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.Epidemiologic and Clinical Outcomes of Pediatric Renal Tumors in Korea: A Retrospective Analysis of The Korean Pediatric Hematology and Oncology Group (KPHOG) Data
Kyung-Nam KOH ; Jung Woo HAN ; Hyoung Soo CHOI ; Hyoung Jin KANG ; Ji Won LEE ; Keon Hee YOO ; Ki Woong SUNG ; Hong Hoe KOO ; Kyung Taek HONG ; Jung Yoon CHOI ; Sung Han KANG ; Hyery KIM ; Ho Joon IM ; Seung Min HAHN ; Chuhl Joo LYU ; Hee-Jo BAEK ; Hoon KOOK ; Kyung Mi PARK ; Eu Jeen YANG ; Young Tak LIM ; Seongkoo KIM ; Jae Wook LEE ; Nack-Gyun CHUNG ; Bin CHO ; Meerim PARK ; Hyeon Jin PARK ; Byung-Kiu PARK ; Jun Ah LEE ; Jun Eun PARK ; Soon Ki KIM ; Ji Yoon KIM ; Hyo Sun KIM ; Youngeun MA ; Kyung Duk PARK ; Sang Kyu PARK ; Eun Sil PARK ; Ye Jee SHIM ; Eun Sun YOO ; Kyung Ha RYU ; Jae Won YOO ; Yeon Jung LIM ; Hoi Soo YOON ; Mee Jeong LEE ; Jae Min LEE ; In-Sang JEON ; Hye Lim JUNG ; Hee Won CHUEH ; Seunghyun WON ;
Cancer Research and Treatment 2023;55(1):279-290
Purpose:
Renal tumors account for approximately 7% of all childhood cancers. These include Wilms tumor (WT), clear cell sarcoma of the kidney (CCSK), malignant rhabdoid tumor of the kidney (MRTK), renal cell carcinoma (RCC), congenital mesoblastic nephroma (CMN) and other rare tumors. We investigated the epidemiology of pediatric renal tumors in Korea.
Materials and Methods:
From January 2001 to December 2015, data of pediatric patients (0–18 years) newly-diagnosed with renal tumors at 26 hospitals were retrospectively analyzed.
Results:
Among 439 patients (male, 240), the most common tumor was WT (n=342, 77.9%), followed by RCC (n=36, 8.2%), CCSK (n=24, 5.5%), MRTK (n=16, 3.6%), CMN (n=12, 2.7%), and others (n=9, 2.1%). Median age at diagnosis was 27.1 months (range 0-225.5) and median follow-up duration was 88.5 months (range 0-211.6). Overall, 32 patients died, of whom 17, 11, 1, and 3 died of relapse, progressive disease, second malignant neoplasm, and treatment-related mortality. Five-year overall survival and event free survival were 97.2% and 84.8% in WT, 90.6% and 82.1% in RCC, 81.1% and 63.6% in CCSK, 60.3% and 56.2% in MRTK, and 100% and 91.7% in CMN, respectively (p < 0.001).
Conclusion
The pediatric renal tumor types in Korea are similar to those previously reported in other countries. WT accounted for a large proportion and survival was excellent. Non-Wilms renal tumors included a variety of tumors and showed inferior outcome, especially MRTK. Further efforts are necessary to optimize the treatment and analyze the genetic characteristics of pediatric renal tumors in Korea.
5.Safety and Efficacy of Everolimus-Eluting Bioresorbable Vascular Scaffold Versus Second-Generation Drug-Eluting Stents in Real-World Practice
Joo Myung LEE ; Hyun Sung JOH ; Ki Hong CHOI ; David HONG ; Taek Kyu PARK ; Jeong Hoon YANG ; Young Bin SONG ; Jin-Ho CHOI ; Seung-Hyuk CHOI ; Jin-Ok JEONG ; Jong-Young LEE ; Young Jin CHOI ; Jei-Keon CHAE ; Seung-Ho HUR ; Jang-Whan BAE ; Ju-Hyeon OH ; Kook-Jin CHUN ; Hyun-Joong KIM ; Byung Ryul CHO ; Doosup SHIN ; Seung Hun LEE ; Doyeon HWANG ; Hyun-Jong LEE ; Ho-Jun JANG ; Hyun Kuk KIM ; Sang Jin HA ; Eun-Seok SHIN ; Joon-Hyung DOH ; Joo-Yong HAHN ; Hyeon-Cheol GWON ; On behalf of the SMART-REWARD Investigators
Journal of Korean Medical Science 2023;38(5):e34-
Background:
The risk of device thrombosis and device-oriented clinical outcomes with bioresorbable vascular scaffold (BVS) was reported to be significantly higher than with contemporary drug-eluting stents (DESs). However, optimal device implantation may improve clinical outcomes in patients receiving BVS. The current study evaluated mid-term safety and efficacy of Absorb BVS with meticulous device optimization under intravascular imaging guidance.
Methods:
The SMART-REWARD and PERSPECTIVE-PCI registries in Korea prospectively enrolled 390 patients with BVS and 675 patients with DES, respectively. The primary endpoint was target vessel failure (TVF) at 2 years and the secondary major endpoint was patientoriented composite outcome (POCO) at 2 years.
Results:
Patient-level pooled analysis evaluated 1,003 patients (377 patients with BVS and 626 patients with DES). Mean scaffold diameter per lesion was 3.24 ± 0.30 mm in BVS group.Most BVSs were implanted with pre-dilatation (90.9%), intravascular imaging guidance (74.9%), and post-dilatation (73.1%) at proximal to mid segment (81.9%) in target vessel.Patients treated with BVS showed comparable risks of 2-year TVF (2.9% vs. 3.7%, adjusted hazard ratio [HR], 1.283, 95% confidence interval [CI], 0.487–3.378, P = 0.615) and 2-year POCO (4.5% vs. 5.9%, adjusted HR, 1.413, 95% CI, 0.663–3.012,P = 0.370) than those with DES. The rate of 2-year definite or probable device thrombosis (0.3% vs. 0.5%, P = 0.424) was also similar. The sensitivity analyses consistently showed comparable risk of TVF and POCO between the 2 groups.
Conclusion
With meticulous device optimization under imaging guidance and avoidance of implantation in small vessels, BVS showed comparable risks of 2-year TVF and device thrombosis with DES.
6.Efficacy and Safety of Fexuprazan in Patients with Acute or Chronic Gastritis
Gwang Ha KIM ; Myung-Gyu CHOI ; Jin Il KIM ; Soo Teik LEE ; Hoon Jai CHUN ; Kook Lae LEE ; Suk Chei CHOI ; Jae-Young JANG ; Yong Chan LEE ; Jae Gyu KIM ; Ki Bae KIM ; Ki-Nam SHIM ; Chong Il SOHN ; Sung Kook KIM ; Sang Gyun KIM ; Jin Seok JANG ; Nayoung KIM ; Hwoon-Yong JUNG ; Hyojin PARK ; Kyu Chan HUH ; Kwang Jae LEE ; Su Jin HONG ; Song BAEK ; Jin Joo HAN ; Oh Young LEE
Gut and Liver 2023;17(6):884-893
Background/Aims:
Fexuprazan is a novel potassium-competitive acid blocker that could be of benefit to patients with gastric mucosal injury. The aim of this study was to assess the 2-week efficacy and safety of fexuprazan in patients with acute or chronic gastritis.
Methods:
In this study, 327 patients with acute or chronic gastritis who had one or more gastric erosions on endoscopy and subjective symptoms were randomized into three groups receiving fexuprazan 20 mg once a day (q.d.), fexuprazan 10 mg twice a day (b.i.d.), or placebo for 2 weeks. The posttreatment assessments were the primary endpoint (erosion improvement rate), secondary endpoints (cure rates of erosion and edema and improvement rates of redness, hemorrhage, and subjective symptoms), and drug-related adverse events.
Results:
Among the patients, 57.8% (59/102), 65.7% (67/102), and 40.6% (39/96) showed erosion improvement 2 weeks after receiving fexuprazan 20 mg q.d., fexuprazan 10 mg b.i.d., and placebo, respectively. Both fexuprazan 20 mg q.d. and 10 mg b.i.d. showed superior efficacy to the placebo (p=0.017 and p<0.001, respectively). Likewise, both fexuprazan 20 mg q.d. and 10 mg b.i.d. also showed higher erosion healing rates than the placebo (p=0.033 and p=0.010, respectively). No difference was noted in the edema healing rate and the improvement rates for redness, hemorrhage, and subjective symptoms between the fexuprazan and placebo groups.No significant difference was noted in the incidence of adverse drug reactions.
Conclusions
Fexuprazan 20 mg q.d. and 10 mg b.i.d. for 2 weeks showed therapeutic efficacy superior to that of placebo in patients with acute or chronic gastritis (ClinicalTrials.gov identifier NCT04341454).
7.Current Status and Physicians’ Perspectives of Childhood Cancer Survivorship in Korea: A Nationwide Survey of Pediatric Hematologists/ Oncologists
Ji Won LEE ; Yohwan YEO ; Hee Young JU ; Hee Won CHO ; Keon Hee YOO ; Ki Woong SUNG ; Hong Hoe KOO ; Su-Min JEONG ; Dong Wook SHIN ; Hee Jo BAEK ; Hoon KOOK ; Nack-Gyun CHUNG ; Bin CHO ; Young Ae KIM ; Hyeon Jin PARK ; Yun-Mi SONG
Journal of Korean Medical Science 2023;38(29):e230-
Background:
Data on the status of long-term follow-up (LTFU) care for childhood cancer survivors (CCSs) in Korea is lacking. This study was conducted to evaluate the current status of LTFU care for CCSs and relevant physicians’ perspectives.
Methods:
A nationwide online survey of pediatric hematologists/oncologists in the Republic of Korea was undertaken.
Results:
Overall, 47 of the 74 board-certified Korean pediatric hematologists/oncologists currently providing pediatric hematology/oncology care participated in the survey (response rate = 63.5%). Forty-five of the 47 respondents provided LTFU care for CCSs five years after the completion of primary cancer treatment. However, some of the 45 respondents provided LTFU care only for CCS with late complications or CCSs who requested LTFU care. Twenty of the 45 respondents oversaw LTFU care for adult CCSs, although pediatric hematologists/ oncologists experienced more difficulties managing adult CCSs. Many pediatric hematologists/oncologists did not perform the necessary screening test, although CCSs had risk factors for late complications, mostly because of insurance coverage issues and the lack of Korean LTFU guidelines. Regarding a desirable LTFU care system for CCSs in Korea, 27 of the 46 respondents (58.7%) answered that it is desirable to establish a multidisciplinary CCSs care system in which pediatric hematologists/oncologists and adult physicians cooperate.
Conclusion
The LTFU care system for CCS is underdeveloped in the Republic of Korea. It is urgent to establish an LTFU care system to meet the growing needs of Korean CCSs, which should include Korean CCSs care guidelines, provider education plans, the establishment of multidisciplinary care systems, and a supportive national healthcare policy.
8.Updated Trans-Ethnic Meta-Analysis of Associations between Inflammation-Related Genes and Intracranial Aneurysm
Eun Pyo HONG ; Sung Min CHO ; Jong Kook RHIM ; Jeong Jin PARK ; Jun Hyong AHN ; Dong Hyuk YOUN ; Jong-Tae KIM ; Chan Hum PARK ; Younghyurk LEE ; Jin Pyeong JEON ;
Journal of Korean Neurosurgical Society 2023;66(5):525-535
Objective: : We performed an expanded multi-ethnic meta-analysis to identify associations between inflammation-related loci with intracranial aneurysm (IA) susceptibility. This meta-analysis possesses increased statistical power as it is based on the most data ever evaluated. Methods: : We searched and reviewed relevant literature through electronic search engines up to August 2022. Overall estimates were calculated under the fixed- or random-effect models using pooled odds ratio (OR) and 95% confidence intervals (CIs). Subgroup analyses were performed according to ethnicity. Results: : Our meta-analysis enrolled 15 studies and involved 3070 patients and 5528 controls including European, Asian, Hispanic, and mixed ethnic populations. Of 17 inflammation-related variants, the rs1800796 locus (interleukin [IL]-6) showed the most significant genome-wide association with IA in East-Asian populations, including 1276 IA patients and 1322 controls (OR, 0.65; 95% CI, 0.56–0.75; p=3.24×10-9) under a fixed-effect model. However, this association was not observed in the European population (OR, 1.09; 95% CI, 0.80–1.47; p=0.5929). Three other variants, rs16944 (IL-1β), rs2195940 (IL-12B), and rs1800629 (tumor necrosis factor-α) showed a statistically nominal association with IA in both the overall, as well as East-Asian populations (0.01
Conclusion
: Our updated meta-analysis with increased statistical power highlights that rs1800796 which maps on the IL-6 gene is associated with IA, and in particular confers a protective effect against occurrence of IA in the East-Asian population.
9.Germline DNA-Repair Genes and HOXB13Mutations in Korean Men with Metastatic Prostate Cancer: Data from a Large Korean Cohort
Sang Hun SONG ; Hak-Min KIM ; Yu Jin JUNG ; Ha Rim KOOK ; Sungwon JEON ; Jong BHAK ; Jin Hyuck KIM ; Hakmin LEE ; Jong Jin OH ; Sangchul LEE ; Sung Kyu HONG ; Seok-Soo BYUN
The World Journal of Men's Health 2023;41(4):960-968
Purpose:
Germline mutations in DNA damage repair (DDR) genes such as BRCA2 have been associated with prostate cancer (PC) risk but has not been thoroughly evaluated for metastatic prostate cancer (mPC) in Asian men. This study attempts to evaluate frequency of DDR mutations in the largest cohort of Koreans.
Materials and Methods:
We recruited 340 patients with mPC unselected for family history of cancer and compared to 495 controls. Whole genome sequencing was applied to assess germline pathogenic/likely pathogenic variants (PV/LPVs) in 26 DDR genes and HOXB13, including 7 genes (ATM, BRCA1/2, CHEK2, BRIP1, PALB2, and NBN) associated with hereditary PC. Comparisons to published Caucasian and Japanese cohorts were performed.
Results:
Total of 28 PV/LPVs were identified in 30 (8.8%) patients; mutations were found in 13 genes, including BRCA2 (15 men [4.41%]), ATM (2 men [0.59%]), NBN (2 men [0.59%], and BRIP1 (2 men [0.59%]). Only one patient had HOXB13 mutation (0.29%). A lower rate of overall germline variant frequency was observed in Korean mPC compared to Caucasians (8.8% vs. 11.8%), but individual variants notably differed from Caucasian and geographically similar Japanese cohorts. PV/LPVs in DDR genes tended to increase gradually with higher Gleason scores (GS 7, 7.1%; GS 8, 7.5%; GS 9–10, 9.9%).
Conclusions
BRCA2 was the most frequently mutated gene common to different cohorts supporting its importance, but differences in variant distribution in Korean mPC underscore the need for ethnic-specific genetic models. Future ethnic-specific analyses are warranted to verify our findings.
10.Hyponatremic Seizure after Ingestion of an Oral Sulfate Tablet for Bowel Preparation for Colonoscopy
Sung Hyun HONG ; Dong Seok LEE ; Ji Won KIM ; Kook Lae LEE ; Hyoun Woo KANG ; Su Hwan KIM
The Korean Journal of Gastroenterology 2022;80(3):154-157
The oral sulfate tablet (OST), commercially available as Orafang ® (Pharmbio Korea Co., Seoul, Korea) in Korea, is being used increasingly because of its bowel-cleansing efficacy, safety, and tolerability in adults undergoing colonoscopy. Other bowel cleansing agents, such as polyethylene glycol and sodium picosulfate/magnesium citrate, can cause plasma volume depletion and electrolyte disturbances, such as hyponatremia. On the other hand, the OST has never been reported to cause hyponatremia in Korea. To our knowledge, the authors experienced the first case of hyponatremic seizure in an 81-year-old woman to whom an OST was administered for bowel preparation before a colonoscopy. After ingesting the OST, she presented with seizure, confusion, and dyspnea. Upon arrival, her serum sodium level was 120 mEq/L, and the urine osmolality and sodium levels were 449 mOsm/kg and 253 mOsm/kg, respectively; chest imaging suggested pulmonary edema. The associated symptoms disappeared following treatment with an intravenous injection of normal saline and 3% NaCl to normalize the sodium level. This case shows that the OST can cause hyponatremia and other severe complications related to hyponatremia.

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