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.The mediating effect of appearance functional internalization between social comparison tendency and body image distress of college students
Ruixin WANG ; Mengmeng ZHAO ; Zhenyu ZHAO ; Shijie AI ; Ziying WANG ; Ying ZHANG ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(6):544-548
		                        		
		                        			
		                        			Objective:To explore the mediating effect of appearance functional internalization between social comparison tendency and body image distress of college students.Methods:From June to September 2023, a cross-sectional survey was conducted among 308 college students with the social comparison tendency scale, the functional internalization questionnaire of college students' appearance and the body image anxiety scale for adolescent students.SPSS 22.0 software was used for common method bias test, descriptive statistics and correlation analysis, Mplus 8.0 was used for structural equation construction, and Bootstrap method was used for intermediary effect analysis.Results:Body image distress (43.86±8.78) was positively correlated with social comparison tendency (35.20±6.04) and appearance functional internalization (38.35±9.68) ( r=0.35, 0.33, both P<0.01).There was also a positive correlation between social comparison tendency and appearance functional internalization ( r=0.51, P<0.01). The effect of social comparison tendency on body image distress was mediated by appearance functional internalization, and the mediating effect value was 0.137, accounted for 35.13%(0.137/0.390) of the total effect. Conclusion:The appearance functional internalization mediates the relationship between social comparison tendency and body image distress.Social comparison tendency can not only directly predict body image distress, but also can predict body image distress, indirectly through appearance functional internalization.
		                        		
		                        		
		                        		
		                        	
7.Social exclusion and mobile phone addiction in college students: chain mediating role of rumination and executive function
Wei LIU ; Mengmeng ZHAO ; Ruixin WANG ; Shuhao ZHANG ; Ying ZHANG ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(10):926-931
		                        		
		                        			
		                        			Objective:To explore the relationship between social exclusion, rumination, executive function and mobile phone addiction among college students.Methods:From November to December 2023, a total of 516 college students were investigated by social exclusion questionnaire for undergraduate, ruminative responses scale, the Geurten-questionnaire of executive functioning in Chinese college students and mobile phone addiction tendency scale. SPSS 26.0 statistical software was used for common method bias test, descriptive statistics, correlation analysis, and PROCESS 3.5 macro program was used to test the mediation effect.Results:Social exclusion (31.21±12.69), rumination (42.85±12.38), executive function (71.46±9.41), and college students' mobile phone addiction tendency (43.53±11.74) were all significantly and positively correlated with each other ( r=0.299-0.500, all P<0.01). The direct effect of social exclusion on mobile phone addiction was significant (effect size=0.138, 95% CI=0.048-0.228), accounting for 37.91%(0.138/0.364) of the total effect. Rumination had a mediating effect between social exclusion and mobile phone addiction (effect size=0.053, 95% CI=0.001-0.112), accounting for 14.56%(0.053/0.364) of the total effect. Executive function mediates the relationship between social exclusion and mobile phone addiction (effect size=0.137, 95% CI=0.091-0.188), accounting for 37.64%(0.137/0.364) of the total effect.Rumination and executive function has a chain mediating effect between social exclusion and mobile phone addiction (effect size=0.036, 95% CI=0.016-0.061), accounting for 9.89%(0.036/0.364) of the total effect. Conclusion:Social exclusion can directly affect mobile phone addiction in college students and can also influence mobile phone addiction in college students through the independent mediating effects of rumination and executive function, as well as the chain mediating effect of rumination and executive function.
		                        		
		                        		
		                        		
		                        	
8.Summary of best evidence for enteral nutrition management in children with prone position ventilation
Dan ZHANG ; Lili HU ; Hairui SUN ; Ruixin GUAN ; Baorong ZHANG ; Xiaoshuang ZHAO
Chinese Journal of Modern Nursing 2024;30(22):2971-2977
		                        		
		                        			
		                        			Objective:To retrieve, evaluate, and integrate the best evidence for enteral nutrition management in children with prone position ventilation, providing a basis for constructing clinical nursing practice programs for enteral nutrition management in children with prone position ventilation.Methods:Evidence on the management of enteral nutrition in children with prone position ventilation, including clinical decisions, guidelines, expert consensus, systematic reviews, and original studies, was electronically retrieved on UpToDate, BMJ Best Practice, Joanna Briggs Institute Evidence-Based Health Care Center Database in Australia, Cochrane Library, CINAHL, PubMed, Web of Science, China National Knowledge Infrastructure, WanFang Data, Chinese Medical Journal Full-text Database, China Biology Medicine disc, Medlive, Guidelines International Network, National Institute for Health and Clinical Excellence, European Society for Parenteral and Enteral Nutrition, American Society for Parenteral and Enteral Nutrition and British Dietetic Association. The search period was from the establishment of the database until June 30, 2023. Two researchers independently screened literature, and extracted and summarized evidence from literature that met quality standards.Results:A total of 17 articles were included, including three clinical decisions, 7 guidelines, three expert consensus, two systematic reviews, one cross-sectional study, and one cohort study. Twenty-six pieces of evidence were summarized from 7 themes of preparation before prone position operation, post operation organization, timing of enteral nutrition restart in prone position, management of prone position, selection of feeding methods, management of feeding intolerance, and prevention of aspiration.Conclusions:The best evidence for enteral nutrition management in children with prone position ventilation covers the entire process of enteral nutrition management in prone position children, with strong guidance and operability, which can provide a basis for enteral nutrition management in children with prone position ventilation. Medical and nursing staff should further refine evidence-based nursing practice programs based on the characteristics of children of different age groups, standardize the operation process of enteral nutrition in children with prone position ventilation, ensure the target feeding amount, and reduce the occurrence of complications.
		                        		
		                        		
		                        		
		                        	
9.Comparison of effects of angular and unilateral vertebroplasty on spinal compression fractures in elderly patients
Xiaobo FAN ; Chenyang ZHAO ; Songtao ZHAO ; Biao AN ; Hui LIU ; Ruixin LIU
Journal of Xinxiang Medical College 2024;41(10):941-945
		                        		
		                        			
		                        			Objective To compare the effects of angular and unilateral vertebroplasty on spinal compression fractures in the elderly.Methods A total of 122 elderly patients with spinal compression fractures admitted to the Department of Orthopedics,Handan First Hospital from January 2018 to January 2021 were selected as the research subjects.They were divided into a control group and an observation group according to the surgical method,with 61 patients in each group.Patients in the control group were treated with unilateral vertebroplasty,while patients in the observation group were treated with angular vertebroplasty.The operation time,intraoperative blood loss and bone cement injection volume,bone cement distribution,bone cement leakage,spinal-pelvic parameters,visual analogue score(VAS),Barthel index score,and the occurrence of complications were compared between the two groups.Results There was no statistically significant different in the operation time,intraoperative blood loss and bone cement injection volume between the two groups(P>0.05).The proportions of grade Ⅰ,grade Ⅱ,grade Ⅲ and grade Ⅳ bone cement distribution also showed no significant difference between the two groups(P>0.05).The total proportion of grade Ⅰ and grade Ⅱ bone cement distribution in the observation group was significantly higher than that in the control group(P<0.05).The incidence of bone cement leakage in the observation group was significantly lower than that in the control group(P<0.05).Before operation,there was no statistically significant difference in sagittal balance,thoracic kyphosis angle,pel vic tilt angle,lumbar lordosis angle,and sacral slope angle between the two groups(P>0.05).After operation,the sagittal balance,thoracic kyphosis angle and pelvic tilt angle significantly decreased in the two groups compared to before operation,and the sagittal balance,thoracic kyphosis angle and pelvic tilt angle of patients in the observation group were significantly smaller than those in the control group(P<0.05);the lumbar lordosis angle and sacral slope angle significantly increased in the two groups compared to before operation,and the lumbar lordosis angle and sacral slope angle of patients in the observation group were significantly greater than those in the control group(P<0.05).Before operation,there was no statistically significant difference in the VAS score and Barthel index between the two groups(P>0.05).Three months after operation,the VAS score of patients in the two groups decreased,while the Barthel index increased compared to before operation(P<0.05);the Barthel index of patients in the observation group was significantly higher than that in the control group(P<0.05),while the VAS score showed no significant difference between the two groups(P>0.05).During treatment,1 case of extraspinal hematoma occurred in the observation group,and the complication rate was 1.64%(1/61);in the control group,2 cases of extraspinal hematoma and 1 case of incision infection occurred,and the complication rate was 4.92%(3/61).There was no statistically significant difference in the incidence of complications between the two groups(x2=1.034,P=0.309).Conclusion Compared with unilateral vertebroplasty,angular vertebroplasty has better effect of bone cement distribution in treating elderly patients with spinal compression fractures,and it can improve the spiral balance and enhance the postoperative quality of life.
		                        		
		                        		
		                        		
		                        	
10.Research on ethical dilemmas in scientific research among medical graduate students
Xinyue ZHAO ; Mingxia LI ; Ruixin DING ; Xiaojun ZHANG ; Jing LEI
Chinese Medical Ethics 2024;37(4):434-440
		                        		
		                        			
		                        			The ethical dilemma in scientific research exists at all stages of the scientific research activities among medical graduate students,mainly involving conflicts of interest,clinical trials,animal experiments,and the relationship between teachers and students.If medical graduate students are in the ethical dilemma in scientific research for a long time,their research activities will be greatly affected.By discussing the connotation,evaluation tools,current situation,influencing factors,and improvement measures of ethical dilemmas in scientific research,this paper proposed some suggestions,such as comprehensively investigating the influencing factors of ethical dilemmas in scientific research,and formulating targeted improvement measures,with a view to helping medical graduate students identify and get rid of ethical dilemmas in scientific research,and promote the stability of research activities.
		                        		
		                        		
		                        		
		                        	
            
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