1.Observation of the cavum septi pellucidum with MRI
Wentao WANG ; Chuqing ZHAO ; Shaoyong GONG ; Sheng QIU ; Xiangfei CHEN ; Bosen WU ; Kai WANG ; Junping WANG ; Leitao WEN ; Xiaoqun YAO ; Guangfu YANG
Journal of Practical Radiology 2015;(8):1239-1242
Objective To study the development characteristics of cavum sepit pellucidun (CSP)in prematures,neonates,infants and adults with MRI.Methods Brain MR images of different subjects including 141 prematures,106 neonates,171 infants and 35 046 adults were observed to determine the incidence and shape of CSP,and to measure its transverse diameter.Results CSP incidences were 100% (141/141)in prematures,97.17% (103/106)in neonates,2.26%(4/177)in infants and 0.82% (287/35 046)in adults respectively,and the CSP was cylinder (44.00%)or triangle in shape (56.00%)in prematures,triangle (76.40%)or fissure in shape (23.60%)in neonates.For infants or adults,each shape accounted for about a third of three kinds of shape respectively.Its mean transverse diameters were 5.7 mm in prematures,4.1 mm in neonates,13.3 mm in infants and 14.3 mm in adults respectivity.Conclusion CSP has different performances at development periods in human being brain.Most close after birth,while fewer remain in the whole life.
2.Comparison study between neural network model and multiple linear regression in predicting pulmonary artery obstruction index in pulmonary embolism
Cong SHEN ; Nan YU ; Sheng ZHOU ; Xin LAN ; Leitao WEN ; Jun WANG ; Nan YIN ; Youmin GUO
Chinese Journal of Radiology 2019;53(1):16-20
Objective To compare the predictive capability of multiple linear regression (MLR)and neural network model (NNM) for pulmonary artery obstruction index (PAOI) in pulmonary embolism.Methods One hundred and forty-seven APE patients (79 male,68 female) were collected from March 2015 to July 2016 in our hospital and randomly divided into training group and testing group with the ratio of 3 ∶ 1.Four indexes,including total volume (V),total length (L),total degree of embolism (D) and total number of clots (N) were calculated by computer assisted detection.Qanadli index (Q) as CT PAOI was calculated manually.With SPSS 14.2 modeler,the predictive value of Qanadli index ((Q)) was calculated by MLR and NNM respectively,with Qanadli index as dependent variable and V,L,D,N as independent variables.SPSS 22.0 Spearman test was used to analyze the correlation between (Q) and Q.Mean absolute error (MAE),mean relative error (MRE),root mean square error (RMSE) were used to quantify the accuracies of two methods.Results MLR equation was (Q)=10.98+ 1.37×V+0.06×L,model fitting was 0.764.NNM included one hidden layer and two neurons with accuracy of 0.868.In training group,the correlation between (Q) and Q in NNM (r=0.932,P<0.01) was higher than MLR (r=0.879,P<0.01);in testing group,the correlation between (Q) and Q in NNM (r=0.875,P<0.01) was higher than MLR (r=0.868,P<0.01).In training group,MAE,MRE and RMSE of NNM (5.144,0.274,6.957) were significantly lower (t=3.402,P=0.002) than MLR (6.784,0.282,8.700);in testing group,MAE,MRE and RMSE of NNM (6.643,0.312,9.195) were significantly lower (t=3.383,P=0.002) than MLR (8.505,0.334,10.361).Conclusion NNM is a better model in predicting CT pulmonary artery obstruction index of APE patients.
3.Predictive value of heart function in acute pulmonary embolism patients based on embolic morphology and quantity
Leitao WEN ; Cong SHEN ; Nan YIN ; Jun WANG ; Sheng ZHOU ; Fuwen DONG ; Nan YU ; Youmin GUO
Journal of Practical Radiology 2018;34(12):1853-1856
Objective To explore the value of the morphological quantitative indexes and the number of emboli in predicting heart function in patients with acute pulmonary embolism (APE)based on computer-aided diagnosis (CAD)technique.Methods One-hundred and forty-eight APE patients confirmed by CT pulmonary angiography (CTPA)in our hospital.Total number of emboli (N)and three morphological quantitative indexes,including total volume of emboli (V),total length (L)and total maximum cross-section embolism proportion (P)were obtained by CAD.The maximal short axis and area of left and right ventricular (LVd,RVd,LVS,RVS)were measured by hand on axial image to calculate the ratio of maximal short axis of right and left ventricular (RVd/LVd)and ratio of maximal area of right and left ventricular (RVS/LVS).The correlation of the above indexes was analyzed by the Pearson correlation of SPSS 22.0.Results The ranking of the correlation between CAD indexes and the heart function was in the order of V,L,P and N.The correlation between CAD indexes and the right heart function was greater than that of the left heart.The V had the strongest correlation with RVd (r=0.544,P=0.000),RVS (r=0.515,P=0.000),RVd/LVd (r=0.595,P=0.000)and RVS/LVS (r=0.579,P=0.000),respectively.While other the CAD indexes had lower correlation with the heart function (|r|:0.167-0.476,P<0.05),and there was no correlation between the N and the left heart function.Conclusion In embolic morphology and quantitative indexes,the V is the best quantitative index to reflect the change of right heart function in APE,which can reflect dys-function of right heart and severity of pulmonary embolism dis-ease in the APE embolism patient.
4.Changing curve of mean lung density of normal preschool children based on computer assisted measurement
Meng LI ; Cong SHEN ; Leitao WEN ; Weili YANG ; Nan YIN ; Lei JIAO ; Youmin GUO
Journal of Practical Radiology 2018;34(6):932-936
Objective To investigate the changing curve of mean lung density (MLD)in normal preschool children based on CT quantitative measurement.Methods Chest CT data of 409 preschool children were reviewed retrospectively from the "digital lung"database.A computerized algorithm based on the "digital lung"was applied to all examinations in a batch manner.The MLD values of total lung,right lung,left lung and each lobe were obtained automatically.Results There was no correlation between the gender and MLD,however a moderately negative correlation was found between the age of month and MLD (P<0.05).No significant difference of MLD was found between genders of the same age of month group,except in left lower lobe of 49-60 months of age (P=0.043). The MLD was decreased gradually with age (P<0.05).Conclusion There is not a statistical difference in MLD between the preschool boys and preschool girls of the same age of month.With the growth of preschool children,the MLD is gradually decreased.
5.Study on the intrapulmonary vascular volume in normal preschool children based on computer aided measurement
Meng LI ; Cong SHEN ; Weili YANG ; Nan YIN ; Leitao WEN ; Youmin GUO
Chinese Journal of Radiology 2022;56(8):873-878
Objective:To investigate the development of intrapulmonary vascular volume (IPVV) in normal preschool children based on quantitative measurement on chest CT.Methods:The CT data of 407 normal preschool children (236 males and 171 females, aged 1-72 months, with a median of 36 months) who underwent chest CT examination from January 2014 to May 2017 in the "Digital Lung" imaging database were retrospectively collected. The pulmonary vessels were segmented by the "Digital Lung" automatic detection tool, and the IPVV of the whole lung, the right lung, the left lung and each lobe were obtained, and the IPVV upper/lower and IPVV left/right were calculated. According to the age, the subjects were divided into infant period (0-12 months), early childhood period (13-36 months) and preschool period (37-72 months), with 30 cases (17 males and 13 females), 175 cases (95 males and 80 females) and 202 cases (124 males and 78 females) respectively. Spearman correlation analysis was used to evaluate the correlation between IPVV and month age. One-way analysis of variance or Kruskal-Wallis H test was used to compare the differences of IPVV, IPVV upper/lower and IPVV left/right between different months of age. Independent sample t test or Mann-Whitney U test was used to compare the differences of IPVV between different genders, and the normal reference range of IPVV in normal preschool children of different months of age was established. Results:The IPVV of the whole lung, right lung, left lung and each lung lobe were positively correlated with age, the correlation coefficient was 0. 638-0.820 in males and 0. 683-0.791 in females (all P<0.001). There was no significant difference in IPVV of whole lung, right lung, left lung and each lobe between male and female from 0 to 12 months (all P>0.05), but there was significant difference in IPVV of whole lung, right lung, left lung and each lobe between male and female from 13 to 36 months (all P<0.05). There were significant differences in IPVV of the whole lung, right lung, left lung and upper lobe of both lungs between boys and girls from 37 to 72 months (all P<0.05). IPVV upper/lower in the right lung (χ 2=14.00, 12.87, P=0.001, 0.002) and IPVV upper/lower in the left lung (χ 2=6.65, 22.84, P=0.036,<0.001) were significantly different in both boys and girls among 3 months of age. And with the increase of age, it showed a decreasing trend. There was no significant difference in IPVV upper/lower between boys and girls at the same age (all P>0.05).There was no significant difference in IPVV left/right among different months and between different sexes (all P>0.05). Finally, the normal reference value range of IPVV of different genders in infancy, early childhood and preschool age was calculated. Conclusions:The increase of pulmonary vessels in normal preschool children is positively correlated with age. There is no significant difference in IPVV between boys and girls in infant period, but IPVV in boys is larger than that in girls in early childhood period and preschool period. IPVV in the lower lung increased faster than that in the upper lung, but there was no significant difference between the left and right lungs.