Fatigue driving is one of the leading causes of traffic accidents, posing a significant threat to drivers and road safety. Most existing methods focus on studying whole-brain multi-channel electroencephalogram (EEG) signals, which involve a large number of channels, complex data processing, and cumbersome wearable devices. To address this issue, this paper proposes a fatigue detection method based on frontal EEG signals and constructs a fatigue driving detection model using an asymptotic hierarchical fusion network. The model employed a hierarchical fusion strategy, integrating an attention mechanism module into the multi-level convolutional module. By utilizing both cross-attention and self-attention mechanisms, it effectively fused the hierarchical semantic features of power spectral density (PSD) and differential entropy (DE), enhancing the learning of feature dependencies and interactions. Experimental validation was conducted on the public SEED-VIG dataset. The proposed model achieved an accuracy of 89.80% using only four frontal EEG channels. Comparative experiments with existing methods demonstrate that the proposed model achieves high accuracy and superior practicality, providing valuable technical support for fatigue driving monitoring and prevention.
Humans ; Electroencephalography/methods* ; Automobile Driving ; Fatigue/diagnosis* ; Accidents, Traffic/prevention & control* ; Signal Processing, Computer-Assisted ; Neural Networks, Computer ; Algorithms ; Prefrontal Cortex/physiology*

This study investigates the pharmacokinetics and metabolic characteristics of three marine-derived piericidins as potential drug leads for kidney disease: piericidin A (PA) and its two glycosides (GPAs), glucopiericidin A (GPA) and 13-hydroxyglucopiericidin A (13-OH-GPA). The research aims to facilitate lead selection and optimization for developing a viable preclinical candidate. Rapid absorption of PA and GPAs in mice was observed, characterized by short half-lives and low bioavailability. Glycosides and hydroxyl groups significantly enhanced the absorption rate (13-OH-GPA > GPA > PA). PA and GPAs exhibited metabolic instability in liver microsomes due to Cytochrome P450 enzymes (CYPs) and uridine diphosphoglucuronosyl transferases (UGTs). Glucuronidation emerged as the primary metabolic pathway, with UGT1A7, UGT1A8, UGT1A9, and UGT1A10 demonstrating high elimination rates (30%-70%) for PA and GPAs. This rapid glucuronidation may contribute to the low bioavailability of GPAs. Despite its low bioavailability (2.69%), 13-OH-GPA showed higher kidney distribution (19.8%) compared to PA (10.0%) and GPA (7.3%), suggesting enhanced biological efficacy in kidney diseases. Modifying the C-13 hydroxyl group appears to be a promising approach to improve bioavailability. In conclusion, this study provides valuable metabolic insights for the development and optimization of marine-derived piericidins as potential drug leads for kidney disease.
Animals ; Male ; Mice ; Aquatic Organisms/chemistry* ; Biological Availability ; Cytochrome P-450 Enzyme System/metabolism* ; Glucuronosyltransferase/metabolism* ; Microsomes, Liver/metabolism* ; Molecular Structure ; Biological Products/pharmacokinetics* ; Pyridines/pharmacokinetics*

Objective:To assess the impact of vaporized hydrogen peroxide (VHP) on the terminal decontamination effectiveness following the spillage of infectious materials in a BSL-3 laboratory.Methods:Within BSL-3 laboratories with volumes of 92.5 m 3 and 218 m 3, two types of Geobacillus stearothermophilus spore strips were used as biological indicators. ATCC7953 was affixed to stainless steel strips, while ATCC12980 was applied to paper strips. The strips were soaked in cell culture medium and chicken embryo egg fluid to simulate minor spill models. While strips continuously immersed in cell culture medium or chicken embryo egg fluid served as major spill models. These were compared against untreated biological indicator strips to evaluate the terminal decontamination efficacy of VHP. Results:After the completion of terminal disinfection, in laboratories of different volumes and at various sampling points, the culture result of both types of bacterial strips from the minor spill models and the untreated control strips were all negative. In the major spill models, the positivity rate of the two types of bacterial strips soaked in cell culture medium was 75%, while the positivity rate of the two types of bacterial strips soaked in chicken embryo egg fluid was 100%.Conclusions:In the event of a large spill of infectious materials in a laboratory, to ensure biosafety, it is recommended to first treat the spilled materials before initiating the terminal disinfection process. Additionally, under the same disinfection conditions, the material of the biological indicator strips does not affect the terminal disinfection outcomes.

Objective To analyze the research hotspots and development trends regarding the effect of proprioceptive training in the rehabilitation of anterior cruciate ligament(ACL)injury.Methods Relevant literatures on the effect of proprioceptive training on ACL injury rehabilitation were retrieved in the Web of Science Core Collection database from 2015 to 2024,and were analyzed with CiteSpace 6.2 R4.Results A total of 108 articles were included,with a fluctuating trend in publication volume,and the number of publica-tions peaked in 2021.The United States and China published the most articles.High-frequency keywords includ-ed posture balance,neuromuscular control,joint position sense,muscle strength and gait analysis.The most cen-tral keyword was posture stability.The research focused on improving the postoperative rehabilitation outcomes and efficiency of ACL injury,with particular emphasis on returning to play,posture stability,strength training and knee joint function.Conclusion Proprioceptive training can enhance proprioception and motor control of patients with ACL injury and im-prove rehabilitation outcomes by strengthening rehabilitation techniques and optimizing treatment approaches.Future research should continue to focus on the diversification of proprioceptive training,the individulization of rehabilitation plans and the application of new technologies.

Objective To analyze the research hotspots and development trends regarding the effect of proprioceptive training in the rehabilitation of anterior cruciate ligament(ACL)injury.Methods Relevant literatures on the effect of proprioceptive training on ACL injury rehabilitation were retrieved in the Web of Science Core Collection database from 2015 to 2024,and were analyzed with CiteSpace 6.2 R4.Results A total of 108 articles were included,with a fluctuating trend in publication volume,and the number of publica-tions peaked in 2021.The United States and China published the most articles.High-frequency keywords includ-ed posture balance,neuromuscular control,joint position sense,muscle strength and gait analysis.The most cen-tral keyword was posture stability.The research focused on improving the postoperative rehabilitation outcomes and efficiency of ACL injury,with particular emphasis on returning to play,posture stability,strength training and knee joint function.Conclusion Proprioceptive training can enhance proprioception and motor control of patients with ACL injury and im-prove rehabilitation outcomes by strengthening rehabilitation techniques and optimizing treatment approaches.Future research should continue to focus on the diversification of proprioceptive training,the individulization of rehabilitation plans and the application of new technologies.

Objective:To assess the impact of vaporized hydrogen peroxide (VHP) on the terminal decontamination effectiveness following the spillage of infectious materials in a BSL-3 laboratory.Methods:Within BSL-3 laboratories with volumes of 92.5 m 3 and 218 m 3, two types of Geobacillus stearothermophilus spore strips were used as biological indicators. ATCC7953 was affixed to stainless steel strips, while ATCC12980 was applied to paper strips. The strips were soaked in cell culture medium and chicken embryo egg fluid to simulate minor spill models. While strips continuously immersed in cell culture medium or chicken embryo egg fluid served as major spill models. These were compared against untreated biological indicator strips to evaluate the terminal decontamination efficacy of VHP. Results:After the completion of terminal disinfection, in laboratories of different volumes and at various sampling points, the culture result of both types of bacterial strips from the minor spill models and the untreated control strips were all negative. In the major spill models, the positivity rate of the two types of bacterial strips soaked in cell culture medium was 75%, while the positivity rate of the two types of bacterial strips soaked in chicken embryo egg fluid was 100%.Conclusions:In the event of a large spill of infectious materials in a laboratory, to ensure biosafety, it is recommended to first treat the spilled materials before initiating the terminal disinfection process. Additionally, under the same disinfection conditions, the material of the biological indicator strips does not affect the terminal disinfection outcomes.

Patients with severe trauma require an extremely timely treatment and transfusion plays an irreplaceable role in the emergency treatment of such patients. An increasing number of evidence-based medicinal evidences and clinical practices suggest that patients with severe traumatic bleeding benefit from early transfusion of low-titer group O whole blood or hemostatic resuscitation with red blood cells, plasma and platelet of a balanced ratio. However, the current domestic mode of blood supply cannot fully meet the requirements of timely and effective blood transfusion for emergency treatment of patients with severe trauma in clinical practice. In order to solve the key problems in blood supply and blood transfusion strategies for emergency treatment of severe trauma, Branch of Clinical Transfusion Medicine of Chinese Medical Association, Group for Trauma Emergency Care and Multiple Injuries of Trauma Branch of Chinese Medical Association, Young Scholar Group of Disaster Medicine Branch of Chinese Medical Association organized domestic experts of blood transfusion medicine and trauma treatment to jointly formulate Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients ( version 2024). Based on the evidence-based medical evidence and Delphi method of expert consultation and voting, 10 recommendations were put forward from two aspects of blood support mode and transfusion strategies, aiming to provide a reference for transfusion resuscitation in the emergency treatment of severe trauma and further improve the success rate of treatment of patients with severe trauma.

Objective This study aimed to explore the differences in global and local brain network topological properties between deficient pattern(DP)and excess pattern(EP)of mild vascular cognitive impairment caused by subcortical small vessel disease based on graph theory network.Methods Patients were recruited prospectively and were classified with DP and EP subtype.The global small-world topological attributes and local nodes were calculated for the comparison of DP,EP,and healthy controls(CN)using the GRETNA platform.Results The three groups all had small-world attributes,but only the patients in EP had a significantly lower small world attribute δ in the range of 0.05-0.26 than the control group(P<0.05).The node efficiency and node strength indicators of multiple brain region were able to significantly distinguish the DP group from the EP group.However,there was no positive brain region in the node efficiency of the DP patients(P>0.05),and only a few brain regions showed increased node strength efficiency(P<0.05).Conclusion The results indicate that the syndrome of DP and EP have significantly different neuroimaging phenotypes,providing a basis for further research of biological classification based on Chinese Medicine syndromes.

Polymorphism refers to the simultaneous and frequent existence of two or more discontinuous variants or genotypes or alleles in a biological population, also known as genetic polymorphisms or genes Polymorphism. This gene polymorphism may have a certain degree of influence on the pharmacokinetics and pharmacodynamics of the drug. The study of genomics plays an important role in realizing personalized, patient-oriented precision medicine treatment. Population model analysis is to use a modeling method to quantitatively describe the correlation and variability between pharmacokinetic and pharmacodynamic parameters and individual characteristics and to quantify the impact of covariates. At present, this method has been widely used. This paper systematically introduces the application examples of using the population model approach to assess the effects of genetic polymorphisms on the drug PK/PD.

Objective:To evaluate the clinical efficacy of modified all-arthroscopic reconstruction of medial patella femoral ligament (MPFL) for the treatment of recurrent patellar dislocation.Methods:A retrospective case series study was conducted to analyze the clinical data of 38 patients (46 knees) with recurrent patellar dislocation, who were treated at First Affiliated Hospital of Shenzhen University from January 2017 to January 2020. The patients included 12 males (12 knees) and 26 females (34 knees), aged 14-40 years [(24.6±5.4)years]. All patients underwent the modified all-arthroscopic MPFL reconstruction procedure. The femoral tunnel locations were assessed by 3D-CT immediately after surgery. The MRI was performed at 6 and 12 months after operation to assess the healing morphology of the reconstructed MPFL. The Lysholm score and Kujala score were used to assess the knee function before operation, at 6 months after operation, at 12 months after operation and at the last follow-up. The time to return to sports as well as complications were observed.Results:All patients were followed up for 26-48 months [(32.4±8.6)months]. Postoperative 3D-CT examination showed that the femoral tunnels were located in the groove area of the medial epicondyle of the femur and the adductor tubercle. At 6 and 12 months after operation, MRI T2 images showed that the reconstructed MPFL had a low signal and well tensioned ligament tissue, indicating that the MPFL was healed well. The Lysholm scores at 6 and 12 months postoperatively and at the last follow-up were (81.1±12.0)points, (91.2±3.8)points, and (92.2±9.8)points, respectively, being significantly higher than the preoperative (52.4±10.6)points (all P<0.01). The Kujala scores at 6 and 12 months postoperatively and at the last follow-up were (85.4±3.9)points, (91.4±3.6)points, and (93.1±8.5)points, respectively, being significantly higher than the preoperative (55.2±6.8)points (all P<0.01). Compared with 6 months postoperatively, the Lysholm score and Kujala score were significantly improved at 12 months postoperatively and at the last follow-up (all P<0.05). All patients returned to sports, with the time to return to sports for 3-12 months [(8.7±2.3)months] after operation. One patient had poor wound healing but was healed after dressing changes. No wound infection, nerve injury, joint stiffness, patella re-dislocation or other complications occurred. Conclusion:For recurrent patellar dislocation, the modified all-arthroscopic MPFL reconstruction has advantages of accurate bone tunnel positioning, good ligament healing, good function recovery, early return to sports, and less postoperative complications.