1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
;
Diffusion Tensor Imaging/methods*
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Male
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Female
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Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Analysis of learning curve of TiRobot-assisted lumbar pedicle screw fixation based on the cumulative sum test
Yuquan LIU ; Xiang LI ; Qi FEI ; Kuo CHEN ; Weiyang ZUO ; Bin ZHU ; Guoqiang ZHANG ; Lingjia YU ; Xuehu XIE ; Ning LIU ; Haining TAN ; Hai MENG ; Tianqi FAN ; Yong YANG
Chinese Journal of Postgraduates of Medicine 2025;48(1):10-17
Objective:To analyze the learning curve of TiRobot-assisted lumbar pedicle screw fixation (LPSF) by cumulative sum (CUSUM) test method.Methods:The clinical data of 50 patients who underwent TiRobot-assisted LPSF from January 2020 to December 2022 in Beijing Friendship Hospital, Capital Medical University were retrospectively analyzed. CUSUM analysis and learning curve fitting were performed with robot usage time as the main indicator with the time for each step refined (robot registration time, path planning time and guide wire placement time), to select the best learning curve fitting model with the R2 value closest to 1. Using the turning point of the learning curve as the boundary, the learning curve was divided into two stages as learning stage and maturity stage, and then the observation indexes were compared between the two stages. Results:All 50 patients successfully completed the surgery without perioperative complications, with a total of 244 pedicle screws implanted. The total robot usage time and robot registration time showed a gradually decreasing trend with the increase of case number, and the learning curves were successfully fitted and reached their peaks at the seventeenth and thirteenth cases respectively. The entire learning process was divided into learning stage (17 cases) and maturity stage (33 cases) based on the turning point of the learning curve of total robot usage time. The path planning time and guide wire placement time did not show significant changes with the increase in the case number. The total robot usage time, robot registration time and the intraoperative blood loss in the learning stage were significantly higher than those in the maturity stage: (35.35 ± 1.58) min vs. (30.61 ± 0.43) min, (20.83 ± 1.56) min vs. (14.94 ± 0.29) min and 400 (150, 500) ml vs. 200 (110, 300) ml, the guide wire placement time of per screw was significantly lower than that in the maturity stage: 2.00 (1.83, 2.34) min/screw vs. 2.33 (2.13, 2.69) min/screw, and there were statistical differences ( P<0.05 or <0.01). There were no statistical difference in the path planning time, path planning time of per screw, guide wire placement time and the accuracy of screw placement between two stages ( P>0.05). Conclusions:TiRobot-assisted LPSF is a new technology with safety and effectiveness, and it has a relatively short learning curve. To achieve technological maturity, at least 17 surgeries are required with accumulated experience, and the robot registration is the main step of the learning process. After reaching maturity stage, the robot usage time is significantly shortened and intraoperative trauma is significantly reduced while the relatively high screw placement accuracy is ensured.
3.Analysis of learning curve of TiRobot-assisted lumbar pedicle screw fixation based on the cumulative sum test
Yuquan LIU ; Xiang LI ; Qi FEI ; Kuo CHEN ; Weiyang ZUO ; Bin ZHU ; Guoqiang ZHANG ; Lingjia YU ; Xuehu XIE ; Ning LIU ; Haining TAN ; Hai MENG ; Tianqi FAN ; Yong YANG
Chinese Journal of Postgraduates of Medicine 2025;48(1):10-17
Objective:To analyze the learning curve of TiRobot-assisted lumbar pedicle screw fixation (LPSF) by cumulative sum (CUSUM) test method.Methods:The clinical data of 50 patients who underwent TiRobot-assisted LPSF from January 2020 to December 2022 in Beijing Friendship Hospital, Capital Medical University were retrospectively analyzed. CUSUM analysis and learning curve fitting were performed with robot usage time as the main indicator with the time for each step refined (robot registration time, path planning time and guide wire placement time), to select the best learning curve fitting model with the R2 value closest to 1. Using the turning point of the learning curve as the boundary, the learning curve was divided into two stages as learning stage and maturity stage, and then the observation indexes were compared between the two stages. Results:All 50 patients successfully completed the surgery without perioperative complications, with a total of 244 pedicle screws implanted. The total robot usage time and robot registration time showed a gradually decreasing trend with the increase of case number, and the learning curves were successfully fitted and reached their peaks at the seventeenth and thirteenth cases respectively. The entire learning process was divided into learning stage (17 cases) and maturity stage (33 cases) based on the turning point of the learning curve of total robot usage time. The path planning time and guide wire placement time did not show significant changes with the increase in the case number. The total robot usage time, robot registration time and the intraoperative blood loss in the learning stage were significantly higher than those in the maturity stage: (35.35 ± 1.58) min vs. (30.61 ± 0.43) min, (20.83 ± 1.56) min vs. (14.94 ± 0.29) min and 400 (150, 500) ml vs. 200 (110, 300) ml, the guide wire placement time of per screw was significantly lower than that in the maturity stage: 2.00 (1.83, 2.34) min/screw vs. 2.33 (2.13, 2.69) min/screw, and there were statistical differences ( P<0.05 or <0.01). There were no statistical difference in the path planning time, path planning time of per screw, guide wire placement time and the accuracy of screw placement between two stages ( P>0.05). Conclusions:TiRobot-assisted LPSF is a new technology with safety and effectiveness, and it has a relatively short learning curve. To achieve technological maturity, at least 17 surgeries are required with accumulated experience, and the robot registration is the main step of the learning process. After reaching maturity stage, the robot usage time is significantly shortened and intraoperative trauma is significantly reduced while the relatively high screw placement accuracy is ensured.
4.Expert consensus on the construction, evaluation and application of bone organoids (version 2024)
Jian WANG ; Long BAI ; Xiao CHEN ; Yuanyuan LIU ; Guohui LIU ; Zhongmin SHI ; Kaili LIN ; Chuanglong HE ; Jing WANG ; Zhen GENG ; Weiyang SHI ; Wencai ZHANG ; Fengjin ZHOU ; Qiang YANG ; Lili YANG ; Zhiwei WANG ; Haodong LIN ; Yunfei ZHANG ; Fuxin WEI ; Wei CHEN ; Wenguo CUI ; Fei LUO ; Jun FEI ; Hui XIE ; Jian LUO ; Chengtie WU ; Xuanyong LIU ; Yufeng ZHENG ; Changsheng LIU ; Jiacan SU
Chinese Journal of Trauma 2024;40(11):974-986
Bone organoids can simulate the complex structure and function of the bone tissues, which makes them a frontier technology in organoid researches. Bone organoids show a tremendous potential of applications in bone disease modeling, bone injury repair, and medicine screening. Although advancements have been made so far in constructing bone organoids with functional structures like mineralization, bone marrow, trabecular bone, callus, woven bone, etc, the researches in this field are confronted with numerous challenges such as lack of standardized construction strategies and unified evaluation criteria, which limits their further promotion and application. To standardize researches in bone organoids, the Orthopedic Expert Committee of Geriatric Branch of Chinese Association of Gerontology and Geriatrics, the Youth Osteoporosis Group of Orthopedic Branch of Chinese Medical Association, the Osteoporosis Group of Orthopedic Surgeon Branch of Chinese Medical Doctor Association, and the Osteoporosis Committee of Shanghai Association of Integrated Traditional Chinese and Western Medicine organized related experts to formulate Expert consensus on the construction, evaluation, and application of bone organoids ( version 2024) based on an evidence-based approach. A total of 17 recommendations were put forth, aiming to standardize researches and clinical applications of bone organoids and enhance their value in scientific research and clinical practice.
5.In vitro study on nonthermal argon atmospheric plasma improving the bonding interface between dentin and self-etch adhesive
WANG Danyang ; LIU Zengrui ; LI Xuan ; DING Peng ; XIE Na ; WANG Luming
Journal of Prevention and Treatment for Stomatological Diseases 2023;31(1):23-27
Objective:
To study the effect of nonthermal argon atmospheric pressure plasma (NTAPP) treatment on the bonding strength between dentine and self-etch adhesive and the wettability of dentine surfaces under different treatment times.
Methods:
The plasma jet was operated at an input power of 9 W. Argon was used as the operating gas at a flow rate of 5 L/min. The dentin surface was exposed to the plasma jet (n=6) for various times (0, 5, 10, 15, 20 s). After a one-step self-etch adhesive (S3 Bond) was applied to the treated dentine surface, microtensile bonding specimens were made, and the microtensile bonding strength was tested. Then, the dentine surface contact angles were measured after NTAPP treatment for 5, 10, 15, and 20 s with the same gas flow rate and input power described above.
Results:
Along with the NTAPP treatment time, the dentin immediate bonding strength was significantly increased. The 15 s group showed significantly elevated bonding strength (31.82±2.80 MPa) in contrast to the other groups. The contact angles of each experimental group significantly decreased compared with the contact angles of the negative control group (75.57°±1.45°). The contact angles decreased the most to 33.56°±2.14° with NTAPP treatment for 15 s, and its wettability was the highest.
Conclusion
NTAPP treatment can significantly increase the wettability of the dentin surface and improve the adhesive strength of the adhesive interface with self-etching adhesive, which is also related to the treatment time.
6.A correlation study of the expression of resistin and glycometabolism in muscle tissue after traumatic brain injury in rats.
Peng JIN ; Lielie ZHU ; Jiasheng ZHANG ; Songling XIE ; Da PAN ; Hao WEN ; Weiyang MENG ; Luyang LIN ; Daqing CHEN
Chinese Journal of Traumatology 2014;17(3):125-129
OBJECTIVETo investigate the expression pattern of resistin (RSTN) in skeletal muscle tissue and its influence on glycometabolism in rats with traumatic brain injury (TBI).
METHODSSeventy-eight SD rats were randomly divided into traumatic group (n=36), RSTN group (n=36) and sham operation group (n=6). Fluid percussion TBI model was developed in traumatic and RSTN groups and the latter received additional 1 mg RSTN antibody treatment for each rat. At respectively 12 h, 24 h, 72 h, 1 w, 2 w, and 4 w after operation, venous blood was collected and the right hind leg skeletal muscle tissue was sampled. We used real-time PCR to determine mRNA expression of RSTN in skeletal muscles, western blot to determine RSTN protein expression and ELISA to assess serum insulin as well as fasting blood glucose (FBG) levels. Calculation of the quantitative insulin sensitivity check index (Q value) was also conducted. The above mentioned indicators and their correction were statistically analyzed.
RESULTSCompared with sham operation group, the RSTN expression in the skeletal muscle as well as serum insulin and FBG levels revealed significant elevation (P<0.05), and reduced Q value (P<0.05) in traumatic group. Single factor linear correlation analysis showed a significant negative correlation between RSTN expression and Q values (P<0.001) in traumatic group.
CONCLUSIONThe expression of RSTN has been greatly increased in the muscular tissue of TBI rats and it was closely related to the index of glycometabolism. RSTN may play an important role in the process of insulin resistance after TBI.
Animals ; Brain Injuries ; metabolism ; Glucose ; metabolism ; Insulin Resistance ; Male ; Muscle, Skeletal ; chemistry ; metabolism ; Rats, Sprague-Dawley ; Resistin ; analysis
7.Effect of comprehensive nursing intervention on oral comfort in nasopharyngeal carcinoma patients undergoing radiotherapy
Lichan ZHU ; Shuping XIE ; Weiyang LI
Chinese Journal of Modern Nursing 2014;20(1):44-47
Objective To explore the effect of comprehensive nursing intervention on oral comfort in nasopharyngeal carcinoma patients undergoing radiotherapy .Methods Ninety-eight patients undergoing radiotherapy from December 2011 to June 2012 were chosen , and the control group including 50 patients who had undergone radiotherapy 30 times on the sixth week received the routing nursing interventions;95 patients undergoing radiotherapy from July 2012 to December 2012 were chosen , and the observation group including 50 patients who had undergone radiotherapy 30 times on the sixth week received the comprehensive nursing interventions .The self rating symptoms including dry mouth , sore throat , taste change and oral comfort level were compared in two groups .Results The cases of grade 0,Ⅰ,Ⅱ,Ⅲ,Ⅳradioactive oral mucositis in patients were respectively 7,15,20,8,0 cases in the observation group , and were respectively 1,6,29,13,1 cases in the control group, and the difference was statistically significant (Z=-2.872, P<0.05).The difference was found in the level of oral comfort in two groups (P<0.01).Conclusions Comprehensive nursing intervention can reduce the symptoms including dry mouth , sore throat, taste change in the patients with nasopharyngeal carcinoma radiotherapy , decrease the incidence of radioactive oral mucositis , and improve the level of oral comfort in patients .
8.Application of the pithy formula and hook memory method in medical English study
Libo LI ; Jianming XIE ; Jinzhang CHEN ; Weiyang ZHENG
Chinese Journal of Medical Education Research 2012;11(5):539-542
Remembering medical English terms is the difficult point in learning medical English.Only through learning the rules and characteristics of medical terms can one remember and get command of thousands of medical terms rapidly and effectively.When studying medical English terms,we explored and summarized a series of pithy formula hook memorial method - a pithy formula linked to the affix and etyma was turned into rhyming verse and formed a memory chain after memorizing by hook memory method many times so as to keep the medical terms firmly in the mind rapidly.
9.The outcome of anterior transposition of the ulnar nerve in treatment of cubital tunnel syndrome with endoscopically assisted
Yipeng ZHANG ; Weiyang GAO ; Anyuan WANG ; Xueguan XIE ; Liangfu JIANG ; Feiya ZHOU ; Jian DING
Chinese Journal of Microsurgery 2012;35(3):204-206,后插10
Objective To investigate the outcome between endoscopically assisted and routine anterior transposition of the ulnar nerve for treatment of cubital tunnel syndrome.Methods From Februray 2008 to June 2010, forty-four patients with cubital tunnel syndrome were treated with routine anterior subcutaneous transposition (routine group,28 cases) and endoscopically assisted anterior subcutaneous transposition (endoscope group,16 cases).The operate time,drug administration,scar and postoperative hospital stay were compared.The patients were followed 1-12 month postoperatively,postoperative time back to work and function of ulner nerve were recorded.Results The results of endoscope group were as follows: operative time was (67.20 ± 19.69)min; postoperative scar length was (1.5% ± 0.58) cm; rate of administration of anodyne was 6.3%; postoperative hospital stay was (2.4% ± 1.42) days; postoperative time back to work,(14.6 ± 4.69)days; the results of open surgery group were as follows:operative time (62.8% ± 11.06) min; postoperative scar length was (8.7% ± 1.42) cm; rate of administration of anodyne was 42.8%; postoperative hospital stay was (5.7% ± 2.53) days; postoperative time back to work was (29.40 ± 8.75) days; all differences of the results were significant between two groups (P < 0.05).According to function of ulner nerve scoring system,one year postoperatively, excellent or good results were 82.14% in routine group and 81.25% in endoscope group,no significant difference between two groups (P > 0.05). Conclusion Compared with routine anterior transposition of the ulnar nerve,endoscopically assisted anterior transposition has the following advantages: smaller incision and less tissue damage,less postoperative pain and sooner returning to work.And similar outcome was achieved from the two group.
10.Self-microemulsifying drug delivery system increasing solubility and intestinal absorption in situ of tanshinones.
Shenghua WANG ; Shan ZHAO ; Rongping YANG ; Guojun LV ; Yunhong WANG ; Weiyang XIE ; Xiaojun MA
China Journal of Chinese Materia Medica 2010;35(9):1119-1122
OBJECTIVEStudy the effect of self-microemulsifying drug delivery system(SMEDDS) on the solubility and absorption of tanshinones to guide the selection of composition of tanshinone SMEDDS.
METHODThe solubility of tanshinones in the solution of SMEDDS was determined by UV-spectrometer and the absorption of tanshinone SMEDDS was determined by HPLC as the detection method.
RESULTThe solubility of tanshinones in solution of SMEDDS was 10 times in water and 2.5 times in micelle solution. The solubility of tanshinones in solution of SMEDDS was increased with the increasing of oil (MCT) in composition of tanshinone SMEDDS. The absorption constants (Ka) in SMEDDS and micelle solution was 0.479 h(-1) and 0.326 h(-1) respectively, and the absorption half life (t1/2) was 1.44 h and 2.12 h respectively. The absorption was increased with the oil increasing in composition of tanshinone SMEDDS.
CONCLUSIONSMEDDS can increase the solubility and absorption of tanshinones significantly and the increasing of oil content (MCT) in SMEDDS composition promote the dissolution and absorption of tanshinones.
Animals ; Diterpenes, Abietane ; Drug Delivery Systems ; methods ; Emulsions ; Intestinal Absorption ; drug effects ; Male ; Phenanthrenes ; chemistry ; pharmacokinetics ; Rats ; Rats, Sprague-Dawley ; Solubility


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