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.The impact of insomnia on suicidal behavior among college students: the mediating role of depression and the moderating role of sense of meaning in life
Wei LIU ; Ruixin WANG ; Mengmeng ZHAO ; Yuxuan ZHENG ; Ying ZHANG ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(8):727-732
Objective:To explore the relationship between insomnia, depression, sense of meaning in life and suicidal behavior among college students.Methods:A cross-sectional survey was conducted among 7 260 college students at a university in Hebei Province from September to November 2024. The insomnia severity index (ISI), patient health questionnaire(PHQ-9), meaning in life questionnaire(MLQ), and suicide behavior questionnaire-revised (SBQ-R) were used for assessment. Structural equation modeling test was conducted by Mplus 8.0 to test the mediating effect of depression and the moderating effect of sense of meaning in life.Results:(1) The scores of insomnia (6.00 (4.00, 8.00)), depression (2.50 (0, 2.00)), and suicidal behavior (4.00 (3.00, 4.00)) were significantly and positively correlated with each other ( r=0.51-0.66, all P<0.01). The sense of meaning in life (47.80 (39.00, 58.00)) was negatively correlated with insomnia, depression, and suicidal behavior ( r=-0.04--0.22, all P<0.01). (2) Insomnia could positively predict suicidal behavior among college students ( β= 0.15, P<0.01). (3) Depression played a partial mediating role between insomnia and suicidal behavior, with a mediating effect value of 0.40 (95% CI= 0.37-0.43), accounting for 72.73%(0.40/0.55) of the total effect. Conclusion:Depression plays a partial mediating role between insomnia and suicidal behavior among college students. The sense of meaning in life can moderate the impact of insomnia on depression and suicidal behavior.
6.Association between sleep and myopia in Tianjin schoolchildren aged 6-15 years
Qing HE ; Ruixin LI ; Junting HE ; Bei DU ; Lin LIU ; Ruihua WEI
Chinese Journal of Experimental Ophthalmology 2025;43(12):1127-1132
Objective:To explore the association between sleep and myopia among students aged 6-15 years in Tianjin.Methods:A cross-sectional study was conducted.A total of 218 864 primary and secondary school students aged 6-15 years in Tianjin were recruited from January 2023 to May 2023.Basic information and responses to the Children's Sleep Habits Questionnaire (CSHQ) were collected.Logistic regression models were used to assess the association between myopia and sleep.The study followed the Declaration of Helsinki, and the research protocol was approved by the Medical Ethics Committee of Tianjin Medical University Eye Hospital (No.ChiCTR2200065710). All questionnaires and demographic information were collected with parental consent.Results:It was found that 68 121(31.12%) students were myopic and 178 514(81.56%) had sleep disorders.The prevalence of myopia among students with average daily sleep durations of ≤8 hours, >8-9 hours, >9-10 hours, and >10 hours was 52.17%(9 288/17 803), 35.35%(31 037/87 787), 25.18%(24 481/97 216), and 20.64% (3 315/16 058), respectively, and the difference was statistically significant ( χ2=6 835.649, P<0.001). After adjusting for sex, age, body mass index, and potential confounding factors, compared with students with average daily sleep duration of >10 hours, students with average daily sleep durations of ≤8 hours ( OR=1.496, 95% CI: 1.415-1.581, P<0.001), >8-9 hours ( OR=1.364, 95% CI: 1.383-1.447, P<0.001), and >9-10 hours ( OR=1.257, 95% CI: 1.202-1.316, P<0.001) had a higher risk of myopia.Students with sleep disorders, bedtime resistance, sleep-onset delay, irregular sleep duration, sleep anxiety, night wakings, parasomnias, sleep-disordered breathing, and daytime sleepiness were more likely to be myopic. Conclusions:Sleep is a key factor influencing myopia among schoolchildren aged 6-15 years in Tianjin.
7.Comparative study of rat models of pulmonary hypertension induced by normobaric hypoxia and hypobaric oxygen
Hanxue LI ; Jinlian SUN ; Dingyu ZHENG ; Ruixin LIU ; Meiduo HUAYU ; Yan MA
Chinese Journal of Comparative Medicine 2025;35(9):37-49
Objective To evaluate pulmonary vascular remodeling,right ventricular function,intestinal barrier integrity,and inflammatory factor expression in rat models of pulmonary hypertension(PH)induced by normobaric hypoxia(NH)and hypobaric hypoxia(HH).We also aimed to compare modeling method and establish an experimental basis for understanding the pathogenesis of PH and for developing appropriate treatment strategies.Methods From June 2024 to December 2024,eighteen 6-week-old male SPF Sprague-Dawley rats were assigned randomly to three groups:normobaric normoxia(Control),NH,and HH groups.Mean pulmonary artery pressure(mPAP)was measured by right heart catheterization.Right ventricular function was assessed using echocardiography and right ventricular hypertrophy index(RVHI).Pulmonary vascular remodeling and intestinal mucosal barrier damage were evaluated via hematoxylin/eosin staining.Colon permeability was quantified by colon ligation followed by fluorescein isothiocyanate-dextran injection.Expression levels of inflammatory factors in lung and colon tissues were analyzed by enzyme-linked immunosorbent assays.Results Right heart function assessment revealed that mPAP was significantly increased(P<0.05),pulmonary artery acceleration time(PAAT)was shortened,and RVHI and right ventricular free wall thickness(RVFW)were significantly elevated(P<0.05)in rats in NH and HH groups compared with Control group.Rats in NH group demonstrated a prolonged pulmonary ejection time(PET)and reduced PAAT/PET ratio compared with HH group,indicating more pronounced right heart dysfunction.Pulmonary vascular morphology demonstrated that percentage of medial area percentage(MA%)and percentage of wall thickness percentage(WT%)of pulmonary vessels were significantly higher in NH and HH groups compared with Control group(P<0.05).Moreover,MA%was markedly increased in the NH group relative to the HH group(P<0.05),suggesting more severe pulmonary vascular remodeling in NH group.Regarding intestinal injury,rats in NH and HH groups exhibited shorter colon length,increased mucosal damage,and significantly increased permeability compared with Control group(P<0.05),while rats in HH group showed more prominent inflammatory cell infiltration compared with NH group,confirming intestinal mucosal barrier damage in both groups.In terms of inflammation,expression levels of interleukin(IL)6,IL1β,and IL 17a were significantly elevated in lung and colon tissues from rats in NH and HH groups compared with Control group(P<0.05).Notably,expression levels of IL6 and IL1 β in lung tissue and IL17a in colon tissue were significantly higher in NH group compared with HH group(P<0.05),while IL6 expression in colon tissue was relatively lower(P<0.05),indicating local inflammation in lung and colon tissues in both groups.Conclusions There are phenotypic differences between PH rat models induced by NH and HH,with respect to pulmonary vascular remodeling,right heart function,intestinal mucosal barrier injury,and the expression of inflammatory factors in lung and intestinal tissues.These result demonstrate that air pressure contributes to the pathogenesis and progression of PH.Different air pressures may affect the development of PH via distinct mechanisms,thereby offering critical insights into the pathological changes of PH,potential therapeutic strategies to mitigate disease progression,and the elucidation of inflammatory mechanisms underlying PH based on the lung-intestine axis.
8.The impact of insomnia on suicidal behavior among college students: the mediating role of depression and the moderating role of sense of meaning in life
Wei LIU ; Ruixin WANG ; Mengmeng ZHAO ; Yuxuan ZHENG ; Ying ZHANG ; Lina LI
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(8):727-732
Objective:To explore the relationship between insomnia, depression, sense of meaning in life and suicidal behavior among college students.Methods:A cross-sectional survey was conducted among 7 260 college students at a university in Hebei Province from September to November 2024. The insomnia severity index (ISI), patient health questionnaire(PHQ-9), meaning in life questionnaire(MLQ), and suicide behavior questionnaire-revised (SBQ-R) were used for assessment. Structural equation modeling test was conducted by Mplus 8.0 to test the mediating effect of depression and the moderating effect of sense of meaning in life.Results:(1) The scores of insomnia (6.00 (4.00, 8.00)), depression (2.50 (0, 2.00)), and suicidal behavior (4.00 (3.00, 4.00)) were significantly and positively correlated with each other ( r=0.51-0.66, all P<0.01). The sense of meaning in life (47.80 (39.00, 58.00)) was negatively correlated with insomnia, depression, and suicidal behavior ( r=-0.04--0.22, all P<0.01). (2) Insomnia could positively predict suicidal behavior among college students ( β= 0.15, P<0.01). (3) Depression played a partial mediating role between insomnia and suicidal behavior, with a mediating effect value of 0.40 (95% CI= 0.37-0.43), accounting for 72.73%(0.40/0.55) of the total effect. Conclusion:Depression plays a partial mediating role between insomnia and suicidal behavior among college students. The sense of meaning in life can moderate the impact of insomnia on depression and suicidal behavior.
9.Association between sleep and myopia in Tianjin schoolchildren aged 6-15 years
Qing HE ; Ruixin LI ; Junting HE ; Bei DU ; Lin LIU ; Ruihua WEI
Chinese Journal of Experimental Ophthalmology 2025;43(12):1127-1132
Objective:To explore the association between sleep and myopia among students aged 6-15 years in Tianjin.Methods:A cross-sectional study was conducted.A total of 218 864 primary and secondary school students aged 6-15 years in Tianjin were recruited from January 2023 to May 2023.Basic information and responses to the Children's Sleep Habits Questionnaire (CSHQ) were collected.Logistic regression models were used to assess the association between myopia and sleep.The study followed the Declaration of Helsinki, and the research protocol was approved by the Medical Ethics Committee of Tianjin Medical University Eye Hospital (No.ChiCTR2200065710). All questionnaires and demographic information were collected with parental consent.Results:It was found that 68 121(31.12%) students were myopic and 178 514(81.56%) had sleep disorders.The prevalence of myopia among students with average daily sleep durations of ≤8 hours, >8-9 hours, >9-10 hours, and >10 hours was 52.17%(9 288/17 803), 35.35%(31 037/87 787), 25.18%(24 481/97 216), and 20.64% (3 315/16 058), respectively, and the difference was statistically significant ( χ2=6 835.649, P<0.001). After adjusting for sex, age, body mass index, and potential confounding factors, compared with students with average daily sleep duration of >10 hours, students with average daily sleep durations of ≤8 hours ( OR=1.496, 95% CI: 1.415-1.581, P<0.001), >8-9 hours ( OR=1.364, 95% CI: 1.383-1.447, P<0.001), and >9-10 hours ( OR=1.257, 95% CI: 1.202-1.316, P<0.001) had a higher risk of myopia.Students with sleep disorders, bedtime resistance, sleep-onset delay, irregular sleep duration, sleep anxiety, night wakings, parasomnias, sleep-disordered breathing, and daytime sleepiness were more likely to be myopic. Conclusions:Sleep is a key factor influencing myopia among schoolchildren aged 6-15 years in Tianjin.
10.Comparative study of rat models of pulmonary hypertension induced by normobaric hypoxia and hypobaric oxygen
Hanxue LI ; Jinlian SUN ; Dingyu ZHENG ; Ruixin LIU ; Meiduo HUAYU ; Yan MA
Chinese Journal of Comparative Medicine 2025;35(9):37-49
Objective To evaluate pulmonary vascular remodeling,right ventricular function,intestinal barrier integrity,and inflammatory factor expression in rat models of pulmonary hypertension(PH)induced by normobaric hypoxia(NH)and hypobaric hypoxia(HH).We also aimed to compare modeling method and establish an experimental basis for understanding the pathogenesis of PH and for developing appropriate treatment strategies.Methods From June 2024 to December 2024,eighteen 6-week-old male SPF Sprague-Dawley rats were assigned randomly to three groups:normobaric normoxia(Control),NH,and HH groups.Mean pulmonary artery pressure(mPAP)was measured by right heart catheterization.Right ventricular function was assessed using echocardiography and right ventricular hypertrophy index(RVHI).Pulmonary vascular remodeling and intestinal mucosal barrier damage were evaluated via hematoxylin/eosin staining.Colon permeability was quantified by colon ligation followed by fluorescein isothiocyanate-dextran injection.Expression levels of inflammatory factors in lung and colon tissues were analyzed by enzyme-linked immunosorbent assays.Results Right heart function assessment revealed that mPAP was significantly increased(P<0.05),pulmonary artery acceleration time(PAAT)was shortened,and RVHI and right ventricular free wall thickness(RVFW)were significantly elevated(P<0.05)in rats in NH and HH groups compared with Control group.Rats in NH group demonstrated a prolonged pulmonary ejection time(PET)and reduced PAAT/PET ratio compared with HH group,indicating more pronounced right heart dysfunction.Pulmonary vascular morphology demonstrated that percentage of medial area percentage(MA%)and percentage of wall thickness percentage(WT%)of pulmonary vessels were significantly higher in NH and HH groups compared with Control group(P<0.05).Moreover,MA%was markedly increased in the NH group relative to the HH group(P<0.05),suggesting more severe pulmonary vascular remodeling in NH group.Regarding intestinal injury,rats in NH and HH groups exhibited shorter colon length,increased mucosal damage,and significantly increased permeability compared with Control group(P<0.05),while rats in HH group showed more prominent inflammatory cell infiltration compared with NH group,confirming intestinal mucosal barrier damage in both groups.In terms of inflammation,expression levels of interleukin(IL)6,IL1β,and IL 17a were significantly elevated in lung and colon tissues from rats in NH and HH groups compared with Control group(P<0.05).Notably,expression levels of IL6 and IL1 β in lung tissue and IL17a in colon tissue were significantly higher in NH group compared with HH group(P<0.05),while IL6 expression in colon tissue was relatively lower(P<0.05),indicating local inflammation in lung and colon tissues in both groups.Conclusions There are phenotypic differences between PH rat models induced by NH and HH,with respect to pulmonary vascular remodeling,right heart function,intestinal mucosal barrier injury,and the expression of inflammatory factors in lung and intestinal tissues.These result demonstrate that air pressure contributes to the pathogenesis and progression of PH.Different air pressures may affect the development of PH via distinct mechanisms,thereby offering critical insights into the pathological changes of PH,potential therapeutic strategies to mitigate disease progression,and the elucidation of inflammatory mechanisms underlying PH based on the lung-intestine axis.

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