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Objective: To explore the value of radiomics features and machine learning models based on T1WI and IDEAL-T2WI in differential diagnosis of parotid gland pleomorphic adenoma (PA) from adenolymphoma (AL). Methods: Clinical and imaging data of 58 patients with parotid tumors, including 33 with PA and 25 with AL were retrospectively analyzed. Axial T1WI and IDEAL-T2WI were manually segmented, and radiomics features were extracted using the radcloud software. Effective radiomics features were selected with the variance threshold method, SelectKBest and Lasso algorithm. The machine learning models were established by using random forest and Logistic regression algorithm, and the ROC curves were drawn to analyze the diagnostic performance. The ability of T1WI, IDEAL-T2WI and image combination in diagnosis of PA from AL were analyzed. Results: T1WI, IDEAL-T2WI and IDEAL-T2WI combined with T1WI obtained 6, 9 and 12 effective features. The random forest model based on IDEAL-T2WI combined with T1WI sequences had the highest diagnostic performance, with AUC of 0.87 (95%CI[0.59,1.00]) and accuracy of 0.83. Conclusion: Radiomics features and machine learning models based on T1WI and IDEAL-T2WI can provide important references for differentiation of PA and AL.
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Objective To investigate the diagnostic value of prenatal ultrasound for fetal structural abnormalities.Methods The clinical data of 3 101 fetus with structural malformations, diagnosed by prenatal ultrasound and confi rmed after induced labor, and 856 cases of missed diagnosis were analyzed. All these data were collected in Maternal and Child Health Hospital of Tangshan City from January 2010 to June 2014. The types and number of fetal structural abnormalities were recorded. The rates of detection and missed diagnosis for the fetal structural abnormalities were calculated and the reasons for missed diagnosis were analyzed.ResultsA total of 3101 cases (4 171 positions) were diagnosed as fetal structural abnormalities by prenatal ultrasound. The detection rate was 11.51‰ (3 101/269 501). There were 856 cases (947 positions) of fetal structural abnormalities were missed, and the missed diagnosis rate was 3.18‰ (856/269 501). The incidence of fetal structural abmormalities was 14.68‰ (3 957/269 501). In terms of anatomy systems, the top five were cardiovascular system abnormalities (851 cases), the central nervous system abnormalities (691 cases), facial abnormalities (562 cases), urinary system abnormalities (476 cases), and respiratory system abnormalities (134 cases). In terms of single abnormalities, the top five were cleft lip and palate (549 cases), ventricular septal defect (519 cases), hydronephrosis (331 cases), spina bifi da (212 cases), and atrial-ventricular septal defect (163 cases). The top five of missed deformities were polydactylia/symphysodactylia (285 cases), ear deformities (108 cases), hypospadias (93 cases), foot abnormalities (92cases), and ventricular septal defect (52 cases).Conclusions There is a high detection rate for fetal structural abnormalities with prenatal ultrasound. Prenatal ultrasound is an indispensable means for the diagnosis of fetal malformation, but it also has some limitations. There is a high rate of missed diagnosis for polydactylia/symphysodactylia, microtia, and hypospadias.
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BACKGROUND: Whether horizontal and vertical impacts cause craniocerebral injury of the same degree, and whether serum myelin basic protein (MBP) changes is associated with the direction of impact have been scarcely addressed in previous studies.OBJECTIVE: To observe the change in the serum MBP levels and morphological changes of the brain tissue rabbits with craniocerebral injury resulting from impacts from different directions.DESIGN: A randomized controlled experiment.SETTING: Department of Neurosurgery of a hospital affiliated to a medical university.MATERIALS: This study was conducted in the Central Laboratory of Shenyang Medical College between October 2003 and January 2004. Totally 30 healthy rabbits of either sex were randomly divided into two equal groups to receive vertical and horizontal impact on the head.METHODS: All the rabbits were anesthetized and fixed in prone position onto a table equipped with a device for inducing impact on the head from different directions. Venous blood of 1 mL was taken from the edge of the ear of each rabbit for detecting MBP before injury. The rabbits in vertical impact group received the impact of a hammer falling directly on the parietal bone of the skull. In the horizontal group, the rabbits were subjected to horizontal impact on the lateral side of the skull. Forty-eight hours after the injury, venous blood were again taken for MBP measurement. The rabbits were then killed for pathological examination of the brain.MAIN OUTCOME MEASURES: Changes in serum MBP and pathomorphology of the brain tissues in the two groups after the impact.RESULTS: ① According to intention to treat analysis, all the 30 animals were involved in the experiment. There was no significant difference in serum MBP levels between the two groups before the impact, nor 48 hours after the impact( P ＞ 0.05). In the vertical impact group, serum MBP levels before the impact was( 1.68 ± 0. 86) μg/L, which was significantly lower than that after the impact[ (5.25 ± 1.96) μg/L, t = 3. 226, P ＜ 0. 05]. ② In the horizontal strike group, serum MBP also significantly increased from the level of( 1.70 ± 0.91 ) μg/L before impact to(5.73 ± 2.07) μg/L after that( t = 3. 080, P ＜ 0.05) . ③ After the impact, vasodilation and congestion in the cortex near the midline of the bilateral parietal region and edema in the deep layer of the white matter were observed in the vertical impact group, along with significant enlargement of the extravascular and extracellular space. In the horizontal group, similar changes except those near the midline of the bilateral parietal region took place after the impact; the same pathological changes were also observed in the basal plane, with nearly identical pathological changes in the deep layer of the white matter.CONCLUSION: Vertical and horizontal impacts can both result in almost identical brain injuries demonstrated by similar changes in serum MBP and the pathomorphology of the brain tissues after the impacts.
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Objective: To investigate the effects of oral Lactobacillus Plantarum supplementation on apoptosis of liver and tight junction of hepatocytes in an experimental model of obstructive jaundice.Methods: Wistar rats were randomly divided into five groups: sham-operated;bile duct ligation;bile duct ligation +LP(0.2 g/5 mL/day);bile internal drainage;bile internal drainage+LP.Hepatocyte apoptosis was quantitated using TUNEL assay.Transmission electron microscopy,RT-PCR and Western blot were used to observe tight junction associated proteins.Results: Compared to the sham-operated,a significant increase in apoptosis(P