摘要
Objective@#Idiopathic intracranial hypertension (IIH) is a condition of unknown etiology associated with venous sinus stenosis. This study aimed to develop a magnetic resonance venography (MRV)-based radiomics model for predicting a high trans-stenotic pressure gradient (TPG) in IIH patients diagnosed with venous sinus stenosis. @*Materials and Methods@#This retrospective study included 105 IIH patients (median age [interquartile range], 35 years [27– 42 years]; female:male, 82:23) who underwent MRV and catheter venography complemented by venous manometry. Contrast enhanced-MRV was conducted under 1.5 Tesla system, and the images were reconstructed using a standard algorithm. Shape features were derived from MRV images via the PyRadiomics package and selected by utilizing the least absolute shrinkage and selection operator (LASSO) method. A radiomics score for predicting high TPG (≥ 8 mmHg) in IIH patients was formulated using multivariable logistic regression; its discrimination performance was assessed using the area under the receiver operating characteristic curve (AUROC). A nomogram was constructed by incorporating the radiomics scores and clinical features. @*Results@#Data from 105 patients were randomly divided into two distinct datasets for model training (n = 73; 50 and 23 with and without high TPG, respectively) and testing (n = 32; 22 and 10 with and without high TPG, respectively). Three informative shape features were identified in the training datasets: least axis length, sphericity, and maximum three-dimensional diameter.The radiomics score for predicting high TPG in IIH patients demonstrated an AUROC of 0.906 (95% confidence interval, 0.836– 0.976) in the training dataset and 0.877 (95% confidence interval, 0.755–0.999) in the test dataset. The nomogram showed good calibration. @*Conclusion@#Our study presents the feasibility of a novel model for predicting high TPG in IIH patients using radiomics analysis of noninvasive MRV-based shape features. This information may aid clinicians in identifying patients who may benefit from stenting.
摘要
Objective To investigate the relationship between serum indexes and the degree of liver fibrosis in chronic hepatitis B(CHB)patients with HBeAg-negative and normal ALT,and to establish a new non-invasive model for predicting liver fibrosis in CHB patients.Methods The clinical data of 679 HBeAg-negative chronic HBV infected patients with normal ALT who underwent liver biopsy from October 2012 to December 2021 were retrospectively analyzed.Among these patients,they were categorized into the control group(S1,observation group)the and significant fibrosis group(S2/S3/S4,control group)based on liver biopsy results.The LASSO regression model was used for covariates selection and the restricted cubic splines model was used to examine nonlinear associations between covariates and outcomes.We used Logistic regression models to establish predictive models.Results Liver biopsy showed that 48.7%of the patients had obvious fibrosis(S≥2).GGT shows a nonlinear relationship with the degree of liver fibrosis.AST and PT show a positive relationship with the liver fibrosis degree,respectively.The area under the ROC curve(AUC)of GGT + PT + AST is 0.68(95%CI:0.64～0.72),and this model performed better than models established using GPR,APRI,and FIB-4.Conclusion The prediction model of GGT + PT+AST has high predictive value on the severity of liver fibrosis among CHB patients whose HBeAg is negative.
摘要
Objective To compare the effect of conservative and operative treatment for cervical spinal cord injury without fracture and dislocation (CSCIWFD)and to detect mechanism of injury as well as its relationship to outcome.Methods A retrospective review was conducted on 688 patients with CSCIWFD treated from August 1994 to March 2013.There were 155 patients managed conservatively (conservation group) and 533 surgically (operation group).Neurological function improvement was compared between two groups to detect the correlation of patents' age and treatment methods with outcome.Results The patients were followed up for mean 17.9 months (range,3-36 months).Neurological function was estimated using Japanese Orthopedic Association (JOA) score:(1) the recovery rate of patients aged over 40 years in operation group was better than that in conservation group (P ＜0.05) ; (2) the recovery rate in patients aged under 39 years was unsatisfactory in both groups,with insignificant difference between the two groups (P ＞ 0.05).Conclusions Different age of patients with CSCIWFD has different injury mechanism,injury severity and outcome.Surgery provides better results than conservative treatment for patients aged over 40 years,but both results are poor for patients aged under 39 vears.