1.Feasibility of Deep Learning-Based Analysis of Auscultation for Screening Significant Stenosis of Native Arteriovenous Fistula for Hemodialysis Requiring Angioplasty
Jae Hyon PARK ; Insun PARK ; Kichang HAN ; Jongjin YOON ; Yongsik SIM ; Soo Jin KIM ; Jong Yun WON ; Shina LEE ; Joon Ho KWON ; Sungmo MOON ; Gyoung Min KIM ; Man-deuk KIM
Korean Journal of Radiology 2022;23(10):949-958
		                        		
		                        			 Objective:
		                        			To investigate the feasibility of using a deep learning-based analysis of auscultation data to predict significant stenosis of arteriovenous fistulas (AVF) in patients undergoing hemodialysis requiring percutaneous transluminal angioplasty (PTA). 
		                        		
		                        			Materials and Methods:
		                        			Forty patients (24 male and 16 female; median age, 62.5 years) with dysfunctional native AVF were prospectively recruited. Digital sounds from the AVF shunt were recorded using a wireless electronic stethoscope before (pre-PTA) and after PTA (post-PTA), and the audio files were subsequently converted to mel spectrograms, which were used to construct various deep convolutional neural network (DCNN) models (DenseNet201, EfficientNetB5, and ResNet50). The performance of these models for diagnosing ≥ 50% AVF stenosis was assessed and compared. The ground truth for the presence of ≥ 50% AVF stenosis was obtained using digital subtraction angiography. Gradient-weighted class activation mapping (Grad-CAM) was used to produce visual explanations for DCNN model decisions. 
		                        		
		                        			Results:
		                        			Eighty audio files were obtained from the 40 recruited patients and pooled for the study. Mel spectrograms of “pre-PTA” shunt sounds showed patterns corresponding to abnormal high-pitched bruits with systolic accentuation observed in patients with stenotic AVF. The ResNet50 and EfficientNetB5 models yielded an area under the receiver operating characteristic curve of 0.99 and 0.98, respectively, at optimized epochs for predicting ≥ 50% AVF stenosis. However, GradCAM heatmaps revealed that only ResNet50 highlighted areas relevant to AVF stenosis in the mel spectrogram. 
		                        		
		                        			Conclusion
		                        			Mel spectrogram-based DCNN models, particularly ResNet50, successfully predicted the presence of significant AVF stenosis requiring PTA in this feasibility study and may potentially be used in AVF surveillance. 
		                        		
		                        		
		                        		
		                        	
2.Allomyrina dichotoma larva extract attenuates free fatty acid-induced lipotoxicity in pancreatic beta cells
Kyong KIM ; Min-Kyu KWAK ; Gong-Deuk BAE ; Eun-Young PARK ; Dong-Jae BAEK ; Chul-Young KIM ; Se-Eun JANG ; Hee-Sook JUN ; Yoon Sin OH
Nutrition Research and Practice 2021;15(3):294-308
		                        		
		                        			RESULTS:
		                        			The administration of ADLE to HFD-induced diabetic mice reduced the hyperplasia, 4-hydroxynonenal levels, and the number of apoptotic cells while improving the insulin levels compared to the HFD group. Treatment of INS-1 cells with palmitate reduced insulin secretion, which was attenuated by the ADLE treatment. Furthermore, the ADLE treatment prevented palmitate-induced cell death in INS-1 cells and isolated islets by reducing the apoptotic signaling molecules, including cleaved caspase-3 and PARP, and the Bax/Bcl2 ratio. ADLE also reduced the levels of reactive oxygen species generation, lipid accumulation, and nitrite production in palmitate-treated INS-1 cells while increasing the ATP levels. This effect corresponded to the decreased expression of inducible nitric oxide synthase (iNOS) mRNA and protein. 
		                        		
		                        			CONCLUSIONS
		                        			ADLE helps prevent lipotoxic beta-cell death in INS-1 cells and HFD-diabetic mice, suggesting that ADLE can be used to prevent or treat beta-cell damage in glucose intolerance during the development of diabetes.
		                        		
		                        		
		                        		
		                        	
3.Allomyrina dichotoma larva extract attenuates free fatty acid-induced lipotoxicity in pancreatic beta cells
Kyong KIM ; Min-Kyu KWAK ; Gong-Deuk BAE ; Eun-Young PARK ; Dong-Jae BAEK ; Chul-Young KIM ; Se-Eun JANG ; Hee-Sook JUN ; Yoon Sin OH
Nutrition Research and Practice 2021;15(3):294-308
		                        		
		                        			RESULTS:
		                        			The administration of ADLE to HFD-induced diabetic mice reduced the hyperplasia, 4-hydroxynonenal levels, and the number of apoptotic cells while improving the insulin levels compared to the HFD group. Treatment of INS-1 cells with palmitate reduced insulin secretion, which was attenuated by the ADLE treatment. Furthermore, the ADLE treatment prevented palmitate-induced cell death in INS-1 cells and isolated islets by reducing the apoptotic signaling molecules, including cleaved caspase-3 and PARP, and the Bax/Bcl2 ratio. ADLE also reduced the levels of reactive oxygen species generation, lipid accumulation, and nitrite production in palmitate-treated INS-1 cells while increasing the ATP levels. This effect corresponded to the decreased expression of inducible nitric oxide synthase (iNOS) mRNA and protein. 
		                        		
		                        			CONCLUSIONS
		                        			ADLE helps prevent lipotoxic beta-cell death in INS-1 cells and HFD-diabetic mice, suggesting that ADLE can be used to prevent or treat beta-cell damage in glucose intolerance during the development of diabetes.
		                        		
		                        		
		                        		
		                        	
4.Prognostic significance of lymphovascular invasion in patients with prostate cancer treated with postoperative radiotherapy
Jae Uk JEONG ; Taek Keun NAM ; Ju Young SONG ; Mee Sun YOON ; Sung Ja AHN ; Woong Ki CHUNG ; Ick Joon CHO ; Yong Hyub KIM ; Shin Haeng CHO ; Seung Il JUNG ; Dong Deuk KWON
Radiation Oncology Journal 2019;37(3):215-223
		                        		
		                        			
		                        			PURPOSE: To determine prognostic significance of lymphovascular invasion (LVI) in prostate cancer patients who underwent adjuvant or salvage postoperative radiotherapy (PORT) after radical prostatectomy (RP) MATERIALS AND METHODS: A total of 168 patients with prostate cancer received PORT after RP, with a follow-up of ≥12 months. Biochemical failure after PORT was defined as prostate-specific antigen (PSA) ≥0.2 ng/mL after PORT or initiation of androgen deprivation therapy (ADT) for increasing PSA levels regardless of the value. We analyzed the clinical outcomes including survivals, failure patterns, and prognostic factors affecting the outcomes. RESULTS: In total, 120 patients (71.4%) received salvage PORT after PSA levels were >0.2 ng/mL or owing to clinical failure. The 5-year biochemical failure-free survival (BCFFS), clinical failure-free survival (CFFS), distant metastasis-free survival (DMFS), overall survival, and cause-specific survival rates were 78.3%, 94.3%, 95.0%, 95.8%, and 97.3%, respectively, during a follow-up range of 12–157 months (median: 64 months) after PORT. On multivariate analysis, PSA level of ≤1.0 ng/mL at the time of receiving PORT predicted favorable BCFFS, CFFS, and DMFS. LVI predicted worse CFFS (p = 0.004) and DMFS (p = 0.015). Concurrent and/or adjuvant ADT resulted in favorable prognosis for BCFFS (p < 0.001) and CFFS (p = 0.017). CONCLUSION: For patients with adverse pathologic findings, PORT should be initiated as early as possible after continence recovery after RP. Even after administering PORT, LVI was an unfavorable predictive factor, and further intensive adjuvant therapy should be considered for these patients.
		                        		
		                        		
		                        		
		                        			Follow-Up Studies
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Multivariate Analysis
		                        			;
		                        		
		                        			Prognosis
		                        			;
		                        		
		                        			Prostate
		                        			;
		                        		
		                        			Prostate-Specific Antigen
		                        			;
		                        		
		                        			Prostatectomy
		                        			;
		                        		
		                        			Prostatic Neoplasms
		                        			;
		                        		
		                        			Radiotherapy
		                        			;
		                        		
		                        			Survival Rate
		                        			
		                        		
		                        	
5.Initial Experience of Transperineal Biopsy After Multiparametric Magnetic Resonance Imaging in Korea; Comparison With Transrectal Biopsy
Sung Goo YOON ; Hyun Jung JIN ; Jong Hyun TAE ; Tae Il NO ; Jae Yoon KIM ; Jong Hyun PYUN ; Ji Sung SHIM ; Sung Gu KANG ; Jun CHEON ; Jeong Gu LEE ; Je Jong KIM ; Deuk Jae SUNG ; Kwan Hyi LEE ; Seok Ho KANG
Korean Journal of Urological Oncology 2018;16(3):110-118
		                        		
		                        			
		                        			PURPOSE: The aim of this study is to confirm the detection rate of transperineal biopsy after multiparametric magnetic resonance imaging (mpMRI) and compared it to that of transrectal biopsy. We also examined the role of mpMRI and the rate of complications for each method. MATERIALS AND METHODS: In a retrospective study, we analyzed 147 patients who underwent mpMRI before prostate biopsy because of elevated serum prostate-specific antigen and/or abnormal digital rectal examination findings at Korea University Hospital, Seoul, Korea from March 2017 to April 2018. Regions on the mpMRI that were suggestive of prostate cancer were categorized according to the Prostate Imaging–Reporting and Data System (PI-RADS v2). For transperineal biopsy, a 20-core saturation biopsy was performed by MRI-TRUS cognitive or fusion techniques and a 12-core biopsy was performed in transrectal biopsy. RESULTS: Sixty-three and 84 patients were enrolled in transperineal group and transrectal group, respectively. The overall detection rate of prostate cancer in transperineal group was 27% higher than that in transrectal group. Classification according to PI-RADS score revealed a significant increase in detection rate in all patients, as the PI-RADS score increased. Frequency of complications using the Clavien-Dindo classifications revealed no significant differences in the total complications rate, but two patients in transrectal group received intensive care unit care due to urosepsis. CONCLUSIONS: Our results confirmed that transperineal biopsy is superior to transrectal biopsy for the detection of prostate cancer. From the complication point of view, this study confirmed that there were fewer severe complications in transperineal biopsy.
		                        		
		                        		
		                        		
		                        			Biopsy
		                        			;
		                        		
		                        			Classification
		                        			;
		                        		
		                        			Digital Rectal Examination
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Information Systems
		                        			;
		                        		
		                        			Intensive Care Units
		                        			;
		                        		
		                        			Korea
		                        			;
		                        		
		                        			Magnetic Resonance Imaging
		                        			;
		                        		
		                        			Methods
		                        			;
		                        		
		                        			Prostate
		                        			;
		                        		
		                        			Prostate-Specific Antigen
		                        			;
		                        		
		                        			Prostatic Neoplasms
		                        			;
		                        		
		                        			Retrospective Studies
		                        			;
		                        		
		                        			Seoul
		                        			
		                        		
		                        	
6.A Case of Cold Urticaria Mistaken as Congestion Status during Breast Reconstruction with Deep Inferior Epigastric Perforator Free Flap Coverage.
Yoon Jae LEE ; Hyun Jun CHO ; Deuk Young OH
Archives of Aesthetic Plastic Surgery 2017;23(1):49-52
		                        		
		                        			
		                        			We present the first reported case of cold urticaria, which was mistaken as congestion status, in a patient undergoing breast reconstruction with deep inferior epigastric perforator (DIEP) flap coverage. A 53-year-old woman underwent an immediate bilateral breast reconstruction with DIEP flap coverage. The harvested DIEP flap was wrapped with wet gauze and kept above an ice pack to minimize ischemic damage before flap in-setting to the mastectomy site. After the transfer of the harvested DIEP flap, she had suddenly developed an erythematous and edematous lesion, specifically on the flap. The room temperature was raised and a single dose of steroid and antihistamine was given intravenously. At the first instance, flap congestion was suspected; however, as the rash gradually spread throughout the body, we could deduce that it was cold urticaria. The erythematous rash and whirl resolved soon after receiving medication. Patients with known cold urticaria undergoing surgical procedures require several precautions (e.g., antihistamine, relatively warm operation room) to lessen the risk of severe reaction. Especially in patients with DIEP free flap, the lack of preoperative treatment could result in a pinkish flap due to urticaria, which could be mistaken by the surgeon as a congested flap.
		                        		
		                        		
		                        		
		                        			Breast*
		                        			;
		                        		
		                        			Estrogens, Conjugated (USP)*
		                        			;
		                        		
		                        			Exanthema
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			Free Tissue Flaps*
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Hyperemia
		                        			;
		                        		
		                        			Ice
		                        			;
		                        		
		                        			Mammaplasty*
		                        			;
		                        		
		                        			Mastectomy
		                        			;
		                        		
		                        			Middle Aged
		                        			;
		                        		
		                        			Urticaria*
		                        			
		                        		
		                        	
7.Prevalence of Neuropathic Pain and Patient-Reported Outcomes in Korean Adults with Chronic Low Back Pain Resulting from Neuropathic Low Back Pain.
Jin Hwan KIM ; Jae Taek HONG ; Chong Suh LEE ; Keun Su KIM ; Kyung Soo SUK ; Jin Hyok KIM ; Ye Soo PARK ; Bong Soon CHANG ; Deuk Soo JUN ; Young Hoon KIM ; Jung Hee LEE ; Woo Kie MIN ; Jung Sub LEE ; Si Young PARK ; In Soo OH ; Jae Young HONG ; Hyun Chul SHIN ; Woo Kyung KIM ; Joo Han KIM ; Jung Kil LEE ; In Soo KIM ; Yoon HA ; Soo Bin IM ; Sang Woo KIM ; In Ho HAN ; Jun Jae SHIN ; Byeong Cheol RIM ; Bo Jeong SEO ; Young Joo KIM ; Juneyoung LEE
Asian Spine Journal 2017;11(6):917-927
		                        		
		                        			
		                        			STUDY DESIGN: A noninterventional, multicenter, cross-sectional study. PURPOSE: We investigated the prevalence of neuropathic pain (NP) and patient-reported outcomes (PROs) of the quality of life (QoL) and functional disability in Korean adults with chronic low back pain (CLBP). OVERVIEW OF LITERATURE: Among patients with CLBP, 20%–55% had NP. METHODS: Patients older than 20 years with CLBP lasting for longer than three months, with a visual analog scale (VAS) pain score higher than four, and with pain medications being used for at least four weeks before enrollment were recruited from 27 general hospitals between December 2014 and May 2015. Medical chart reviews were performed to collect demographic/clinical features and diagnosis of NP (douleur neuropathique 4, DN4). The QoL (EuroQoL 5-dimension, EQ-5D; EQ-VAS) and functional disability (Quebec Back Pain Disability Scale, QBPDS) were determined through patient surveys. Multiple linear regression analyses were performed to compare PROs between the NP (DN4≥4) and non-NP (DN4 < 4) groups. RESULTS: A total of 1,200 patients (females: 65.7%; mean age: 63.4±13.0 years) were enrolled. The mean scores of EQ-5D, EQ-VAS, and QBPDS were 0.5±0.3, 55.7±19.4, and 40.4±21.1, respectively. Among all patients, 492 (41.0%; 95% confidence interval, 38.2%–43.8%) suffered from NP. The prevalence of NP was higher in male patients (46.8%; p < 0.01), in patients who had pain based on radiological and neurological findings (59.0%; p < 0.01), and in patients who had severe pain (49.0%; p < 0.01). There were significant mean differences in EQ-5D (NP group vs. non-NP group: 0.4±0.3 vs. 0.5±0.3; p < 0.01) and QBPDS (NP group vs. non-NP group: 45.8±21.2 vs. 36.3±20.2; p < 0.01) scores. In the multiple linear regression, patients with NP showed lower EQ-5D (β=−0.1; p < 0.01) and higher QBPDS (β=7.0; p < 0.01) scores than those without NP. CONCLUSIONS: NP was highly prevalent in Korean patients with CLBP. Patients with CLBP having NP had a lower QoL and more severe dysfunction than those without NP. To enhance the QoL and functional status of patients with CLBP, this study highlights the importance of appropriately diagnosing and treating NP.
		                        		
		                        		
		                        		
		                        			Adult*
		                        			;
		                        		
		                        			Back Pain
		                        			;
		                        		
		                        			Cross-Sectional Studies
		                        			;
		                        		
		                        			Diagnosis
		                        			;
		                        		
		                        			Hospitals, General
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Linear Models
		                        			;
		                        		
		                        			Low Back Pain*
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Neuralgia*
		                        			;
		                        		
		                        			Prevalence*
		                        			;
		                        		
		                        			Quality of Life
		                        			;
		                        		
		                        			Visual Analog Scale
		                        			
		                        		
		                        	
8.Radical Prostatectomy in Korean Men Aged 75-Years or Older: Safety and Efficacy in Comparison with Patients Aged 65-69 Years.
Jae Hyun RYU ; Yun Beom KIM ; Tae Young JUNG ; Sun Il KIM ; Seok Soo BYUN ; Dong Deuk KWON ; Duk Yoon KIM ; Tae Hee OH ; Tag Keun YOO ; Woo Jin KO
Journal of Korean Medical Science 2016;31(6):957-962
		                        		
		                        			
		                        			Prostate cancer is the most common type of male cancer worldwide. Although radical prostatectomy (RP) is advised for prostate cancer in patients with a life expectancy of more than 10 years by various guidelines, most elderly men still do not undergo the procedure regardless of increasing life expectancy. This study aimed to determine whether RP is suitable for patients with prostate cancer aged 75 years or older. A retrospective study of patients who underwent RP at 6 institutions between 2005 and 2012 was conducted. Patients were divided into 2 groups at the time of surgery: 65-69 years (younger group) and 75 years or older (older group). We compared clinical characteristics, pathological results, complication rates, and recurrence-free survival between the two groups. Compared with the younger group, the older group had significantly higher preoperative serum prostate-specific antigen level, pre- and postoperative Eastern Cooperative Oncology Group (ECOG) performance status grade, hypertension prevalence, and Gleason score at biopsy and RP. However, except urinary incontinence, there were no statistically significant differences in the peri- and post-operative complications. After median follow-up periods of 36 months (younger group) and 40 months (older group), the biochemical recurrence-free survival rates were not significantly different (P = 0.581). Although the urinary incontinence rate was higher in the older group, RP was a suitable option for selected Korean men aged 75 years or older with limited complication rates and excellent outcomes similar to those for patients aged 65-69 years.
		                        		
		                        		
		                        		
		                        			Age Factors
		                        			;
		                        		
		                        			Aged
		                        			;
		                        		
		                        			Biopsy
		                        			;
		                        		
		                        			Disease-Free Survival
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Hypertension/epidemiology
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Middle Aged
		                        			;
		                        		
		                        			Multivariate Analysis
		                        			;
		                        		
		                        			Neoplasm Grading
		                        			;
		                        		
		                        			Prostate-Specific Antigen/blood
		                        			;
		                        		
		                        			Prostatectomy
		                        			;
		                        		
		                        			Prostatic Neoplasms/mortality/pathology/*surgery
		                        			;
		                        		
		                        			Republic of Korea
		                        			;
		                        		
		                        			Retrospective Studies
		                        			
		                        		
		                        	
9.Outcomes of Severe Comminuted Distal Radius Fractures with Pronator Preserving Approach.
Seung Hyun CHO ; Hong Gi PARK ; Deuk Soo JUN ; Jae Ang SIM ; Young Hak ROH ; Yong Cheol YOON ; Jong Ryoon BAEK
Journal of the Korean Fracture Society 2015;28(3):178-185
		                        		
		                        			
		                        			PURPOSE: We investigate the outcomes of treatment of patients with severe comminuted distal radius fractures with volar plate fixation using a pronator-preserving approach. MATERIALS AND METHODS: Fourteen patients with severe comminution of the distal radius fractures for whom anatomical reduction of the fractures was deemed difficult to achieve with traditional approaches were enrolled. The gender ratio was 8 males to 6 females, and the average age of the patients was 64.9 years. According to the AO/OTA classification of fractures, 2 patients had 23-A3 fractures, 7 patients had 23-C2, and 5 patients had 23-C3. Radial length, radial inclination, and volar tilt were measured for radiologic evaluation. Modified Mayo wrist score (MMWS) was used for clinical outcome. RESULTS: Bony union was achieved in all 14 patients without signs of complications. The average time-to-union was 4.3 months (3-6 months). The radiological findings at the final follow-up were as follows: the average radial inclination was 20.5degrees; the average volar tilt, 7.57degrees; and the average radial length, 11.8 mm. At the final follow-up, the results of the MMWS were 'Fair' in 1 patient, 'Good' in 4, and 'Excellent' in 9. CONCLUSION: We propose that a pronator-preserving approach is an effective treatment for severe comminuted distal radius fracture.
		                        		
		                        		
		                        		
		                        			Classification
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			Follow-Up Studies
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Radius Fractures*
		                        			;
		                        		
		                        			Palmar Plate
		                        			;
		                        		
		                        			Wrist
		                        			
		                        		
		                        	
10.Use of 18F-FDG PET to predict tumor progression and survival in patients with intermediate hepatocellular carcinoma treated by transarterial chemoembolization.
Min Jin KIM ; Young Seok KIM ; Youn Hee CHO ; Hee Yoon JANG ; Jeong Yeop SONG ; Sae Hwan LEE ; Soung Won JEONG ; Sang Gyune KIM ; Jae Young JANG ; Hong Su KIM ; Boo Sung KIM ; Won Hyung LEE ; Jung Mi PARK ; Jae Myung LEE ; Min Hee LEE ; Deuk Lin CHOI
The Korean Journal of Internal Medicine 2015;30(3):308-315
		                        		
		                        			
		                        			BACKGROUND/AIMS: 18F-Fluorodeoxyglucose positron-emission tomography (18F-FDG PET) has been used to assess the biological behavior of hepatocellular carcinoma (HCC). In this study, we investigated the usefulness of 18F-FDG PET for predicting tumor progression and survival in patients with intermediate Barcelona Clinic Liver Cancer (BCLC) intermediate-stage HCC treated by transarterial chemoembolization (TACE). METHODS: From February 2006 to March 2013, 210 patients treated with TACE, including 77 patients with BCLC intermediate-stage HCC, underwent examination by 18F-FDG PET. 18F-FDG uptake was calculated based on the tumor maximum (Tmax) standardized uptake value (SUV), the liver mean (Lmean) SUV, and the ratio of the Tmax SUV to the Lmean SUV (Tmax/Lmean). RESULTS: The mean follow-up period for the 77 patients (52 males, 25 females; average age, 63.3 years) was 22.2 months. The median time to progression of HCC in patients with a low Tmax/Lmean (< 1.83) and high Tmax/Lmean (> or = 1.83) was 17 and 6 months, respectively (p < 0.001). The median overall survival time of patients with a low and high Tmax/Lmean was 44 and 14 months, respectively (p = 0.003). Multivariate analysis revealed that the Tmax/Lmean was an independent predictor of overall survival (hazard ratio [HR], 1.96; 95% confidence interval [CI], 1.210 to 3.156; p = 0.006) and tumor progression (HR, 2.05; 95% CI, 1.264 to 3.308; p = 0.004). CONCLUSIONS: 18F-FDG uptake calculated by the Tmax/Lmean using PET predicted tumor progression and survival in patients with BCLC intermediate-stage HCC treated by TACE.
		                        		
		                        		
		                        		
		                        			Aged
		                        			;
		                        		
		                        			Carcinoma, Hepatocellular/mortality/*radionuclide imaging/*surgery
		                        			;
		                        		
		                        			*Chemoembolization, Therapeutic/adverse effects/mortality
		                        			;
		                        		
		                        			Disease Progression
		                        			;
		                        		
		                        			Female
		                        			;
		                        		
		                        			*Fluorodeoxyglucose F18
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Kaplan-Meier Estimate
		                        			;
		                        		
		                        			Liver Neoplasms/mortality/*radionuclide imaging/*surgery
		                        			;
		                        		
		                        			Male
		                        			;
		                        		
		                        			Middle Aged
		                        			;
		                        		
		                        			Multimodal Imaging
		                        			;
		                        		
		                        			Neoplasm Staging
		                        			;
		                        		
		                        			*Positron-Emission Tomography
		                        			;
		                        		
		                        			Predictive Value of Tests
		                        			;
		                        		
		                        			Proportional Hazards Models
		                        			;
		                        		
		                        			*Radiopharmaceuticals
		                        			;
		                        		
		                        			Retrospective Studies
		                        			;
		                        		
		                        			Risk Factors
		                        			;
		                        		
		                        			Time Factors
		                        			;
		                        		
		                        			Tomography, X-Ray Computed
		                        			;
		                        		
		                        			Treatment Outcome
		                        			
		                        		
		                        	
            
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