1.Development and Validation of a Prognostic NomogramBased on Clinical and CT Features for Adverse OutcomePrediction in Patients with COVID-19
Yingyan ZHENG ; Anling XIAO ; Xiangrong YU ; Yajing ZHAO ; Yiping LU ; Xuanxuan LI ; Nan MEI ; Dejun SHE ; Dongdong WANG ; Daoying GENG ; Bo YIN
Korean Journal of Radiology 2020;21(8):1007-1017
Objective:
The purpose of our study was to investigate the predictive abilities of clinical and computed tomography (CT)features for outcome prediction in patients with coronavirus disease (COVID-19).
Materials and Methods:
The clinical and CT data of 238 patients with laboratory-confirmed COVID-19 in our two hospitalswere retrospectively analyzed. One hundred sixty-six patients (103 males; age 43.8 ± 12.3 years) were allocated in thetraining cohort and 72 patients (38 males; age 45.1 ± 15.8 years) from another independent hospital were assigned in thevalidation cohort. The primary composite endpoint was admission to an intensive care unit, use of mechanical ventilation, ordeath. Univariate and multivariate Cox proportional hazard analyses were performed to identify independent predictors. Anomogram was constructed based on the combination of clinical and CT features, and its prognostic performance wasexternally tested in the validation group. The predictive value of the combined model was compared with models built on theclinical and radiological attributes alone.
Results:
Overall, 35 infected patients (21.1%) in the training cohort and 10 patients (13.9%) in the validation cohortexperienced adverse outcomes. Underlying comorbidity (hazard ratio [HR], 3.35; 95% confidence interval [CI], 1.67–6.71;p < 0.001), lymphocyte count (HR, 0.12; 95% CI, 0.04–0.38; p < 0.001) and crazy-paving sign (HR, 2.15; 95% CI, 1.03–4.48;p = 0.042) were the independent factors. The nomogram displayed a concordance index (C-index) of 0.82 (95% CI, 0.76–0.88),and its prognostic value was confirmed in the validation cohort with a C-index of 0.89 (95% CI, 0.82–0.96). The combinedmodel provided the best performance over the clinical or radiological model (p < 0.050).
Conclusion
Underlying comorbidity, lymphocyte count and crazy-paving sign were independent predictors of adverseoutcomes. The prognostic nomogram based on the combination of clinical and CT features could be a useful tool for predictingadverse outcomes of patients with COVID-19.
2.DTI quantitative evaluation of functional changes after acute traumatic spinal cord injury in rats
Yingyan ZHENG ; Jianyi LIU ; Libin YANG ; Fang LIU ; Zebin XIAO ; Dejun SHE ; Zhen XING ; Yuyang ZHANG ; Dairong CAO
Chinese Journal of Medical Imaging Technology 2018;34(6):807-811
Objective To explore the value of DTI quantitative parameters in evaluating neurological function changes of acute traumatic spinal cord injury (TSCI)in rat models.Methods The modified Allen's dropping weight technique was used to establish TSCI rat models.Then the rats were divided into mild injury group,moderate injury group and severe injury group (each n=10).DTI examination and Basso-Beattie-Bresnahan (BBB) score were performed pre-TSCI and 0 h,6 h,24 h,3 day,7 day and 14 day post-TSCI,respectively.The BBB scores and DTI parameters,including FA,mean apparent diffusivity (MD),radial diffusivity (RD) and axial diffusivity (AD) were measured and compared among groups.The correlation between BBB scores and the parameters was evaluated.Results The differences of FA,MD and RD value were statistically significant among varying injury degree groups and different time points after TSCI (all P<0.05).AD value had statistical difference among different time points (F=12.720,P<0.001),whereas no difference was found among varying injury degree groups (F=0.469,P=0.630).FA and MD values decreased while RD increased 0 h post-TSCI.Then RD and MD increased continuously,whereas FA decreased continuously until 24 h post TSCI (all P<0.05),and the parameters kept stable after 24 h post-TSCI (all P> 0.05).The BBB scores were lowest on 0 h post-TSCI,then maintained increasing (all P<0.05).In addition,the BBB scores and MD values had good correlation (r=0.958,P< 0.01).Conclusion DTI can quantitatively evaluate function changes of TSCI in rat models.Moreover,treatment within 24 h post-TSCI might be recommended for TSCI therapy.
3.Applying magnetic resonance diffusion tensor imaging in hyperbaric oxygen treatment of traumatic spinal cord injury in rats
Fang LIU ; Jianyi LIU ; Yingyan ZHENG ; Libin YANG ; Yijin ZHAO ; Zebin XIAO ; Dejun SHE ; Dairong CAO
Chinese Journal of Physical Medicine and Rehabilitation 2022;44(4):289-293
Objective:To explore the value of diffusion tensor imaging (DTI) in evaluating the effects of hyperbaric oxygen therapy (HOT) in treating spinal cord injury.Methods:The modified Allen′s method was used to induce a traumatic spinal cord injury in 30 rats who were then divided randomly into an injured group and a treatment group, each of 15. The treatment group was given HOT twice a day for 3 days, then once a day for a total of 4 weeks. The injured group did not receive HOT. DTI was performed (along with Basso-Beattie-Bresnahan (BBB) evaluation) at 0h, 6h, 24h, as well as 3, 7, 14, 21 and 28 days after the operation. Two-factor repeated measures ANOVA was conducted to analyze any differences in the DTI results: the fractional anisotropy, mean apparent diffusivity, radial diffusivity and axial diffusivity, as well as the BBB scores. LSD t-tests were performed to analyze the significance of the differences at different time points.Results:At each time point after 24h the average FA value of the treatment group was significantly higher than the injured group′s average, while its average MD and RD values were significantly lower. Beyond 14 days the average AD value of the treatment group was significantly higher than that of the injured group. The treatment group′s average BBB score was also significantly higher at all the time points beyond 3 days.Conclusions:DTI results can evaluate spinal cord function and provide valuable information for the dynamic assessment of hyperbaric oxygen therapy after a traumatic spinal cord injury, and the therapy promotes the recovery of motor function, at least in rats.
4.The value of dual-phase contrast enhanced parameters of dual-layer detector spectral CT in preoperative prediction of gastric cancer differentiation and E-cadherin protein expression
Yinchen WU ; Dejun SHE ; Mi WANG ; Meilian XIONG ; Chengle MA ; Jinzhu LIN ; Dairong CAO
Chinese Journal of Radiology 2024;58(7):738-744
Objective:To investigate the predictive value of the quantitative parameters of dual-layer detector spectral CT in arterial and venous phases for the differentiation degree and the E-cadherin protein expression of gastric cancer.Methods:This was a cross-sectional study. The preoperative data from the dual-layer detector spectral CT images among 183 patients with gastric adenocarcinoma confirmed by operation and pathology was retrospectively analyzed from October 2021 to October 2022 in the First Affiliated Hospital of Fujian Medical University. According to the differentiation degree and E-cadherin protein expression of gastric cancer, all patients were divided into the moderately well differentiated group ( n=82) and the poorly differentiated group ( n=101), as well as the E-cadherin-negative group ( n=80) and the E-cadherin-positive group ( n=103). The CT images in arterial and venous phases were used to reconstruct the virtual monoenergetic images (VMI) at 40, 50, 60, 70, 80, 90, and 100 keV, effective atomic number (Z eff) images and iodine concentration (IC) images. The CT values (CT keV) from VMI, Z eff and IC were measured, and the normalized Z eff (NZ eff) and the normalized IC (NIC) were calculated. Independent-sample t test or Mann-Whitney U test were used to compare the differences in quantitative parameters between groups. The logistic regression analysis was used to screen for the independent predictors, after which a combined prediction model was constructed. The receiver operating characteristic curves were used to evaluate the predictive efficiency of the parameters for the differentiation degree and the E-cadherin protein expression of gastric cancer. Results:There were statistically significant differences in CT 40 keV to CT 70 keV, NZ eff and NIC in dual-phase, as well as Z eff and IC in the venous phase between the moderately well differentiated group and the poorly differentiated group ( P<0.05). The combined prediction model was constructed by CT 40 keV ( OR=1.03, 95% CI 1.02-1.05, P<0.001) in arterial phase and CT 40 keV ( OR=1.05, 95% CI 1.03-1.07, P<0.001) and Z eff ( OR=1.32, 95% CI 1.06-1.65, P=0.015) in venous phase, of which the area under the curve (AUC) for the prediction of the moderately-well group and the poor group was 0.932 (95% CI 0.897-0.967), with a sensitivity of 90.1% and a specificity of 85.4%. Between the E-cadherin-negative group and the E-cadherin-positive group, CT 40 keV and NZ eff in arterial phase, as well as CT 40 keV to CT 70 keV, Z eff, NZ eff, IC and NIC in venous phase, had statistically significant differences ( P<0.05). The AUC for the combined prediction model established by CT 40 keV ( OR=1.02, 95% CI 1.01-1.04, P<0.001) and Z eff ( OR=1.33, 95% CI 1.09-1.63, P=0.006) in venous phase was 0.800 (95% CI 0.736-0.864), with a sensitivity of 95.0% and a specificity of 60.2%. Conclusion:The combined prediction model from the quantitative parameters of dual-layer spectral detector CT can be used to predict the differentiation degree and the E-cadherin protein expression of gastric cancer preoperatively.
5.Application of Dual-Layer Detector Spectral CT Combined With Half Volume Contrast Agent in the Detection of Liver Metastases
Chengle MA ; Dejun SHE ; Feng WANG ; Fan ZHANG ; Ruiquan CHEN ; Dairong CAO
Chinese Journal of Medical Imaging 2024;32(7):692-698
Purpose To explore the clinical application value of dual-layer detector spectral CT combined with half volume contrast agent in detecting the liver metastases in portal vein phase.Materials and Methods Ninety-six patients with liver metastases diagnosed by liver enhanced CT in the First Affiliated Hospital of Fujian Medical University from November 2021 to June 2022 were prospectively studied.They were randomly divided into two groups by using the contrast agent administration calculation method based on body surface area.The conventional polyenergetic image(CI)of patients in the conventional contrast agent group(48 cases with 18.6 gI/m2 body surface area iodine contrast agent)was constructed in the portal vein phase,and the 40-70 keV(5 kiloelectron voltage)virtual monoenergetic imaging(VMI)was reconstructed for patients in the semi contrast agent dose group(48 case with 9.3 gI/m2 body surface area iodine contrast agent).The image noise,CT value and contrast noise ratio in the two groups were measured and compared.Besides,the image quality was scored with a 5-point method,and the consistency of subjective scores between two radiologists were evaluated.Results The VMI noise at 40-70 keV was(10.26±1.38)Hu,(9.59±1.35)Hu,(9.15±1.31)Hu,(8.80±1.32)Hu,(8.58±1.31)Hu,(8.40±1.31)Hu and(8.27±1.33)Hu;while the CI noise was(10.86±1.13)Hu.It revealed that the VMI noise at 45-70 keV was lower than the CI noise(t=-3.885,-5.343,-6.449,-7.180,-7.756 and-8.132,P<0.001).There was no significant difference between VMI and CI noises at 40 keV(t=-1.800,P>0.05).With the decrease of energy level,CT value of normal liver parenchyma,and contrast noise ratio values of liver parenchyma and liver metastases gradually increased,at the 40 keV level,the values of which were(148.31±21.34)Hu,8.81±2.83 and 8.18±2.85;at the 45 keV level,the values were(130.10±16.95)Hu,7.66±2.46 and 7.48±2.55;at the 50 keV level,the values were(116.19±13.55)Hu,6.60±2.08 and 55.40±13.77,reaching the highest at 40 keV level,while the CI values were(118.02±7.02)Hu,5.69±1.11 and 5.77±1.41.Therefore,the value of 40 keV and 45 keV VMI was significantly higher than CI(t=3.804,4.883,4.462,all P<0.05;t=2.854,3.465,3.378,all P<0.05),respectively.There was no significant difference between 50 keV VMI and CI(t=-0.612,1.739,2.208,P>0.05).The subjective score in the overall quality of VMI images was higher than that of CI at 40-50 keV(t=9.628,7.508,3.514,P<0.05).The subjective scores of the two physicians were good consistent among image contrast,image noise and overall image quality(Kappa=0.766,0.749 and 0.661,P<0.05),respectively.Conclusion VMI at 40-50 keV can provide better image quality and display ability of liver metastases than CI images at portal vein phase with a 50%reduction in contrast agent dose.