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People frequently struggle to juggle their work, family, and social life in today’s fast-paced environment, which can leave them exhausted and worn out. The development of technologies for detecting fatigue while driving is an important field of research since driving when fatigued poses concerns to road safety. In order to throw light on the most recent advancements in this field of research, this paper provides an extensive review of fatigue driving detection approaches based on electroencephalography (EEG) data. The process of fatigue driving detection based on EEG signals encompasses signal acquisition, preprocessing, feature extraction, and classification. Each step plays a crucial role in accurately identifying driver fatigue. In this review, we delve into the signal acquisition techniques, including the use of portable EEG devices worn on the scalp that capture brain signals in real-time. Preprocessing techniques, such as artifact removal, filtering, and segmentation, are explored to ensure that the extracted EEG signals are of high quality and suitable for subsequent analysis. A crucial stage in the fatigue driving detection process is feature extraction, which entails taking pertinent data out of the EEG signals and using it to distinguish between tired and non-fatigued states. We give a thorough rundown of several feature extraction techniques, such as topology features, frequency-domain analysis, and time-domain analysis. Techniques for frequency-domain analysis, such wavelet transform and power spectral density, allow the identification of particular frequency bands linked to weariness. Temporal patterns in the EEG signals are captured by time-domain features such autoregressive modeling and statistical moments. Furthermore, topological characteristics like brain area connection and synchronization provide light on how the brain’s functional network alters with weariness. Furthermore, the review includes an analysis of different classifiers used in fatigue driving detection, such as support vector machine (SVM), artificial neural network (ANN), and Bayesian classifier. We discuss the advantages and limitations of each classifier, along with their applications in EEG-based fatigue driving detection. Evaluation metrics and performance assessment are crucial aspects of any detection system. We discuss the commonly used evaluation criteria, including accuracy, sensitivity, specificity, and receiver operating characteristic (ROC) curves. Comparative analyses of existing models are conducted, highlighting their strengths and weaknesses. Additionally, we emphasize the need for a standardized data marking protocol and an increased number of test subjects to enhance the robustness and generalizability of fatigue driving detection models. The review also discusses the challenges and potential solutions in EEG-based fatigue driving detection. These challenges include variability in EEG signals across individuals, environmental factors, and the influence of different driving scenarios. To address these challenges, we propose solutions such as personalized models, multi-modal data fusion, and real-time implementation strategies. In conclusion, this comprehensive review provides an extensive overview of the current state of fatigue driving detection based on EEG signals. It covers various aspects, including signal acquisition, preprocessing, feature extraction, classification, performance evaluation, and challenges. The review aims to serve as a valuable resource for researchers, engineers, and practitioners in the field of driving safety, facilitating further advancements in fatigue detection technologies and ultimately enhancing road safety.
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Objective To investigate the influence of volatile oil from Acori graminei Rhizoma (VOA) on expressions of glial fibrillary acidic protein (GFAP), c-Jun N-terminal protein kainse (JNK) and tumour necrosis factor-α (TNF-α) in the spinal cord dorsal horn of imflammatory pain rats. Methods Totally 36 male SD rats were randomly divided into control group (control), sham-operated group (sham), complete Freund' s adjuvant group (CFA), 5 g/(kg·d) low dose VOA+CFA group (VOA-L+CFA), 10 g/(kg·d) medium dose VOA + CFA group (VOA-M+CFA) and 20 g/(kg·d) high dose VOA + CFA group (VOA-H+CFA). All animals were sacrificed immediately after continuous gavage administration for 22 days. The expressions of GFAP, JNK and TNF-α in the spinal cord dorsal horn of rats in each group were detected by immunofluorescence and Western blotting methods. Results The present results showed that the positive expressions of GFAP, JNK and TNF-α in the spinal cord dorsal horn of rats increased significantly in the CFA group, when compared to the control and sham groups (P < 0. 01). The expressions of GFAP, JNK and TNF-α in the spinal cord dorsal horn of rats with VOA treatment reduced in the dose-dependent manner, when compared to the CFA group, the positive expressions of GFAP, JNK and TNF-α reduced significantly in the dorsal horn of the spinal cord of the VOA-H+CFA group (P<0. 05, P<0. 01). Conclusion VOA reduces the expressions of GFAP, JNK and TNF-α in the spinal cord dorsal horn of rats of CFA-induced inflammatory pain.
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ObjectiveTo investigate the effect of Astragalin （AST） on apoptosis of cerebral cortex neurons in APP/PS1 transgenic mice. MethodsEighteen six-month-old male APP/PS1 transgenic mice were randomly divided into APP/PS1 group， APP/PS1+ 40 mg/kg AST group and APP/PS1+ 20 mg/kg Donepezil （DNP） group， with six mice in each group. At the same time， six male C57BL/6 mice were selected as the normal control group. After intraperitoneal injection of AST once a day and continuous administration for one month， we used Tunel staining to detect the apoptosis of neurons in the cerebral cortex of APP/PS1 mice； immunofluorescent staining to examine the expression of apoptosis-related proteins Bax， Bcl-2， Caspase9 and Cleaved-Caspase3 in the cerebral cortex neurons of APP/PS1 mice； Western blot method to evaluate the changes of the expression of Bax， Bcl-2， Caspase9 and Caspase3. ResultsTunel staining showed that 40 mg/kg AST and 20 mg/kg DNP both reduced the apoptosis of neurons in the cerebral cortex of APP/PS1 mice， AST with more significant inhibition effect. Immunofluorescent staining revealed that 40 mg/kg AST and 20 mg/kg DNP both inhibited the expression of Bax， Caspase9， and Cleaved-Caspase3， and icreased the expression of Bcl-2 in the cerebral cortex neurons of APP/PS1 mice. Western blot results further confirmed that 40 mg/kg AST and 20 mg/kg DNP both down-regulated the expression of Bax （P < 0.05， P < 0.05）， Caspase9 （P < 0.005， P < 0.05） and Caspase3 （P < 0.0001， P < 0.0001） ， and up-regulated the expresstion of Bcl-2 （P < 0.05， P < 0.05） in the cerebral cortex neurons of APP/PS1 mice. ConclusionsAST can inhibit the apoptosis of cerebral cortex neurons in APP/PS1 mice.
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[Abstract] Objective To investigate the effect of rutin (Rut) on sciatic nerve myelin injury induced by acrylamide(ACR), and to observe the changes of myelin structure, myelin basic protein (MBP) and myelin associated glycoprotein (MAG) in rats exposed to ACR. Methods Thirty-six adult male SD rats were randomly divided into 4 groups: control group (ddH
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Objective To construct a rat model of inflammatory pain by injecting complete Freund' adjuvant (CFA) to study effects of volatile oil of Acori Graminei Rhizoma on the expression of glial fibrillary acidic protein (GFAP) and immediate early gene c-fos in the basal lateral amygdale (BLA) of the inflammatory pain rats. Methods Thirty-six adult male SD rats were randomly divided into 6 groups; control group, sham group, CFA group, CFA+ 5 g/( kg · day) volatile oil of Acori Graminei Rhizoma group, CFA+10 g/(kg · day) volatile oil of Acori Graminei Rhizoma group, CFA+20 g/(kg · day) volatile oil of Acori Graminei Rhizoma group, six rats in each group were taken gavage for 21 days. Immunofluorescence and Western blotting methods were used to detect the expressions of GFAP and c-fos in the BLA of all rats. Results Immunofluorescence and Western blotting results showed that compared with the control group, the positive expression of GFAP and c-fos in the BLA of the CFA rats were significantly increased (P<0.01). After treatment of the volatile oil from Acori Graminei Rhizoma, the positive expressions of GFAP and c-fos were reduced compared to the CFA group, as well as the expression levels were decreased in the dose-dependent manner (P<0.01). Compared with the low dose group, the positive expression of GFAP and c-fos of high dose group were decreased significantly (P<0.01). Conclusion The volatile oil fraction from Acori Graminei Rhizoma could reduce the expressions of GFAP and c-fos the BLA of CFA-induced chronic inflammatory pain model rats.
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Objective To study the effect of rutin (Rut) on the expression of myelin basic protein (MBP) and myelin protein lipoprotein (PLP) in corpus callosum of rats infected with acrylamide(ACR). Methods Thirty-two SD adult male rats were randomly divided into 4 groups:control,20 mg/ kg acrylamide poisoning group (ACR), 100 mg/ kg Rut protection group (R1+ACR), 200 mg/ kg Rut protection group (R2+ACR),8 in each group,and were given gastric gavage for 21 days. The changes of the rats’ gait were recorded weekly; Immunohistochemistry and Western blotting were used to detect the changes in the expression levels of MBP and PLP in each group of rats. Results The gait score results showed that the gait score of the ACR group increased with the extension of exposure time compared with the control group. The gait score of the R1+ACR group and R2+ACR group also showed an increase trend compared with the control group, but the gait score was significantly lower than that of the ACR group (P<0. 05). Immunohistochemistry and Western blotting results showed that the expression of MBP and PLP in the corpus callosum of the ACR group was significantly decreased compared with the control group (P<0. 01), while the expression of MBP and PLP in the R1+ACR group and R2+ACR group increased (P<0. 05). Conclusion Rutin has a protective effect on myelin sheath in rats infected with acrylamide, which may be related to the inhibition of MBP and PLP in corpus callosum induced by ACR infection.
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Objective To investigate the relation between noggin expression changes and granular cell proliferation in the dentate gyrus subgranular zone (DG-SGZ) in rats with kainic acid (KA)-induced hippocampal injury. Methods Thirty-two adult male SD rats were randomly assigned into KA injury group (n=16) for intracerebroventricular KA injection and control group (n=16) which received intracerebroventricular normal saline injection (n=8) or no treatment (n=8). Nissl staining was used to assess the cell loss in the hippocampus, and in situ hybridization and immunofluorescence staining was used to detect noggin expression and BrdU-labeled cells in the DG-SGZ. Results The BrdU-labeled cells were found mainly in the DG-SGZ, and noggin mRNA-positive cells mainly in the hilus, DG-SGZ, CA3 and CAI area of the hippocampus. Seven days after KA treatment, substantial cell loss was found in the CA3 and CA4 areas, and the number of BrdU-labeled cells in the DG-SGZ markedly increased as compared with that in the saline group, especially on the same side of injection (P=0.006). The number of noggin mRNA-positive cells in the hippocampus significantly increased 3 days after KA injection, and began to decrease on day 7. Conclusion The granular cell proliferation in the DG-SGZ after KA-induced rat hippoeampal injury is probably associated with noggin expression changes in the hippoeampus.