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.Intratendinous Tophaceous Gout Mimicking Cellulitis after Achilles Tendon Repair
Woo Jin SHIN ; Sung-Ha HONG ; Seung-Pyo SUH ; Seung Gi LEE
The Journal of the Korean Orthopaedic Association 2021;56(3):261-265
A diagnosis of gout is often straightforward because gout has well known clinical presentations, laboratory analyses, and radiologic features. On the other hand, gout can mimic other diseases by showing a range of atypical clinical manifestations. This paper reports a 35-year-old male with no prior history of gout who developed tophaceous gout at his previously repaired Achilles tendon 11 years after surgery. He was initially misdiagnosed with cellulitis because of his atypical clinical features. This case is presented with a review of the relevant literature.
9.Postresection prognosis of combined hepatocellular carcinoma-cholangiocarcinoma according to the 2010World Health Organization classification: single-center experience of 168 patients
Minjae KIM ; Shin HWANG ; Chul-Soo AHN ; Ki-Hun KIM ; Deok-Bog MOON ; Tae-Yong HA ; Gi-Won SONG ; Dong-Hwan JUNG ; Gil-Chun PARK ; Seung-Mo HONG
Annals of Surgical Treatment and Research 2021;100(5):260-269
Purpose:
Combined hepatocellular carcinoma and cholangiocarcinoma (cHCC-CC) has wide histologic diversity. This study investigated the effects of cHCC-CC histology, according to the 2010 World Health Organization (WHO) classification, on patient prognosis.
Methods:
The medical records of patients who underwent surgical resection for cHCC-CC at our institution between July 2012 and June 2019 were retrospectively evaluated.
Results:
During the study period, 168 patients, 122 males (72.6%) and 46 females (27.4%), underwent surgical resection for cHCC-CC, including 159 patients (94.6%) who underwent R0 resection. Mean tumor diameter was 4.4 ± 2.8 cm, and 161 patients (95.8%) had solitary tumors. Histologically, 86 patients (51.2%) had classical type, and 82 (48.8%) had tumors with stem cell (SC) features, including 33 (19.6%) with intermediate-cell and 23 (13.7%) each with typical SC and cholangiolocellular features; 3 tumors (1.8%) were unclassifiable. At 1, 3, and 5 years, tumor recurrence rates were 31.9%, 49.6%, and 58.1%, respectively, and patient survival rates were 91.0%, 70.2%, and 60.3%, respectively. Univariate analysis showed that tumor size of >5 cm, microscopic and macroscopic vascular invasion, lymph node metastasis, 8th edition of the American Joint Committee on Cancer (AJCC) tumor stage, and 2010 WHO classification were significantly prognostic. Multivariate analysis showed that the 8th AJCC tumor stage and 2010 WHO histologic classification were independently prognostic for tumor recurrence and patient survival. There were no significant prognostic differences among the 3 SC subtypes.
Conclusion
Postresection outcomes are better in patients with SC-type than with classical-type cHCC-CC.
10.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.

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