1.GPC3-mediated lysosome-targeting chimeras (GLTACs) for targeted degradation of membrane proteins.
Yuxin FANG ; Yaojin ZHU ; Wei WANG ; Zhewei XIA ; Shipeng HE ; Guoqiang DONG ; Chunquan SHENG
Acta Pharmaceutica Sinica B 2025;15(4):2156-2169
Membrane protein degradation is a cutting-edge field in targeted protein degradation (TPD). Herein, we developed glypican-3 (GPC3)-mediated lysosome-targeting chimeras (GLTACs) as a novel strategy for the targeted degradation of tumor-specific membrane proteins. GLTACs utilize tumor-specific expression and endocytosis properties of GPC3 to degrade membrane proteins. By conjugating a GPC3-targeting peptide with the ligand of protein of interest (POI), GLTACs induce the formation of a ternary complex that is internalized into lysosomes, leading to the degradation of the POI. The effectiveness and specificity of GLTACs were validated by designing PD-L1, c-Met, and FGFR1 degraders. In particular, GLTAC WP0 potently degraded PD-L1 and induced T-cell-mediated tumor killing against HepG2 cells, highlighting the potential therapeutic applications. The development of GLTAC technology expands the scope of TPD strategies and opens new avenues for discovering novel therapeutic modalities against challenging protein targets.
2.Spatial distribution changes of CD69 + T in hepatocellular carcinoma after immunotherapy and its significance
Ju MA ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Shipeng LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(3):202-207
Objective:To investigate changes in the density and spatial distribution of CD69 + T cells within hepatocellular carcinoma tissues following immune checkpoint blockade (ICB) therapy, and to explore their correlation with tumor infiltrating immune cell. Methods:Tumor specimens were collected from 12 patients with hepatocellular carcinoma who were admitted to the Department of Hepatobiliary and Pancreatic Surgery of People's Hospital of Zhengzhou University and the First Affiliated Hospital of Zhengzhou University from July 2023 to July 2024. There were 10 males and 2 females, aged (58.5±5.6) years. Of the 12 patients, 6 cases underwent radical surgery directly and 6 underwent radical surgery after immunotherapy. The maximum tumor diameter and tumor volume of the immunotherapy group were measured by imaging. The density and distribution of immune cells such as CD8 + CD69 + T, CD4 + CD69 + T and programmed death-1 (PD-1) were detected by immunohistochemistry and immunofluorescence. The number of immune cells around the target cells was calculated to evaluate the effective score, and the intercellular distance was measured to evaluate the intercellular interaction. Results:The maximum tumor diameter and tumor volume of 6 patients after immunotherapy were lower than before treatment, and the differences were statistically significant (all P<0.05). The density of PD1 + cells in the immunotherapy group was 36.6 (25.9, 55.9) cells/mm 2, which was less than that in the control group 53.9 (38.3, 84.5) cells/mm 2, and the difference was statistically significant ( Z=-2.66, P=0.008). In the control group, the number of CD8 + CD69 + T cells was positively correlated with CD8 + PD1 + T cells and CD8 + PD1 + CD103 + T cells, and the correlation coefficients were 0.42 and 0.40, respectively ( P=0.001, 0.002). The effective scores of CD8 + CD69 + T cells and CD8 + PD1 + T, CD4 + CD103 + T, CD4 + PD1 + CD103 + T and CD8 + PD1 + CD103 + T cells in the above three areas in the immunotherapy group were lower than those in the control group, with statistical significance (all P<0.05). The distance between CD8 + CD69 + T and CD4 + CD69 + CD103 + T cells in the interface area of the control group was closer than that of the immunotherapy group, and the difference was statistically significant ( t=2.67, P=0.009). Conclusion:After immunotherapy in hepatocellular carcinoma patients, PD-1+ cells and immune cells around CD8 + CD69 + T cells decreased, and this change was related to the distance between CD8 + CD103 + T cells.
3.Efficacy of surgical resection and radiofrequency ablation in the treatment of difficult-to-reach hepatocellular carcinoma
Ju MA ; Yongnian REN ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Jinhui ZHAN ; Shipeng LI ; Dongxiao LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(6):433-437
Objective:To compare the efficacy of surgical resection and radiofrequency ablation (RFA) treatment for China liver cancer staging (CNLC) Ia hepatocellular carcinoma (HCC) at difficult-to-reach locations.Methods:A retrospective analysis was conducted on the clinical data of 114 patients with CNLC Ia HCC at Ⅶ、Ⅷ、Ⅳb or Ⅰ segments that were difficult-to-reach locations who were admitted to People's Hospital of Zhengzhou University from December 2018 to December 2023. Among the patients, 85 were males and 29 were females, aged (58.1±1.0) years. The patients were divided into two groups: a RFA group with 31 cases and a surgical resection group with 83 cases. Compare the levels of alanine transaminase (ALT) and aspartate transaminase (AST) before and after surgery, the surgical time, intraoperative blood loss, postoperative hospital stay, postoperative complications, recurrence free survival rate, and cumulative survival rate between the two groups.Results:The comparison of age, gender, ALT, and AST between the two groups showed no statistically significant differences (all P>0.05). The differences in ALT and AST levels before and after surgery in the RFA group were (134.8±38.7) U/L and (195.1±53.9) U/L, respectively, which were significantly lower than those in the surgical resection group [(226.8±17.9) U/L and (229.5±16.2) U/L] ( t=-2.45 and -1.12, P=0.016 and 0.041). The RFA group had shorter operation time [(69.2±11.7) min vs. (210.6±8.9) min], less intraoperative blood loss [(8.7±3.8) ml vs. (238.6±20.8) ml], and shorter postoperative hospital stays [(6.4±1.0) d vs. (13.1±0.4) d] compared to the surgical resection group, with all differences statistically significant (all P<0.05). The overall complication rates were 19.4% (6/31) in the RFA group and 22.9% (19/83) in the surgical resection group, showing no significant difference ( χ2=0.16, P=0.685). No statistically significant diffe-rence was found in recurrence-free survival rates between the two groups ( χ2=0.13, P=0.717). Similarly, there was no statistically significant difference in cumulative survival rates between the groups ( χ2<0.01, P=0.978). Conclusion:For HCC at CNLC Ⅰa in challenging locations, RFA demonstrated shorter operation time and postoperative hospital stay, less intraoperative bleeding, and superior liver function recovery compared with surgical resection, while no significant difference was observed in survival outcomes between the two treatment groups.
4.Mechanism by which IRF1 affects hepatic ischemia-reperfusion injury by regulating the polarization of Kupffer cells
Jingbo YANG ; Hao HUANG ; Feng ZHANG ; Liying SUN ; Liuxin ZHOU ; Haiming ZHANG ; Shipeng LI ; Zhijun ZHU ; Yamin ZHANG
Chinese Journal of Hepatobiliary Surgery 2025;31(4):290-295
Objective:To explore the molecular mechanism by which interferon regulatory factor 1 (IRF1) affects hepatic ischemia-reperfusion injury (HIRI) by regulating the polarization of Kupffer cells.Methods:Twelve male healthy C57BL/6 wild-type mice weighing 20-25 g and aged 6-8 weeks were divided into a sham operation group ( n=6) and a HIRI group ( n=6); Twelve male healthy C57BL/6 IRF1 gene knockout (IRF1 -/-) mice weighing 20-25 g and aged 6-8 weeks were divided into a sham operation IRF1 -/- group ( n=6) and a HIRI IRF1 -/- group ( n=6). The levels of serum alanine transaminase (ALT) and aspartate transaminase (AST) in mice were measured, and hematoxylin-eosin (HE) staining of liver tissues was performed for Suzuki scoring to evaluate liver injury. Fluorescence quantitative polymerase chain reaction (qRT-PCR) was used to evaluate the mRNA levels of IRF1 and tumor necrosis factor α (TNFα) in liver tissues. Flow cytometry and qRT-PCR were used to detect the proportion and functional changes of M1/M2-type Kupffer cells in liver tissues. IRF1 was overexpressed or knocked down in the mononuclear macrophage cell line ANA1, and a co-culture and hypoxia-reoxygenation system with the hepatocyte cell line AML12 was established. Flow cytometry was used to detect the apoptosis of AML12 cells. Results:At 12 hours after hepatic ischemia-reperfusion in wild-type mice, the liver tissue injury was the most severe. Compared with the sham operation group, the levels of serum ALT [(8 073±83) U/L vs. (81±19) U/L, q=13.59] and AST [(11 170±2 890) U/L vs. (412±210) U/L, q=13.77] in the HIRI group were significantly higher, and the differences were statistically significant (both P<0.001). The Suzuki score reached 5-6 points. At 12 hours after hepatic ischemia-reperfusion in IRF1 gene knockout mice, the liver tissue injury was not obvious. There were no significant differences in the levels of serum ALT [668 (514, 2 344) U/L vs. 254 (147, 285) U/L, q=2.52, P=0.348] and AST [1 936 (1 262, 2 003) U/L vs. 628 (423, 759) U/L, q=1.22, P=0.824] between the HIRI IRF1 -/- group and the sham operation IRF1 -/- group. Compared with the HIRI group, the ratio of M1/M2-type Kupffer cells in the liver of the HIRI IRF1 -/- group decreased [(0.958±0.090) vs. (2.788±0.258), q=2.06, P<0.0001], and the mRNA expression of TNFα decreased [(4.363±0.393) vs. (12.900±5.504), q=5.59, P=0.018], and the differences between the two groups were statistically significant. In the co-culture and hypoxia-reoxygenation experiment using ANA1 cells overexpressing IRF1 and AML12 cells, the proportion of AML12 hepatocytes in late apoptosis was higher than that in the control group [(14.05±4.25) vs. (3.15±1.16), t=2.85, P=0.047], and the difference was statistically significant. In contrast, when the expression of IRF1 was knocked down, the proportion of apoptotic AML12 cells decreased [(9.26±3.04) vs. (13.36±4.64), t=2.15, P=0.098], but the difference was not statistically significant. Conclusion:The IRF1 protein can regulate the polarization of Kupffer cells into M1-type macrophages, promote the inflammatory injury of the liver tissue after ischemia-reperfusion, and increase the apoptosis of hepatocytes.
5.Effects of electroacupuncture on early enteral nutrition tolerance and autonomic nerve activity in patients with acute pancreatitis.
Dong CHEN ; Yingxin LI ; Shipeng ZHU ; Mengqian YUAN ; Yanxia GENG ; Luyao ZHANG ; Xiaoyang LIAN ; Guanwen GONG
Chinese Acupuncture & Moxibustion 2025;45(11):1549-1555
OBJECTIVE:
To observe the therapeutic effect of electroacupuncture (EA) in improving early enteral nutrition tolerance in patients with acute pancreatitis (AP) under the concept of accelerated rehabilitation, and to explore the related mechanism based on the changes in autonomic nerve characteristics.
METHODS:
A total of 42 patients with AP were randomized into an observation group (21 cases, 1 case dropped out) and a control group (21 cases, 1 case dropped out). The control group received standard basic treatment for AP. On the basis of the treatment in the control group, EA was applied in the observation group, bilateral Zusanli (ST36), Yixian point (Extra), Tianshu (ST25), Neiguan (PC6) and Zhongwan (CV12) were selected as the main points, and the supplementary points were selected according to syndrome differentiation. Ipsilateral Zusanli (ST36) and Yixian point (Extra) were connected to EA, using discontinuous wave, in frequency of 2 Hz, 30 min a time, once a day for 6 continuous days. The enteral nutrition tolerance score was observed before treatment and after 3 and 5 days of treatment; the visual analogue scale (VAS) score for abdominal pain was observed before treatment and after 3 days of treatment; the time of reaching the feeding goal and hospital stay was recorded; the levels of C-reactive protein (CRP) and amylase were measured before treatment and after 5 days of treatment; the heart rate variability (HRV) indexes (standard deviation of NN intervals [SDNN], average standard deviation of NN intervals [SDANN], root mean square of successive NN interval differences [rMSSD], low frequency [LF] and high frequency [HF], ratio of low frequency to high frequency [LF/HF]) were monitored in the two groups.
RESULTS:
After 3 and 5 days of treatment, the enteral nutrition tolerance scores were decreased compared with those before treatment in both groups (P<0.01), the reductions in the observation group were larger than those in the control group (P<0.01). After 3 days of treatment, the VAS scores for abdominal pain were decreased compared with those before treatment in both groups (P<0.01), the reduction in the observation group was larger than that in the control group (P<0.01). The time of reaching the feeding goal and hospital stay in the observation group was shorter than that in the control group (P<0.05). After 5 days of treatment, the CRP and amylase levels were decreased compared with those before treatment in both groups (P<0.01), the reduction of CRP level in the observation group was larger than that in the control group (P<0.01). In the observation group, SDNN, SDANN and LF/HF were lower than those in the control group (P<0.05, P<0.01), while rMSSD was higher than that in the control group (P<0.01). SDNN, SDANN and LF/HF were positively correlated with the enteral nutrition tolerance scores after 3 and 5 days of treatment (P<0.05), while rMSSD was negatively correlated with the enteral nutrition tolerance scores after 3 and 5 days of treatment (P<0.01).
CONCLUSION
Electroacupuncture can improve enteral nutrition tolerance in patients with AP by regulating autonomic nervous function, alleviating the inflammation, promoting accelerated recovery, and reducing the length of hospital stay.
Humans
;
Electroacupuncture
;
Male
;
Female
;
Enteral Nutrition
;
Middle Aged
;
Adult
;
Pancreatitis/physiopathology*
;
Aged
;
Acupuncture Points
;
Young Adult
;
Acute Disease/therapy*
;
Autonomic Pathways/physiopathology*
6.Efficacy of surgical resection and radiofrequency ablation in the treatment of difficult-to-reach hepatocellular carcinoma
Ju MA ; Yongnian REN ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Jinhui ZHAN ; Shipeng LI ; Dongxiao LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(6):433-437
Objective:To compare the efficacy of surgical resection and radiofrequency ablation (RFA) treatment for China liver cancer staging (CNLC) Ia hepatocellular carcinoma (HCC) at difficult-to-reach locations.Methods:A retrospective analysis was conducted on the clinical data of 114 patients with CNLC Ia HCC at Ⅶ、Ⅷ、Ⅳb or Ⅰ segments that were difficult-to-reach locations who were admitted to People's Hospital of Zhengzhou University from December 2018 to December 2023. Among the patients, 85 were males and 29 were females, aged (58.1±1.0) years. The patients were divided into two groups: a RFA group with 31 cases and a surgical resection group with 83 cases. Compare the levels of alanine transaminase (ALT) and aspartate transaminase (AST) before and after surgery, the surgical time, intraoperative blood loss, postoperative hospital stay, postoperative complications, recurrence free survival rate, and cumulative survival rate between the two groups.Results:The comparison of age, gender, ALT, and AST between the two groups showed no statistically significant differences (all P>0.05). The differences in ALT and AST levels before and after surgery in the RFA group were (134.8±38.7) U/L and (195.1±53.9) U/L, respectively, which were significantly lower than those in the surgical resection group [(226.8±17.9) U/L and (229.5±16.2) U/L] ( t=-2.45 and -1.12, P=0.016 and 0.041). The RFA group had shorter operation time [(69.2±11.7) min vs. (210.6±8.9) min], less intraoperative blood loss [(8.7±3.8) ml vs. (238.6±20.8) ml], and shorter postoperative hospital stays [(6.4±1.0) d vs. (13.1±0.4) d] compared to the surgical resection group, with all differences statistically significant (all P<0.05). The overall complication rates were 19.4% (6/31) in the RFA group and 22.9% (19/83) in the surgical resection group, showing no significant difference ( χ2=0.16, P=0.685). No statistically significant diffe-rence was found in recurrence-free survival rates between the two groups ( χ2=0.13, P=0.717). Similarly, there was no statistically significant difference in cumulative survival rates between the groups ( χ2<0.01, P=0.978). Conclusion:For HCC at CNLC Ⅰa in challenging locations, RFA demonstrated shorter operation time and postoperative hospital stay, less intraoperative bleeding, and superior liver function recovery compared with surgical resection, while no significant difference was observed in survival outcomes between the two treatment groups.
7.Mechanism by which IRF1 affects hepatic ischemia-reperfusion injury by regulating the polarization of Kupffer cells
Jingbo YANG ; Hao HUANG ; Feng ZHANG ; Liying SUN ; Liuxin ZHOU ; Haiming ZHANG ; Shipeng LI ; Zhijun ZHU ; Yamin ZHANG
Chinese Journal of Hepatobiliary Surgery 2025;31(4):290-295
Objective:To explore the molecular mechanism by which interferon regulatory factor 1 (IRF1) affects hepatic ischemia-reperfusion injury (HIRI) by regulating the polarization of Kupffer cells.Methods:Twelve male healthy C57BL/6 wild-type mice weighing 20-25 g and aged 6-8 weeks were divided into a sham operation group ( n=6) and a HIRI group ( n=6); Twelve male healthy C57BL/6 IRF1 gene knockout (IRF1 -/-) mice weighing 20-25 g and aged 6-8 weeks were divided into a sham operation IRF1 -/- group ( n=6) and a HIRI IRF1 -/- group ( n=6). The levels of serum alanine transaminase (ALT) and aspartate transaminase (AST) in mice were measured, and hematoxylin-eosin (HE) staining of liver tissues was performed for Suzuki scoring to evaluate liver injury. Fluorescence quantitative polymerase chain reaction (qRT-PCR) was used to evaluate the mRNA levels of IRF1 and tumor necrosis factor α (TNFα) in liver tissues. Flow cytometry and qRT-PCR were used to detect the proportion and functional changes of M1/M2-type Kupffer cells in liver tissues. IRF1 was overexpressed or knocked down in the mononuclear macrophage cell line ANA1, and a co-culture and hypoxia-reoxygenation system with the hepatocyte cell line AML12 was established. Flow cytometry was used to detect the apoptosis of AML12 cells. Results:At 12 hours after hepatic ischemia-reperfusion in wild-type mice, the liver tissue injury was the most severe. Compared with the sham operation group, the levels of serum ALT [(8 073±83) U/L vs. (81±19) U/L, q=13.59] and AST [(11 170±2 890) U/L vs. (412±210) U/L, q=13.77] in the HIRI group were significantly higher, and the differences were statistically significant (both P<0.001). The Suzuki score reached 5-6 points. At 12 hours after hepatic ischemia-reperfusion in IRF1 gene knockout mice, the liver tissue injury was not obvious. There were no significant differences in the levels of serum ALT [668 (514, 2 344) U/L vs. 254 (147, 285) U/L, q=2.52, P=0.348] and AST [1 936 (1 262, 2 003) U/L vs. 628 (423, 759) U/L, q=1.22, P=0.824] between the HIRI IRF1 -/- group and the sham operation IRF1 -/- group. Compared with the HIRI group, the ratio of M1/M2-type Kupffer cells in the liver of the HIRI IRF1 -/- group decreased [(0.958±0.090) vs. (2.788±0.258), q=2.06, P<0.0001], and the mRNA expression of TNFα decreased [(4.363±0.393) vs. (12.900±5.504), q=5.59, P=0.018], and the differences between the two groups were statistically significant. In the co-culture and hypoxia-reoxygenation experiment using ANA1 cells overexpressing IRF1 and AML12 cells, the proportion of AML12 hepatocytes in late apoptosis was higher than that in the control group [(14.05±4.25) vs. (3.15±1.16), t=2.85, P=0.047], and the difference was statistically significant. In contrast, when the expression of IRF1 was knocked down, the proportion of apoptotic AML12 cells decreased [(9.26±3.04) vs. (13.36±4.64), t=2.15, P=0.098], but the difference was not statistically significant. Conclusion:The IRF1 protein can regulate the polarization of Kupffer cells into M1-type macrophages, promote the inflammatory injury of the liver tissue after ischemia-reperfusion, and increase the apoptosis of hepatocytes.
8.Spatial distribution changes of CD69 + T in hepatocellular carcinoma after immunotherapy and its significance
Ju MA ; Ying ZHU ; Yang XU ; Wensen WANG ; Xinyan ZHU ; Shipeng LI ; Liancai WANG ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2025;31(3):202-207
Objective:To investigate changes in the density and spatial distribution of CD69 + T cells within hepatocellular carcinoma tissues following immune checkpoint blockade (ICB) therapy, and to explore their correlation with tumor infiltrating immune cell. Methods:Tumor specimens were collected from 12 patients with hepatocellular carcinoma who were admitted to the Department of Hepatobiliary and Pancreatic Surgery of People's Hospital of Zhengzhou University and the First Affiliated Hospital of Zhengzhou University from July 2023 to July 2024. There were 10 males and 2 females, aged (58.5±5.6) years. Of the 12 patients, 6 cases underwent radical surgery directly and 6 underwent radical surgery after immunotherapy. The maximum tumor diameter and tumor volume of the immunotherapy group were measured by imaging. The density and distribution of immune cells such as CD8 + CD69 + T, CD4 + CD69 + T and programmed death-1 (PD-1) were detected by immunohistochemistry and immunofluorescence. The number of immune cells around the target cells was calculated to evaluate the effective score, and the intercellular distance was measured to evaluate the intercellular interaction. Results:The maximum tumor diameter and tumor volume of 6 patients after immunotherapy were lower than before treatment, and the differences were statistically significant (all P<0.05). The density of PD1 + cells in the immunotherapy group was 36.6 (25.9, 55.9) cells/mm 2, which was less than that in the control group 53.9 (38.3, 84.5) cells/mm 2, and the difference was statistically significant ( Z=-2.66, P=0.008). In the control group, the number of CD8 + CD69 + T cells was positively correlated with CD8 + PD1 + T cells and CD8 + PD1 + CD103 + T cells, and the correlation coefficients were 0.42 and 0.40, respectively ( P=0.001, 0.002). The effective scores of CD8 + CD69 + T cells and CD8 + PD1 + T, CD4 + CD103 + T, CD4 + PD1 + CD103 + T and CD8 + PD1 + CD103 + T cells in the above three areas in the immunotherapy group were lower than those in the control group, with statistical significance (all P<0.05). The distance between CD8 + CD69 + T and CD4 + CD69 + CD103 + T cells in the interface area of the control group was closer than that of the immunotherapy group, and the difference was statistically significant ( t=2.67, P=0.009). Conclusion:After immunotherapy in hepatocellular carcinoma patients, PD-1+ cells and immune cells around CD8 + CD69 + T cells decreased, and this change was related to the distance between CD8 + CD103 + T cells.
9.A machine learning model to predict the risk of liver dysfunction after hepatectomy in patients with hilar cholangiocarcinoma
Changqian TANG ; Bingyao LI ; Yongnian REN ; Hengli ZHU ; Yuqi GUO ; Dongxiao LI ; Yafeng WANG ; Shipeng LI ; Deyu LI ; Liancai WANG
Chinese Journal of Hepatobiliary Surgery 2024;30(12):897-902
Objective:To establish a machine learning model to predict the risk of post hepatectomy liver dysfunction (PHLD) in patients with hilar cholangiocarcinoma (HCCA).Methods:Clinical data of 203 patients with HCCA undergoing open radical hemihepatectomy in Henan University People's Hospital from January 2017 to December 2023 were retrospectively analyzed, including 112 males and 91 females, aged 63 (55, 69) years. According to the diagnostic criteria for PHLD, patients were divided into two groups: PHLD group ( n=45) and non-PHLD group ( n=158). Clinical data such as age, sex, neutrophil count (NEU), systemic immunoinflammatory index (SII), nutritional prognosis index (PNI), neutrophil to lymphocyte ratio (NLR), operative time and complications were compared between the two groups. The variables with statistically significant difference between the two groups were included in seven machine learning models, namely logistic regression, random forest, extreme gradient boosting, light gradient boosting, decision tree, gaussian naive bayes and support vector machine. The area under receiver operating characteristic curve optimization model was adopted, and Shapliga sum-interpretation method (SHAP) was used to analyze and interpret the final optimal model. Results:There were statistically significant differences in age, preoperative data including management of jaundice, albumin, total bilirubin, aspartate aminotransferase, NEU, SII, PNI, and NLR, operative time, postoperative complication of Dindo-Clavien≥Grade Ⅲ, and the ratio of FLR/TLV between in the two groups (all P<0.05). Finally, it was determined that the prediction performance of the extreme gradient boosting model was the best, with an area under curve of 0.888 (95% CI: 0.776-0.985), an accuracy of 0.854, a sensitivity of 0.506, a specificity of 0.965, an F1 value of 0.625, and a Kappa value of 0.519. SHAP analysis of the extreme gradient boosting model showed that total bilirubin on admission, operation time, postoperative complication of Dindo-Clavien≥grade Ⅲ, SII and NEU were five important factors of this model, which were positively correlated with the occurrence of PHLD in HCCA patients. Conclusion:The extreme gradient boosting model established in this study has a good predictive performance and stability for PHLD in HCCA patients.
10.A machine learning model to predict the risk of liver dysfunction after hepatectomy in patients with hilar cholangiocarcinoma
Changqian TANG ; Bingyao LI ; Yongnian REN ; Hengli ZHU ; Yuqi GUO ; Dongxiao LI ; Yafeng WANG ; Shipeng LI ; Deyu LI ; Liancai WANG
Chinese Journal of Hepatobiliary Surgery 2024;30(12):897-902
Objective:To establish a machine learning model to predict the risk of post hepatectomy liver dysfunction (PHLD) in patients with hilar cholangiocarcinoma (HCCA).Methods:Clinical data of 203 patients with HCCA undergoing open radical hemihepatectomy in Henan University People's Hospital from January 2017 to December 2023 were retrospectively analyzed, including 112 males and 91 females, aged 63 (55, 69) years. According to the diagnostic criteria for PHLD, patients were divided into two groups: PHLD group ( n=45) and non-PHLD group ( n=158). Clinical data such as age, sex, neutrophil count (NEU), systemic immunoinflammatory index (SII), nutritional prognosis index (PNI), neutrophil to lymphocyte ratio (NLR), operative time and complications were compared between the two groups. The variables with statistically significant difference between the two groups were included in seven machine learning models, namely logistic regression, random forest, extreme gradient boosting, light gradient boosting, decision tree, gaussian naive bayes and support vector machine. The area under receiver operating characteristic curve optimization model was adopted, and Shapliga sum-interpretation method (SHAP) was used to analyze and interpret the final optimal model. Results:There were statistically significant differences in age, preoperative data including management of jaundice, albumin, total bilirubin, aspartate aminotransferase, NEU, SII, PNI, and NLR, operative time, postoperative complication of Dindo-Clavien≥Grade Ⅲ, and the ratio of FLR/TLV between in the two groups (all P<0.05). Finally, it was determined that the prediction performance of the extreme gradient boosting model was the best, with an area under curve of 0.888 (95% CI: 0.776-0.985), an accuracy of 0.854, a sensitivity of 0.506, a specificity of 0.965, an F1 value of 0.625, and a Kappa value of 0.519. SHAP analysis of the extreme gradient boosting model showed that total bilirubin on admission, operation time, postoperative complication of Dindo-Clavien≥grade Ⅲ, SII and NEU were five important factors of this model, which were positively correlated with the occurrence of PHLD in HCCA patients. Conclusion:The extreme gradient boosting model established in this study has a good predictive performance and stability for PHLD in HCCA patients.

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