Hypoxic-ischemic encephalopathy (HIE) is a major cause of newborn mortality and childhood disability. Despite hypothermia treatment being the current standard method, it has its limitations and often produces unsatisfactory outcomes. Additionally, due to time and equipment constraints, hypothermia treatment cannot be promptly administered, leading to high mortality rates or varying levels of neurological impairments even after treatment. Hence, the exploration of alternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology. Research has shown that HIE induces intricate changes in the neurological system at the physiological, cellular, and molecular levels. Circular RNA (circRNA) exhibits high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes. Therefore, circRNA holds promise as a potential therapeutic target for HIE. This article provides a comprehensive overview of the regulatory effects of circRNA on different types of neural cells in HIE, aiming to offer new theoretical foundations for the treatment of HIE.

Objective:Glioblastoma(GBM)and brain metastases(BMs)are the two most common malignant brain tumors in adults.Magnetic resonance imaging(MRI)is a commonly used method for screening and evaluating the prognosis of brain tumors,but the specificity and sensitivity of conventional MRI sequences in differential diagnosis of GBM and BMs are limited.In recent years,deep neural network has shown great potential in the realization of diagnostic classification and the establishment of clinical decision support system.This study aims to apply the radiomics features extracted by deep learning techniques to explore the feasibility of accurate preoperative classification for newly diagnosed GBM and solitary brain metastases(SBMs),and to further explore the impact of multimodality data fusion on classification tasks. Methods:Standard protocol cranial MRI sequence data from 135 newly diagnosed GBM patients and 73 patients with SBMs confirmed by histopathologic or clinical diagnosis were retrospectively analyzed.First,structural T1-weight,T1C-weight,and T2-weight were selected as 3 inputs to the entire model,regions of interest(ROIs)were manually delineated on the registered three modal MR images,and multimodality radiomics features were obtained,dimensions were reduced using a random forest(RF)-based feature selection method,and the importance of each feature was further analyzed.Secondly,we used the method of contrast disentangled to find the shared features and complementary features between different modal features.Finally,the response of each sample to GBM and SBMs was predicted by fusing 2 features from different modalities. Results:The radiomics features using machine learning and the multi-modal fusion method had a good discriminatory ability for GBM and SBMs.Furthermore,compared with single-modal data,the multimodal fusion models using machine learning algorithms such as support vector machine(SVM),Logistic regression,RF,adaptive boosting(AdaBoost),and gradient boosting decision tree(GBDT)achieved significant improvements,with area under the curve(AUC)values of 0.974,0.978,0.943,0.938,and 0.947,respectively;our comparative disentangled multi-modal MR fusion method performs well,and the results of AUC,accuracy(ACC),sensitivity(SEN)and specificity(SPE)in the test set were 0.985,0.984,0.900,and 0.990,respectively.Compared with other multi-modal fusion methods,AUC,ACC,and SEN in this study all achieved the best performance.In the ablation experiment to verify the effects of each module component in this study,AUC,ACC,and SEN increased by 1.6%,10.9%and 15.0%,respectively after 3 loss functions were used simultaneously. Conclusion:A deep learning-based contrast disentangled multi-modal MR radiomics feature fusion technique helps to improve GBM and SBMs classification accuracy.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Hypoxic-ischemic encephalopathy(HIE)is a major cause of newborn mortality and childhood disability.Despite hypothermia treat-ment being the current standard method,it has its limitations and often produces unsatisfactory out-comes.Additionally,due to time and equipment constraints,hypothermia treatment cannot be promptly administered,leading to high mortality rates or varying levels of neurological impairments even after treatment.Hence,the exploration of al-ternative and effective treatment methods for HIE has become a challenging and highly researched topic in the field of neonatology.Research has shown that HIE induces intricate changes in the neurological system at the physiological,cellular,and molecular levels.Circular RNA(circRNA)exhib-its high expression in the central nervous system and plays a role in regulating physiological and pathophysiological processes.Therefore,circRNA holds promise as a potential therapeutic target for HIE.This article provides a comprehensive over-view of the regulatory effects of circRNA on differ-ent types of neural cells in HIE,aiming to offer new theoretical foundations for the treatment of HIE.

Ankylosing spondylitis (AS) combined with lower cervical fracture is often categorized into unstable fracture, with a high incidence of neurological injury and a high rate of disability and morbidity. As factors such as shoulder occlusion may affect the accuracy of X-ray imaging diagnosis, it is often easily misdiagnosed at the primary diagnosis. Non-operative treatment has complications such as bone nonunion and the possibility of secondary neurological damage, while the timing, access and choice of surgical treatment are still controversial. Currently, there are no clinical practice guidelines for the treatment of AS combined with lower cervical fracture with or without dislocation. To this end, the Spinal Trauma Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults ( version 2024) in accordance with the principles of evidence-based medicine, scientificity and practicality, in which 11 recommendations were put forward in terms of the diagnosis, imaging evaluation, typing and treatment, etc, to provide guidance for the diagnosis and treatment of AS combined with lower cervical fracture.