• 한국컴퓨터정보학회논문지
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• 제12권2호
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• pp.123-130
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• 2007

본 논문에서는 소동물 생체내 실험시 서로 다른 장비에서 획득된 영상의 융합 및 정합을 위한 방법을 제안한다. 마우스의 꼬리 정맥에 $[[^{18}F]FDG$를 주사하여 60분 섭취후 서로 다른 장비에서 동일한 위치의 영상을 획득하기 위하여 아크릴 재질의 소동물 가이드에 기준마크를 설정하고 microPET과 CT 영상을 획득하였다. MicroPET으로 획득된 리스트모드(list-mode) 데이터는 Fourier Rebinning(FRB) 방법을 사용하여 사이노그램(Sinogram)으로 변환 후 4 번의 반복횟수를 가지는 Ordered Subset Expectation Maximization(OSEM) 알고리즘으로 재구성하였다. MicroPET 영상획득후 PET/CT의 CT를 이용하여 CT영상을 획득하였다. MicroPET 영상에서 폐영역을 정확히 찾아내는 어려움이 있어. 해부학적 정보를 제공하는 CT 영상을 이용하여 폐 영역을 구분하였다. 영상 융합을 위한 불일치 부분을 해결하기 위하여 기준마크의 정보와 폐 영역의 정보를 이용하여 회전과 이동정보를 가지는 어파인 (affine) 변환 행렬 구하여 영상 정합에 사용하였다. 이 방법은 정량적 정확성과 영상 해석의 정확성을 개선할 것으로 기대된다.

• Nuclear Medicine and Molecular Imaging
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• 제42권5호
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• pp.422-424
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• 2008

• Radiation Oncology Journal
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• 제37권1호
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• pp.30-36
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• 2019

Purpose: This study aimed to identify the feasibility of the maximum standardized uptake value (SUVmax) on baseline 18F-fluorodeoxyglucose positron emission tomography-computed tomography (FDG PET/CT) as a predictive factor for prognosis in early stage primary lung cancer treated with stereotactic body radiotherapy (SBRT). Materials and Methods: Twenty-seven T1-3N0M0 primary lung cancer patients treated with curative SBRT between 2010 and 2018 were retrospectively evaluated. Four patients (14.8%) treated with SBRT to address residual tumor after wedge resection and one patient (3.7%) with local recurrence after resection were included. The SUVmax at baseline PET/CT was assessed to determine its relationship with prognosis after SBRT. Patients were divided into two groups based on maximum SUVmax on pre-treatment FDG PET/CT, estimated by receiver operating characteristic curve. Results: The median follow-up period was 17.7 months (range, 2.3 to 60.0 months). The actuarial 2-year local control, progression-free survival (PFS), and overall survival were 80.4%, 66.0%, and 78.2%, respectively. With regard to failure patterns, 5 patients exhibited local failure (in-field failure, 18.5%), 1 (3.7%) experienced regional nodal relapse, and other 2 (7.4%) developed distant failure. SUVmax was significantly correlated with progression (p = 0.08, optimal cut-off point SUVmax > 5.1). PFS was significantly influenced by pretreatment SUVmax (SUVmax > 5.1 vs. SUVmax ≤ 5.1; p = 0.012) and T stage (T1 vs. T2-3; p = 0.012). Conclusion: SUVmax at pre-treatment FDG PET/CT demonstrated a predictive value for PFS after SBRT for lung cancer.

• 대한두경부종양학회지
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• 제26권1호
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• pp.14-18
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• 2010

Objectives : We evaluated the use of FDG PET/CT for the identification of cervical nodal metastases of SCC of the oral cavity and oropharynx with histological correlation. Material and Methods : We reviewed 46 medical records, from January 2004 to July 2007, of patients who underwent FDG PET/CT and CT/MRI for SCC of the oral cavity and oropharynx before surgery. We recorded the lymph node metastases according to the neck level affected and the system used for the imaging-based nodal classification. Results : The FDG PET/CT had a sensitivity of 75.6% and a specificity of 96.7% ; it had a higher sensitivity than the CT/MRI for identification of cervical metastases on the side of the neck(26/28 vs. 20/28, p=0.031) and at each of the cervical levels(34/45 vs. 26/45, p=0.008). There was a significant difference in the $SUV_{max}$ between the benign and malignant cervical lymph nodes($3.31{\pm}3.23$ vs. $4.22{\pm}2.57$, p=0.028). The receiver-operating-characteristic (ROC) curve analysis for differentiating the benign from the malignant cervical lymph nodes, showed that the area under the curve(AUC) of the FDG PET/CT was 0.775. The cut-off value for the $SUV_{max}$ was 2.23 based on the ROC curve. There was a significant correlation between the $SUV_{max}$ and the size of the cervical lymph nodes(Spearman r=0.353, p=0.048). Conclusion : FDG PET/CT images were more accurate than the CT/MRI images. In addition, the $SUV_{max}$ cut-off values were important for evaluating cervical the cervical nodes in the patients with SCC of the oral cavity and oropharynx.

• Korean Journal of Radiology
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• 제25권3호
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• pp.277-288
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• 2024

Objective: We previously found that the incidence of sarcopenia increased with declining glucose metabolism of muscle in patients with treatment-naïve diffuse large B-cell lymphoma (DLBCL). This study aimed to investigate the relationship between sarcopenia and muscle glucometabolism using ¹⁸F-FDG PET/CT at baseline and end-of-treatment, analyze the changes in these parameters through treatment, and assess their prognostic values. Materials and Methods: The records of 103 patients with DLBCL (median 54 years [range, 21-76]; male:female, 50:53) were retrospectively reviewed. Skeletal muscle area at the third lumbar vertebral (L3) level was measured, and skeletal muscle index (SMI) was calculated to determine sarcopenia, defined as SMI < 44.77 cm²/m² and < 32.50 cm²/m² for male and female, respectively. Glucometabolic parameters of the psoas major muscle, including maximum standardized uptake value (SUVmax) and mean standardized uptake value (SUVmean), were measured at L3 as well. Their changes across treatment were also calculated as ΔSMI, ΔSUVmax, and ΔSUVmean; Δbody mass index was also calculated. Associations between SMI and the metabolic parameters were analyzed, and their associations with progression-free survival (PFS) and overall survival (OS) were identified. Results: The incidence of sarcopenia was 29.1% and 36.9% before and after treatment, respectively. SMI (P = 0.004) was lower, and sarcopenia was more frequent (P = 0.011) at end-of-treatment than at baseline. The SUVmax and SUVmean of muscle were lower (P < 0.001) in sarcopenia than in non-sarcopenia at both baseline and end-of-treatment. ΔSMI was positively correlated with ΔSUVmax of muscle (P = 0.022). Multivariable Cox regression analysis showed that sarcopenia at end-of-treatment was independently negatively associated with PFS (adjusted hazard ratio [95% confidence interval], 2.469 [1.022-5.965]), while sarcopenia at baseline was independently negatively associated with OS (5.051 [1.453-17.562]). Conclusion: Sarcopenic patients had lower muscle glucometabolism, and the muscular and metabolic changes across treatment were positively correlated. Sarcopenia at baseline and end-of-treatment was negatively associated with the prognosis of DLBCL.

• 대한핵의학회지
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• 제33권3호
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• pp.327-336
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• 1999

목적: 이 연구의 목적은 3D FDG-PET 뇌영상의 정량적 정확도와 임상적 유용성을 연구하는 것이다. 대상 및 방법: 24명의 환자에게 약 370 MBq의 FDG를 주사하고 섭취되기까지 30분을 대기한 후 GE $Advance^{TM}$ PET을 사용하여 30분간의 2D 영상과 10분간의 3D 영상을 얻었다. 백질, 회백질, 병변, 정상조직의 관심영역 분석을 통하여 영상대비와 FDG 섭취비를 구하여 비교하였다. 3D PET의 효율을 최대화하기 위하여 투과스캔을 사용한 경우와 사용하지 않은 경우의 감쇠보정 효과를 비교하였다. 결과 3D 영상의 영상대비는 2D 영상이 1 일 때 산란보정을 실행한 경우 회백질 대 백질에서 $0.95{\pm}0.12$, 정상 대 병변에서 $0.96{\pm}0.05$이었다. 2D 영상의 FDG 섭취비가 1일 때 3D 영상의 FDG 섭취비는 산란보정을 실행한 경우 $1.02{\pm}0.08$이었다. 3D 영상은 영상대비, 분해능, 영상 잡음에 대한 순위 척도평가에서 각각 81%, 83%, 81%에 해당되는 등급을 받아 선호도가 우수하였다. 3D 영상에서 계산감쇠보정 방법은 측정감쇠보정 방법에 필적하는 결과를 얻었다. 결론: 산란보정과 계산감쇠보정을 실시한 3D 영상은 일반적인 2D 영상과 비교하여 정량적으로 정확한 결과를 나타냈으며 정성적으로 유용하였다. 3D 영상은 일상 임상환경에 충분히 적용할 수 있으며 환자 스캔 시간을 단축하고 방사능 피폭량을 감소시키는 장점이 있었다.

• 핵의학기술
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• 제19권1호
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• pp.62-66
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• 2015

Brain PET/CT 검사는 뇌의 정신활동 뿐만 아니라 혈액의 관류상태, 에너지원의 대사상태, 생리적 활성물질의 섭취 정도를 관찰할 수 있으며 이를 통계적으로 분석하기 위한 다양한 데이터 비교 방법들이 적용되고 있다. 본 논문에서는 다양한 데이터 비교 방법들 중 SPM과 scenium의 유용성을 비교 평가 하였다. 2014년 3월부터 7월까지 서울대학교병원에서 18F-FDG PET/CT 검사를 시행 받은 15명(평균연령 $62.02{\pm}15.03$세, abnormal 10명, normal 5명)의 데이터를 분석하였다. 사용된 장비는 Siemens사의 Biograph Truepoint40 with TrueV이며 데이터 분석을 위하여 SPM99, syngo.via version VA30A, scenium version 4.0이 사용되었다. 검사는 $^{18}F-FDG$를 kg당 3.7MBq 주사하여 30분 후 brain emission 영상을 10분 획득하였다. 획득된 영상을 이용하여 영상 판독과 SPM, scenium 결과의 일치성을 5명의 핵의학과 판독의가 평가하였다. Scenium에서 parameter 변경에 따른 SUV와 SD 변화를 평가하기 위하여 환자 data 재구성시 iteration 4, 6, 8, gaussian filter 2mm, 4mm, 8mm, matrix size 168, 256, 336의 변화를 주어 재구성후 증감을 평가하였다. 마지막으로 3명의 방사선사가 두 software를 이용하여 평균 결과 분석 시간을 평가하였다. 영상 판독과 SPM 결과의 일치성은 normal 89.5%, abnormal 73.2%로 normal 환자에서 보다 높은 일치성을 보였으며 total 84.1%의 일치하는 것으로 나타났다. Scenium에서는 normal 92.1%, abnormal 93.0% 그리고 total 92.4%로 나타났다. Scenium에서 parameter 변경에 따른 SUV와 SD 변화 평가에서 iteration 횟수와 matrix size가 감소할수록 SUV와 SD 값은 iteration 변화에서 최대 0.59%, 8.73% 그리고 matrix size 변화에서 최대 0.88%, 8.25% 감소하였다. Gaussian filter변화에서는 FWHM이 증가할수록 SUV와 SD값은 최대 4.69%, 20.38% 감소하였다. 두 software를 이용한 평균 결과 분석 시간은 SPM 282초, scenium 116초로 scenium으로 결과 분석 시 SPM 사용 시 보다 58.% 시간이 감소되었다. 데이터 비교 평가 software들의 장단점을 충분히 이해하고 각 병원의 장비 환경과 실정에 맞는 software를 적용한다면 brain PET/CT 검사 시 보다 많은 정보를 제공할 수 있을 것으로 사료된다.

• Asian Pacific Journal of Cancer Prevention
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• 제14권5호
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• pp.2925-2929
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• 2013

Objective: To explore the relationships between primary tumor $^{18}F$-FDG uptake measured as the SUVmax and local extension, and nodal or distant organ metastasis in patients with NSCLC on pretreatment PET-CT. Methods: 93 patients with NSCLC who underwent $^{18}F$-FDG PET-CT scans before the treatment were included in the study. Primary tumor SUVmax was calculated; clinical stages, presence of local extension, nodal and distant organ metastases were recorded. The patients with SUVmax${\geq}2.5$ were divided into low and high SUVmax groups by using the median SUVmax. The low SUVmax group consisted of 45 patients with SUVmax<10.5, the high SUVmax group consisted of 46 patients with SUVmax${\geq}10.5$. Their data were compared statistically. Results: 91 cases with SUVmax${\geq}2.5$ were included for analysis. The mean SUVmax in patients without any metastasis was $7.42{\pm}2.91$ and this was significantly lower than that ($12.18{\pm}4.94$) in patients with nodal and/or distant organ metastasis (P=0.000). In the low SUV group, 19 patients had local extension, 22 had nodal metastasis, and 9 had distant organ metastasis. In the high SUV group, 31 patients had local extension, 37 had nodal metastasis, and 18 had distant organ metastases. There was a significant difference in local extension (P =0.016), distant organ metastasis (P =0.046), and most significant difference in nodal metastasis rate (P =0.002) between the two groups. In addition, there was a moderate correlation between SUVmax and tumor size (r = 0.642, P<0.001), tumor stage (r = 0.546, P<0.001), node stage (r = 0.388, P<0.001), and overall stage (r = 0.445, P= 0.000). Conclusion: Higher primary tumor SUVmax predicts higher extensional or metastatic potential in patients with NSCLC. Patients with higher SUVmax may need a close follow-up and more reasonable individual treatment because of their higher extensional and metastatic potential.

• Korean Journal of Radiology
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• 제23권9호
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• pp.921-930
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• 2022

Objective: To identify epidermal growth factor receptor (EGFR) mutations in lung adenocarcinoma based on ¹⁸F-fluorodeoxyglucose (FDG) PET/CT radiomics and clinical features and to distinguish EGFR exon 19 deletion (19 del) and exon 21 L858R missense (21 L858R) mutations using FDG PET/CT radiomics. Materials and Methods: We retrospectively analyzed 179 patients with lung adenocarcinoma. They were randomly assigned to training (n = 125) and testing (n = 54) cohorts in a 7:3 ratio. A total of 2632 radiomics features were extracted from the tumor region of interest from the PET (1316) and CT (1316) images. Six PET/CT radiomics features that remained after the feature selection step were used to calculate the radiomics model score (rad-score). Subsequently, a combined clinical and radiomics model was constructed based on sex, smoking history, tumor diameter, and rad-score. The performance of the combined model in identifying EGFR mutations was assessed using a receiver operating characteristic (ROC) curve. Furthermore, in a subsample of 99 patients, a PET/CT radiomics model for distinguishing 19 del and 21 L858R EGFR mutational subtypes was established, and its performance was evaluated. Results: The area under the ROC curve (AUROC) and accuracy of the combined clinical and PET/CT radiomics models were 0.882 and 81.6%, respectively, in the training cohort and 0.837 and 74.1%, respectively, in the testing cohort. The AUROC and accuracy of the radiomics model for distinguishing between 19 del and 21 L858R EGFR mutational subtypes were 0.708 and 66.7%, respectively, in the training cohort and 0.652 and 56.7%, respectively, in the testing cohort. Conclusion: The combined clinical and PET/CT radiomics model could identify the EGFR mutational status in lung adenocarcinoma with moderate accuracy. However, distinguishing between EGFR 19 del and 21 L858R mutational subtypes was more challenging using PET/CT radiomics.

• 대한핵의학회지
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• 제31권1호
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• pp.90-101
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• 1997

FDG-PET의 반정량적인 당대사지표인 pSUV, aSUV, $TBR_{51}$과 $TBR_{area}$는 비관혈적으로 악성과 양성 연부조직 병변을 감별하는 데 모두 높은 정확도를 나타내었다. FDG-PET은 연부조직 종양의 평가에서 MRI와 상호보완적인 역할을 할 수 있을 것이다. 또한 FDG-PET은 악성 연부조직 종양환자들의 전이의 발견과 치료 후 추적관찰에도 도움이 될 것으로 생각되며 이에 관한 연구가 계속되어야 할 것이다.