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.Comprehensive Brain-wide Mapping of Afferent and Efferent Nuclei Associated with the Heart in the Mouse.
Haiying LIU ; Xin HUANG ; Ruixin XIA ; Xin ZHAO ; Zimeng LI ; Qian LIU ; Congye LI ; Honghui MAO ; Wenting WANG ; Shengxi WU
Neuroscience Bulletin 2025;41(10):1743-1760
Normal heart function depends on complex regulation by the brain, and abnormalities in the brain‒heart axis affect various diseases, such as myocardial infarction and anxiety disorders. However, systematic tracking of the brain regions associated with the input and output of the heart is lacking. In this study, we injected retrograde transsynaptic pseudorabies virus (PRV) and anterograde transsynaptic herpes simplex virus (HSV) into the left ventricular wall of mice to identify the whole-brain regions associated with the input to and output from the heart. We successfully detected PRV and HSV expression in at least 170 brain subregions in both male and female mice. Sex differences were discovered mainly in the hypothalamus and medulla, with male mice exhibiting greater correlation and hierarchical clustering than female mice, indicating reduced similarity and increased modularity of virus expression patterns in male mice. Further graph theory and multiple linear regression analysis of different injection timelines revealed that hub regions of PRV had highly similar clusters, with different brain levels, suggesting a top-down, hierarchically transmitted neural control pattern of the heart. Hub regions of HSV had scattered clusters, with brain regions gathered in the cortex and brainstem, suggesting a bottom-up, leapfrog, multipoint neural sensing pattern of the heart. Both patterns contain many hub brain regions that have been previously overlooked in brain‒heart axis studies. These results provide brain targets for future research and will lead to deeper insight into the brain mechanisms involved in specific heart conditions.
Animals
;
Male
;
Female
;
Heart/physiology*
;
Mice
;
Herpesvirus 1, Suid
;
Brain/physiology*
;
Mice, Inbred C57BL
;
Brain Mapping
;
Efferent Pathways/physiology*
;
Afferent Pathways/physiology*
;
Simplexvirus
;
Sex Characteristics
7.Treatment of adolescent skeletal class Ⅱ malocclusion patient accompanied with deep overbite by clear aligner through asymmetric anterior guidance:A case report and literature review
Menghan ZHAO ; Hang SHI ; Jiangyi LIANG ; Ke HU ; Xinping FENG ; Luyun WANG ; Huichuan QI ; Ruixin SHI
Journal of Jilin University(Medicine Edition) 2025;51(5):1363-1369
Angle class Ⅱ malocclusion is often characterized by mandibular retraction and lip incompetence,which affects the patient's lateral appearance and may even lead to upper airway stenosis.It can be classified into dental and skeletal types.For skeletal class Ⅱ malocclusion patients with mandibular retraction during the peak growth period,mandibular anterior guidance with a functional orthodontic appliance is generally considered as the optimal clinical treatment approach.At present,there remains a paucity of clinical reports on the clinical application of bracket-free clear aligners in mandibular anterior guidance,both domestically and internationally.This article presented a case of an adolescent patient with skeletal class Ⅱ malocclusion accompanied with deep overbite treated with bracket-free clear aligner for mandibular anterior guidance in combination with intermaxillary class Ⅱ traction.During the treatment,vertical correction involved anterior intrusion of the anterior teeth to improve the deep overbite,while horizontal correction included maxillary and mandibular expansion to coordinate the width of the dental arches,and asymmetric anterior guidance was used to correct the midline deviation.After 35 months of treatment,the patient's convex facial profile and mandibular retrusion were significantly improved.The subspinale-nasion-supramentale angle(ANB)was decreased from 6.8° to 3.9°,the overbite and overjet were normalized,and the bilateral canine and molar reached a neutral relationship.The mentolabial sulcus depth(Si-LiPg′)and the soft tissue thickness of pogonion to pogonion(Pm-Pm′)were decreased,resulting in a shallower mentolabial sulcus and a more harmonized lateral facial soft tissue profile.The mandibular incisor to mandibular plane angle(IMPA)was decreased from 116.6° to 110.7°,indicating retraction of the lower incisors during mandibular anterior guidance.In conclusion,the orthodontic strategy of mandibular advancement with clear aligners in skeletal class Ⅱ malocclusion patients can avoid excessive overcompensation of the upper and lower anterior teeth and shorten the orthodontic treatment cycle.
8.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.
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.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.

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