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.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.
6.Revision of the Healthcare Provider Perceptions of Team Effectiveness and its reliability and validity
Weili JING ; Zhenhuan ZHAO ; Xuemei SUN ; Rong FU ; Hongmei QU
Chinese Journal of Modern Nursing 2023;29(11):1493-1496
Objective:To revise and evaluate the reliability and validity of the Healthcare Provider Perceptions of Team Effectiveness (Provider-PTE) .Methods:The English version of the Provider-PTE was translated literally and back in accordance with the Brislin translation principles. Questionnaire culture debugging and item revision were conducted through Delphi method and pre-survey. In March 2022, a survey was conducted among 641 nurses from two ClassⅢ Grade A hospitals in Qingdao to test the reliability and validity of the questionnaire. A total of 641 questionnaires were distributed, and 605 valid questionnaires were recovered, with an effective recovery rate of 94.4%.Results:The Chinese version of Provider-PTE included five dimensions, including role development, team support, team meetings, team operations, and care outcomes, with a total of 26 items. Through exploratory factor analysis, the cumulative variance contribution rate of the five common factors was 84.783%. The average scale content validity index of the Provider-PTE was 0.928, and the item content validity index was 0.875 to 1.000. The Cronbach's α coefficient of the Chinese version of Provider-PTE was 0.859, and the retest reliability was 0.873.Conclusions:The Chinese version of Provider-PTE has good reliability and validity, and can be used to assess the team effectiveness of nursing staffs.
7.Design and development of pathway management system for nucleusrelated special service recuperation
Weili DAI ; Dan QU ; Jian GAO ; Chengchao ZHU
Chinese Medical Equipment Journal 2017;38(5):56-58,62
Objective To develop a pathway management system for nucleus-related special service recuperation to enhance efficiency and extend function in the pathway management.Methods The system was developed on the basis of military sanatorium information management platform,and constructed with modular and object-oriented method,B/S mode,Oracle 8 database and Java programming languages.Results The system solved the problems of paper pathway management in time consumption,supervision,statistics,regulation and etc.Conclusion The system contributes to the standardization,convenience and precision of the pathway management for nucleus-related special service recuperation,and thus is worthy promoting in the nucleus-related military sanatorium.
8.Study on immunogenicity of recombinant lentivirus expressing trimeric HA of swine H1 N1 influenza virus
Yingqi DENG ; Junfeng LI ; Hui QU ; Yubo TANG ; Yixue SUN ; Xin LI ; Weili WANG ; Zhuang DING ; Yanlong CONG
Chinese Journal of Immunology 2016;32(7):983-987
Objective:To evaluate the protective immunity by vaccination of BALB/c mice with rLV-HA-GCN4,a recombinant lentivirus expressing the trimeric HA of swine H1N1 influenza virus. Methods:The female mice were randomly divided into rLV-HA-GCN4,rLV-HA,LV and PBS groups. Mice were primed with plasmid and boosted with lentivirus by the administration of intramuscular thigh injections at an interval of two weeks. At day 28 post-prime immunization,mice were inoculated intranasally with 100TCID50 of swine H1N1 influenza virus in a 50 μl volume. The immune levels were assessed by the T lymphocyte transformation test, flow cytometry,indirect ELISA and the indexes of spleen and lung. Results:The spleen lymphocyte transformation rate was 0. 3±0. 11 in the rLV-HA-GCN4 group at day 14 post-boost immunization, showing a statistical significance ( P<0. 01 ) compared to the PBS group. Meanwhile,rLV-HA-GCN4 could cause T lymphocyte response mainly based on the Th1-type CD4+ T cells. The IgG antibody titer reached to 1:8 000 at day 14 post-boost immunization and approximately 1:7 000 at day 14 post challenge. After challenge,the spleen and lung indexes of rLV-HA-GCN4 group were significantly lower than those of PBS group (P<0. 05). The body weight of rLV-HA-GCN4 group demonstrated a slight decrease before 3 days post challenge and then a gradual increase compared to the LV and PBS groups (P<0. 05). Conclusion:rLV-HA-GCN4 can effectively induce cellular and humoral immune response in BALB/c mice against swine H1N1 influenza virus.
9.Phase II clinical trial of two different modes of administration of the induction chemotherapy for locally advanced nasopharyngeal carcinoma.
Ting BI ; Feng JIN ; Weili WU ; Jinhua LONG ; Yuanyuan LI ; Xiuyun GONG ; Xiuling LUO ; Zhuoling LI ; Qianyong HE ; Bo QU
Chinese Journal of Oncology 2015;37(9):676-681
OBJECTIVETo compare the therapeutic effects, toxic side effects and influence on the immune function in patients treated with TPF [docetaxel (DOC) + cisplatin (DDP) + 5-fluorouracil (5-Fu)] induction chronochemotherapy and conventional chemotherapy for locally advanced nasopharyngeal (NPC).
METHODSSeventy patients with locally advanced nasopharyngeal carcinoma were treated in our department at their first visit from April 2013 to December 2013. They were divided randomly into two groups: the chronochemotherapy group (38 patients) and conventional chemotherapy group (32 patients). All of the patients were treated with TPF regimen with 2 cycles of induction chemotherapy in a 21-28-days/cycle. The chronochemotherapy group: DOC: 75 mg/m2, i. v. gtt, d1 (03: 30-04: 30); DDP: 75 mg/m2, 10 am-10 pm, c.i.v, d1-d5; 5-Fu: 750 mg·m(-2)·d(-1), 10 pm-10 am, c. i.v., d1-d5, both chemotherapies were administered by intravenous infusion using an automatic electric pump. The conventional chemotherapy group: Both DOC and DDP were administered intravenously at a dose of 75 mg/m2 on d1. 5-Fu was given at a dose of 750 mg/m2 for 24 hours from d1-d5 with continuous infusion in a total of 120 hours. In this procedure, prescribing the conventional intravenous infusion, intensity modulated radiation therapy was used after the induction chemotherapy. The prescribed nasopharyngeal lesion dose (GTVnx) was 69.96 Gy/33 fractions for the T1-T2 nasopharygeal cancer, while 73.92 Gy/33 fractions nasopharynx lesion dose (GTVnx) for the T3-T4 nasopharyngeal cancer. The planning target volume (PTV) of positive lymph node (PTVnd) dose was 69.96 Gy/33 fractions. Concurrent chemoradiotherapy: cisplatin 100 mg/m2, i. v. gtt. d1-d2, and there were two cycles in total and 21 days each cycle.
RESULTSSixty-six patients were evaluable for the response assessment. There were 36 patients in the chronochemotherapy group and 30 patients in the conventional chemotherapy group. After the induction chemotherapy, no CR case was found in both of the two groups. The PR was 80.6% in the chronochemotherapy group and 50.0% in the conventional chemotherapy group (P=0.009). After concurrent chemoradiotherapy, the CR rate in the chronocheotherapy group was 45.5%, significantly higher than 20.7% in the conventional chemotherapy group (P=0.040). Secondly, the incidence rates of adverse reactions including bone marrow suppression, nausea, vomiting, diarrhea, constipation, oral mucositis, fatigue, anorexia in the chrono-chemotherapy group were significantly lower than that in the conventional group (P<0.05 for all). Finally, compared the two groups, the CD4+ /CD8+ ratio was significantly lower in the chronochemotherapy group than that in the conventional chemotherapy group (P<0.05). The lymphocytes CD19+ and CD4+/CD8+ were decreased and CD3+, CD4+, CD8+, CD16++CD56+ were increased in the chronochemotherapy group, while only CD3+ and CD8+ were increased in the conventional chemotherapy group.
CONCLUSIONSCompared with the conventional chemotherapy, the chronochemotherapy may be more favorable in the treatment of NPC, with a better therapeutic effects and effectiveness than that of conventional chemotherapy after induction chemotherapy, with less side effects, and can improve the immune function in the patients.
Antineoplastic Combined Chemotherapy Protocols ; administration & dosage ; Carcinoma ; Chemoradiotherapy ; Cisplatin ; administration & dosage ; Drug Chronotherapy ; Fluorouracil ; administration & dosage ; Humans ; Induction Chemotherapy ; methods ; Nasopharyngeal Neoplasms ; drug therapy ; pathology ; radiotherapy ; Nausea ; Neoplasm Staging ; Radiotherapy, Intensity-Modulated ; Taxoids ; administration & dosage ; Treatment Outcome
10.Clinical study of chrono-chemotherapy in treating nasopharyngeal carcinoma patients with distant metastasis at preliminary diagnosis
Zhenhua MAO ; Feng JIN ; Weili WU ; Yuanyuan LI ; Jinhua LONG ; Xiuyun GONG ; Xiaoxiao CHEN ; Zhuoling LI ; Ting BI ; Qianyong HE ; Bo QU ; Shiying HUANG ; Yu CHEN
Chinese Journal of Clinical Oncology 2015;(14):709-715
Objective:To investigate the outcomes of the regimen with docetaxel, cisplatin, and 5-fluorouracil (TPF regimen) in chrono-chemotherapy, and evaluate the feasibility of reducing the toxicity and immunological damage in nasopharyngeal carcinoma (NPC) patients with distant metastasis at preliminary diagnosis, then to compare the advantages and disadvantages between chrono-che-motherapy and traditional chemotherapy. Methods:A total of 46 NPC patients with distant metastasis at preliminary diagnosis (UICC 2010 stage IVc) were enrolled in this study. These NPC patients were randomly divided into chrono-chemotherapy and conventional chemotherapy groups, with 23 cases for each group. TPF neo-adjuvant chemotherapy was conducted in both groups for two cycles, with 21 days to 28 days for each cycle. The following regimen was used for the chrono-chemotherapy group:docetaxel 75 mg/m2, infu-sion, d1;cisplatin 75 mg/m2, 10:00 a.m.-10:00 p.m., continuous infusion, d1-d5;and fluorouracil 750 mg/(m2 · d), 10:00 p.m.-10:00 a. m., continuous intravenous infusion, d1-d5. The following regimen was used for the conventional chemotherapy group:docetaxel 75 mg/m2, infusion, d1;cisplatin 75 mg/m2, infusion, d1;and fluorouracil 750 mg/(m2· d), continuous infusion, d1-d5, 120 h. Patients who obtained therapeutic efficacy via induction chemotherapy were provided with intensity-modulated radiotherapy as a concurrent radio-therapy and chemotherapy (DDP 100 mg/m2, infusion, d1-d2, with 21 days each cycle and a total of two courses). One month after con-current chemoradiation, an adjuvant chemotherapy with the same regimen as the induction chemotherapy was employed for a total of two courses. Acute and late toxicities were graded in accordance with the Common Terminology Criteria for Adverse Events v3.0 scor-ing. Tumor response was evaluated using the 2000 Response Evaluation Criteria in Solid Tumors. The effective rates included complete and partial responses. Relevant data were analyzed by SPSS16.0 statistical software. Results:More emesis was observed at Grade 2 or above in the conventional chemotherapy group than in the chrono-chemotherapy group, with statistical significance between the two groups (P=0.035). After chemotherapy, the value of CD4/CD8 increased in the chrono-chemotherapy group and decreased in the con-ventional chemotherapy group, with statistical significance between the two groups (P=0.033). Conclusion:The proposed chrono-che-motherapy outperforms conventional chemotherapy in reducing the occurrence of severe vomiting. This chrono-chemotherapy may be advantageous in reducing severe bone marrow depression and may play a positive role in the immune function of NPC patients.

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