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 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.

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.

Objective:To develop 2 prediction models for anti-tuberculosis drug-induced liver injury (ATB-DILI) based on convolutional neural network (CNN) and multiple logistic regression, and to evaluate and compare the performance of the 2 models.Methods:The clinical and laboratory test data of inpatients in the Third People′s Hospital of Zhenjiang, Jurong People's Hospital, and the Third People′s Hospital of Danyang from January 1, 2019 to October 31, 2022 were collected. According to whether ATB-DILI occurred, patients were divided into with and without ATB-DILI groups, and the clinical characteristics of the 2 groups were compared. The patients were randomly divided into training set and test set according to a ratio of 7∶3 by random number table method. Based on data in the training set, multiple logistic regression and CNN were used to develop ATB-DILI prediction models; based on data in the training and test sets, the accuracy of the 2 models in predicting ATB-DILI was verified. The receiver operating characteristic (ROC) curve was drawn, and the sensitivity, specificity, Youden index and area under the curve (AUC) of the 2 models were compared.Results:A total of 3 012 patients were included in the study, of which 294 (9.76%) were diagnosed with ATB-DILI; 2 108 patients were in the training set and 904 in the test set. The results of multiple logistic regression analysis showed that age, history of liver diseases, hypoalbuminemia, and no preventive use of liver protection drugs were independent risk factors for the occurrence of ATB-DILI. Based on these risk factors, multiple logistic regression model equations were constructed. The results of deep learning and analyzing the patient data of the training set by CNN showed that the top 5 risk factors that had the greatest impact on the occurrence of ATB-DILI were history of liver disease, age, no preventive use of liver protection drugs, hypoalbuminemia, and alcohol consumption. The CNN model was constructed according to the top 5 risk factors. The total accuracy in predicting the occurrence of ATB-DILI in the training and test sets using the multiple logistic regression model was 87.62% and 88.27%, respectively, and the total accuracy of using CNN model was 92.36% and 91.70%, respectively. The sensitivity, specificity, and AUC of the CNN model were all higher than those of the multiple logistic regression model, and the differences were statistically significant (all P<0.05). Conclusion:Both the multiple logistic regression model and CNN model have good predictive performance for the occurrence of ATB-DILI, and the prediction performance of CNN model is better, comparatively.