1.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
2.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
3.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
4.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
5.Identification of chemical components and determination of vitexin in the raw powder of Tongluo Shenggu capsule
Gelin WU ; Ruixin FAN ; Chuling LIANG ; Leng XING ; Yongjian XIE ; Ping GONG ; Peng ZHOU ; BO LI
Journal of China Pharmaceutical University 2025;56(2):166-175
The present study employed UPLC-MS/MS to analyze and identify compounds in the raw powder of Tongluo Shenggu capsules. An HPLC method for the determination of vitexin content was established. The analysis of this drug was performed on a 30 ℃ thermostatic Acquity UPLC® BEH C18 (2.1 mm×100 mm,1.7 μm) column, with the mobile phase comprising 0.2% formic acid-methanol flowing at 0.3 mL /min in a gradient elution manner. Mass spectrometry was detected by ESI sources in both positive and negative ion modes for qualitative identification of chemical constituents. 12 flavonoid and 3 stilbenes compounds in the raw powder of Tongluo Shenggu capsules were successfully identified. Additionally, an HPLC method for the determination of vitexin content was established using a XBridge C18 column (4.6 mm × 250 mm, 5 µm) with a mobile phase of 0.05% glacial acetic acid in methanol for gradient elution, at a column temperature of 30 °C, a flow rate of 1.0 mL/min, and an injection volume of 20 μL. The method demonstrated good linearity in the concentration range of 10 µg/mL to 40 µg/mL (R=1.000) with an average recovery rate of 96.7%. The establishment of these methods provides a scientific basis for the quality control and development of the raw powder of Tongluo Shenggu capsules.
6.Predicting Postoperative Progression of Ossification of the Posterior Longitudinal Ligament in the Cervical Spine Using Interpretable Radiomics Models
Siyuan QIN ; Ruomu QU ; Ke LIU ; Ruixin YAN ; Weili ZHAO ; Jun XU ; Enlong ZHANG ; Feifei ZHOU ; Ning LANG
Neurospine 2025;22(1):144-156
Objective:
This study investigates the potential of radiomics to predict postoperative progression of ossification of the posterior longitudinal ligament (OPLL) after posterior cervical spine surgery.
Methods:
This retrospective study included 473 patients diagnosed with OPLL at Peking University Third Hospital between October 2006 and September 2022. Patients underwent posterior spinal surgery and had at least 2 computed tomography (CT) examinations spaced at least 1 year apart. OPLL progression was defined as an annual growth rate exceeding 7.5%. Radiomic features were extracted from preoperative CT images of the OPLL lesions, followed by feature selection using correlation coefficient analysis and least absolute shrinkage and selection operator, and dimensionality reduction using principal component analysis. Univariable analysis identified significant clinical variables for constructing the clinical model. Logistic regression models, including the Rad-score model, clinical model, and combined model, were developed to predict OPLL progression.
Results:
Of the 473 patients, 191 (40.4%) experienced OPLL progression. On the testing set, the combined model, which incorporated the Rad-score and clinical variables (area under the receiver operating characteristic curve [AUC] = 0.751), outperformed both the radiomics-only model (AUC = 0.693) and the clinical model (AUC = 0.620). Calibration curves demonstrated good agreement between predicted probabilities and observed outcomes, and decision curve analysis confirmed the clinical utility of the combined model. SHAP (SHapley Additive exPlanations) analysis indicated that the Rad-score and age were key contributors to the model’s predictions, enhancing clinical interpretability.
Conclusion
Radiomics, combined with clinical variables, provides a valuable predictive tool for assessing the risk of postoperative progression in cervical OPLL, supporting more personalized treatment strategies. Prospective, multicenter validation is needed to confirm the utility of the model in broader clinical settings.
7.Effects of Esketamine on the proliferation,migration,and invasion of liver cancer cells by regulating the Wnt/β-catenin signaling pathway
Zhenyun WANG ; Hongtao WANG ; Ruixin ZHOU ; Jinguang ZHANG
Journal of Clinical Surgery 2025;33(4):433-437
Objective To investigate the effects of Esketamine(S-KET)on the proliferation,migration,invasion,and Wnt/β-catenin signaling pathway of liver cancer cells.Methods Hep G2 liver cancer cells were separated into Control group,low,medium,and high concentration treatment groups(S-KET-L,S-KET-M,S-KET-H groups),and high concentration treatment group(S-KET-H+LiCl group);Edu was applied to detect cell proliferation;scratch experiment was applied to detect cell migration;Transwell experiment was applied to detect cell invasion.Western blot was applied to detect the expression of nuclear proliferation antigen markers(Ki-67),Cyclin D1,matrix metalloproteinase 2(MMP-2),matrix metalloproteinase 9(MMP-9),Wnt1,and β-catenin proteins;nude mouse transplanted tumor was applied to detect the effect of Esketamine on the growth of liver cancer transplanted tumors;immunohistochemistry was applied to detect the expression of Wnt1 and β-catenin proteins.Results Compared with the Control group,the Edu positive rate,Ki-67,Cyclin D1,scratch healing rate,number of cell invasions,the expression of MMP-2,MMP-9,Wnt1,and β-catenin proteins in Hep G2 cells in the S-KET-L,S-KET-M,and S-KET-H groups were obviously reduced(P<0.05);compared with the S-KET-H group,the Edu positive rate,Ki-67,Cyclin D1,scratch healing rate,number of cell invasions,the expression of MMP-2,MMP-9,Wnt1,and β-catenin proteins in Hep G2 cells in Hep G2 cells in the S-KET-H+LiCl group were significantly increased(P<0.05);the results of nude mouse tumor transplantation experiment showed that compared with the Control group,the S-KET group mice showed slow tumor growth,reduced tumor mass and volume,and significantly reduced expression of Wnt1 and β-catenin proteins(P<0.05).Conclusion Esketamine can inhibit the proliferation,migration,and invasion of liver cancer cells by inhibiting the Wnt/β-catenin signaling pathway.
8.Effects of Esketamine on the proliferation,migration,and invasion of liver cancer cells by regulating the Wnt/β-catenin signaling pathway
Zhenyun WANG ; Hongtao WANG ; Ruixin ZHOU ; Jinguang ZHANG
Journal of Clinical Surgery 2025;33(4):433-437
Objective To investigate the effects of Esketamine(S-KET)on the proliferation,migration,invasion,and Wnt/β-catenin signaling pathway of liver cancer cells.Methods Hep G2 liver cancer cells were separated into Control group,low,medium,and high concentration treatment groups(S-KET-L,S-KET-M,S-KET-H groups),and high concentration treatment group(S-KET-H+LiCl group);Edu was applied to detect cell proliferation;scratch experiment was applied to detect cell migration;Transwell experiment was applied to detect cell invasion.Western blot was applied to detect the expression of nuclear proliferation antigen markers(Ki-67),Cyclin D1,matrix metalloproteinase 2(MMP-2),matrix metalloproteinase 9(MMP-9),Wnt1,and β-catenin proteins;nude mouse transplanted tumor was applied to detect the effect of Esketamine on the growth of liver cancer transplanted tumors;immunohistochemistry was applied to detect the expression of Wnt1 and β-catenin proteins.Results Compared with the Control group,the Edu positive rate,Ki-67,Cyclin D1,scratch healing rate,number of cell invasions,the expression of MMP-2,MMP-9,Wnt1,and β-catenin proteins in Hep G2 cells in the S-KET-L,S-KET-M,and S-KET-H groups were obviously reduced(P<0.05);compared with the S-KET-H group,the Edu positive rate,Ki-67,Cyclin D1,scratch healing rate,number of cell invasions,the expression of MMP-2,MMP-9,Wnt1,and β-catenin proteins in Hep G2 cells in Hep G2 cells in the S-KET-H+LiCl group were significantly increased(P<0.05);the results of nude mouse tumor transplantation experiment showed that compared with the Control group,the S-KET group mice showed slow tumor growth,reduced tumor mass and volume,and significantly reduced expression of Wnt1 and β-catenin proteins(P<0.05).Conclusion Esketamine can inhibit the proliferation,migration,and invasion of liver cancer cells by inhibiting the Wnt/β-catenin signaling pathway.
9.Effects of dexmedetomidine on the oncological behavior of hepatocellular carcinoma and role of Nrf2
Ruixin Wu ; Dachen Zhou ; Sailan1 Tang ; Chunxia1 Huang
Acta Universitatis Medicinalis Anhui 2024;59(1):15-22
Objective :
To investigate the impact of dexmedetomidine on the oncological behavior of hepatocellular carcinoma and explore the role of NF-E2-related factor 2 (Nrf2) at both in vitro and in vivo levels.
Methods :
In vivo experiment,Male C57BL/6J mice were randomly divided into a control group ( Ctrl group) ,a hepatocellular carcinoma group ( HCC group) ,and a hepatocellular carcinoma + dexmedetomidine group ( HCC + Dex group) . Hepatocellular carcinoma was induced in mice by combining N-Nitrosodiethylamine ( DEN) / carbon tetrachloride ( CCl4 ) ,followed by daily intraperitoneal injection of 10% dexmedetomidine for two weeks.After feeding the mice for one month,the mice were assessed for the quantity and size of liver tumors.The proliferation ability of liver cancer was evaluated using Ki67 immunohistochemistry.Additionally,the expression level of Nrf2 protein in tumor tissue was measured through immunofluorescence.In vitro experiment,Hepa1-6 cells were incubated with different concentrations of dexmedetomidine (0. 1,1,5 nmol /L) for 48 hours to examine their effects.The proliferation, migration and invasion abilities of Hepa1-6 cells were evaluated using the MTT and Transwell methods.The expres- sion level of Nrf2 protein in the Hepa1-6 cells was measured using Western blot and immunofluorescence.Addition- ally,the proliferation ,migration and invasion abilities of cells were assessed after Nrf2 knockdown via si-RNA transfection,in combination with incubation with 1 nmol /L dexmedetomidine for 48 hours.
Results :
ompared to the HCC group,the anatomical examination results revealed an increase in the number of liver tumors and the lon- gest diameter in the HCC + Dex group (P <0. 05) . Ki67 immunohistochemistry results indicated the number of Ki67 positive cells in liver cancer tissue increased in the HCC + Dex group (P<0. 01) .The immunofluorescence assay demonstrated an upregulation of Nrf2 expression level in the HCC + Dex group (P <0. 05 ) . MTT results showed that 1 nmol /L of dexmedetomidine increased the cell viability of Hepa1-6 cells (P<0. 05) .Transwell re- sults indicated that 0. 1 ,1 ,and 5 nmol /L of dexmedetomidine enhanced the invasive ability of Hepa1-6 cells, while 0. 1 and 1 nmol /L of dexmedetomidine enhanced the migration ability (P<0. 05) .Western blot and immu- nofluorescence results showed an upregulation of Nrf2 expression level in cells after treatment with 1 nmol /L dexme- detomidine (P<0. 01) .The Nrf2 expression level of cells was reduced using si-RNA,followed by treatment with 1 nmol /L dexmedetomidine.The results from MTT and Transwell assays revealed a decrease in the viability,invasion and migration ability of Hepa1-6 cells (P<0. 01) .
Conclusion
Dexmedetomidine may enhance the proliferation, invasion and migration capacity of hepatocellular carcinoma by upregulating the expression of Nrf2 .
10.Study on transport of small molecule rhodamine B within different layers of cartilage.
Zhou QUAN ; Yansong TAN ; Lilan GAO ; Yanping SHI ; Ruixin LI ; Chunqiu ZHANG
Journal of Biomedical Engineering 2022;39(6):1149-1157
The small molecule nutrients and cell growth factors required for the normal metabolism of chondrocyte mainly transport into the cartilage through free diffusion. However, the specific mass transfer law in the cartilage remains to be studied. In this study, using small molecule rhodamine B as tracer, the mass transfer models of cartilage were built under different pathways including surface pathway, lateral pathway and composite pathway. Sections of cartilage at different mass transfer times were observed by using laser confocal microscopy and the transport law of small molecules within different layers of cartilage was studied. The results showed that rhodamine B diffused into the whole cartilage layer through surface pathway within 2 h. The fluorescence intensity in the whole cartilage layer increased with the increase of mass transfer time. Compared to mass transfer of 2 h, the mean fluorescence intensity in the superficial, middle, and deep layers of cartilage increased by 1.83, 1.95, and 3.64 times, respectively, after 24 h of mass transfer. Under lateral path condition, rhodamine B was transported along the cartilage width, and the molecular transport distance increased with increasing mass transfer time. It is noted that rhodamine B could be transported to 2 mm away from cartilage side after 24 h of mass transfer. The effect of mass transfer under the composite path was better than those under the surface path and the lateral path, and especially the mass transfer in the deep layer of cartilage was improved. This study may provide a reference for the treatment and repair of cartilage injury.
Cartilage, Articular
;
Rhodamines/pharmacology*
;
Chondrocytes


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