ABSTRACT
Objective:To investigate the value of the ultrasonography in the diagnosis of the white matter injury of premature infants based on gray-scale ultrasonography radiomics.Methods:A total of 256 premature infants in Huazhong University of Science and Technology Union Shenzhen Hospital and Shenzhen Hospital of Southern Medical University from August 2018 to April 2022 were analyzed retrospectively. The computer-generated random numbers were assigned to the training set and the verification set according to 6∶4 ratio. On the basis of standardized collection of craniocerebral ultrasound images, the radiomics features were extracted from imaging by Pyradiomics 3.0.1 software package, the Mann-Whitney U test and the least absolute shrinkage and selection operator (LASSO) and stepwise regression were used to select the optimal features. Then the Logistic regression was used to build radiomics model. According to MRI, ROC curve was utilized to evaluate the performance of the model. The craniocerebral ultrasound images in the validation set were independently diagnosed by a senior physician and a junior physician, and then the above two physicians diagnosed again with the help of the radiomics, and the diagnostic abilities of this model were compared with those of the junior and senior physicians with and without radiomics assist. Results:A total of 5 optimal features were selected to develop radiomics model. The sensitivity, specificity, accuracy and the area under the ROC curve (AUC) in the training and validation sets were 0.861, 0.775, 0.799, 0.818; 0.929, 0.824, 0.853, 0.876, respectively. The sensitivity, specificity, accuracy and AUC in the senior sonographer, the junior sonographer, and both of them with radiomics assist for the dagnosis in the validation set were 0.929, 0.892, 0.902, 0.910; 0.714, 0.743, 0.735, 0.729; 0.929, 0.919, 0.922, 0.924; 0.857, 0.824, 0.833, 0.841, respectively. Performance of radiomics model reached the level of the senior sonographer (AUC: 0.876 vs 0.910, P=0.284), which was significantly better than the performance of the junior sonographer(AUC: 0.876 vs 0.729, P=0.001). Performance of the junior sonographer with radiomics assist was significantly better than the performance of the junior sonographer(AUC: 0.841 vs 0.729, P=0.003). Performance of the senior sonographer with radiomics assist was comparable to that of the senior sonographer(AUC: 0.924 vs 0.910, P=0.156). Conclusions:The ultrasound diagnosis method based on radiomics technology shows good diagnostic performance for the white matter injury of premature infants. It is helpful to improve the diagnostic ability of junior sonographer. It is expected to assist the sonographers in diagnosis and provide objective, consistent and accurate results for clinical practice.
ABSTRACT
Interstitial lung abnormalities (ILAs) refer to the subtle or mild signs of ILAs pulmonary parenchyma on chest HRCT scans, which are not yet sufficient to diagnose a certain interstitial lung disease, may be potentially compatible an early stage of the diseases. The signs of ILAs usually includes ground-glass opacities, reticular abnormakicies, honeycombing, traction bronchiectasis or non-emphysematous cysts. This article reviews the research progreses in the definition and classification, risk factors, prognosis, comorbidities and management of ILAs in combination with domestic and foreign literatures.
Subject(s)
Humans , Lung/diagnostic imaging , Tomography, X-Ray Computed , Lung Diseases, Interstitial/diagnosis , Prognosis , Diagnosis, DifferentialABSTRACT
Objective To explore the clinical significance of detecting serum levels of IL-6 and TNF-α in patients with intracranial hemorrhage.Methods The serum levels of IL-6 and TNF-α in different period were detected in patients with intracranial hemorrhage, by enzyme-linked immunosorbent assays (ELISA), and compared with those of healthy subjects (the control group).ResultsThe serum levels of IL-6, TNF-α in the severe and slight patients of study group on 1st, 3rd, 5th and 7th were signiifcantly higher than those in the control group (all withP<0.05). The serum levels of IL-6, TNF-α in the severe patients of study group were signiifcantly higher than those in slight patients of study group (all withP<0.05) on 5th and 7th. The serum levels of IL-6 and TNF-α in dead cases on 5th, 7th days admission were significantly higher than those in survival cases (P<0.05). The serum levels of IL-6 was positively correlated with TNF-α (r=0.721,P<0.05).Conclusion The detection of dynamically serum levels of IL-6 and TNF-α is of great clinical value for assessing the disease development therapeutic efifcacy and prognosis of brain injury patient with intracranial hemorrhage.