• 한국정보시스템학회지:정보시스템연구
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• 제29권3호
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• pp.145-157
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• 2020

Purpose This study proposed an approach for predicting the efficiency rating of the cultural tourism festivals using DEA and machine learning techniques. The cultural tourism festivals are selected for the best festivals through peer reviews by tourism experts. However, only 10% of the festivals which are held in a year could be evaluated in the view of effectiveness without considering the efficiency of festivals. Design/methodology/approach Efficiency scores were derived from the results of DEA for the prediction of efficiency ratings. This study utilized BCC models to reflect the size effect of festivals and classified the festivals into four ratings according the efficiency scores. Multi-classification method were considered to build the prediction of four ratings for the festivals in this study. We utilized neural networks and SVMs with OAO(one-against-one), OAR(one-against-rest), C&S(crammer & singer) with Korea festival data from 2013 to 2018. Findings The number of total visitors in low efficient rating of DEA is more larger than the number of total visitors in high efficient ratings although the total expenditure of visitors is the highest in the most efficient rating when we analyzed the results of DEA for the characteristics of four ratings. SVM with OAO model showed the most superior performance in accuracy as SVM with OAR model was not trained well because of the imbalanced distribution between efficient rating and the other ratings. Our approach could predict the efficiency of festivals which were not included in the review process of culture tourism festivals without rebuilding DEA models each time. This enables us to manage the festivals efficiently with the proposed machine learning models.

• 대한바이러스학회지
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• 제27권2호
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• pp.197-207
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• 1997

To investigate the NS4 region of JEV, NS4 cDNA of K94P05 (JEV strain isolated from Korea in 1994) was amplified by RT-PCR and analyzed by sequencing PCR product. Genomic size of NS4 was 1212bp and nucleotide sequence was compared with that of other JEV strains. Nucleotide homology between JaOAr582 and K94P05 was 91.1% and that between Beijing and K94P05 was 89.8%, respectively. But the nucleotide sequence of E region of JaOAr582 and K94P05 showed 97.0% homology and that of Beijing and K94P05 did 95.8% homology. NS4 protein was expressed as a form of fusion protein by a prokaryotic expression system. The induced fusion product showed a lower molecular weight than predicted size and remained insoluble. The NS4 protein might be cleavaged by E. coli protease. Concluding above results, high hydrophobicity of the NS4 protein supported the fact that this protein played a role as a membrane component and the poor nucleotide sequence conservativity among JEV strains suggested that this region might be important to adapt each viral growth environment.

• Radiation Oncology Journal
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• 제30권1호
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• pp.27-35
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• 2012

Purpose: To evaluate the effect of common three photon energies (6-MV, 10-MV, and 15-MV) on intensity-modulated radiation therapy (IMRT) plans to treat prostate cancer patients. Materials and Methods: Twenty patients with prostate cancer treated locally to 81.0 Gy were retrospectively studied. 6-MV, 10-MV, and 15-MV IMRT plans for each patient were generated using suitable planning objectives, dose constraints, and 8-field setting. The plans were analyzed in terms of dose-volume histogram for the target coverage, dose conformity, organs at risk (OAR) sparing, and normal tissue integral dose. Results: Regardless of the energies chosen at the plans, the target coverage, conformity, and homogeneity of the plans were similar. However, there was a significant dose increase in rectal wall and femoral heads for 6-MV compared to those for 10-MV and 15-MV. The $V_{20Gy}$ of rectal wall with 6-MV, 10-MV, and 15-MV were 95.6%, 88.4%, and 89.4% while the mean dose to femoral heads were 31.7, 25.9, and 26.3 Gy, respectively. Integral doses to the normal tissues in higher energy (10-MV and 15-MV) plans were reduced by about 7%. Overall, integral doses in mid and low dose regions in 6-MV plans were increased by up to 13%. Conclusion: In this study, 10-MV prostate IMRT plans showed better OAR sparing and less integral doses than the 6-MV. The biological and clinical significance of this finding remains to be determined afterward, considering neutron dose contribution.

• 한국의학물리학회지:의학물리
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• 제24권4호
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• pp.284-289
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• 2013

양측성 유방암 환자를 대상으로 부피적 조절회전방사선치료와 세기조절방사선치료의 선량학적 결과를 비교하여 효율적인 치료방법을 제시함을 목적으로 한다. 5명의 환자를 대상으로 8개 빔의 세기조절방사선치료와 12개 빔의 세기조절방사선치료, 1회전 부피적 조절회전방사선치료 계획을 수립하였다. 그 결과를 DVH 분석을 통해 선량학적으로 비교분석하였다. PTV의 평균선량과 $D_{98}$을 보면 12-IMRT가 $51.04{\pm}0.57$ Gy (오른쪽), $50.80{\pm}1.07$ Gy (왼쪽), $42.94{\pm}16.16$ Gy (오른쪽), $42.56{\pm}2.09$ Gy (왼쪽)로 우수한 경향을 보인다. HI와 $CI_{90,95}$에서도 12-IMRT가 우수한 결과를 보였다. 중요장기에서는 세치료계획 모두 우수한 결과를 보였지만 12-IMRT에서 가장 낮은 선량을 보였다. 12-IMRT가 PTV와 OAR의 선량학적측면에서 우수한 결과를 보여주었다.

• Bulletin of the Korean Chemical Society
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• 제28권6호
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• pp.917-920
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• 2007

Ketene-forming eliminations from C4H3(S)CH2C(O)O-C6H3-2-X-4-NO2 (1) promoted by R2NH in MeCN have been studied kinetically. The reactions are second-order and exhibit Bronsted β =0.51-0.62 and |βlg|= 0.47-0.53. Hence, an E2 mechanism is evident. The Bronsted β increased from 0.33 to 0.53 and |βlg| remained nearly the same by the change of the base-solvent from Bz(i-Pr)NH/Bz(i-Pr)NH2+ in 70 mol% MeCN(aq) to Bz(i-Pr)NH-MeCN, indicating a change to a more symmetrical transition state with similar extents of Cβ -H and Cα -OAr bond cleavage. When the β-aryl group was changed from thienyl to phenyl in MeCN, the β value increased from 0.53 to 0.73 and |βlg| decreased from 0.53 to 0.43. This indicates that the transition state became skewed toward more Cβ -H bond breaking with less Cα-OAr bond cleavage. Noteworthy is the greater double bond stabilizing ability of the thienyl group in the ketene-forming transition state.

• 대한방사선기술학회지:방사선기술과학
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• 제46권3호
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• pp.239-246
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• 2023

In this study, we assessed the effect of reduction of tumor volume in the head and neck cancer by using RANDO phantom in Static Intensity-Modulated Radiation Therapy (S-IMRT) and Volumetric-Modulated Arc Therapy (VMAT) planning. RANDO phantom's body and protruding volumes were delineated by using Contour menu of Eclipse™ (Varian Medical System, Inc., Version 15.6, USA) treatment planning system. Inner margins of 2 mm to 10 mm from protruding volumes of the reference were applied to generate the parameters of reduced volume. In addition, target volume and Organ at Risk (OAR) volumes were delineated. S-IMRT plan and VMAT plan were designed in reference. These plans were assigned in the reduced volumes and dose was calculated in reduced volumes using preset Monitor unit (MU). Dose Volume Histogram (DVH) was generated to evaluate treatment planning. Conformity Index (CI) and R² in reference S-IMRT were 0.983 and 0.015, respectively. There was no significant relationship between CI and the reduced volume. Homogeneity Index (HI) and R² were 0.092 and 0.960, respectively. The HI increased when volume reduced. In reference VMAT, CI and R² were 0.992 and 0.259, respectively. There was no relationship between the volume reduction and CI. On the other hand, HI and R² were 0.078 and 0.895, respectively. The value of HI increased when the volume reduced. There was significant difference (p<0.05) between parameters (D_mean and D_max) of normal organs of S-IMRT and VMAT except brain stem. Volume reduction affected the CI, HI and OAR dose. In the future, additional studies are necessary to incorporate the reduction of the volume in the clinical setting.

• 한국의학물리학회지:의학물리
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• 제33권4호
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• pp.101-107
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• 2022

Purpose: Radiotherapy after bladder filling protocol (BFP) is known to enhance treatment quality and reduce side effects in prostate cancer, a common male solid cancer globally. However, due to the need to hold back urine during treatment, patients frequently complain of discomfort, and treatment is frequently suspended when patients urinate during treatment and urine penetrates the treatment device, causing malfunction. Therefore, the effect of minimizing treatment time when partial-arc volumetric modulated arc therapy (VMAT) was used instead of full-arc was assessed in this study. Methods: A total of 70 plans were created in 10 patients using 7 different arc sizes, and the treatment time for each plan was calculated. Results: Reduced arc size by half resulted in a 54.4% decrease in mean treatment duration, with a proportional tendency observed. Furthermore, the effect of VMAT arc size reduction on target dose homogeneity was significantly limited, and the effect on surrounding organs at risk (OAR) was negligible. It should be noted, however, that when the arc size decreases by >40%, the dose increases in the area without OAR around the target. Conclusions: The results of this study demonstrated that partial-arc VMAT for enhancing treatment convenience and efficacy of prostate cancer patients undergoing BFP can achieve a considerable reduction in treatment time while preserving treatment quality, and it is expected to be useful for partial-arc VMAT plan design and implementation in practice.

• 한국의학물리학회지:의학물리
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• 제27권1호
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• pp.14-24
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• 2016

두 경부 내부에는 많은 결정장기(organ at risk, OAR)들이 밀집 되어있어 방사선 치료 시 정상조직에 전달되는 선량을 최소화 하는 것은 매우 중요하다. 복잡한 해부학적 구조를 가진 두 경부 종양(Brain tumor)환자 10명을 대상으로 head angle을 기울여 치료계획을 수립 후 해마를 비롯한 정상장기를 보호하기 위한 최적의 두 경부 거상각도(head elevation angle)를 찾고 각도 별 선량특성을 비교 분석하였다. 또한 거상각도에 의한 3차원 입체조형치료(3D-CRT), 세기조절방사선치료(IMRT), 그리고 토모테라피(TomoTherapy)기술을 이용한 장비 별 선량 특성을 비교하였다. 각 치료 계획은 종양체적의 95%에 40 Gy를 10회 분할 조사되도록 하였으며 세기조절방사선치료(IMRT)에서는 step-and-shoot 기법을 이용하여 총 9개의 빔을 사용하여 방사선을 조사하였고, 입체조형치료계획과 토모테라피 치료계획에서는 동일한 처방선량이 종양체적에 전달되도록 하였다. 두 경부 각도/장비별 선량특성을 비교하기 위해 종양체적의 균질성지수(homogeneity index), 균일성지수(conformity index), 정상조직의 흡수선량 및 정상조직합병증확률(NTCP)을 계산하였다. 두 경부각도 $0^{\circ}$와 비교하여 두 경부 각도를 $30^{\circ}$거상 시 종양표적과 iso-dose curve의 일치성은 각 modality의 CI 평균값이 53%, 8%, 그리고 5.4% 향상됨을 확인할 수 있었으며, 3차원 입체조형치료(3D CRT)에서 뇌간(Brain stem)의 경우 $0^{\circ}$와 비교하여 $15^{\circ}$, $30^{\circ}$, 그리고 $40^{\circ}$에서 결정장기에 전달되는 선량이 감소되는 것을 확인할 수 있었다. NTCP의 경우 해마(Hippocampus)에서 각 Modality를 비교 한 결과, 일반적으로 임상에서 사용하는 두 경부 각도 $0^{\circ}$의 NTCP 값이 가장 높았고 $30^{\circ}$거상 시 부작용 발병률이 가장 낮은 결과를 확인할 수 있었다. 본 연구에서는 두 경부 각도를 거상하여 종양의 선량분포곡선(isodose curve)의 일치성과 종양제어율을 향상시켜 선량의 균일성을 확보할 수 있었으며 정상조직 측면에서도 두 경부 각도를 거상한 경우 종양 체적과 인접한 정상조직이 분리되어 OAR과 hippocampus의 흡수선량을 줄여주고, 정상조직 부작용 발병률(NTCP)이 낮아지는 효과를 확인 할 수 있었다.

• Journal of Radiation Protection and Research
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• 제39권4호
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• pp.168-175
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• 2014

This study was designed to assess whether the conventional tangential technique, using a multileaf collimator (MLC), allows a reduced dose to the organs at risk (OAR) in breast radiation therapy. A total of forty right and left 20 for each breast cancer patients that underwent radiation therapy after breast conserving surgery were included in this study. For each patient, the planning target volume (PTV) and OAR (heart, left anterior descending artery (LAD), liver and lung) were defined and dose distribution were produced for conventional tangential beams using 6 MV photons. The treatment plans were made using the following two techniques for all patients. For the first plan (P1), MLC was designed to shield as much of OAR as possible without compromising the coverage of PTV. In the second plan (P2), the treatment plan was created without using MLC. Dose-volume histograms for OARs were calculated for all plans. For left breast cancer, the percentage of maximum dose ($D_{max%}$) and mean dose ($D_{mean%}$) of OARs (heart and LAD) were calculated, and for right breast cancer, the percentage of the mean dose ($D_{mean%}$) of the liver was calculated. The $D_{mean%}$ of the lung was calculated in all patients. The mean values of $D_{max%}$ of the heart ($86.9{\pm}19.5%$ range, 35.1-100.6%) in P1 were significantly lower than in P2 ($98.3{\pm}3.4%$ range, 91.7-105.2%) (p=0.001). The mean values of $D_{max%}$ of LAD ($78.4{\pm}22.5%$ range, 26.5-99.7%) in P1 was significantly lower than in P2 ($93.3{\pm}8.1%$ range, 67.9-102.1%) (p<0.001). In P1, the mean values of $D_{mean%}$ of the liver ($4.8{\pm}2.0%$) were significantly lower than in P2 ($6.2{\pm}2.5%$) (p<0.001). The mean values of $D_{mean%}$ of the lung were significantly lower in P1 ($9.3{\pm}2.3%$) than in P2 ($9.7{\pm}2.4%$) (p<0.001). P1, by using MLC, allows a significantly reduced dose to OAR compared with P2. We can suggest that it is reasonable to routinely use MLC in the conventional tangential technique for breast radiation therapy considering the primary tumor location.

• 대한방사선치료학회지
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• 제30권1_2호
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• pp.73-81
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• 2018

목 적 : 다발성 뇌 전이의 방사선치료 시 jaw tracking(JT)과 fixed jawFJ)를 이용한 용적세기조절회전치료(Volumetric Modulated Arc Therapy, VMAT)를 비교하고 유용성을 평가하고자 한다. 대상 및 방법 : JT를 이용하여 치료받은 다발성 뇌 전이(Multiple Brain Metastasis) 환자 중 6개 이상의 종양이 있고 조사면 크기가 $14{\times}14cm^2$ 이상인 환자 10명을 대상으로 하였다. Eclipse(Ver 13.6 Varian, USA)로 JT와 FJ의 전산화치료계획을 각각 수립하였으며, 전자포털영상장치(Electronic Portal Imaging Device, EPID)를 이용하여 감마지수(Gamma Index, 3 mm, 3 %, 95 % 신뢰구간) 및 최대선량차이(Max. Dose Difference)를 측정하였다. 또한 손상위험장기(Organ At Risk, OAR)의 $D_{max}$ 및 $D_{mean}$을 산출하고 비교하였으며 처방선량지수(Conformity Index, CI), 선량균질지수(Homogeneity Index, HI)를 평가하였다. 결 과 : JT와 FJ의 측정값을 평가한 감마지수는 모든 Case에서 허용 기준(3 mm, 3 %, 95 % 신뢰구간)에 충족하였으며, 최대선량차이값은 Leaf End Transmission이 발생하는 영역에서 시계방향(Clockwise, CW)은 최대 98.4 %, 평균 43.6 %, 반시계방향(Counter-Clockwise, CCW)은 최대 67.9 %, 평균 41.0 %로 측정되었다. 손상위험장기는 JT를 사용하였을 때 각 정상장기에 대한 $D_{max}$의 최대값은 15.36 %~74.59 %, 평균값은 2.84 %~39.80 % 감소, $D_{mean}$의 최대값은 27.90 %~65.23 %, 평균값은 7.70 %~41.71 %로 감소하였으며, 처방선량지수와 선량균질지수값은 차이가 없었다. 결 론 : 다발성 뇌 전이에서 VMAT으로 치료할 경우 JT를 이용하면 치료계획용적(Planning Target Volume, PTV)의 선량분포에 영향을 미치지 않으면서 불특정 영역에서 발생하는 방사선의 누설 및 투과로 인한 불필요한 피폭을 감소시키고 정상장기에 더 낮은 선량으로 방사선치료가 가능할 것으로 사료된다.