1.Application and Challenges of EEG Signals in Fatigue Driving Detection
Shao-Jie ZONG ; Fang DONG ; Yong-Xin CHENG ; Da-Hua YU ; Kai YUAN ; Juan WANG ; Yu-Xin MA ; Fei ZHANG
Progress in Biochemistry and Biophysics 2024;51(7):1645-1669
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.
2.Correlation between enlarged perivascular space and cerebral venous reflux in recent small subcortical infarcts within the lenticulostriate artery territory
Zhengrong WU ; Ke ZHANG ; Ce ZONG ; Hongbing LIU ; Kai LIU ; Yanhong WANG ; Yuming XU ; Yuan GAO
Chinese Journal of Neurology 2024;57(3):241-247
Objective:To summarize the incidence of cerebral venous reflux (CVR) in patients with recent small subcortical infarct (RSSI) and explore its correlation with enlarged perivascular spaces (EPVS).Methods:Patients with RSSI in the lenticulostriate artery admitted to the Department of Neurology of the First Affiliated Hospital of Zhengzhou University from January 2019 to December 2022 were included. The baseline demographic data, medical history, and laboratory results of the patients were collected. CVR was assessed by time-of-flight magnetic resonance angiography. Patients were stratified into 2 groups based on the presence (CVR group) or absence of CVR (non-CVR group), and baseline characteristics as well as laboratory test results were compared between the 2 groups. The location and number of EPVS were evaluated using a visual grading scale, with EPVS with higher scores defined as high-grade EPVS (HEPVS). Simultaneous evaluation of cerebral white matter hyperintensities and lacunar infarctions was conducted, followed by intergroup comparisons. The relationship between EPVS and CVR was studied using multiple Logistic regression analysis.Results:A total of 571 patients with RSSI in the lentiform artery area were ultimately included, including 180 females (31.5%). Their age was (59.37±12.87) years. Among them, 73 patients (12.8%) exhibited CVR based on imaging findings, so the incidence of CVR was 12.8%. In comparison between the CVR group ( n=73) and the non-CVR group ( n=498), the proportion of females [21.9% (16/73) vs 32.9% (164/498), χ 2=3.578, P=0.059] was lower and the proportion of history of smoking [38.4% (28/73) vs 27.7% (138/498), χ 2=3.499, P=0.061] was higher in the CVR group, but without statistical significance. Additionally, the history of alcohol consumption [34.2% (25/73) vs 21.7% (108/498), χ 2=5.621, P=0.018] and the proportion of patients with concomitant HEPVS in the basal ganglia area [41.1% (30/73) vs 25.3% (126/498), χ 2=7.999, P=0.005] was higher in the CVR group with statistical significance. Multiple Logistic regression analysis showed that HEPVS in the basal ganglia region remained independently associated with CVR ( OR=1.988, 95% CI 1.190-3.320, P=0.009). Conclusion:EPVS in the basal ganglia region is significantly associated with CVR in the RSSI population, suggesting that venous dysfunction may be closely related to the formation of EPVS.
3.Effects of Compound Danshen Dripping Pills on Ventricular Remodeling and Cardiac Function after Acute Anterior Wall ST-Segment Elevation Myocardial Infarction (CODE-AAMI): Protocol for a Randomized Placebo-Controlled Trial.
Yu-Jie WU ; Bo DENG ; Si-Bo WANG ; Rui QIAO ; Xi-Wen ZHANG ; Yuan LU ; Li WANG ; Shun-Zhong GU ; Yu-Qing ZHANG ; Kai-Qiao LI ; Zong-Liang YU ; Li-Xing WU ; Sheng-Biao ZHAO ; Shuang-Lin ZHOU ; Yang YANG ; Lian-Sheng WANG
Chinese journal of integrative medicine 2023;29(12):1059-1065
BACKGROUND:
Ventricular remodeling after acute anterior wall ST-segment elevation myocardial infarction (AAMI) is an important factor in occurrence of heart failure which additionally results in poor prognosis. Therefore, the treatment of ventricular remodeling needs to be further optimized. Compound Danshen Dripping Pills (CDDP), a traditional Chinese medicine, exerts a protective effect on microcirculatory disturbance caused by ischemia-reperfusion injury and attenuates ventricular remodeling after myocardial infarction.
OBJECTIVE:
This study is designed to evaluate the efficacy and safety of CDDP in improving ventricular remodeling and cardiac function after AAMI on a larger scale.
METHODS:
This study is a multi-center, randomized, double-blind, placebo-controlled, parallel-group clinical trial. The total of 268 patients with AAMI after primary percutaneous coronary intervention (pPCI) will be randomly assigned 1:1 to the CDDP group (n=134) and control group (n=134) with a follow-up of 48 weeks. Both groups will be treated with standard therapy of ST-segment elevation myocardial infarction (STEMI), with the CDDP group administrating 20 tablets of CDDP before pPCI and 10 tablets 3 times daily after pPCI, and the control group treated with a placebo simultaneously. The primary endpoint is 48-week echocardiographic outcomes including left ventricular ejection fraction (LVEF), left ventricular end-diastolic volume index (LVEDVI), and left ventricular end-systolic volume index (LVESVI). The secondary endpoint includes the change in N terminal pro-B-type natriuretic peptide (NT-proBNP) level, arrhythmias, and cardiovascular events (death, cardiac arrest, or cardiopulmonary resuscitation, rehospitalization due to heart failure or angina pectoris, deterioration of cardiac function, and stroke). Investigators and patients are both blinded to the allocated treatment.
DISCUSSION
This prospective study will investigate the efficacy and safety of CDDP in improving ventricular remodeling and cardiac function in patients undergoing pPCI for a first AAMI. Patients in the CDDP group will be compared with those in the control group. If certified to be effective, CDDP treatment in AAMI will probably be advised on a larger scale. (Trial registration No. NCT05000411).
Humans
;
ST Elevation Myocardial Infarction/therapy*
;
Stroke Volume
;
Ventricular Remodeling
;
Prospective Studies
;
Microcirculation
;
Ventricular Function, Left
;
Myocardial Infarction/etiology*
;
Treatment Outcome
;
Percutaneous Coronary Intervention/adverse effects*
;
Heart Failure/drug therapy*
;
Drugs, Chinese Herbal/therapeutic use*
;
Randomized Controlled Trials as Topic
;
Multicenter Studies as Topic
4.Application of 3D printing percutaneous guide plate in closed reduction and cannulated screw internal fixation of femoral neck fracture.
Qing-Ze WANG ; Ming-Xing LUO ; Shuai ZENG ; Jun-Guo BAO ; Wen-Li LUO ; Kai-Zong YUAN ; Li-Feng LAO
China Journal of Orthopaedics and Traumatology 2023;36(3):209-215
OBJECTIVE:
To investigate the application of 3D printing percutaneous surgical guide plate in closed reduction and cannulated screw internal fixation of femoral neck fracture.
METHODS:
The clinical data of 12 patients with femoral neck fracture from March 2019 to March 2022 were retrospectively analyzed. Patients were divided into observation group and control group according to different operation plans, with 6 cases in each group. The observation group received percutaneous operation guide plate assisted closed reduction and hollow screw internal fixation, while the control group received closed reduction and hollow compression screw internal fixation. The operation time, intraoperative blood loss, fluoroscopy times, and Kirschner needle puncture times were compared between two groups. The location of screws were recordedon postoperative X-ray films, follow-up time, time of complete fracture healing, Harris score of hip joint and the incidence of complications were recorded on postoperative X-ray films.
RESULTS:
The operation time of observation group (32.17±6.18) min was shorter than that of control group (53.83±7.31) min (P<0.05). The amount of intraoperative bleeding in the observation group (18.33±2.94) ml was less than that in the control group (38.17±5.56) ml(P<0.05). The times of fluoroscopy in the observation group (7.50±1.05) were less than those in the control group (21.00±4.82) (P<0.05). The number of Kirschner needle punctures (8.00±0.63) in observation group was less than that in control group (32.67±3.08) (P<0.05). The follow-up time was(12.88±0.74) months in observation group and (12.83±0.72) months in control group, there was no significant difference between two groups (P>0.05). One year after operation, Harris score of hip joint in the observation group was(82.00±4.52) points, while that in the control group was(81.00±3.41) points, there was no significant difference between two groups(P>0.05). The time of complete fracture healing in the observation group was (7.50±1.05) months, while that in the control group was (7.67±1.21) months, there was no significant difference between two groups(P>0.05). The parallelism of the screws in the observation group was (0.50±0.11) ° and (0.76±0.15) °, which were lower than that in the control group (1.57±0.31) ° and (1.87±0.21) ° (P<0.05). The screw distribution area ratio (0.13±0.02) cm2 in the observation group was higher than that in the control group (0.08±0.01) cm2 (P<0.05). No complications such as necrosis of femoral head, nonunion of fracture, shortening of femoral neck and withdrawal of internal fixation occurred in both groups.
CONCLUSION
The application of 3D printing percutaneous surgical guide plate improves the accuracy and safety of closed reduction and cannulated screw internal fixation for femoral neck fracture. It has the advantages of minimally invasive, reducing radiation exposure, fast and accurate, shortening the operation time and reducing intraoperative bleeding.
Humans
;
Retrospective Studies
;
Treatment Outcome
;
Femoral Neck Fractures/surgery*
;
Fracture Fixation, Internal
;
Bone Screws
;
Printing, Three-Dimensional
5.Expert consensus on the diagnosis and treatment of severe and critical coronavirus disease 2019.
You SHANG ; Jianfeng WU ; Jinglun LIU ; Yun LONG ; Jianfeng XIE ; Dong ZHANG ; Bo HU ; Yuan ZONG ; Xuelian LIAO ; Xiuling SHANG ; Renyu DING ; Kai KANG ; Jiao LIU ; Aijun PAN ; Yonghao XU ; Changsong WANG ; Qianghong XU ; Xijing ZHANG ; Jicheng ZHANG ; Ling LIU ; Jiancheng ZHANG ; Yi YANG ; Kaijiang YU ; Xiangdong GUAN ; Dechang CHEN
Chinese Medical Journal 2022;135(16):1913-1916
Humans
;
COVID-19
;
Consensus
;
SARS-CoV-2
;
China
6.Long-term outcomes and failure patterns of definitive radiotherapy for cervical esophageal carcinoma.
Xuan LIU ; Jing Wei LUO ; Zong Mei ZHOU ; Run Ye WU ; Ye ZHANG ; Kai WANG ; Xue Song CHEN ; Yuan QU ; Xiao Dong HUANG ; Xi WANG ; Nan BI ; Qin Fu FENG ; Ji Ma LYU ; Dong Fu CHEN ; Ze Fen XIAO ; Jian Ping XIAO ; Jun Lin YI ; Li GAO
Chinese Journal of Oncology 2022;44(10):1125-1131
Objective: To evaluate the long-term outcomes, failure patterns and prognostic factors of definitive radiotherapy in patients with cervical esophageal carcinoma (CEC). Methods: We retrospectively reviewed the clinical data of 148 CEC patients who treated with definitive radiotherapy in Cancer Hospital of Chinese Academy of Medical Sciences from January 2001 to December 2017. The median radiation dose was 66 Gy (59.4-70 Gy) and 33.1% of patients received concurrent chemotherapy. The Kaplan-Meier method was used to calculate survival rates. The log rank test was used for survival comparison and univariate prognostic analysis. The Cox model was used for multivariate prognostic analysis. Results: The median follow-up time was 102.6 months. The median survival time, 2- and 5-year overall survival (OS) were 22.7 months, 49.9% and 28.3%. The median, 2- and 5-year progression-free survival were 12.6 months, 35.8% and 25.8%. The 2- and 5-year locoregional recurrence-free survival were 59.1% and 50.8%. The 2- and 5-year distant metastases-free survival were 74.6% and 65.9%. Multivariate analysis showed that EQD(2)>66 Gy was the only independent prognostic indicator for OS (P=0.040). The median survival time and 5-year OS rate significantly improved in patients who received EQD(2)>66 Gy than those who received≤66 Gy (31.2 months vs. 19.2 months, 40.1% vs. 19.1%, P=0.027). A total of 87 patients (58.8%) developed tumor progression. There were 50 (33.8%), 23 (15.5%) and 39 (26.4%) patients developed local, regional recurrence and distant metastases, respectively. Eleven patients (7.4%) underwent salvage surgery, and the laryngeal preservation rate for entire group was 93.9%. Conclusions: Definitive radiotherapy is an effective treatment for cervical esophageal carcinoma with the advantage of larynx preservation. Local recurrence is the major failure pattern. EQD(2)>66 Gy is associated with the improved overall survival.
Humans
;
Retrospective Studies
;
Esophageal Neoplasms/pathology*
;
Carcinoma/drug therapy*
;
Prognosis
;
Treatment Outcome
;
Chemoradiotherapy/methods*
;
Radiotherapy Dosage
7.Effects of silencing Rce1 in vitro on the invasion and migration of tongue carcinoma.
Jun-Jun SUN ; Yun-Ya TAO ; Yuan ZHOU ; Zong-Xuan HE ; Shan-Gui SHENG ; Qi-Min WANG ; Lei TONG ; Kai ZHAO ; Shao-Ru WANG ; Zheng-Gang CHEN
West China Journal of Stomatology 2019;37(2):143-148
OBJECTIVE:
This study aimed to explore the influence of Rce1 on invasion and migration of tongue squamous cell carcinoma cells by silencing the Rce1 gene with RNA interference.
METHODS:
The tongue squamous cell carcinoma Cal-27 and SCC-4 cells were cultured in vitro. The small interfering RNA (siRNA) of the Rce1 gene was designed, and the Rcel gene expression was silenced vialiposome transfection. According to the siRNA transfected by liposome, the experimental group was divided into three groups, namely, Rce1-siRNA-1, Rce1-siRNA-2, and Rce1-siRNA-3 groups. Negative control group was transfected by siCON, and the blank control group was untransfected by siRNA. The Rce1, RhoA, and K-Ras gene expression levels in each group were analyzed by real-time quantitative polymerase chain reaction. The Rce1, RhoA, K-Ras, MMP-2, and MMP-9 protein expression levels were analyzed by Western blot. The invasiveness of tongue cancer cell Cal-27 and SCC-4 were determined by Transwell invasion assay, and cell migration assay was performed by cell scratch assay.
RESULTS:
Real-time quantitative polymerase chain reaction and Western blot results showed that compared with the negative and blank control groups, the Rce1 gene and protein expression levels in three experimental groups decreased (P<0.05). The RhoA, K-Ras gene and protein expression levels were insignificantly different among groups (P>0.05). Meanwhile, the MMP-2 and MMP-9 expression levels decreased (P<0.05). Transwell invasion assay results showed that the total number of cells in the PET film of the experimental groups was significantly decreased compared with the control group (P<0.05). The cell scratch test showed that the cell closure time of the scratch in the interference group was significantly longer than those in the control and blank groups (P<0.05).
CONCLUSIONS
Silencing Rce1 in vitro can effectively downregulate its expression in tongue squamous cell carcinoma cells Cal-27 and SCC-4 and reduce the migration and invasion abilities of these cells.
Cell Line, Tumor
;
Cell Movement
;
Cell Proliferation
;
Endopeptidases
;
metabolism
;
Humans
;
Neoplasm Invasiveness
;
RNA Interference
;
RNA, Small Interfering
;
Tongue Neoplasms
;
metabolism
;
therapy
;
Transfection
8.Colonization of B.bifidum ATCC 29521 In Mice Intestinal Tract
Yi-Jie WENG ; Wen-Kai TAN ; Jian LIANG ; Cai-Yuan YU ; Zong-Hao CHEN ; Dan-Xian JIANG
Parenteral & Enteral Nutrition 2018;25(2):107-110,115
Objective:Effect of gut microbiota on human health has become a hotspot in recent years with the emergence of new microbial technology.B.bifidum is a traditional probiotics and has been widely used in food and medicine.But the metabolism and function of B.bifidum ATCC 29521 has not been well documented.To investigate colonization and growth of B.bifidum ATCC 29521 in mice intestine,fecal B.bifidum concentrations were analyzed by real-time fluorescent quantitative PCR.Methods:Female C57BL/6 mice were orally gavaged with eigher a single dose of 1 × 109 CFU B.bifidum ATCC 29521 or continuous doses of 1 × 109/day for 3 weeks.Feces were collected at 0,2,4,6,8,10,12,16,20,24 h and at 10,7,14,21,24,28 d,respectively.Total DNA was isolated from the feces using the Qiagen DNA stool extraction kit according to the manufacturer's instructions.The linear standard curve was established by each dilution degrees of B.bifidum ATCC 29521 and their corresponding CT values.The curve equation was y =0.1835x + 9.0628 and R2 was 0.9994.The concentration of B.bifidum ATCC 29521 in mice feces were calculated by substituted CT values obtained by RT-PCR into the curve equation.Results:The curves of B.bifidum ATCC 29521 concentration rose at first and then reduced gradually.In single dose group,the concentration of B.bifidum ATCC 29521 began to increase at 4h after oral gavage,reaching its peak 6.0 × 107 CFU/g at 10h and then decreased gradually.The biggest drop occurred at the period between 12 h and 16 h after B.bifidum treatment.In successive administration group,the concentration rose at the highest rate in the first week when it achieved 2.0 × 107CFU/g and kept on inceasing to 1.0 × 108CFU/g in the next week.However,the concentration did not rose up significantly in the third week.It means that the concentration of B.bifidum ATCC 29521 in mice intestine reached platform in the second week after oral gavage.The concentration of B.bifidum ATCC 29521 significantly decreased at 24h and one week after B.bifidum treatment course in two group repectively and was still higher than baseline before oral gavage.Conclusion:Once the B.bifidum ATCC 29521 supplement was discontinued,the concentration fell down in short time.B.bifidum ATCC 29521 could not sustain colonization and growth in mice intestine without external supplement.It is necessary to provide daily supplemention for at least two weeks and to keep on in order to maintain sufficient concentration.
9.Therapeutic efficacy observation on acupuncture for persistent allergic rhinitis
Peng LIU ; Bi-Meng ZHANG ; Lei ZONG ; Zhi-Hai HU ; Yin SHOU ; Bing-Rong LI ; Long YUAN ; Si-Wei XU ; Yang YANG ; Kai-Yong ZHANG ; Hui-Ru JIANG ; Yi-Fan JIA
Journal of Acupuncture and Tuina Science 2018;16(4):271-275
Objective:To observe the clinical effect of acupuncture for persistent allergic rhinitis (PAR).Methods:A total of 154 PAR patients were randomized into a treatment group and a control group,78 cases in the treatment group received acupuncture at meridian points,while 76 cases in the control group received acupuncture at non-meridian points.The treatment was done every other day,3 times a week for a total 4 weeks.The total nasal symptom score (TNSS),the total non-nasal symptom score (TNNSS) and the rhinoconjunctivitis quality of life questionnaire (RQLQ) were measured before the treatment and after 2 weeks and 4 weeks of treatment,as well as 1 month and 3 months after the treatment to compare the clinical effect between the two groups.Results:After 4 weeks of treatment,the total effective rate in the treatment group was 92.3%,versus 76.3% in the control group,showing a statistically significant difference (P<0.05).Intra-group comparisons of TNSS,TNNSS and RQLQ scores after 4 weeks of treatment showed statistically significant differences (all P<0.05).Between-group comparisons of TNSS,TNNSS and RQLQ score after 4 weeks of treatment and in follow-up visits showed statistically significant differences (all P<0.05).Conclusion:Acupuncture is effective for PAR,and acupuncture at meridian points can produce a better effect than acupuncture at non-meridian points.
10.In silico identification of potential inhibitors targeting Streptococcus mutans sortase A
Luo HAO ; Liang DAN-FENG ; Bao MIN-YUE ; Sun RONG ; Li YUAN-YUAN ; Li JIAN-ZONG ; Wang XIN ; Lu KAI-MIN
International Journal of Oral Science 2017;9(1):53-62
Dental caries is one of the most common chronic diseases and is caused by acid fermentation of bacteria adhered to the teeth. Streptococcus mutans (S. mutans) utilizes sortase A (SrtA) to anchor surface proteins to the cell wall and forms a biofilm to facilitate its adhesion to the tooth surface. Some plant natural products, especially several flavonoids, are effective inhibitors of SrtA. However, given the limited number of inhibitors and the development of drug resistance, the discovery of new inhibitors is urgent. Here, the high-throughput virtual screening approach was performed to identify new potential inhibitors of S. mutans SrtA. Two libraries were used for screening, and nine compounds that had the lowest scores were chosen for further molecular dynamics simulation, binding free energy analysis and absorption, distribution, metabolism, excretion and toxicity (ADMET) properties analysis. The results revealed that several similar compounds composed of benzofuran, thiadiazole and pyrrole, which exhibited good affinities and appropriate pharmacokinetic parameters, were potential inhibitors to impede the catalysis of SrtA. In addition, the carbonyl of these compounds can have a key role in the inhibition mechanism. These findings can provide a new strategy for microbial infection disease therapy.

Result Analysis
Print
Save
E-mail