1.Early Prediction of Mortality for Septic Patients Visiting Emergency Room Based on Explainable Machine Learning: A Real-World Multicenter Study
Sang Won PARK ; Na Young YEO ; Seonguk KANG ; Taejun HA ; Tae-Hoon KIM ; DooHee LEE ; Dowon KIM ; Seheon CHOI ; Minkyu KIM ; DongHoon LEE ; DoHyeon KIM ; Woo Jin KIM ; Seung-Joon LEE ; Yeon-Jeong HEO ; Da Hye MOON ; Seon-Sook HAN ; Yoon KIM ; Hyun-Soo CHOI ; Dong Kyu OH ; Su Yeon LEE ; MiHyeon PARK ; Chae-Man LIM ; Jeongwon HEO ; On behalf of the Korean Sepsis Alliance (KSA) Investigators
Journal of Korean Medical Science 2024;39(5):e53-
Background:
Worldwide, sepsis is the leading cause of death in hospitals. If mortality rates in patients with sepsis can be predicted early, medical resources can be allocated efficiently. We constructed machine learning (ML) models to predict the mortality of patients with sepsis in a hospital emergency department.
Methods:
This study prospectively collected nationwide data from an ongoing multicenter cohort of patients with sepsis identified in the emergency department. Patients were enrolled from 19 hospitals between September 2019 and December 2020. For acquired data from 3,657 survivors and 1,455 deaths, six ML models (logistic regression, support vector machine, random forest, extreme gradient boosting [XGBoost], light gradient boosting machine, and categorical boosting [CatBoost]) were constructed using fivefold cross-validation to predict mortality. Through these models, 44 clinical variables measured on the day of admission were compared with six sequential organ failure assessment (SOFA) components (PaO 2 /FIO 2 [PF], platelets (PLT), bilirubin, cardiovascular, Glasgow Coma Scale score, and creatinine).The confidence interval (CI) was obtained by performing 10,000 repeated measurements via random sampling of the test dataset. All results were explained and interpreted using Shapley’s additive explanations (SHAP).
Results:
Of the 5,112 participants, CatBoost exhibited the highest area under the curve (AUC) of 0.800 (95% CI, 0.756–0.840) using clinical variables. Using the SOFA components for the same patient, XGBoost exhibited the highest AUC of 0.678 (95% CI, 0.626–0.730). As interpreted by SHAP, albumin, lactate, blood urea nitrogen, and international normalization ratio were determined to significantly affect the results. Additionally, PF and PLTs in the SOFA component significantly influenced the prediction results.
Conclusion
Newly established ML-based models achieved good prediction of mortality in patients with sepsis. Using several clinical variables acquired at the baseline can provide more accurate results for early predictions than using SOFA components. Additionally, the impact of each variable was identified.
2.Synergistic Inhibition of Head and Neck Cancer Cell Proliferation by Combined Metformin and Radiotherapy Treatment
Jiyoung YEO ; Dong-Hyun LEE ; Ah Young BAE ; Da Hye MOON ; Jooin BANG ; Ji-Sun KIM ; Jun-Ook PARK
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):488-495
Background and Objectives:
Metformin, a commonly used antidiabetic drug, has been reported to exhibit promising anticancer effects across various tumor types. This study investigated the effectiveness of combining metformin with radiotherapy (RT) to treat head and neck squamous cell carcinoma (HNSCC).Materials and Method In vitro experiments were conducted in which FaDu and SCC-25 cells were treated with metformin, followed by irradiation. Cell proliferation was evaluated by MTT assay, and apoptosis was assessed by staining with annexin V-fluorescein isothiocyanate/ propidium iodide, followed by flow cytometry. Western blotting was performed to evaluate changes in apoptotic markers. In vivo experiments were performed using a murine AT-84 allograft model, where tumor volume was measured and serum samples were collected to assess the level of vascular endothelial growth factor (VEGF).
Results:
The combination of metformin and RT significantly reduced cell proliferation in a dose- and time-dependent manner, and led to a significant increase in the apoptotic rate, accompanied by the upregulation of cleaved caspase-8 and FoxO3, and the downregulation of Bcl-2. The combination treatment also exhibited antiangiogenic effects, as shown by the reduced hypoxia-inducible factor-1 alpha level and inhibited tube formation in the endothelial cells. The combined therapy in the mouse model led to marked decrease in tumor volume and the serum VEGF level in comparison to both the control group and the RT alone.
Conclusion
The concurrent use of metformin and RT successfully suppressed cell proliferation, triggered apoptosis, and increased the antiangiogenic effects in HNSCC. These results support the use of metformin as an adjunct to RT for the treatment of HNSCC.
3.Asparagi radix alleviates testosterone-induced benign prostatic hyperplasia by inhibiting5α-reductase activity and androgenreceptor signaling pathway
Hyun HWANGBO ; Hee-Jae CHA ; Min Yeong KIM ; Seon Yeong JI ; Da Hye KIM ; Jeong Sook NOH ; Tae Hee KIM ; Heui-Soo KIM ; Sung-Kwon MOON ; Gi-Young KIM ; Yung Hyun CHOI
Nutrition Research and Practice 2024;18(6):793-805
BACKGROUND/OBJECTIVES:
Recently, herbal medicines have gained attention for the treatment of benign prostatic hyperplasia (BPH), a common disease in elderly men. In this study, we aimed to determine the effect of ethanol extract of Asparagi radix (EAR), which is traditionally used to treat various diseases, on BPH development using a testosteroneinduced BPH model.MATERIALS/METHODS: Testosterone propionate (TP)-treated Sprague–Dawley rats were used to establish a BPH model in vivo. EAR was orally administered along with TP, and finasteride was used as a positive control. All rats were sacrificed at the end of the experiment, and pathological changes in the prostate tissue and levels of key biomarkers associated with BPH pathogenesis were assessed.
RESULTS:
Oral administration of EAR significantly inhibited TP-induced BPH by reducing the prostate weight, lumen size, and epithelial thickness in a concentration-dependent manner. EAR also significantly abrogated the expression of 5α-reductase type 2 (SRD5A2), proliferating cell nuclear antigen, and prostate-specific antigen (PSA) induced by TP.Additionally, serum levels of testosterone, dihydrotestosterone, and PSA were elevated in the TP-induced group but decreased in the EAR-treated group. EAR also decreased the expression levels of the androgen receptor (AR) and its coactivators in TP-induced BPH model rats.
CONCLUSION
Our findings revealed that EAR protected against BPH by inhibiting 5α-reductase activity and AR signaling pathway, suggesting its potential for BPH treatment.
4.Synergistic Inhibition of Head and Neck Cancer Cell Proliferation by Combined Metformin and Radiotherapy Treatment
Jiyoung YEO ; Dong-Hyun LEE ; Ah Young BAE ; Da Hye MOON ; Jooin BANG ; Ji-Sun KIM ; Jun-Ook PARK
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):488-495
Background and Objectives:
Metformin, a commonly used antidiabetic drug, has been reported to exhibit promising anticancer effects across various tumor types. This study investigated the effectiveness of combining metformin with radiotherapy (RT) to treat head and neck squamous cell carcinoma (HNSCC).Materials and Method In vitro experiments were conducted in which FaDu and SCC-25 cells were treated with metformin, followed by irradiation. Cell proliferation was evaluated by MTT assay, and apoptosis was assessed by staining with annexin V-fluorescein isothiocyanate/ propidium iodide, followed by flow cytometry. Western blotting was performed to evaluate changes in apoptotic markers. In vivo experiments were performed using a murine AT-84 allograft model, where tumor volume was measured and serum samples were collected to assess the level of vascular endothelial growth factor (VEGF).
Results:
The combination of metformin and RT significantly reduced cell proliferation in a dose- and time-dependent manner, and led to a significant increase in the apoptotic rate, accompanied by the upregulation of cleaved caspase-8 and FoxO3, and the downregulation of Bcl-2. The combination treatment also exhibited antiangiogenic effects, as shown by the reduced hypoxia-inducible factor-1 alpha level and inhibited tube formation in the endothelial cells. The combined therapy in the mouse model led to marked decrease in tumor volume and the serum VEGF level in comparison to both the control group and the RT alone.
Conclusion
The concurrent use of metformin and RT successfully suppressed cell proliferation, triggered apoptosis, and increased the antiangiogenic effects in HNSCC. These results support the use of metformin as an adjunct to RT for the treatment of HNSCC.
5.Asparagi radix alleviates testosterone-induced benign prostatic hyperplasia by inhibiting5α-reductase activity and androgenreceptor signaling pathway
Hyun HWANGBO ; Hee-Jae CHA ; Min Yeong KIM ; Seon Yeong JI ; Da Hye KIM ; Jeong Sook NOH ; Tae Hee KIM ; Heui-Soo KIM ; Sung-Kwon MOON ; Gi-Young KIM ; Yung Hyun CHOI
Nutrition Research and Practice 2024;18(6):793-805
BACKGROUND/OBJECTIVES:
Recently, herbal medicines have gained attention for the treatment of benign prostatic hyperplasia (BPH), a common disease in elderly men. In this study, we aimed to determine the effect of ethanol extract of Asparagi radix (EAR), which is traditionally used to treat various diseases, on BPH development using a testosteroneinduced BPH model.MATERIALS/METHODS: Testosterone propionate (TP)-treated Sprague–Dawley rats were used to establish a BPH model in vivo. EAR was orally administered along with TP, and finasteride was used as a positive control. All rats were sacrificed at the end of the experiment, and pathological changes in the prostate tissue and levels of key biomarkers associated with BPH pathogenesis were assessed.
RESULTS:
Oral administration of EAR significantly inhibited TP-induced BPH by reducing the prostate weight, lumen size, and epithelial thickness in a concentration-dependent manner. EAR also significantly abrogated the expression of 5α-reductase type 2 (SRD5A2), proliferating cell nuclear antigen, and prostate-specific antigen (PSA) induced by TP.Additionally, serum levels of testosterone, dihydrotestosterone, and PSA were elevated in the TP-induced group but decreased in the EAR-treated group. EAR also decreased the expression levels of the androgen receptor (AR) and its coactivators in TP-induced BPH model rats.
CONCLUSION
Our findings revealed that EAR protected against BPH by inhibiting 5α-reductase activity and AR signaling pathway, suggesting its potential for BPH treatment.
6.Synergistic Inhibition of Head and Neck Cancer Cell Proliferation by Combined Metformin and Radiotherapy Treatment
Jiyoung YEO ; Dong-Hyun LEE ; Ah Young BAE ; Da Hye MOON ; Jooin BANG ; Ji-Sun KIM ; Jun-Ook PARK
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):488-495
Background and Objectives:
Metformin, a commonly used antidiabetic drug, has been reported to exhibit promising anticancer effects across various tumor types. This study investigated the effectiveness of combining metformin with radiotherapy (RT) to treat head and neck squamous cell carcinoma (HNSCC).Materials and Method In vitro experiments were conducted in which FaDu and SCC-25 cells were treated with metformin, followed by irradiation. Cell proliferation was evaluated by MTT assay, and apoptosis was assessed by staining with annexin V-fluorescein isothiocyanate/ propidium iodide, followed by flow cytometry. Western blotting was performed to evaluate changes in apoptotic markers. In vivo experiments were performed using a murine AT-84 allograft model, where tumor volume was measured and serum samples were collected to assess the level of vascular endothelial growth factor (VEGF).
Results:
The combination of metformin and RT significantly reduced cell proliferation in a dose- and time-dependent manner, and led to a significant increase in the apoptotic rate, accompanied by the upregulation of cleaved caspase-8 and FoxO3, and the downregulation of Bcl-2. The combination treatment also exhibited antiangiogenic effects, as shown by the reduced hypoxia-inducible factor-1 alpha level and inhibited tube formation in the endothelial cells. The combined therapy in the mouse model led to marked decrease in tumor volume and the serum VEGF level in comparison to both the control group and the RT alone.
Conclusion
The concurrent use of metformin and RT successfully suppressed cell proliferation, triggered apoptosis, and increased the antiangiogenic effects in HNSCC. These results support the use of metformin as an adjunct to RT for the treatment of HNSCC.
7.Asparagi radix alleviates testosterone-induced benign prostatic hyperplasia by inhibiting5α-reductase activity and androgenreceptor signaling pathway
Hyun HWANGBO ; Hee-Jae CHA ; Min Yeong KIM ; Seon Yeong JI ; Da Hye KIM ; Jeong Sook NOH ; Tae Hee KIM ; Heui-Soo KIM ; Sung-Kwon MOON ; Gi-Young KIM ; Yung Hyun CHOI
Nutrition Research and Practice 2024;18(6):793-805
BACKGROUND/OBJECTIVES:
Recently, herbal medicines have gained attention for the treatment of benign prostatic hyperplasia (BPH), a common disease in elderly men. In this study, we aimed to determine the effect of ethanol extract of Asparagi radix (EAR), which is traditionally used to treat various diseases, on BPH development using a testosteroneinduced BPH model.MATERIALS/METHODS: Testosterone propionate (TP)-treated Sprague–Dawley rats were used to establish a BPH model in vivo. EAR was orally administered along with TP, and finasteride was used as a positive control. All rats were sacrificed at the end of the experiment, and pathological changes in the prostate tissue and levels of key biomarkers associated with BPH pathogenesis were assessed.
RESULTS:
Oral administration of EAR significantly inhibited TP-induced BPH by reducing the prostate weight, lumen size, and epithelial thickness in a concentration-dependent manner. EAR also significantly abrogated the expression of 5α-reductase type 2 (SRD5A2), proliferating cell nuclear antigen, and prostate-specific antigen (PSA) induced by TP.Additionally, serum levels of testosterone, dihydrotestosterone, and PSA were elevated in the TP-induced group but decreased in the EAR-treated group. EAR also decreased the expression levels of the androgen receptor (AR) and its coactivators in TP-induced BPH model rats.
CONCLUSION
Our findings revealed that EAR protected against BPH by inhibiting 5α-reductase activity and AR signaling pathway, suggesting its potential for BPH treatment.
8.Therapeutic Potential of Hongjam in A Diethylnitrosamine and Thioacetamide-induced Hepatocellular Carcinoma Mouse Model
Young-Min HAN ; Hye-Rin AHN ; Da-Young LEE ; Moon-Young SONG ; Seung-Won LEE ; You-Kyung JANG ; Byeong Yeob JEON ; Eun-Hee KIM
Journal of Cancer Prevention 2024;29(4):165-174
Hepatocellular carcinoma (HCC) is the most common and lethal type of primary liver cancer, frequently arising from chronic liver injury and inflammation. Despite treatment advancements, HCC prognosis remains poor, emphasizing the need for effective preventive and therapeutic strategies. This study investigates the hepatoprotective and anti-tumor effects of Hongjam, a steamed freeze-dried silkworm powder, in a diethylnitrosamine (DEN) and thioacetamide (TAA)-induced HCC mouse model. Mice were administered DEN intraperitoneally for 8 weeks, followed by TAA in drinking water for 9 weeks, with Hongjam supplementation (0.01, 0.1, and 1 g/kg) provided daily through food. Hongjam markedly reduced the tumor incidence, the size, and the histological lesions compared to the DEN/TAA group. Serum biochemical analysis revealed reduction in liver damage markers, including alkaline phosphatase, alanine aminotransferase, aspartate aminotransferase, and total bilirubin, with a notable decrease in total bilirubin surpassing. Immunohistochemical and Western blot analyses demonstrated that Hongjam downregulated expression of proliferation markers, including Ki67, phosphorylation of protein kinase B, and proliferating cell nuclear antigen, while upregulating the pro-apoptotic protein Bcl-2-associated X protein, indicating its dual role in suppressing proliferation and promoting apoptosis. Furthermore, Hongjam inhibited angiogenesis by suppressing the expression of key markers, including interleukin 6, VEGF, hypoxia-inducible factor-1 subunit alpha, platelet-derived growth factor subunit beta, matrix metalloproteinase-2, and cluster of differentiation 31, thereby disrupting the tumor microenvironment. These findings suggest that Hongjam exerts multifaceted protective effects against HCC by targeting proliferation, apoptosis, and angiogenesis pathways, while also mitigating liver damage. This study highlights the potential of Hongjam as a functional food or a complementary therapeutic agent for HCC prevention and management.
9.Therapeutic Potential of Hongjam in A Diethylnitrosamine and Thioacetamide-induced Hepatocellular Carcinoma Mouse Model
Young-Min HAN ; Hye-Rin AHN ; Da-Young LEE ; Moon-Young SONG ; Seung-Won LEE ; You-Kyung JANG ; Byeong Yeob JEON ; Eun-Hee KIM
Journal of Cancer Prevention 2024;29(4):165-174
Hepatocellular carcinoma (HCC) is the most common and lethal type of primary liver cancer, frequently arising from chronic liver injury and inflammation. Despite treatment advancements, HCC prognosis remains poor, emphasizing the need for effective preventive and therapeutic strategies. This study investigates the hepatoprotective and anti-tumor effects of Hongjam, a steamed freeze-dried silkworm powder, in a diethylnitrosamine (DEN) and thioacetamide (TAA)-induced HCC mouse model. Mice were administered DEN intraperitoneally for 8 weeks, followed by TAA in drinking water for 9 weeks, with Hongjam supplementation (0.01, 0.1, and 1 g/kg) provided daily through food. Hongjam markedly reduced the tumor incidence, the size, and the histological lesions compared to the DEN/TAA group. Serum biochemical analysis revealed reduction in liver damage markers, including alkaline phosphatase, alanine aminotransferase, aspartate aminotransferase, and total bilirubin, with a notable decrease in total bilirubin surpassing. Immunohistochemical and Western blot analyses demonstrated that Hongjam downregulated expression of proliferation markers, including Ki67, phosphorylation of protein kinase B, and proliferating cell nuclear antigen, while upregulating the pro-apoptotic protein Bcl-2-associated X protein, indicating its dual role in suppressing proliferation and promoting apoptosis. Furthermore, Hongjam inhibited angiogenesis by suppressing the expression of key markers, including interleukin 6, VEGF, hypoxia-inducible factor-1 subunit alpha, platelet-derived growth factor subunit beta, matrix metalloproteinase-2, and cluster of differentiation 31, thereby disrupting the tumor microenvironment. These findings suggest that Hongjam exerts multifaceted protective effects against HCC by targeting proliferation, apoptosis, and angiogenesis pathways, while also mitigating liver damage. This study highlights the potential of Hongjam as a functional food or a complementary therapeutic agent for HCC prevention and management.
10.Synergistic Inhibition of Head and Neck Cancer Cell Proliferation by Combined Metformin and Radiotherapy Treatment
Jiyoung YEO ; Dong-Hyun LEE ; Ah Young BAE ; Da Hye MOON ; Jooin BANG ; Ji-Sun KIM ; Jun-Ook PARK
Korean Journal of Otolaryngology - Head and Neck Surgery 2024;67(9):488-495
Background and Objectives:
Metformin, a commonly used antidiabetic drug, has been reported to exhibit promising anticancer effects across various tumor types. This study investigated the effectiveness of combining metformin with radiotherapy (RT) to treat head and neck squamous cell carcinoma (HNSCC).Materials and Method In vitro experiments were conducted in which FaDu and SCC-25 cells were treated with metformin, followed by irradiation. Cell proliferation was evaluated by MTT assay, and apoptosis was assessed by staining with annexin V-fluorescein isothiocyanate/ propidium iodide, followed by flow cytometry. Western blotting was performed to evaluate changes in apoptotic markers. In vivo experiments were performed using a murine AT-84 allograft model, where tumor volume was measured and serum samples were collected to assess the level of vascular endothelial growth factor (VEGF).
Results:
The combination of metformin and RT significantly reduced cell proliferation in a dose- and time-dependent manner, and led to a significant increase in the apoptotic rate, accompanied by the upregulation of cleaved caspase-8 and FoxO3, and the downregulation of Bcl-2. The combination treatment also exhibited antiangiogenic effects, as shown by the reduced hypoxia-inducible factor-1 alpha level and inhibited tube formation in the endothelial cells. The combined therapy in the mouse model led to marked decrease in tumor volume and the serum VEGF level in comparison to both the control group and the RT alone.
Conclusion
The concurrent use of metformin and RT successfully suppressed cell proliferation, triggered apoptosis, and increased the antiangiogenic effects in HNSCC. These results support the use of metformin as an adjunct to RT for the treatment of HNSCC.

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