2.Application of electrophysiology-based machine learning in identifying driving fatigue
Hongyi XIANG ; Xiyan ZHU ; Zhikang LIAO ; Hui ZHAO
Journal of Environmental and Occupational Medicine 2022;39(4):459-464
Road traffic accidents (RTA) can cause a large number of casualties and property losses. Driving fatigue is one of the important factors leading to RTA. Electrophysiological signals, as a kind of information feedback for the nervous system to regulate body functions, can reflect drivers’ fatigue state. However, there is a lack of systematic reviews on the current research on electrophysiological signals as information input of machine learning methods for driving fatigue recognition. By investigating fatigue-related literature, the current paper summarized the neural regulation mechanism of fatigue, clarified that driving fatigue is caused by both psychological and physiological loads, recognized inducing factors related to driving fatigue, and summed up electrophysiological signals now in use of driving fatigue recognition, as well as their physiological mechanisms and related indicators. Machine learning algorithms are widely used in identifying driving fatigue. Based on existing studies that used electrophysiological signals as information input source and applied various machine learning algorithms to build driving fatigue identification models, this paper compared the effectiveness of various machine learning algorithms, and described the advantages and disadvantages of supervised machine learning. It is pointed out that suitable classification algorithms should be selected according to sample conditions and model eigenvalues when applied to driving fatigue recognition. In addition, a variety of electrophysiological signals as information sources can help improve the accuracy of a fatigue recognition model, but the increase of model input eigenvalues cannot. Finally, the research progress of identification methods based on electrophysiological signals provided new opportunities for identifying driving fatigue.
3.Restoration of FMRP expression in adult V1 neurons rescues visual deficits in a mouse model of fragile X syndrome.
Chaojuan YANG ; Yonglu TIAN ; Feng SU ; Yangzhen WANG ; Mengna LIU ; Hongyi WANG ; Yaxuan CUI ; Peijiang YUAN ; Xiangning LI ; Anan LI ; Hui GONG ; Qingming LUO ; Desheng ZHU ; Peng CAO ; Yunbo LIU ; Xunli WANG ; Min-Hua LUO ; Fuqiang XU ; Wei XIONG ; Liecheng WANG ; Xiang-Yao LI ; Chen ZHANG
Protein & Cell 2022;13(3):203-219
Many people affected by fragile X syndrome (FXS) and autism spectrum disorders have sensory processing deficits, such as hypersensitivity to auditory, tactile, and visual stimuli. Like FXS in humans, loss of Fmr1 in rodents also cause sensory, behavioral, and cognitive deficits. However, the neural mechanisms underlying sensory impairment, especially vision impairment, remain unclear. It remains elusive whether the visual processing deficits originate from corrupted inputs, impaired perception in the primary sensory cortex, or altered integration in the higher cortex, and there is no effective treatment. In this study, we used a genetic knockout mouse model (Fmr1KO), in vivo imaging, and behavioral measurements to show that the loss of Fmr1 impaired signal processing in the primary visual cortex (V1). Specifically, Fmr1KO mice showed enhanced responses to low-intensity stimuli but normal responses to high-intensity stimuli. This abnormality was accompanied by enhancements in local network connectivity in V1 microcircuits and increased dendritic complexity of V1 neurons. These effects were ameliorated by the acute application of GABAA receptor activators, which enhanced the activity of inhibitory neurons, or by reintroducing Fmr1 gene expression in knockout V1 neurons in both juvenile and young-adult mice. Overall, V1 plays an important role in the visual abnormalities of Fmr1KO mice and it could be possible to rescue the sensory disturbances in developed FXS and autism patients.
Animals
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Disease Models, Animal
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Fragile X Mental Retardation Protein/metabolism*
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Fragile X Syndrome/metabolism*
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Humans
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Mice
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Mice, Knockout
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Neurons/metabolism*
4.Characteristics of pain sensitivity in children and model mice with autism spectrum disorder disorders
XU Meng, LI Qi, Hongyi Sui, ZHANG Yancheng, LI Xiang, FAN Lili, WU Lijie
Chinese Journal of School Health 2021;42(5):756-758
Objective:
To explore the characteristics of pain sensitivity of autism spectrum disorder (ASD), and to provide reference for clinical comprehensive intervention of ASD.
Methods:
A case-control study was conducted to investigate the characteristics of pain sensitivity in 142 ASD children and 142 normal children using the items related to pain sensitivity in the Autism Treatment Evaluation Checklist (ATEC). In addition, two recognized ASD model mice (BTBR mice and model mice induced by VPA) were selected as experimental group. The thermal pain threshold and mechanical pain threshold of BTBR mice were measured by electroshock seizure threshold and Von Frey filament test, and the differences of pain characteristics between BTBR mice and control mice were compared, the thermal pain threshold of model mice induced by VPA (VPA rats) was measured by electroshock seizure threshold, and the differences between BTBR mice and control mice (Con) were compared.
Results:
There was significant difference in pain sensitivity between ASD group and control group (χ 2=0.81,P<0.05), and the sensitivity of ASD children to pain was significantly lower than that of normal control children. The pain sensitivity of BTBR mice and C57BL/6 mice on the 42 nd day after birth was measured. The T-test analysis showed that the time taken for BTBR and C57BL/6 mice to retract their feet on the 42 nd day after birth (3.62±0.38,3.02±0.33)s (t=3.28,P<0.01), and the mechanical pain threshold (9.75±3.58,0.55±0.93)s (t=7.44,P<0.01). The detection of thermal stinging pain in VPA rats and con rats on the 9 th, 11 th, 13 th and 15 th day after birth was detected. The results of t test were as follows:P9(11.34±1.38,9.81±1.64)g, P11(11.37±1.98,9.36±1.11)g, P13(11.53±1.38,9.51±1.01)g and P15(12.05±2.91,8.74±1.60)g (t=-2.79,-2.25,3.95,3.95,P<0.05).
Conclusion
Compared with normal control children, ASD children show insensitivity to pain which is further supported by two types of animal models for ASD.
5.Application value of dynamic SPECT 99 Tcm-GSA scintigraphy assessing regional liver function changes before and after portal vein embolization
Xuan TONG ; Canhong XIANG ; Yingmao CHEN ; Mingzhe SHAO ; Can LI ; Xin HUANG ; Rui TANG ; Ang LI ; Yuewei ZHANG ; Hongyi ZHANG
Chinese Journal of Digestive Surgery 2018;17(3):279-284
Objective To investigate the application value of dynamic single-photon emission computed tomography (SPECT) 99m-technetium galactosyl human serum albumin diethylenetriamine pentaacetic acid injection (99 Tcm-GSA) scintigraphy assessing regional liver function changes before and after portal vein embolization (PVE).Methods The retrospective cross-sectional study was conducted.The clinical data of 11 patients with Bismuth Ⅲ a hilar cholangiocarcinoma who were admitted to the General Hospital of People's Liberation Army (10 patients) and Beijing Tsinghua Changgung Hospital (1 patient) from October 2010 to October 2016 were collected.B ultrasound-guided percutaneous transhepatic ipsilateral exbolization was performed before radical resection of hilar cholangiocarcinoma.Dynamic SPECT 99 Tcm-GSA scintigraphy was performed to calculate and compare the changes of functional liver volume (FLV),morphological liver volume (MLV) and functional liver density (FLD) in embolized lobe and non-embolized lobe before PVE and 2 weeks after PVE.Observation indicators:(1) the changes of serum indexes in 2 weeks before and after PVE;(2) the changes of FLV,MLV and FLD in the whole liver,embolized and non-embolized lobes in 2 weeks before and after PVE;(3) surgical and postoperative situations of hilar cholangiocarcinoma;(4) follow-up and survival situations.Follow-up using outpatient examination and telephone interview was performed to detect postoperative serum toal bilirubin (TBil) level,with or without peritoneal effusion and survival up to June 2017.Measurement data with normal distribution were represented as x-±s.The comparisons of pre-and post-operative data were analyzed by the paired t test.Results (1) The changes of serum indexes in 2 weeks before and after PVE:11 patients underwent successful right PVE.The alanine aminotransferase (ALT),TBil,albumin (Alb),Platelets (PLT) and prothrombin time (PT) were respectively (113±20) U/L,(73± 8) μmol/L,(35.0±2.5) g/L,(209±58) × 109/L,(11.4±0.7) seconds in 2 weeks before PVE and (120± 18) U/L,(36± 7) μmol/L,(34.4± 3.2) g/L,(224± 82) × 109/L,(11.2±0.8)seconds in 2 weeks after PVE,with a statistically significant difference in TBil level (t=-10.592,P<0.05) and no statistically significant difference in ALT,Alb,PLT and PT (t=0.981,-0.350,-0.591,0.533,P>0.05).(2) The changes of FLV,M LV and FLD in the whole liver,embolized and nonembolized lobes in 2 weeks before and after PVE:the FLV,MLV and FLD of the whole liver were respectively (894±255) mL,(1 552±504) mL,0.59±0.14 in 2 weeks before PVE and (812±206) mL,(1 521±422) mL,0.55±0.16 in 2 weeks after PVE,with no statistically significant difference (t =1.569,0.666,1.980,P> 0.05).The FLV,MLV and FLD of the embolized lobe were respectively (623±275) mL,(1 047± 394) mL,0.62±0.14 in 2 weeks before PVE and (375±240) mL,(865±337) mL,0.44±0.24 in 2 weeks after PVE,with statistically significant differences (t =5.909,3.736,3.359,P < 0.05);the descending percentages were respectively 38.1%,9.8% and 24.6%.The FLV,MLV and FLD of the non-embolized lobe were respectively (274±152)mL,(530±176)mL,0.52±0.21 in 2 weeks before PVE and (436±149) mL,(656±133)mL,0.68± 0.24 in 2 weeks after PVE,with statistically significant differences (t =-6.019,-6.345,-3.933,P<0.05);the elevated percentages were respectively 80.1%,19.9% and 23.8%.(3) Surgical and postoperative situations of hilar cholangiocarcinoma:of 11 patients,10 received successful peri-hilar right hemihepatectomy,the right hepatic atrophy and an obvious demarcation line between left and right liver were found intraoperatively;1 stopped operation due to detect intraoperatively peritoneal metastasis of tumor.The operation time,volume of intraoperative blood loss and time of postoperative abdominal drainage-tube removal were respectively (585± 194)minutes,(472± 274)mL and (8±5)days.Of 10 patients undergoing operations,2 were complicated with massive peritoneal effusion at 2 days postoperatively,volume of peritoneal effusion remained more than 500 mL up to 7 days after drainage,and were improved by 1-month conservative treatment;other 8 patients were not complicated with hepatic dysfunction.Duration of hospital stay of 11 patients was (16± 4) days.(4) Follow-up and survival situations:10 patients were followed up for 4-72 months,with a median time of 39 months.During the follow-up,there was no evaluated TBil level and peritoneal effusion in 10 patients.The median survival time,1-,3-and 5-year overall survival rates were 88.8%,74.6% and 36.8%,respectively.Conclusions The dynamic SPECT 99Tcm-GSA scintigraphy can effectively evaluate liver function changes of embolized and non-embolized lobes before and after PVE.The increased rate of FLV of non-embolized lobe is higher than that of MLV.
6.Progress of hepatic-biliary-pancreatic surgery in the 118th annual congress of Japan Surgical Society
Tong ZHANG ; Wei CHENG ; Yuhua ZHANG ; Jian SUN ; Canhong XIANG ; Hongyi ZHANG
Chinese Journal of Digestive Surgery 2018;17(5):437-441
The annual congress of Japan Surgical Society is a famous academic event in the field of surgery,and the participants can learn from the latest research results of all the major surgical disciplines.The authors selected topics of the ll8th annual congress in 2018,including the latest research results and progresses of laparoscopic hepatectony,liver transplantation,extrahepatic bile duct carcinoma and pancreatic surgery.The purpose of this study is to provide new information and reference for optimizing the diagnosis and treatment of hepatobiliary and pancreatic diseases.
7.New types of operation based on perihilar resection to cure hilar cholangiocarcinoma
Jiahong DONG ; Canhong XIANG ; Jun SHI ; Jianping ZENG ; Rui TANG ; Xuedong WANG ; Ang LI ; Hongyi ZHANG
Chinese Journal of Digestive Surgery 2017;16(10):1053-1060
Objective To explore clinical efficacy of new types of operation based on perihilar resection to cure hilar cholangiocarcinoma.Methods The retrospective descriptive study was conducted.The clinicopathological data of 4 patients with different Bismuth type of hilar cholangiocarcinoma who were admitted to the Beijing Tsinghua Chunggung Hospital from December 2014 to June 2016 were collected.After preoperative examinations and evaluations,single perihilar resection or combined with central liver segmentectomy were performed.Observation indicators included:(1) intraoperative situations;(2) postoperative pathological examinations;(3) postoperative situations;(4) follow-up.Patients were followed up using outpatient examination up to June 2017.Follow-up included abdominal pain,fever,routine blood test,tumor marker test and imaging examination which detected tumor recurrence and metastasis.Measurement data were represented as average (range).Results (1) Intraoperative situations:4 patients received successful operations,with an average operation time of 512 minutes (range,300-620 minutes).Portal vein was blocked continuously,with an average occlusion time of 70 minutes (range,57-80 minutes),an average volume of intraoperative blood loss was 537 mL (range,200-1 000 mL).Two patients received transfusion of 2 U plasma,4 U plasma + 4 U red blood cell (RBC),respectively.(2) Postoperative pathological examinations:results of postoperative pathological examinations in 4 patients showed that tumor size was respectively 1.5 cm× 1.2 cm× 1.1 cm,1.3 cm× 1.1 cm× 1.0 cm,2.0 cm× 1.7 cm× 1.5 cm and 2.0 cm×2.0 cm× 1.5 cm.Tumor differentiation:1 and 3 patients were respectively detected in moderate-differentiated cholangiocarcinoma and low-differentiated cholangiocarcinoma.Positive nerve plexus invasion was found in all 4 patients and 3 patients had regional lymph node metastasis.Four patients received R0 resection.TNM staging:T2aN1M0 and T2bN1M0 were found in 1 and 3 patients,respectively.(3) Postoperative situations:of 4 patients,1 complicated with biliary leakage was cured by conservative treatment and then discharged from hospital at 67 days;3 had good recovery and then discharged from hospital at day 21,14 and 14,respectively.Patients didn't receive postoperative adjuvant treatment,such as chemoradiotherapy.(4) Follow-up:4 patients were followed up for 12-31 months.During follow-up,4 patients were in good condition,and 1 with transient fever was relieved by conservative treatment.Levels of tumor marker in 4 patients were normal,results of enhanced CT scan showed no signs of tumor recurrence and intrahepatic bile duct dilatation.Conclusion After precisely evaluating the tumor extension among segmental bile duct,single perihilar resection or combined with central segmentectomy can effectively cure hilar cholangiocarcinoma.
8.Practice of teacher learning community construction in the center for faculty development
Leyuan XIANG ; Jianping WEI ; Hui ZHU ; Hongyi HU
Chinese Journal of Medical Education Research 2013;(4):361-364
Center for faculty development (CFD) in Shanghai University of Traditional Chinese Medicine is one of the earliest agencies of the university targeted for professional development of the teachers.In recent years,CFD took learning community as one of the main way to promote teacher professional development and made in-depth researches.This paper discussed on organization and form of community as well as teachers' training and assessment.
9.Discussion on clinical practice teaching and clinical faculty development in Chinese medicine education
Jianping WEI ; Hongyi HU ; Jun LIU ; Chen ZHAO ; Xiaotian YAN ; Leyuan XIANG ; Hui ZHU
Chinese Journal of Medical Education Research 2013;(1):44-47
This article elaborated on professional development objectives of traditional Chinese medicine (TCM) clinical teachers and analyzed on the existing teaching ability development foundation of clinical teachers from the trend of clinical practice teaching development.Meanwhile,the article proposed the basic connotation of TCM clinical teachers' teaching ability development based on the construction of the module of clinical teachers' professional ability development and the opening learning environment.
10.Effects of Chuankezhi injection on airway inflammation in mouse model of asthma and isolated guinea-pig airway smooth muscle.
Huimin XU ; Hongyi YAO ; Junjie WENG ; Xiang XU
China Journal of Chinese Materia Medica 2010;35(10):1302-1306
OBJECTIVETo observe the effects of inhaled Chuankezhi injection (CKZ) on airway inflammation in a mouse model of asthma and dilation of isolated guinea-pig airway smooth muscle in vitro, which can provide pharmacodynamic evidence for CKZ treating acute attack of asthma.
METHODBALB/c mice were sensitized with ovalbumin (OVA) on Days 1, 15, and then were inhaled with OVA aerosol on Days 22-28. The sensitized mice were administered with inhalation of aerosolized CKZ injection (0.2, 0.4, 0.8 mL x kg(-1), bid), or intraperitoneal injection of CKZ (0.4 mL x kg(-1), bid), dexamethsone (0.5 mg x kg(-1) x d(-1)) and saline (control) on Days 22-28. Airway inflammation was evaluated by counting cells in bronchoalveolar lavage fluid (BALF) and by lung histology. The influences of CKZ on the dilation of tracheal smooth muscle in guinea-pig and the contraction induced by carbamylcholine (CCH)/histamine in vitro were also observed.
RESULTIn vivo, OVA-sensitized mice developed a significant airway inflammatory response that was significant inhibited by inhalation of CKZ (0.8 mL x kg(-1), bid), and intraperitoneal injection of CKZ (0.4 mL x kg(-1), bid) and dexamethasone (0.5 mg x kg(-1) x d(-1)). in vitro, CKZ did not dilate tracheal smooth muscles in guinea-pigs, and did not attenuate the contraction induced by carbamylcholine (CCH)/histamine.
CONCLUSIONCKZ can modulate airway inflammation in asthma, but has no dilation effect on the tracheal smooth muscle in guinea-pig in vitro. These results demonstrate that inhaled CKZ is not a preferred administration.
Animals ; Asthma ; drug therapy ; immunology ; Bronchoalveolar Lavage Fluid ; immunology ; Cells, Cultured ; Disease Models, Animal ; Drugs, Chinese Herbal ; administration & dosage ; pharmacology ; Female ; Guinea Pigs ; Humans ; Injections ; Lung ; drug effects ; immunology ; Male ; Mice ; Mice, Inbred BALB C ; Muscle, Smooth ; drug effects ; immunology ; Respiratory System ; Trachea ; cytology ; drug effects ; immunology


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