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.Neurosteroids and neurological disorders
Gi Wan PARK ; Hayoung KIM ; Seong Hyun WON ; Nam Hyun KIM ; Sheu-Ran CHOI
The Korean Journal of Physiology and Pharmacology 2025;29(2):157-164
Neurosteroids play an important role as endogenous neuromodulators that are locally produced in the central nervous system and rapidly change the excitability of neurons and the activation of microglial cells and astrocytes. Here we review the mechanisms of synthesis, metabolism, and actions of neurosteroids in the central nervous system. Neurosteroids are able to play a variety of roles in the central nervous system under physiological conditions by binding to membrane ion channels and receptors such as gamma-aminobutyric acid type A receptors, Nmethyl-D-aspartate receptors, L- and T-type calcium channels, and sigma-1 receptors. In addition, numerous neurological disorders, including persistent neuropathic pain, multiple sclerosis, and seizures, have altered the levels of neurosteroids in the central nervous system. Thus, we review how local synthesis and metabolism of neurosteroids are modulated in the central nervous system and describe the role of neurosteroids under pathological conditions. Furthermore, we discuss whether neurosteroids may play a role as a new therapeutic for the treatment of neurological disorders.
3.Neurosteroids and neurological disorders
Gi Wan PARK ; Hayoung KIM ; Seong Hyun WON ; Nam Hyun KIM ; Sheu-Ran CHOI
The Korean Journal of Physiology and Pharmacology 2025;29(2):157-164
Neurosteroids play an important role as endogenous neuromodulators that are locally produced in the central nervous system and rapidly change the excitability of neurons and the activation of microglial cells and astrocytes. Here we review the mechanisms of synthesis, metabolism, and actions of neurosteroids in the central nervous system. Neurosteroids are able to play a variety of roles in the central nervous system under physiological conditions by binding to membrane ion channels and receptors such as gamma-aminobutyric acid type A receptors, Nmethyl-D-aspartate receptors, L- and T-type calcium channels, and sigma-1 receptors. In addition, numerous neurological disorders, including persistent neuropathic pain, multiple sclerosis, and seizures, have altered the levels of neurosteroids in the central nervous system. Thus, we review how local synthesis and metabolism of neurosteroids are modulated in the central nervous system and describe the role of neurosteroids under pathological conditions. Furthermore, we discuss whether neurosteroids may play a role as a new therapeutic for the treatment of neurological disorders.
4.Neurosteroids and neurological disorders
Gi Wan PARK ; Hayoung KIM ; Seong Hyun WON ; Nam Hyun KIM ; Sheu-Ran CHOI
The Korean Journal of Physiology and Pharmacology 2025;29(2):157-164
Neurosteroids play an important role as endogenous neuromodulators that are locally produced in the central nervous system and rapidly change the excitability of neurons and the activation of microglial cells and astrocytes. Here we review the mechanisms of synthesis, metabolism, and actions of neurosteroids in the central nervous system. Neurosteroids are able to play a variety of roles in the central nervous system under physiological conditions by binding to membrane ion channels and receptors such as gamma-aminobutyric acid type A receptors, Nmethyl-D-aspartate receptors, L- and T-type calcium channels, and sigma-1 receptors. In addition, numerous neurological disorders, including persistent neuropathic pain, multiple sclerosis, and seizures, have altered the levels of neurosteroids in the central nervous system. Thus, we review how local synthesis and metabolism of neurosteroids are modulated in the central nervous system and describe the role of neurosteroids under pathological conditions. Furthermore, we discuss whether neurosteroids may play a role as a new therapeutic for the treatment of neurological disorders.
5.Neurosteroids and neurological disorders
Gi Wan PARK ; Hayoung KIM ; Seong Hyun WON ; Nam Hyun KIM ; Sheu-Ran CHOI
The Korean Journal of Physiology and Pharmacology 2025;29(2):157-164
Neurosteroids play an important role as endogenous neuromodulators that are locally produced in the central nervous system and rapidly change the excitability of neurons and the activation of microglial cells and astrocytes. Here we review the mechanisms of synthesis, metabolism, and actions of neurosteroids in the central nervous system. Neurosteroids are able to play a variety of roles in the central nervous system under physiological conditions by binding to membrane ion channels and receptors such as gamma-aminobutyric acid type A receptors, Nmethyl-D-aspartate receptors, L- and T-type calcium channels, and sigma-1 receptors. In addition, numerous neurological disorders, including persistent neuropathic pain, multiple sclerosis, and seizures, have altered the levels of neurosteroids in the central nervous system. Thus, we review how local synthesis and metabolism of neurosteroids are modulated in the central nervous system and describe the role of neurosteroids under pathological conditions. Furthermore, we discuss whether neurosteroids may play a role as a new therapeutic for the treatment of neurological disorders.
6.Neurosteroids and neurological disorders
Gi Wan PARK ; Hayoung KIM ; Seong Hyun WON ; Nam Hyun KIM ; Sheu-Ran CHOI
The Korean Journal of Physiology and Pharmacology 2025;29(2):157-164
Neurosteroids play an important role as endogenous neuromodulators that are locally produced in the central nervous system and rapidly change the excitability of neurons and the activation of microglial cells and astrocytes. Here we review the mechanisms of synthesis, metabolism, and actions of neurosteroids in the central nervous system. Neurosteroids are able to play a variety of roles in the central nervous system under physiological conditions by binding to membrane ion channels and receptors such as gamma-aminobutyric acid type A receptors, Nmethyl-D-aspartate receptors, L- and T-type calcium channels, and sigma-1 receptors. In addition, numerous neurological disorders, including persistent neuropathic pain, multiple sclerosis, and seizures, have altered the levels of neurosteroids in the central nervous system. Thus, we review how local synthesis and metabolism of neurosteroids are modulated in the central nervous system and describe the role of neurosteroids under pathological conditions. Furthermore, we discuss whether neurosteroids may play a role as a new therapeutic for the treatment of neurological disorders.
7.Doxorubicin-Induced Cardiotoxicity at Non-Cumulative Dose in a Dog with Multicentric Lymphoma
Jihyeon GO ; Seha AHN ; Seongwon HEO ; Seulgi HWANG ; Hayoung RYU ; Jinyoung PARK ; Chaewon SHIN ; Dong-In JUNG ; DoHyeon YU ; Hyeona BAE
Journal of Veterinary Clinics 2025;42(4):190-195
Doxorubicin is an effective chemotherapeutic agent widely used in veterinary oncology, particularly as part of the CHOP protocol for canine lymphoma. Despite its therapeutic benefit, cardiotoxicity remains a serious dose-limiting adverse effect. Although clinically significant cardiotoxicity is typically reported at cumulative doses of 150-240 mg/m 2 in dogs, functional cardiac deterioration has been observed at lower doses, with progression to congestive heart failure rarely reported. This case report describes doxorubicin-induced cardiotoxicity below the established cumulative threshold in a dog with multicentric lymphoma, which presented with overt clinical signs of congestive heart failure, including coughing, syncope, and pleural effusion. The dog also exhibited marked echocardiographic changes, including right atrial enlargement and a reduction in fractional shortening from 33% to 21% over 2 weeks, ultimately resulting in death 53 days after symptom onset. The clinical diagnosis was supported by the temporal relationship with doxorubicin administration and serial cardiac imaging findings. This case highlights that severe cardiotoxicity can occur even below traditionally accepted cumulative thresholds, reinforcing the importance of individualized, ongoing cardiac monitoring and early intervention, regardless of dose.
8.Increased Risk of Incident Chronic Obstructive Pulmonary Disease and Related Hospitalizations in Tuberculosis Survivors: A PopulationBased Matched Cohort Study
Taehee KIM ; Hayoung CHOI ; Sang Hyuk KIM ; Bumhee YANG ; Kyungdo HAN ; Jin-Hyung JUNG ; Bo-Guen KIM ; Dong Won PARK ; Ji Yong MOON ; Sang-Heon KIM ; Tae-Hyung KIM ; Ho Joo YOON ; Dong Wook SHIN ; Hyun LEE
Journal of Korean Medical Science 2024;39(11):e105-
Background:
Tuberculosis (TB) survivors have an increased risk of developing chronic obstructive pulmonary disease (COPD). This study assessed the risk of COPD development and COPD-related hospitalization in TB survivors compared to controls.
Methods:
We conducted a population-based cohort study of TB survivors and 1:1 age- and sex-matched controls using data from the Korean National Health Insurance Service database collected from 2010 to 2017. We compared the risk of COPD development and COPD-related hospitalization between TB survivors and controls.
Results:
Of the subjects, 9.6% developed COPD, and 2.8% experienced COPD-related hospitalization. TB survivors had significantly higher COPD incidence rates (36.7/1,000 vs. 18.8/1,000 person-years, P < 0.001) and COPD-related hospitalization (10.7/1,000 vs.4.3/1,000 person-years, P < 0.001) than controls. Multivariable Cox regression analyses revealed higher risks of COPD development (adjusted hazard ratio [aHR], 1.63; 95% confidence interval [CI], 1.54–1.73) and COPD-related hospitalization (aHR, 2.03; 95% CI, 1.81–2.27) in TB survivors. Among those who developed COPD, the hospitalization rate was higher in individuals with post-TB COPD compared to those with non-TB COPD (10.7/1,000 vs. 4.9/1,000 person-years, P < 0.001), showing an increased risk of COPD-related hospitalization (aHR, 1.84; 95% CI, 1.17–2.92).
Conclusion
TB survivors had higher risks of incident COPD and COPD-related hospitalization compared to controls. These results suggest that previous TB is an important COPD etiology associated with COPD-related hospitalization.
9.Eosinophilia Is a Favorable Marker for Pneumonia in Chronic Obstructive Pulmonary Disease
Kang-Mo GU ; Jae-Woo JUNG ; Min-Jong KANG ; Deog Kyeom KIM ; Hayoung CHOI ; Young-Jae CHO ; Seung Hun JANG ; Chang-Hoon LEE ; Yeon Mok OH ; Ji Sook PARK ; Jae Yeol KIM
Tuberculosis and Respiratory Diseases 2024;87(4):465-472
Background:
Patients with chronic obstructive pulmonary disease (COPD) expressing eosinophilia experience slightly fewer episodes of community-acquired pneumonia (CAP), than those without eosinophilia. However, the severity and burden of hospitalized pneumonia patients with COPD involving eosinophilia have not been assessed.
Methods:
We evaluated the differences in clinical characteristics between patients with CAP and COPD with or without eosinophilia by a post hoc analysis of a prospective, multi-center, cohort study data.
Results:
Of 349 CAP patients with COPD, 45 (12.9%) had eosinophilia (blood eosinophil ≥300 cells/μL). Patients with eosinophilia had a lower sputum culture percentile (8.1% vs. 23.4%, p<0.05), a lower percentile of neutrophils (70.3% vs. 80.2%, p<0.05), reduced C-reactive protein levels (30.6 mg/L vs. 86.6 mg/L, p<0.05), and a lower pneumonia severity index score (82.5 vs. 90.0, p<0.05), than those without eosinophilia. The duration of antibiotic treatment (8.0 days vs. 10.0 days, p<0.05) and hospitalization (7.0 days vs. 9.0 days, p<0.05) were shorter in eosinophilic patients. The cost of medical care per day (256.4 US$ vs. 291.0 US$, p<0.05), cost for the medication (276.4 US$ vs. 349.9 US$, p<0.05), and cost for examination (685.5 US$ vs. 958.1 US$, p<0.05) were lower in patients with eosinophilia than those without eosinophilia.
Conclusion
Eosinophilia serves as a favorable marker for the severity of pneumonia, health-care consumption, and cost of medical care in patients with CAP and COPD.
10.Risk of Rapid Lung Function Decline in Young Adults With Chronic Obstructive Pulmonary Disease: A Community-Based Prospective Cohort Study
Sang Hyuk KIM ; Hyun LEE ; Hyonsoo JOO ; Hayoung CHOI ; Yun Su SIM ; Chin Kook RHEE ; Yong Bum PARK ; Youlim KIM ; Kwang Ha YOO
Journal of Korean Medical Science 2023;38(1):e3-
It is unclear whether young adults with chronic obstructive pulmonary disease (COPD) are at an increased risk of rapid lung function decline. A total of 2,934 Korean adults aged 40–49 years who had consecutive lung function measurements were included. COPD was defined as pre-bronchodilator forced expiratory volume in 1 second (FEV 1 )/forced vital capacity < lower limit of normal. The risk of rapid decline in FEV 1 , defined as ≥ 60 mL/year, was assessed using multivariable logistic regression analysis. In the multivariable model, a significantly higher risk of rapid decline in FEV 1 was observed for the COPD group compared with the non-COPD group (adjusted odds ratio, 1.89; 95% confidence interval, 1.18–2.95), which was especially significant in subjects with FEV 1 less than the median value (< 110%pred) (P interaction = 0.017) and inactive physical activity (P interaction = 0.039). In conclusion, the risk of rapid FEV 1 decline was higher in young adults with COPD than in those without COPD, especially in those with FEV 1 less than the median value and inactive physical activity.

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