1.Using machine learning techniques for early prediction of tracheal intubation in patients with septic shock: a multi-center study in South Korea
Ji Han HEO ; Taegyun KIM ; Tae Gun SHIN ; Gil Joon SUH ; Woon Yong KWON ; Hayoung KIM ; Heesu PARK ; Heejun KIM ; Sol HAN ;
Acute and Critical Care 2025;40(2):221-234
Background:
Patients with septic shock frequently require tracheal intubation in the emergency department (ED). However, the criteria for tracheal intubation are subjective, based on physician experience, or require serial evaluations over relatively long intervals to make accurate predictions, which might not be feasible in the ED. We used supervised learning approaches and features routinely available during the initial stages of evaluation and resuscitation to stratify the risks of tracheal intubation within a 24-hour time window.
Methods:
We retrospectively analyzed the data of patients diagnosed with septic shock based on the SEPSIS-3 criteria across 21 university hospital EDs in the Republic of Korea. A principal component analysis revealed a complex, non-linear decision boundary with respect to the application of tracheal intubation within a 24-hour time window. Stratified five-fold cross validation and a grid search were used with extreme gradient boost. Shapley values were calculated to explain feature importance and preferences.
Results:
In total, data for 4,762 patients were analyzed; within that population, 1,486 (31%) were intubated within a 24-hour window, and 3,276 (69%) were not. The area under the receiver operating characteristic curve and F1 scores for intubation within a 24-hour window were 0.829 (95% CI, 0.801–0.878) and 0.654 (95% CI, 0.627–0.681), respectively. The Shapley values identified lactate level after initial fluids, suspected lung infection, initial pH, Sequential Organ Failure Assessment score at enrollment, and respiratory rate at enrollment as important features for prediction.
Conclusions
An extreme gradient boosting machine can moderately discriminate whether intubation is warranted within 24 hours of the recognition of septic shock in the ED.
2.Transradial Versus Transfemoral Access for Bifurcation Percutaneous Coronary Intervention Using SecondGeneration Drug-Eluting Stent
Jung-Hee LEE ; Young Jin YOUN ; Ho Sung JEON ; Jun-Won LEE ; Sung Gyun AHN ; Junghan YOON ; Hyeon-Cheol GWON ; Young Bin SONG ; Ki Hong CHOI ; Hyo-Soo KIM ; Woo Jung CHUN ; Seung-Ho HUR ; Chang-Wook NAM ; Yun-Kyeong CHO ; Seung Hwan HAN ; Seung-Woon RHA ; In-Ho CHAE ; Jin-Ok JEONG ; Jung Ho HEO ; Do-Sun LIM ; Jong-Seon PARK ; Myeong-Ki HONG ; Joon-Hyung DOH ; Kwang Soo CHA ; Doo-Il KIM ; Sang Yeub LEE ; Kiyuk CHANG ; Byung-Hee HWANG ; So-Yeon CHOI ; Myung Ho JEONG ; Hyun-Jong LEE
Journal of Korean Medical Science 2024;39(10):e111-
Background:
The benefits of transradial access (TRA) over transfemoral access (TFA) for bifurcation percutaneous coronary intervention (PCI) are uncertain because of the limited availability of device selection. This study aimed to compare the procedural differences and the in-hospital and long-term outcomes of TRA and TFA for bifurcation PCI using secondgeneration drug-eluting stents (DESs).
Methods:
Based on data from the Coronary Bifurcation Stenting Registry III, a retrospective registry of 2,648 patients undergoing bifurcation PCI with second-generation DES from 21 centers in South Korea, patients were categorized into the TRA group (n = 1,507) or the TFA group (n = 1,141). After propensity score matching (PSM), procedural differences, in-hospital outcomes, and device-oriented composite outcomes (DOCOs; a composite of cardiac death, target vessel-related myocardial infarction, and target lesion revascularization) were compared between the two groups (772 matched patients each group).
Results:
Despite well-balanced baseline clinical and lesion characteristics after PSM, the use of the two-stent strategy (14.2% vs. 23.7%, P = 0.001) and the incidence of in-hospital adverse outcomes, primarily driven by access site complications (2.2% vs. 4.4%, P = 0.015), were significantly lower in the TRA group than in the TFA group. At the 5-year follow-up, the incidence of DOCOs was similar between the groups (6.3% vs. 7.1%, P = 0.639).
Conclusion
The findings suggested that TRA may be safer than TFA for bifurcation PCI using second-generation DESs. Despite differences in treatment strategy, TRA was associated with similar long-term clinical outcomes as those of TFA. Therefore, TRA might be the preferred access for bifurcation PCI using second-generation DES.
3.Clinical safety and effectiveness of the Genoss drug-eluting stent in real-world clinical practice
Young Jin YOUN ; Jun-Won LEE ; Sung Gyun AHN ; Seung-Hwan LEE ; Junghan YOON ; Jae Hyoung PARK ; Sang-Yong YOO ; Woong Chol KANG ; Nam Ho LEE ; Ki Hwan KWON ; Joon Hyung DOH ; Sang-Wook LIM ; Yang Soo JANG ; Dong Woon JEON ; Jung Ho HEO ; Woong Gil CHOI ; Sungsoo CHO ; Bong-Ki LEE ; Hyonju JEONG ; Bum-Kee HONG ; Hyun-Hee CHOI
The Korean Journal of Internal Medicine 2023;38(5):683-691
Background/Aims:
The Genoss DES™ is a novel, biodegradable, polymer-coated, sirolimus-eluting stent with a cobalt- chromium stent platform and thin strut. Although the safety and effectiveness of this stent have been previously investigated, real-world clinical outcomes data are lacking. Therefore, the aim of this prospective, multicenter trial was to evaluate the clinical safety and effectiveness of the Genoss DES™ in all-comer patients undergoing percutaneous coronary intervention.
Methods:
The Genoss DES registry is a prospective, single-arm, observational trial for evaluation of clinical outcomes after Genoss DES™ implantation in all-comer patients undergoing percutaneous coronary intervention from 17 sites in South Korea. The primary endpoint was a device-oriented composite outcome of cardiac death, target vessel-related myocardial infarction (MI), and clinically driven target lesion revascularization (TLR) at 12 months.
Results:
A total of 1,999 patients (66.4 ± 11.1 years of age; 72.8% male) were analyzed. At baseline, 62.8% and 36.7% of patients had hypertension and diabetes, respectively. The implanted stent number, diameter, and length per patient were 1.5 ± 0.8, 3.1 ± 0.5 mm, and 37.0 ± 25.0 mm, respectively. The primary endpoint occurred in 1.8% patients, with a cardiac death rate of 1.1%, target vessel-related MI rate of 0.2%, and clinically driven TLR rate of 0.8%.
Conclusions
In this real-world registry, the Genoss DES™ demonstrated excellent safety and effectiveness at 12 months among all-comer patients undergoing percutaneous coronary intervention. These findings suggest that the Genoss DES™ may be a viable treatment option for patients with coronary artery disease.
4.Efficacy and safety of sofosbuvir–velpatasvir and sofosbuvir–velpatasvir–voxilaprevir for hepatitis C in Korea: a Phase 3b study
Jeong HEO ; Yoon Jun KIM ; Sung Wook LEE ; Youn-Jae LEE ; Ki Tae YOON ; Kwan Soo BYUN ; Yong Jin JUNG ; Won Young TAK ; Sook-Hyang JEONG ; Kyung Min KWON ; Vithika SURI ; Peiwen WU ; Byoung Kuk JANG ; Byung Seok LEE ; Ju-Yeon CHO ; Jeong Won JANG ; Soo Hyun YANG ; Seung Woon PAIK ; Hyung Joon KIM ; Jung Hyun KWON ; Neung Hwa PARK ; Ju Hyun KIM ; In Hee KIM ; Sang Hoon AHN ; Young-Suk LIM
The Korean Journal of Internal Medicine 2023;38(4):504-513
Despite the availability of direct-acting antivirals (DAAs) for chronic hepatitis C virus (HCV) infection in Korea, need remains for pangenotypic regimens that can be used in the presence of hepatic impairment, comorbidities, or prior treatment failure. We investigated the efficacy and safety of sofosbuvir–velpatasvir and sofosbuvir–velpatasvir–voxilaprevir for 12 weeks in HCV-infected Korean adults. Methods: This Phase 3b, multicenter, open-label study included 2 cohorts. In Cohort 1, participants with HCV genotype 1 or 2 and who were treatment-naive or treatment-experienced with interferon-based treatments, received sofosbuvir–velpatasvir 400/100 mg/day. In Cohort 2, HCV genotype 1 infected individuals who previously received an NS5A inhibitor-containing regimen ≥ 4 weeks received sofosbuvir–velpatasvir–voxilaprevir 400/100/100 mg/day. Decompensated cirrhosis was an exclusion criterion. The primary endpoint was SVR12, defined as HCV RNA < 15 IU/mL 12 weeks following treatment. Results: Of 53 participants receiving sofosbuvir–velpatasvir, 52 (98.1%) achieved SVR12. The single participant who did not achieve SVR12 experienced an asymptomatic Grade 3 ASL/ALT elevation on day 15 and discontinued treatment. The event resolved without intervention. All 33 participants (100%) treated with sofosbuvir–velpatasvir–voxilaprevir achieved SVR 12. Overall, sofosbuvir–velpatasvir and sofosbuvir–velpatasvir–voxilaprevir were safe and well tolerated. Three participants (5.6%) in Cohort 1 and 1 participant (3.0%) in Cohort 2 had serious adverse events, but none were considered treatment-related. No deaths or grade 4 laboratory abnormalities were reported. Conclusions: Treatment with sofosbuvir–velpatasvir or sofosbuvir–velpatasvir–voxilaprevir was safe and resulted in high SVR12 rates in Korean HCV patients.
5.Association between pralidoxime administration during cardiopulmonary resuscitation and brain tissue oxygen tension in a swine model of cardiac arrest
Sang Won KO ; Young Il MIN ; Kyung Woon JEUNG ; Hyoung Youn LEE ; Yong Hun JUNG ; Byung Kook LEE ; Dong Hun LEE ; Tag HEO
Journal of the Korean Society of Emergency Medicine 2023;34(6):498-504
Objective:
Previous studies have suggested that epinephrine reduces brain tissue O2 tension (PbtO2) after the return of spontaneous circulation (ROSC) via α1-adrenoceptor stimulation and that pralidoxime had α1-adrenoceptor inhibitory action together with non-adrenergic vasopressor action. We sought to investigate the effects of pralidoxime administered during cardiopulmonary resuscitation (CPR) as a sole vasopressor on PbtO2 after ROSC. We hypothesized that pralidoxime administration would lead to a comparable ROSC rate and a higher PbtO2 after ROSC when compared to epinephrine administration.
Methods:
After 7 minutes of ventricular fibrillation, 24 pigs randomly received either pralidoxime or epinephrine during CPR. Cerebral measurements, including PbtO2, were measured from the parietal cortices during the 60-minute postROSC period.
Results:
Coronary perfusion pressure (CPP) during CPR was significantly higher in the epinephrine group than in the pralidoxime group (P=0.012). All the animals in the epinephrine group achieved ROSC, while seven (58.3%) did so in the pralidoxime group (P=0.037). The area under the curves for PbtO2 during the post-ROSC period did not differ between the two groups.
Conclusion
Pralidoxime alone was significantly inferior to epinephrine in increasing CPP and achieving ROSC. In addition, pralidoxime administration did not improve PbtO2 during the post-resuscitation period as compared with epinephrine.
6.Efficacy and Safety of Glecaprevir/Pibrentasvir in Korean Patients with Chronic Hepatitis C: A Pooled Analysis of Five Phase II/III Trials
Jeong HEO ; Yoon Jun KIM ; Jin-Woo LEE ; Ji Hoon KIM ; Young-Suk LIM ; Kwang-Hyub HAN ; Sook-Hyang JEONG ; Mong CHO ; Ki Tae YOON ; Si Hyun BAE ; Eric D. CROWN ; Linda M. FREDRICK ; Negar Niki ALAMI ; Armen ASATRYAN ; Do Hyun KIM ; Seung Woon PAIK ; Youn-Jae LEE
Gut and Liver 2021;15(6):895-903
Background/Aims:
Glecaprevir/pibrentasvir (G/P) is the first pan-genotypic direct-acting antiviral combination therapy approved in Korea. An integrated analysis of five phase II and III trials was conducted to evaluate the efficacy and safety of G/P in Korean patients with chronic hepatitis C virus (HCV) infection.
Methods:
The study analyzed pooled data on Korean patients with HCV infection enrolled in the ENDURANCE 1 and 2, SURVEYOR II part 4 and VOYAGE I and II trials, which evaluated the efficacy and safety of 8 or 12 weeks of G/P treatment. The patients were either treatment-naïve or had received sofosbuvir or interferon-based treatment. Efficacy was evaluated by assessing the rate of sustained virologic response at 12 weeks posttreatment (SVR12). Safety was evaluated by monitoring adverse events (AEs) and laboratory assessments.
Results:
The analysis included 265 patients; 179 (67.5%) were HCV treatment-naïve, and most patients were either subgenotype 1B (48.7%) or 2A (44.5%). In the intention-to-treat population, 262 patients (98.9%) achieved SVR12. Three patients did not achieve SVR12: one had virologic failure and two had non-virologic failures. Most AEs were grade 1/2; eight patients (3.0%) expe-rienced at least one grade ≥3 AE. No serious AEs related to G/P treatment were reported, and grade ≥3 hepatic laboratory abnormalities were rare (0.8%).
Conclusions
G/P therapy was highly efficacious and well tolerated in Korean patients with HCV infection, with most patients achieving SVR12. The safety profile was comparable to that observed in a pooled analysis of a global pan-genotypic population of patients with HCV infection who received G/P.
7.Prognostic Value of Alpha-Fetoprotein in Patients Who Achieve a Complete Response to Transarterial Chemoembolization for Hepatocellular Carcinoma
Jae Seung LEE ; Young Eun CHON ; Beom Kyung KIM ; Jun Yong PARK ; Do Young KIM ; Sang Hoon AHN ; Kwang-Hyub HAN ; Wonseok KANG ; Moon Seok CHOI ; Geum-Youn GWAK ; Yong-Han PAIK ; Joon Hyeok LEE ; Kwang Cheol KOH ; Seung Woon PAIK ; Hwi Young KIM ; Tae Hun KIM ; Kwon YOO ; Yeonjung HA ; Mi Na KIM ; Joo Ho LEE ; Seong Gyu HWANG ; Soon Sun KIM ; Hyo Jung CHO ; Jae Youn CHEONG ; Sung Won CHO ; Seung Ha PARK ; Nae-Yun HEO ; Young Mi HONG ; Ki Tae YOON ; Mong CHO ; Jung Gil PARK ; Min Kyu KANG ; Soo Young PARK ; Young Oh KWEON ; Won Young TAK ; Se Young JANG ; Dong Hyun SINN ; Seung Up KIM ;
Yonsei Medical Journal 2021;62(1):12-20
Purpose:
Alpha-fetoprotein (AFP) is a prognostic marker for hepatocellular carcinoma (HCC). We investigated the prognostic value of AFP levels in patients who achieved complete response (CR) to transarterial chemoembolization (TACE) for HCC.
Materials and Methods:
Between 2005 and 2018, 890 patients with HCC who achieved a CR to TACE were recruited. An AFP responder was defined as a patient who showed elevated levels of AFP (>10 ng/mL) during TACE, but showed normalization or a >50% reduction in AFP levels after achieving a CR.
Results:
Among the recruited patients, 569 (63.9%) with naïve HCC and 321 (36.1%) with recurrent HCC after complete resection were treated. Before TACE, 305 (34.3%) patients had multiple tumors, 219 (24.6%) had a maximal tumor size >3 cm, and 22 (2.5%) had portal vein tumor thrombosis. The median AFP level after achieving a CR was 6.36 ng/mL. After a CR, 473 (53.1%) patients experienced recurrence, and 417 (46.9%) died [median progression-free survival (PFS) and overall survival (OS) of 16.3 and 62.8 months, respectively]. High AFP levels at CR (>20 ng/mL) were independently associated with a shorter PFS [hazard ratio (HR)=1.403] and OS (HR=1.284), together with tumor multiplicity at TACE (HR=1.518 and 1.666, respectively). AFP non-responders at CR (76.2%, n=359 of 471) showed a shorter PFS (median 10.5 months vs. 15.5 months, HR=1.375) and OS (median 41.4 months vs. 61.8 months, HR=1.424) than AFP responders (all p=0.001).
Conclusion
High AFP levels and AFP non-responders were independently associated with poor outcomes after TACE. AFP holds clinical implications for detailed risk stratification upon achieving a CR after TACE.
8.Tuberculosis of Cystic Duct Lymph Node Associated with Cholecystitis
Tae Gil HEO ; Seong Woo HONG ; Yeo Goo CHANG ; Woo Yong LEE ; Haeng Jin OHE ; Kyeong Woon CHOI ; Yun Kyung KANG
The Korean Journal of Gastroenterology 2021;78(4):245-248
Tuberculosis of the cystic duct lymph node is very rare. Only four cases have been reported in the literature. This paper presents the case of a young male patient with a tuberculous cystic duct lymph node and chronic cholecystitis, who was diagnosed with cystic duct stones and a gall bladder polyp preoperatively.
9.Characteristics and outcomes of public bath-related out-of-hospital cardiac arrests in South Korea
Yung Jae YOO ; Gi Woon KIM ; Choung Ah LEE ; Yong Jin PARK ; Kyoung Mi LEE ; Jin Seong CHO ; Won Jung JEONG ; Hyuk Joong CHOI ; Han Joo CHOI ; Nam Hun HEO ; Hyung Jun MOON
Clinical and Experimental Emergency Medicine 2020;7(3):225-233
Objective:
To analyze the differences in characteristics and outcomes between public bath (PB)- related and non-PB-related out-of-hospital cardiac arrest (OHCA) patients in South Korea.
Methods:
We performed a retrospective observational analysis of collected data from the Smart Advanced Cardiac Life Support (SALS) registry between September 2015 and December 2018. We included adult OHCA patients (aged >18 years) with presumed OHCA of non-traumatic etiology who were attended by dispatched emergency medical services. SALS is a field advanced life support with smartphone-based direct medical direction. The primary outcome was the survival to discharge rate measured at the time of discharge.
Results:
Of 38,995 cardiac arrest patients enrolled in the SALS registry, 11,889 were included in the final analysis. In total, 263 OHCAs occurred in PBs. Male sex and bystander cardiopulmonary resuscitation proportions appeared to be higher among PB patients than among non-PB patients. Percentages for shockable rhythm, witnessed rate, and number of underlying disease were lower in the PB group than in the non-PB group. Prehospital return of spontaneous circulation (11.4% vs. 19.5%, P=0.001), survival to discharge (2.3% vs. 9.9%, P<0.001), and favorable neurologic outcome (1.9% vs. 5.8%, P=0.007) in PB patients were significantly poorer than those in non-PB patients.
Conclusion
Patient characteristics and emergency medical services factors differed between PB and non-PB patients. All outcomes of PB-related OHCA were poorer than those of non-PB-related OHCA. Further treatment strategies should be developed to improve the outcomes of PBrelated cardiac arrest.
10.Impact of Interferon-Based Treatment on Quality of Life and Work-Related Productivity of Korean Patients with Chronic Hepatitis C
Sang Hoon AHN ; Won Hyeok CHOE ; Yoon Jun KIM ; Jeong HEO ; Dorota LATARSKA-SMUGA ; Jiho KANG ; Seung Woon PAIK
Gut and Liver 2020;14(3):368-376
Background/Aims:
Chronic hepatitis C virus (HCV) infections put patients at risk of serious liver disease and adversely affects patient quality of life (QoL). MOSAIC (International Multicenter Prospective Observational Study to Evaluate the Epidemiology, Humanistic and Economic Outcomes of Treatment for Chronic Hepatitis C Virus) was a prospective, non-interventional, international, multicenter study that aimed to describe the epidemiology of the infection, the impact of the infection on health-related QoL (HRQoL) and daily activities, and healthcare resource use related to HCV and treatment. Here, we present the results on HRQoL and daily activity impairment in consecutively enrolled South Korean patients treated with interferon (IFN)-containing regimens prospectively followed for up to 48 weeks.
Methods:
General HRQoL, HCV-specific HRQoL, perceived health state, and work/general activity impairments were measured using the EuroQoL 5-dimension 5-level (EQ-5D-5L), HCV patient-reported outcomes (HCV-PRO), EQ-5D Visual Analog Scale, and Work Productivity and Activity Impairment questionnaires, respectively.
Results:
Thirty-three of the 100 enrolled patients initiated IFN-based treatment, with an intended duration of 24 weeks for 20 patients and 48 weeks for 12 patients; this information was missing for one patient. Fourteen patients (42.4%) prematurely withdrew. After treatment initiation, IFN-treated patients showed a trend towards deterioration of both general (baseline: 0.87±0.103, week 4: 0.77±0.153) and HCV-specific (baseline: 76.2±19.5, week 4: 68.2±22.3) HRQoL. The scores recovered somewhat towards the end of treatment (EOT) (0.84±0.146 for EQ-5D-5L and 70.8±21.9 for HCV-PRO). The perceived health state and work/general activity impairment displayed similar temporal patterns.
Conclusions
Initiating IFN-based treatment prompted some deterioration in general and HCV-related HRQoL, accompanied by impaired daily activities and most work productivity measures; however, the HRQoL and productivity scores improved towards the EOT. HRQoL impairment upon treatment initiation likely contributed to treatment discontinuation.

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