The purpose of our study is to evaluate the diagnostic performance of radiomics in multi-class discrimination of lymphadenopathy based on elastography and B-mode dual-modal ultrasound images. We retrospectively analyzed a total of 251 lymph nodes (89 benign lymph nodes, 70 lymphoma and 92 metastatic lymph nodes) from 248 patients, which were examined by both elastography and B-mode sonography. Firstly, radiomic features were extracted from multimodal ultrasound images, including shape features, intensity statistics features and gray-level co-occurrence matrix texture features. Secondly, three feature selection methods based on information theory were used on the radiomic features to select different subsets of radiomic features, consisting of conditional infomax feature extraction, conditional mutual information maximization, and double input symmetric relevance. Thirdly, the support vector machine classifier was performed for diagnosis of lymphadenopathy on each radiomic subsets. Finally, we fused the results from different modalities and different radiomic feature subsets with Adaboost to improve the performance of lymph node classification. The results showed that the accuracy and overall F1 score with five-fold cross-validation were 76.09%±1.41% and 75.88%±4.32%, respectively. Moreover, when considering on benign lymph nodes, lymphoma or metastatic lymph nodes respectively, the area under the receiver operating characteristic curve of multi-class classification were 0.77, 0.93 and 0.84, respectively. This study indicates that radiomic features derived from multimodal ultrasound images are benefit for diagnosis of lymphadenopathy. It is expected to be useful in clinical differentiation of lymph node diseases.
ObjectiveTo analyze the efficacy of ketogenic diet (KD) in the treatment of epilepsy syndrome associated with Electrical status epilepticus during sleep (ESES) and the changes of electroencephalogram (EEG). MethodsThe clinical data of 58 children with ESES-related epilepsy syndrome and cognitive impairment admitted to the outpatient and inpatient department of Xuzhou Children’s Hospital from March 2020 to June 2022 were collected. They were divided into observation group (group A) and control group (group B) by random number table method, with 29 cases in each group. On the basis of not changing the original anti-seizure drugs, group A was treated with ketogenic diet, and group B was treated with hormone. The clinical efficacy, cognitive function and Spike-wave index (SWI) of children with ESES-related epilepsy syndrome were observed before and 3 and 6 months after ketogenic diet and hormone treatment. Results The total clinical effective rate and control rate of group A after 3 months of treatment; The total effective rate and significant efficiency of EEG and the verbal quotient, operation quotient and total intelligence quotient of Wechsler Intelligence Scale for children were significantly lower than those of group B, and the differences were statistically significant (P<0.05). However, the total clinical effective rate and control rate of group A after 6 months of treatment; The total effective rate and significant efficiency of electroencephalogram and the verbal quotient, operation quotient and total intelligence quotient measured by Wechsler Intelligence Scale for children were similar to those of group B, and the difference was not statistically significant (P>0.05). There were no cases of EEG SWI and recurrent clinical symptoms in group A during the follow-up period; In group B, the recurrence rate of EEG SWI was 55.2%, and the recurrence rate of clinical symptoms was 37.9% after 6 months of treatment. There were no serious adverse reactions in the two groups during the treatment period. In group A, about 27.6% (8 cases) of the children had gastrointestinal symptoms, but they were mild and quickly relieved, and no serious adverse reactions occurred in the maintenance period. However, 89.7% (26 cases) of the children in group B showed different degrees of weight gain, and 69% (20 cases) of them showed kexing features such as full moon face and buffalo back. ConclusionsKetogenic diet can improve the curative effect and EEG changes of children with ESES related epilepsy syndrome, and improve their cognition. Compared with hormone pulse therapy, the recurrence rate of ESES related epilepsy syndrome in the treatment of ketogenic diet is lower, and the incidence of adverse reactions is relatively mild and low.