1.Deep learning-based surgical phase recognition in laparoscopic cholecystectomy
Hye Yeon YANG ; Seung Soo HONG ; Jihun YOON ; Bokyung PARK ; Youngno YOON ; Dai Hoon HAN ; Gi Hong CHOI ; Min-Kook CHOI ; Sung Hyun KIM
Annals of Hepato-Biliary-Pancreatic Surgery 2024;28(4):466-473
		                        		
		                        			 Background:
		                        			s/Aims: Artificial intelligence (AI) technology has been used to assess surgery quality, educate, and evaluate surgical performance using video recordings in the minimally invasive surgery era. Much attention has been paid to automating surgical workflow analysis from surgical videos for an effective evaluation to achieve the assessment and evaluation. This study aimed to design a deep learning model to automatically identify surgical phases using laparoscopic cholecystectomy videos and automatically assess the accuracy of recognizing surgical phases. 
		                        		
		                        			Methods:
		                        			One hundred and twenty cholecystectomy videos from a public dataset (Cholec80) and 40 laparoscopic cholecystectomy videos recorded between July 2022 and December 2022 at a single institution were collected. These datasets were split into training and testing datasets for the AI model at a 2:1 ratio. Test scenarios were constructed according to structural characteristics of the trained model. No pre- or post-processing of input data or inference output was performed to accurately analyze the effect of the label on model training. 
		                        		
		                        			Results:
		                        			A total of 98,234 frames were extracted from 40 cases as test data. The overall accuracy of the model was 91.2%. The most accurate phase was Calot’s triangle dissection (F1 score: 0.9421), whereas the least accurate phase was clipping and cutting (F1 score:0.7761). 
		                        		
		                        			Conclusions
		                        			Our AI model identified phases of laparoscopic cholecystectomy with a high accuracy. 
		                        		
		                        		
		                        		
		                        	
2.Deep learning-based surgical phase recognition in laparoscopic cholecystectomy
Hye Yeon YANG ; Seung Soo HONG ; Jihun YOON ; Bokyung PARK ; Youngno YOON ; Dai Hoon HAN ; Gi Hong CHOI ; Min-Kook CHOI ; Sung Hyun KIM
Annals of Hepato-Biliary-Pancreatic Surgery 2024;28(4):466-473
		                        		
		                        			 Background:
		                        			s/Aims: Artificial intelligence (AI) technology has been used to assess surgery quality, educate, and evaluate surgical performance using video recordings in the minimally invasive surgery era. Much attention has been paid to automating surgical workflow analysis from surgical videos for an effective evaluation to achieve the assessment and evaluation. This study aimed to design a deep learning model to automatically identify surgical phases using laparoscopic cholecystectomy videos and automatically assess the accuracy of recognizing surgical phases. 
		                        		
		                        			Methods:
		                        			One hundred and twenty cholecystectomy videos from a public dataset (Cholec80) and 40 laparoscopic cholecystectomy videos recorded between July 2022 and December 2022 at a single institution were collected. These datasets were split into training and testing datasets for the AI model at a 2:1 ratio. Test scenarios were constructed according to structural characteristics of the trained model. No pre- or post-processing of input data or inference output was performed to accurately analyze the effect of the label on model training. 
		                        		
		                        			Results:
		                        			A total of 98,234 frames were extracted from 40 cases as test data. The overall accuracy of the model was 91.2%. The most accurate phase was Calot’s triangle dissection (F1 score: 0.9421), whereas the least accurate phase was clipping and cutting (F1 score:0.7761). 
		                        		
		                        			Conclusions
		                        			Our AI model identified phases of laparoscopic cholecystectomy with a high accuracy. 
		                        		
		                        		
		                        		
		                        	
3.Deep learning-based surgical phase recognition in laparoscopic cholecystectomy
Hye Yeon YANG ; Seung Soo HONG ; Jihun YOON ; Bokyung PARK ; Youngno YOON ; Dai Hoon HAN ; Gi Hong CHOI ; Min-Kook CHOI ; Sung Hyun KIM
Annals of Hepato-Biliary-Pancreatic Surgery 2024;28(4):466-473
		                        		
		                        			 Background:
		                        			s/Aims: Artificial intelligence (AI) technology has been used to assess surgery quality, educate, and evaluate surgical performance using video recordings in the minimally invasive surgery era. Much attention has been paid to automating surgical workflow analysis from surgical videos for an effective evaluation to achieve the assessment and evaluation. This study aimed to design a deep learning model to automatically identify surgical phases using laparoscopic cholecystectomy videos and automatically assess the accuracy of recognizing surgical phases. 
		                        		
		                        			Methods:
		                        			One hundred and twenty cholecystectomy videos from a public dataset (Cholec80) and 40 laparoscopic cholecystectomy videos recorded between July 2022 and December 2022 at a single institution were collected. These datasets were split into training and testing datasets for the AI model at a 2:1 ratio. Test scenarios were constructed according to structural characteristics of the trained model. No pre- or post-processing of input data or inference output was performed to accurately analyze the effect of the label on model training. 
		                        		
		                        			Results:
		                        			A total of 98,234 frames were extracted from 40 cases as test data. The overall accuracy of the model was 91.2%. The most accurate phase was Calot’s triangle dissection (F1 score: 0.9421), whereas the least accurate phase was clipping and cutting (F1 score:0.7761). 
		                        		
		                        			Conclusions
		                        			Our AI model identified phases of laparoscopic cholecystectomy with a high accuracy. 
		                        		
		                        		
		                        		
		                        	
4.Local Drug Delivery Strategies for Glioblastoma Treatment
Gi Doo CHA ; Sonwoo JUNG ; Seung Hong CHOI ; Dae-Hyeong KIM
Brain Tumor Research and Treatment 2022;10(3):151-157
		                        		
		                        			
		                        			 Glioblastoma multiforme (GBM) is a brain tumor notorious for its malignancy. The key reason for the limited efficacy of standard treatment is the high recurrence rate of GBM, even after surgical resection. Hence, intensive postsurgical chemical therapies, such as the systemic delivery of various drugs and/ or drug combinations, are typically followed after surgery. However, overcoming the blood-brain barrier by systemic administration to efficiently deliver drugs to the brain tumor remains a daunting goal. Therefore, various local drug delivery methods showing potential for improved therapeutic efficacy have been proposed. In particular, the recent application of electronic devices for the controlled delivery of chemotherapy drugs to GBM tissue has attracted attention. We herein review the recent progress of local drug delivery strategies, including electronics-assisted strategies, at the research and commercial level. We also present a brief discussion of the unsolved challenges and future research direction of localized chemotherapy methods for GBM. 
		                        		
		                        		
		                        		
		                        	
5.Diagnostic and prognostic impact of fluorodeoxyglucosepositron emission tomography in diagnosing intraductal papillary neoplasms of the bile duct of the liver
Jin Uk CHOI ; Shin HWANG ; Chul-Soo AHN ; Deok-Bog MOON ; Tae-Yong HA ; Gi-Won SONG ; Dong-Hwan JUNG ; Jae Seung KIM ; Seung-Mo HONG
Annals of Surgical Treatment and Research 2022;102(6):335-341
		                        		
		                        			 Purpose:
		                        			Malignant intraductal papillary neoplasm of the bile duct of the liver (IPNB-L) cannot readily be diagnosed through preoperative CT or MRI, but fluorodeoxyglucose (FDG)-PET is a viable alternative. This study evaluated the diagnostic and prognostic impacts of FDG-PET in patients with IPNB-L. 
		                        		
		                        			Methods:
		                        			This was a retrospective single-center study of 101 IPNB-L patients who underwent hepatectomy between 2010 and 2019. 
		                        		
		                        			Results:
		                        			Mean age was 64.4 ± 8.3 years and 76 (75.2%) were male. Anatomical hepatic resection was performed in 99 (98.0%). Concurrent bile duct resection and pancreaticoduodenectomy were performed in 41 (40.6%) and 1 (1.0%), respectively. R0 and R1 resections were performed in 88 (87.1%) and 13 (12.9%), respectively. Low-grade intraepithelial neoplasia and high-grade neoplasia/invasive carcinoma were diagnosed in 19 (18.8%) and 82 (81.2%), respectively. Median FDG-PET maximal standardized uptake values (SUVmax) in low-grade neoplasia and high-grade neoplasia/carcinoma were 3.6 (range, 1.7–7.6) and 5.2 (range, 1.5–18.7) (P = 0.019), respectively. Receiver operating characteristic curve analysis of SUVmax showed area under the curve of 0.674, with sensitivity of 84.2% and specificity of 47.4% at SUVmax cutoff of 3.0. This cutoff had no significant influence on tumor recurrence (P = 0.832) or patient survival (P = 0.996) in patients with IPNB-L of high-grade neoplasia or invasive carcinoma. 
		                        		
		                        			Conclusion
		                        			IPNB-L is a rare type of biliary neoplasm and encompasses a histological spectrum ranging from benign disease to invasive carcinoma. An FDG-PET SUVmax cutoff of 3.0 appears to effectively discern high-grade neoplasia/ carcinoma from low-grade neoplasia, which will assist with the surgical strategy for these cases. 
		                        		
		                        		
		                        		
		                        	
6.Clinical Practice Guideline: Nasal Irrigation for Chronic Rhinosinusitis in Adults
Do-Yang PARK ; Ji Ho CHOI ; Dong-Kyu KIM ; Yong Gi JUNG ; Sue Jean MUN ; Hyun Jin MIN ; Soo Kyoung PARK ; Jae-Min SHIN ; Hyung Chae YANG ; Seung-No HONG ; Ji-Hun MO
Clinical and Experimental Otorhinolaryngology 2022;15(1):5-23
		                        		
		                        			
		                        			 The Korean Society of Otorhinolaryngology-Head and Neck Surgery and Korean Rhinologic Society appointed a guideline development group (GDG) to establish a clinical practice guideline, and the GDG developed a guideline for nasal irrigation for adult patients with chronic rhinosinusitis (CRS). The guideline focuses on knowledge gaps, practice variations, and clinical concerns associated with nasal irrigation. Nasal irrigation has been recommended as the first-line treatment for CRS in various guidelines, and its clinical effectiveness has been demonstrated through a number of studies with robust evidence. However, no guidelines have presented a consistent nasal irrigation method. Several databases, including OVID Medline, Embase, the Cochrane Library, and KoreaMed, were searched to identify all relevant papers using a predefined search strategy. When insufficient evidence was found, the GDG sought expert opinions and attempted to fill the evidence gap. Evidence-based recommendations for practice were ranked according to the American College of Physicians grading system. The committee developed 11 evidence-based recommendations. This guideline focuses on the evidence-based quality improvement opportunities deemed the most important by the GDG. Moreover, the guideline addresses whether nasal lavage helps treat CRS, what type of rinsing solution should be used, and the effectiveness of using additional medications to increase the therapeutic effect. 
		                        		
		                        		
		                        		
		                        	
7.Effect of Weekly Teriparatide Administration Followed by Percutaneous Balloon Kyphoplasty on Post-Menopausal Osteoporotic Compression Fracture Treatment
Sung-Ha HONG ; Seung-Pyo SUH ; Woo Jin SHIN ; Seung Gi LEE ; Byung Jun KANG
The Journal of the Korean Orthopaedic Association 2022;57(1):35-43
		                        		
		                        			 Purpose:
		                        			This study examined the effect of the 3 months use of weekly teriparatide on fracture healing, complications, quality of life improvement, and change in bone turnover markers on postmenopausal osteoporotic vertebral fracture patients who received percutaneous balloon kyphoplasty. 
		                        		
		                        			Materials and Methods:
		                        			Using a retrospective study design, 64 patients with osteoporotic vertebral fractures with T-scores≤-2.5, and anterior vertebral compression rates ≥30% were included in this study. 19 patients received weekly teriparatide for three months after kyphoplasty (TPTD group) and 45 patients received calcium and vitamin D supplements (control group). The changes in the anterior vertebral compression rate, rate of adjacent vertebral fracture, visual analogue scale/Oswestry Disability Index (VAS/ODI) score, and bone turnover markers were analyzed statistically. 
		                        		
		                        			Results:
		                        			The changes in anterior vertebral compression rate showed significant differences at the 1-month (p=0.002) and 6-month followup (p<0.05, t-test, and two-way mixed ANOVA). The VAS scores showed a significant difference at the 3-month and 6-month followup (p<0.05). The ODI score showed a significant difference at the 3-month and 6-month period (p<0.05). An adjacent vertebral fracture occurred 18.8% (3 cases) in the TPTD group, and 21.6% (8 cases) in the control group, respectively (odds ratio=0.87). Osteocalcin showed a significant difference at 6 month (p=0.04). 
		                        		
		                        			Conclusion
		                        			Weekly teriparatide after percutaneous balloon kyphoplasty has beneficial effects on vertebral body height loss, pain, quality of life improvement, and bone formation. 
		                        		
		                        		
		                        		
		                        	
8.Post-resection prognosis of patients with hepatic epithelioid hemangioendothelioma
Byeong-Gon NA ; Shin HWANG ; Chul-Soo AHN ; Ki-Hun KIM ; Deok-Bog MOON ; Tae-Yong HA ; Gi-Won SONG ; Dong-Hwan JUNG ; Seung-Mo HONG ; Sung-Gyu LEE
Annals of Surgical Treatment and Research 2021;100(3):137-143
		                        		
		                        			 Purpose:
		                        			Epithelioid hemangioendothelioma (EHE) is a rare borderline vascular tumor. This retrospective, single-center study evaluated the outcomes of hepatic resection (HR) in patients with hepatic EHE. 
		                        		
		                        			Methods:
		                        			Over the 10-year period from 2009 to 2018, 11 patients with hepatic EHE underwent HR, accounting for 0.1% of the 11,979 adults who underwent HR at our center. Diagnosis of hepatic EHE was confirmed by immunohistochemical staining for CD34, CD31, and factor VIII-related antigen. 
		                        		
		                        			Results:
		                        			The 11 patients included 9 females (81.8%) and 2 males (18.2%) with mean age of 43.5 ± 13.6 years. Preoperative imaging resulted in a preliminary diagnosis of suspected liver metastasis or EHE, with 9 patients (81.8%) undergoing liver biopsy. No patient presented with abnormally elevated concentrations of liver tumor markers. The extents of HR were determined by tumor size and location from trisectionectomy to partial hepatectomy. All patients recovered uneventfully from HR. Five patients showed tumor recurrence, with 4 receiving locoregional treatments for recurrent lesions. The 1-, 3-and 5-year disease-free survival rates were 90.9%, 54.5%, and 54.5%, respectively. Currently, all patients remain alive and are doing well. Univariate analysis on tumor recurrence showed that tumor size ≥ 4 cm was significantly associated with tumor recurrence (P = 0.032), but tumor number ≥ 4 was not related to (P = 0.24). 
		                        		
		                        			Conclusion
		                        			Hepatic EHE is a rare form of primary liver tumor often misdiagnosed as a metastatic tumor. Because of its malignant potential, HR is indicated if possible. HR plus, when necessary, treatment of recurrence yields favorable overall survival rates in patients with hepatic EHE. 
		                        		
		                        		
		                        		
		                        	
9.Spatial Distribution and Prognostic Implications of Tumor-Infiltrating FoxP3- CD4+ T Cells in Biliary Tract Cancer
Hyung-Don KIM ; Jwa Hoon KIM ; Yeon-Mi RYU ; Danbee KIM ; Sunmin LEE ; Jaehoon SHIN ; Seung-Mo HONG ; Ki-Hun KIM ; Dong‐Hwan JUNG ; Gi‐Won SONG ; Dae Wook HWANG ; Jae Hoon LEE ; Ki Byung SONG ; Baek-Yeol RYOO ; Jae Ho JEONG ; Kyu-pyo KIM ; Sang-Yeob KIM ; Changhoon YOO
Cancer Research and Treatment 2021;53(1):162-171
		                        		
		                        			 Purpose:
		                        			The clinical implications of tumor-infiltrating T cell subsets and their spatial distribution in biliary tract cancer (BTC) patients treated with gemcitabine plus cisplatin were investigated. 
		                        		
		                        			Materials and Methods:
		                        			A total of 52 BTC patients treated with palliative gemcitabine plus cisplatin were included. Multiplexed immunohistochemistry was performed on tumor tissues, and immune infiltrates were separately analyzed for the stroma, tumor margin, and tumor core. 
		                        		
		                        			Results:
		                        			The density of CD8+ T cells, FoxP3- CD4+ helper T cells, and FoxP3+ CD4+ regulatory T cells was significantly higher in the tumor margin than in the stroma and tumor core. The density of LAG3- or TIM3-expressing CD8+ T cell and FoxP3- CD4+ helper T cell infiltrates was also higher in the tumor margin. In extrahepatic cholangiocarcinoma, there was a higher density of T cell subsets in the tumor core and regulatory T cells in all regions. A high density of FoxP3- CD4+ helper T cells in the tumor margin showed a trend toward better progression-free survival (PFS) (p=0.092) and significantly better overall survival (OS) (p=0.012). In multivariate analyses, a high density of FoxP3- CD4+ helper T cells in the tumor margin was independently associated with favorable PFS and OS.  
		                        		
		                        			Conclusion
		                        			The tumor margin is the major site for the active infiltration of T cell subsets with higher levels of LAG3 and TIM3 expression in BTC. The density of tumor margin-infiltrating FoxP3- CD4+ helper T cells may be associated with clinical outcomes in BTC patients treated with gemcitabine plus cisplatin.  
		                        		
		                        		
		                        		
		                        	
10.Minimally Invasive Spine Surgery versus Open Posterior Instrumentation Surgery for Unstable Thoracolumbar Burst Fracture
Sung-Ha HONG ; Seung-Pyo SUH ; Jiung YEOM ; Joo-Young KIM ; Seung Gi LEE ; Jeong-Woon HAN
Asian Spine Journal 2021;15(6):761-768
		                        		
		                        			 Methods:
		                        			We enrolled 40 patients who underwent either MISS (M group, 20 patients) or open posterior instrumentation surgery (O group, 20 patients) for the treatment of traumatic unstable burst fractures. Clinical outcomes were evaluated based on postoperative back pain, operation time, blood loss, hospital stay duration, and perioperative complications. For radiologic evaluation, preoperative magnetic resonance imaging and plain radiography were performed before and after the surgery to evaluate the changes in the kyphotic angle and fracture union. 
		                        		
		                        			Results:
		                        			The change in the kyphotic angle was −8.2°±5.8° in the M group and −8.0°±7.8° in the O group. No significant difference was noted in terms of the change in the kyphotic angle (p=0.94, t-test) after 12 months of surgery. The Visual Analog Scale score was 1.5±0.7 points in the M group, while it was 5.2±1.4 points in the O group. In the M group, back pain has significantly decreased (p<0.01, t-test). The estimated blood loss was 195.5 mL in the M group and 1,077.5 mL in the O group; the operation time was significantly decreased in the O group from 290.7 to 120.7 minutes in the M group (p<0.05, t-test) (p=0.36, t-test). The average duration of hospital stay was 36.0 days in the M group and 41.9 days in the O group (p=0.36, t-test). 
		                        		
		                        			Conclusions
		                        			For the treatment of unstable burst fractures, MISS showed significant differences in terms of postoperative back pain, operation time, and blood loss as compared to open posterior instrumentation surgery. 
		                        		
		                        		
		                        		
		                        	
            
Result Analysis
Print
Save
E-mail