.26-0.05), but they did not translate into an improvement in GFR. Tests for heterogeneity showed no difference in effect among the studies. The combination therapy reduced proteinuria by 30% (95% CI, 23% to 37%) and 39% (95% CI, 31% to 48%) compared with ACEI monotherapy and ARB monotherapy, respectively. However, in patients who had proteinuria more than 0.5 g/day, the combination therapy failed to show significant reduction in urinary protein excretion. The current cumulative evidence suggests that diabetic patients with proteinuria on dual RAS blockade have an increase risk of adverse events such as hyperkalemia, hypotension, and so on, compared with ACEI or ARB alone. It is, therefore, proposed that the combination therapy should not be routinely used for the treatment of hypertension with or without compelling indications.

아밀로이드 베타(amyloid beta)로 유도된 인지장애 마우스 모델에서 갑주백목(Diospyros kaki) 추출물의 인지기능 및 뇌 신경세포 보호 효과 (Protective effect of Gabjubaekmok (Diospyros kaki) extract against amyloid beta (Aβ)-induced cognitive impairment in a mouse model)

  • 유슬기;김종민;박선경;강진용;한혜주;박효원;김철우;이욱;허호진
    • 한국식품과학회지
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    • 제51권4호
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    • pp.379-392
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    • 2019
  • 본 연구에서는 갑주백목 에탄올 추출물(ethanolic extraction from Diospyros kaki (Gabjubaekmok))을 이용하여 in vitro 항산화 활성과 더불어 $A{\beta}$로 유도된 인지기능 저하를 갖는 마우스 모델에서 인지기능 및 뇌 신경세포 보호 효과를 검증하였다. 갑주백목 추출물은 양성대조군과 비교하여 우수한 ABTS 및 DPPH 라디칼 소거활성($IC_{50}=83.30$, $403.88{\mu}g/mL$) 및 MDA 생성 억제 활성($IC_{50}=62.10{\mu}g/mL$)을 보여주었고, in vitro 아세틸콜린 분해효소 억제 활성은 $312.82{\mu}g/mL$$IC_{50}$ 값을 나타내었다. 또한, MC-IXC 뇌 신경세포에 과산화수소를 처리하여 산화적 스트레스를 유발시킨 뇌 신경세포 사멸에 대해 보호 효과를 나타냈다. 갑주 백목 추출물의 인지기능 개선 효과를 확인하기 위하여 $A{\beta}$를 사용하여 인지기능 장애 마우스 모델을 수립하였으며, Y-미로, 수동 회피 및 Morris 수중 미로 실험과 같은 행동실험을 통해 인지 및 기억능력에 대한 개선 효과를 나타냈다. 이후 마우스 뇌조직에서의 아세틸콜린 함량의 증가 및 아세틸콜린 분해효소의 활성을 억제함으로써 cholinergic 시스템을 보호하였고, SOD, 환원형 GSH 및 MDA 함량 측정을 통해 항산화 시스템을 개선시켜줌을 확인하였다. 더불어 뇌 조직의 미토콘드리아에서 ROS의 생성 억제, MMP 보호 및 ATP 함량을 회복시켜주었으며, western blot 분석을 통해 $TNF-{\alpha}$와 같은 염증성 사이토카인을 억제시켜 줌으로써 면역반응에 관여하는 JNK의 인산화를 감소시키고 Akt 신호전달을 활성화시켜 세포자동 사멸화를 억제시키는 것으로 확인되었다. 마지막으로 HPLC 분석을 통해서 갑주백목의 주요 생리활성물질이 갈산으로 확인되었다. 이러한 결과를 종합하였을 때, 갑주백목 에탄올 추출물은 뇌 조직에서의 cholinergic 및 항산화 시스템 보호효과를 통해 $A{\beta}$ 처리에 대하여 학습 및 기억 능력을 개선 시킬 수 있는 천연 소재로서의 가능성뿐만 아니라 $A{\beta}$ 및 과산화수소로부터 유발된 산화적 스트레스의 환경에서 뇌신경세포를 보호함으로써 알츠하이머성 질환과 같은 퇴행성 뇌신경질환을 예방할 수 있는 고부가가치 건강기능식품 소재로서의 활용 가능성을 확인하였다.

동해안 조식성 무척추동물과 해조류 간 상호작용 (Interaction between Invertebrate Grazers and Seaweeds in the East Coast of Korea)

  • 유재원;김효진;이현정;이창근;김창수;홍재상;홍정표;김동삼
    • 한국해양학회지:바다
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    • 제12권3호
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    • pp.125-132
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    • 2007
  • 조식동물-해조류 상호작용의 크기 분포를 추정하기 위하여 12종의 조식동물에 대하여 개체 당 일평균 섭식률 (PCGR, per capita grazing rate, g seaweeds/individual/day)을 구하고, 다른 종들의 섭식률을 추정할 수 있는 회귀모형을 만들었다. 조식동물의 생체량과 사제곱근 변환 PCGR은 power curve($y=0.2310x^{0.3290}$)에 적합되었고 모형의 r값은 0.8864였다. 이로부터 조식동물의 PCGR 변동은 생체량과 관계가 있으며, 섭식 효율성은 관찰된 생체량 범위내에서 균일하지 않다는 것이 파악되었다. 따라서 각 종별 생체량 효과가 보정된 PCGR을 추정하였고, 작은 몸체를 갖는 종일수록 보다 효율적인 섭식자인 것으로 밝혀졌다. 서식밀도를 감안한 개체군 별 상호작용(grazing impact, $mg/m^2$)을 계산한 결과, 해조장에 가장 큰 영향을 갖는 개체군은 군소(Aplysia kurodai, 약 $2,513mg/m^2$)인 것으로 나타났고, 다음은 둥근성게(Strongylocentrotus nudus, 약 1,500 mg/)와 새치성게(S. intermedius, $733mg/m^2$) 등인 것으로 나타났다. 단각류 가운데 단위 면적당 밀도가 4,000 개체 이상인 멜리타옆새우류, Elasmopus sp.와 2,000 개체 이상인 가시꼬리육질꼬리옆새우붙이, Jassa falcata의 섭식량은 각각 3.435와 $1.697mg/m^2/day$인 것으로 나타났다. 본 연구에서 추정한 조식동물 군집의 종 조성과 서식 밀도가 동일할 때 상호작용의 총합은 $5,045mg/m^2/day$인 것으로 나타났다. 실험과 모형 연구로부터 성게류와 군소 외에도 적잖은 상호작용이 높은 밀도를 갖는 많은 수의 종들로부터 해조류에 가해지고 있음을 추정할 수 있었다. 성게류의 경우 3 개체/$m^2$의 평균 서식밀도에서 발생하는 섭식량은 국내 천해 양식업의 평균 해조류 생산량(약 5 ton/ha)을 초과하는 것으로 예측되었다. 미소 갑각류 역시 낮은 포식압 조건에서 서식밀도가 증가하면 적잖은 충격(해조류 생산량의 약 16%)을 가할 것으로 예측되었다. 해조장에 서식하는 조식동물의 밀도가 어류에 의해 강도 높게 조절되고 있음을 감안하면, 어류와 조식동물 간 상호작용에 대한 인간의 간섭(어류의 남획 등)은 해조장에 커다란 변화를 유발할 수 있는 잠재력을 가질 것으로 예상된다.

기후변화에 따른 국내 키위 품종 '해금'의 개화시기 변동과 전망에 대한 불확실성: 전남 키위 주산지역을 중심으로 (Preliminary Result of Uncertainty on Variation of Flowering Date of Kiwifruit: Case Study of Kiwifruit Growing Area of Jeonlanam-do)

  • 김광형;정여민;조윤섭;정유란
    • 한국농림기상학회지
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    • 제18권1호
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    • pp.42-54
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    • 2016
  • 최근 국내에서 재배면적이 증가하고 있는 골드키위 해금의 개화시기를 예측할 수 있는 휴면시계모형의 모수를 추정하고 해금 주산지에서 미래 기후변화에 의한 개화시기의 변화와 불확실성을 전망하고자 본 연구를 수행하였다. 해금 개화시기 예측을 위한 휴면시계모형의 모수는 $6.3^{\circ}C$(base temperature, $T_b$), 102.5(chill requirement, $R_c$), 575(heat requirement, $R_h$)로 추정되었다. 2가지 방법으로 추정된 모수를 검증하였는데, 4개 표준기상관측소의 3년 동안(2013-2015)의 기상자료로부터 해금의 개화시기를 예측하고 25개 해금 노지 재배농가에서 수집된 2년 동안(2014-2015)의 관측 개화일과 비교한 결과 5.2일의 추정오차를 보였다. 또한 격자형 기후표면에 의해 계산된 격자형 개화시기 표면으로부터 25개 해금 노지 재배농가가 위치한 격자들의 예상 개화시기를 추출하여 비교한 결과, 3.4일의 추정오차를 보였다. 이 모수를 2021-2040년 동안의 6개 GCMs의 미래 기후변화 시나리오와 결합하여 해금의 미래 개화시기를 예측하였다. 전남 키위 주산지역에서 가장 빠른 개화시기는 4월 21일(111일), 가장 늦은 개화시기는 6월 2일(153일)로 나타났다. 6개 개별 GCM 중에서 RCP 4.5의 CanESM2과 GFDL-ESM2G, RCP 8.5의 HadGEM2-AO에서 20년 후 전남 키위 주산지역에서 해금의 개화시기는 현재보다 2-3일 단축될 뿐 현재와 큰 차이가 발생하지 않는 것으로 전망되었다. 그러나 RCP 4.5와 RCP 8.5의 6개 GCMs의 평균 미래 개화시기에서 현재보다 10일 이상 단축되고 현재와 같은 개화시기는 전북 및 충남 해안지역 등 북쪽으로 약 150km 이상까지 확대될 수 있는 것으로 전망되었다. 본 연구의 예비 결과는 국내 육종 과수의 생장발육 및 개화시기 예측 등을 위한 생물계절 연구와 기후변화에 대한 영향평가 개선에 기여할 수 있을 것으로 기대한다.

흰쥐의 뇌의$A_1$ 아데노신 수용체에 작용하는 역효현제에 관한 연구 (Inverse Agonists at $A_1$ Adenosine Receptors in Rat Cerebral Cortex)

  • 박경선;양완숙;김경환
    • 대한약리학회지
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    • 제32권1호
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    • pp.23-29
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    • 1996
  • 전통적인 수용체 이론에 따르면 상경적 길항제는 효현제와 수용체의 같은 부위에 작용하지만, 효능(efficacy)이 없기 때문에 생물학적 반응을 일으키지는 않는다. 그러나 최근에 발표되는 자료들에 따르면 모든 길항체의 효능(efficacy)이 0가 아니라 음수도 될 수가 있다고 생각된다. 이러한 음수의 효능을 갖는 약물을 역효현제라 부른다. 본 연구에서는 쥐의 cerebral cortex에서 얻은 membranes을 사용하여, $A_1$ 아데노신 수용체에 작용하는 역효현제를 인구하였다. 8개의 길항제로 알려진 약물들이 G단백에 대한 $[^{35}S]GTP_{\gamma}S$ 결합을 감소시키는 정도를 측정함으로써 역효현제의 특성을 검색하였다. 효현제에 의한 $[^{35}S]GTP_{\gamma}S$ 결합의 증가는 이틀 길항제틀에 의해 완전히 억제되었지만, 검색한 8개의 길항제는 두 군으로 구분되었다. DPCPX를 포함한 7개 길항제는 효현제 부재시의 basal $[^{35}S]GTP_{\gamma}S$ binding을 통계적으로 의의있게 감소시켜 역효현제의 특성을 나타내는 반면, CCS-15943은 basal $[^{35}S]GTP_{\gamma}S$ binding에 아무런 영향을 주지 않았다. NEM을 membranes에 처치하면 PIA에 의한 $[^{35}S]GTP_{\gamma}S$ binding이나 basal binding 둘다 감소하는데 이는 $[^{35}S]GTP_{\gamma}S$ binding의 상당부분이 G단백의 activated state를 나타내는 것을 알 수 있다. 또한 $[^3H]DPCPX$를 이용한 competitive binding assay에서 0.1 mM GTP는 효현제인 PIA의 apparent affinity를 감소시켰으며, DPCPX의 apparent affinity는 증가시키고, CGS-15943에는 아무런 영향을 미치지 않았다. 이것은 상기의 $[^{35}S]GTP_{\gamma}S$ binding의 결과를 뒤받침해 주는 결과라고 생각된다.

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Responses of Dairy Cows to Supplemental Highly Digestible Rumen Undegradable Protein and Rumen-protected Forms of Methionine

  • Sun, T.;Yu, X.;Li, S.L.;Dong, Y.X.;Zhang, H.T.
    • Asian-Australasian Journal of Animal Sciences
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    • 제22권5호
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    • pp.659-666
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    • 2009
  • Metabolizable protein (MP) supply and amino acid balance in the intestine were manipulated through selection of highly digestible rumen-undegradable protein (RUP) sources and protected methionine (Met) supplementation. Four ruminallycannulated, multiparous Holstein cows averaging 193${\pm}$13 days in milk were used in a 4${\times}$4 Latin square design to assess N utilization and milk production responses to changes in RUP level, post-ruminal RUP digestibility and protected Met supplementation. Treatments were A) 14.0% crude protein (CP), 8.0% rumen degradable protein (RDP) and 6.0% RUP of low intestinal digestibility (HiRUP-LoDRUP); B) 14.1% CP, 8.1% RDP and 6.0% RUP of high intestinal digestibility (HiRUP-HiDRUP); C) 13.1% CP, 7.9% RDP and 5.2% RUP of high intestinal digestibility (LoRUP-HiDRUP), and D) 13.1% CP, 7.9% RDP and 5.2% RUP of high intestinal digestibility plus rumen escape sources of Met (LoRUP-HiDRUP+Met). Experimental diets were formulated to have similar concentrations of RDP, net energy of lactation ($NE_L$), neutral detergent fiber (NDF), acid detergent fiber (ADF), calcium, phosphorus and ether extract using the NRC model (2001). Results showed that dry matter intake (DMI), production of milk fat and protein were similar among treatments. Milk production was similar for diet HiRUP-LoDRUP, HiRUP-HiDRUP and LoRUP-HiDRUP+Met, and significantly higher than diet LoRUP-HiDRUP. Milk fat and protein percentage were higher for cows receiving HiDRUP treatments, with the greatest increases in the diet LoRUP-HiDRUP+Met. There was no significant change in ruminal pH, $NH_3g-N$ and volatile fatty acid (VFA) concentration among all treatments. Apparent digestibility of dry matter (DM), CP, NDF and ADF and estimated bacterial CP synthesis were similar for all treatments. Nitrogen intakes, blood and milk urea-N concentrations were significantly higher for cows receiving HiRUP diets. Urine volume and total urinary N excretion were significantly lowered by LoRUP diets. Lowering dietary RUP level while supplementing the highly digestible RUP source with rumen escape sources of Met resulted in similar milk production, maximal milk fat and protein concentration and maximum N efficiency, indicating that post-ruminal digestibility of RUP and amino acid balance in the small intestine can be more important than total RUP supplementation.

순환식 반응기에서 $TiO_{2}$ 광촉매를 이용한 Chromium(VI)의 제거에 미치는 영향인자에 대한 연구 (A Study on the Factors Affecting Removal of Chromium(VI) Using $TiO_{2}$ Photocatalyst in a Circular Type Reactor)

  • 김현용;조일형;이소진;기원주;이홍근
    • 한국환경보건학회지
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    • 제25권3호
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    • pp.64-69
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    • 1999
  • This study was carried out the removal of Cr(VI) which was known to the toxic pollutant in industry using the process of UV and TiO$_2$ photocatalyst in a circular type reactor. In this experiment, the series of photocatalytic process for the removal of Cr(VI) has been selected as a model reaction in a circular type reactor in order to obtain the basic data on the influence of various experimental parameters such as circulation flow rate, pH of solution, initial Cr(VI) light illumination and TiO$_2$ dosage, and salicylic acid concentration. The results of this study were as follows; 1. With both UV light illumination and TiO$_2$ present, Cr(VI) was more effectively eliminated than with either UV or TiO$_2$ alone. 2. As the circulation flow rate of solution increased, the removal efficiency of Cr(VI) was increased. However, over 2.4 l/min of circulation flow rate, the efficiency wa limited. 3. A increase in the photocatalytic removal of Cr(VI) was noticed with decreasing pH. 4. An increase in the photocatalytic removal of Cr(VI) was noticed with decreasing Initial Cr(VI) concentration and first order kinetics was observed from the result at different initial concentration of Cr(VI). 5. Photocatalytic removal efficiency of Cr(VI) increased with increasing TiO$_2$ dosage. However, over 1.0 g/l of TiO$_2$ dosage, the efficiency reached a plateau. 6. As low concentration of saliculic acid were added, there was an increase in the removal efficiency of Cr(VI). However, over 300 mg/l of salicylic acid, the efficiecy was decreased. It eas found that application of photocatalysis to water treatment that contains both Cr(VI) and salicylic acid was possible.

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대기 중 PM2.5의 오염기여도 추정 및 PAHs 농도비를 이용한 연소 오염원 확인 (Sources Apportionment Estimation of Ambient PM2.5 and Identification of Combustion Sources by Using Concentration Ratios of PAHs)

  • 김도균;이태정;김성천;김동술
    • 한국대기환경학회지
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    • 제28권5호
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    • pp.538-555
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    • 2012
  • The purpose of this study was to understand $PM_{2.5}$ chemical characteristics on the Suwon/Yongin area and further to quantitatively estimate $PM_{2.5}$ source contributions. The $PM_{2.5}$ sampling was carried out by a high-volume air sampler at the Kyung Hee University-Global Campus from November, 2010 to October, 2011. The 40 chemical species were then analyzed by using ICP-AES(Ag, Ba, Cr, Cu, Fe, Mn, Ni, Pb, Si, Ti, V and Zn), IC ($Na^+$, $K^+$, $NH_4{^+}$, $Mg^{2+}$, $Ca^{2+}$, $NO_3{^-}$, ${SO_4}^{2-}$ and $Cl^-$), DRI/OGC (OC1, OC2, OC3, OC4, OP, EC1, EC2 and EC3) and GC-FID (acenaphthene, fluorene, phenanthrene, anthracene, fluoranthene, pyrene, benzo[a]anthracene, benzo[b]fluoranthene, benzo[a] pyrene, indeno[1,2,3-cd] pyrene, benzo[g,h,i]perylene and dibenzo[a,h,]anthracene). When applying PMF model after performing proper data treatment, a total of 10 sources was identified and their contributions were quantitatively estimated. The average contribution to $PM_{2.5}$ emitted from each source was determined as follows; 26.3% from secondary aerosol source, 15.5% from soil and road dust emission, 15.3% from vehicle emission, 15.3% from illegal biomass burning, 12.2% from incineration, 7.2% from oil combustion source, 4.9% from industrial related source, and finally 3.2% from coal combustion source. In this study we used the ratios of PAHs concentration as markers to double check whether the sources were reasonably classified or not. Finally we provided basic information on the major $PM_{2.5}$ sources in order to improve the air quality in the study area.