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
;
Schizophrenia/pathology*
;
Diffusion Tensor Imaging/methods*
;
Male
;
Female
;
Adult
;
Brain/metabolism*
;
Young Adult
;
Middle Aged
;
White Matter/pathology*
;
Gene Expression
;
Nerve Net/diagnostic imaging*
;
Graph Neural Networks
2.Factors Influencing the Development of Extra-Pulmonary Tuberculosis in Patients with Viral Hepatitis Complicated by Pulmonary Tuberculosis
Lingjun SHEN ; Longfen LI ; Chunjing SHI ; Wenming LI ; Yuanqing HUANG ; Huajie ZHANG ; Yun LUO ; Jie LI ; Li LIU
Journal of Kunming Medical University 2025;46(2):103-109
Objective To investigate the factors influencing the development of extra-pulmonary tuberculosis(EPTB)in patients with viral hepatitis complicated by pulmonary tuberculosis(PTB).Methods A retrospective analysis was conducted on 427 patients with Hepatitis B Virus(HBV)and Hepatitis C Virus(HCV)infections complicated by PTB admitted to the tuberculosis department of Kunming Third People's Hospital from January 2015 to December 2020.Patients were divided into the EPTB complication group(n=72)and the non-EPTB complication group(n=355)based on the presence of EPTB.Clinical treatment data of patients were collected.Univariate and multivariate Logistic regression analyse were used to screen independent risk factors for EPTB as predictive factors.A nomogram prediction model was established for Extrapulmonary Tuberculosis(EPTB)complications in patients with viral hepatitis and Pulmonary Tuberculosis(PTB),evaluated using the Hosmer-Lemeshow test and ROC curve analysis.Results Among the 427 patients,292(68.3%)were male and 135(31.7%)were female,with 72 cases of EPTB,resulting in an incidence rate of 16.86%.In the EPTB group,there were 34 males(47.2%)and 38 females(52.8%).The types of EPTB included tuberculous pleuritis(21 cases,29%),tuberculous peritonitis(16 cases,22%),lymph node tuberculosis(13 cases,18%),tuberculous encephalitis(5 cases,6%),intestinal tuberculosis(6 cases,8%),bone tuberculosis(5 cases,6%),pelvic tuberculosis(3 cases,4%),and genitourinary tuberculosis(3 cases,4%).Multivariate logistic regression analysis showed that gender(OR=0.425,95%CI:0.250-0.722,P=0.02),low triglyceride(TG)levels(OR=0.837,95%CI:0.717-0.978,P=0.025),the tuberculosis-specific antigen A(ESAT-6)(OR=1.007,95%CI:1.003~1.011 were independent influencing factors for EPTB in patients with PTB complicated by HBV and HCV infections.The optimal cutoff value for the nomogram model is 0.192,with a sensitivity of 0.611,specificity of 0.710,Youden index of 0.741,positive likelihood ratio of 2.103,and negative likelihood ratio of 0.548.The Hosmer-Lemeshow test yielded χ2=2.631,P=0.955.ROC curve analysis showed an AUC of 0.693,95%CI:0.629 1~0.7574.Conclusion The prediction model based on gender,low TG levels and ESAT-6 can well predict the occurrence of EPTB to some extent,providing a reference for clinical treatment.
3.The Value of Fitting NRS 2002,CONUT,RDW-SD and ALB in Assessing the Risk of Venous Thromboembolism in Patients with the Pulmonary Tuberculosis Based on Lasso-Logistic Regression Model
Chunjing SHI ; Wenming LI ; Yun LUO ; Huajie ZHANG ; Liuxin HAN ; Yanhong ZHAO ; Longfen LI ; Lingjun SHEN
Journal of Kunming Medical University 2025;46(8):33-42
Objective To evaluate the relationship between nutritional parameters and the risk of venous thromboembolicism(VTE)in patients with tuberculosis so as to identify the risk factors and predictors of thrombosis and assist in the early identification of high-risk factors for VTE in patients with the pulmonary tuberculosis.Methods A total of 323 patients diagnosed with the pulmonary tuberculosis and hospitalized in Kunming Third People's Hospital from August 2021 to August 2023 were collected.According to the VTE risk assessment of non-operative patients,they were divided into the high-risk group and the low-risk group respectively with 116 and 207 in each group.The nutritional indicators with statistically significant differences between the two groups were screened by Lasso regression.Multivariate Logistic regression was used to screen the independent risk factors for high VTE risk in pulmonary tuberculosis patients,and a nomogram prediction model was constructed.The prediction model was evaluated by receiver operating characteristic curve(ROC),calibration curve,decision curve,and influence curve.Results Patients in the high-risk group were significantly older than those in the low-risk group(59 vs.41,P<0.001),hypertension,gender,and Type 2 diabetes did not differ significantly(P values were 0.084,0.724 and 0.488,respectively).9 variables were selected from the inter-group comparison and Lasso regression,including ALB,HCT,NRS2002 scores,HBDH,RDW-SD,RDW-CV,TG,CONUT scores,and NEFA.Multivariate Logistic regression analysis showed that ALB,NRS2002 scores,RDW-SD,and CONUT scores were independent influencing factors for the high risk of VTE scores in patients with tuberculosis(P<0.005).Area under the ROC curve showed that the AUC(0.892)for high-risk VTE scores in patients with the pulmonary tuberculosis was greater than that of ALB(0.803),NRS2002 score(0.735),RDW-SD(0.685),and CONUT score(0.774).Fitting prediction model:Logit(P):Y=0.433×NRS-0.136×ALB+0.411×CONUT score+0.072×RDW-SD-1.770,P=1/(1+e-Y)(Y:prediction index,P:prediction probability).Calibration curve showed that the model prediction tended to be consistent with the actual results(U:>0.05),and the decision curve and influence curve showed that the model can bring clinical benefits.Conclusion ALB,NRS2002 scores,RDW-SD,and CONUT scores are independent influencing factors for the high risk of VTE scores in patients with tuberculosis.They can guide the clinical practice,improve these indicators as soon as possible,reduce VTE scores,and reduce the thrombosis risk.At the same time,the prediction model performs well in the verification cohort,with its discrimination ability,calibration accuracy and clinical utility(decision curve analysis)all reaching a satisfactory level.
4.Characteristic analysis of inhibitory control and cognitive flexibility in hearing-impaired children
Wenming XU ; Qilin YU ; Shanqi RAO ; Meiping ZENG ; Sumei LUO
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(10):890-894
Objective:To analyze the characteristics of inhibitory control and cognitive flexibility in hearing-impaired children.Methods:From March to April 2023, a convenience sampling method was used to select 33 hearing-impaired children from a special education school in Meizhou City, Guangdong Province, and 35 normal-hearing children from two ordinary schools as participants. Inhibitory control and cognitive flexibility of the participants were assessed by the Flanker task and the dimensional change card sorting (DCCS) task. Statistical analysis was conducted using SPSS 26.0 software, and independent sample t-test was used to compare the differences in reaction time and accuracy rate between two groups of participants. Results:There were no significant differences in the Flanker task reaction time ((558.39±123.65) ms vs (566.11±118.20) ms) and accuracy rate((0.93±0.10) vs (0.96±0.04))between hearing-impaired children and normal-hearing children ( t=-0.295, -1.645, both P>0.05). The hearing-impaired children had significantly longer reaction time ((1 019.60±131.08) ms)than the normal-hearing children ((857.85±129.19) ms) ( t=4.046, P=0.001) in the DCCS task, while there was no statistically significant difference in the accuracy rate between hearing-impaired children (0.62±0.16) and normal-hearing children (0.57±0.15) ( t=-1.602, P>0.05). Conclusion:There is no difference in inhibitory control ability between hearing-impaired children and normal-hearing children, but the hearing-impaired children have a lag in cognitive flexibility.
5.Treatment of the fibular fracture in Degree Ⅱ ankle supination-external rotation injury of the Dias-Tachdjian classification in children
Zhen LIU ; Kan WANG ; Li XU ; Jiazhi GAO ; Wenming LUO ; Xuecheng SUN ; Zhongli ZHANG
Chinese Journal of Orthopaedic Trauma 2024;26(5):421-427
Objective:To investigate the necessity of internal fixation of the fibular fracture in the treatment of degree Ⅱ ankle supination-external rotation injury by the Dias-Tachdjian classification in children.Methods:A retrospective study was conducted to analyze the data of 69 children with ankle fracture (degree Ⅱ ankle supination-external rotation injury by the Dias-Tachdjian classification) who had been treated at Department of Orthopedic Trauma, The People's Hospital of Weifang and Department of Pediatric Orthopedics, Tianjin Hospital from January 2015 to October 2021. There were 41 males and 28 females with an age of (10.1±1.4) years, and 37 left and 32 right sides affected. The patients were divided into 2 groups according to whether internal fixation of the fibular fracture was performed. Group A consisted of 21 cases with fibular internal fixation and group B of 48 cases without fibular internal fixation. The preoperative data, operation time and operation expenses were recorded and compared between the 2 groups. At the last follow-up, the anteroposterior and lateral radiographs of bilateral full length lower limbs and ankle joints were taken; the lateral distal tibial angle (LDTA) and the anterior distal tibial angle (ADTA) on the affected side, and the disparity between bilateral ankle tibiotalar angles were measured; ankle function was assessed according to the ankle-hindfoot score of American Association of Foot and Ankle Surgery (AOFAS); the occurrence of premature physeal closure (PPC) was recorded.Results:There was no significant difference in the preoperative general data between the 2 groups, indicating comparability ( P>0.05). All patients were followed up for (19.5±4.1) months. At the last follow-up, the LDTA on the affected side was 89.6° (87.9°, 90.5°) in group A and 88.6°±1.9° in group B; the ADTA on the affected side was 80.9° (79.0°, 81.4°) in group A and 80.0° (78.6°, 81.2°) in group B; the disparity between bilateral ankle tibiotalar angles was 1.1°±0.5° in group A and 1.2°±0.5° in group B; the AOFAS ankle-hindfoot score was (89.5±5.2) points in group A and 89.0 (87.0, 92.0) points in group B. There was no statistically significant difference between the 2 groups in the above items ( P>0.05). The incidence of PPC was, respectively, 14.3% (3/21) and 14.6% (7/48) in groups A and B, showing no statistically significant difference ( P>0.05). Conclusions:In the treatment of degree Ⅱ ankle supination-external rotation injury in children, internal fixation of the fibular fracture has no significant effect on the imaging angles or the function of the ankle joint. After anatomic reduction of the distal tibia, the fibular fracture can be treated without internal fixation to reduce operational trauma, shorten operation time and reduce operation expenses.
6.Staged treatment of infectious femoral defects of Cierny-Mader type Ⅳ using bone transport combined with locking plating after En-Bloc resection debridement
Gang ZHAO ; Wenming LUO ; Baojie LI ; Zhen LIU ; Ping YU ; Xuecheng SUN
Chinese Journal of Orthopaedic Trauma 2024;26(7):597-603
Objective:To investigate the efficacy of staged treatment of infectious femoral defects of Cierny-Mader type Ⅳ using bone transport combined with locking plating after En-Bloc resection debridement.Methods:A retrospective analysis was conducted of the 10 patients with distal femoral traumatic bone infection who had been treated at Department of Orthopedics, The People's Hospital of Weifang from January 2020 to January 2023. There were 8 males and 2 females with an age of (48.5±11.4) years. All cases were classified as Cierny-Mader type Ⅳ. At the first stage, En-Bloc resection debridement was performed in all cases to remove previous internal fixation devices and fill the defects with antibiotic bone cement. After infection control, the second stage involved removal of bone cement, re-fixation with internal devices, and external fixation support for bone transport. After the bone segments met, freshening of the bone ends, minor bone grafting, and screw locking of the transported bone segments were performed. Outcomes observed included bone defect length, frame carrying time and index, bone healing time, limb function, and complications.Results:After the first stage of debridement, a bone defect of (9.1±2.1) cm was created in 10 patients. All patients were followed up for (19.8±6.6) months. The duration for carrying external fixation frame was (107.2±25.1) days, and the frame index (11.8±0.5) d/cm. No recurrence was observed postoperatively. Bone union was achieved in 9 patients within 8 months, but in 1 patient only after secondary bone grafting due to poor healing at the meeting ends. All patients returned to their previous life or physical labor with no complications like pain or re-fracture. Three patients experienced varying degrees of knee joint stiffness, but were able to meet needs of daily life; one requested joint release surgery which resulted in satisfactory therapeutic efficacy.Conclusion:Staged treatment of infectious femoral defects of Cierny-Mader type Ⅳ using bone transport combined with locking plating after En-Bloc resection debridement is simple and effective.
7.Wound immersion with weakly alkaline solution after debridement for refractory diabetic foot ulcer
Zhen LIU ; Lijie QIU ; Jie ZHAO ; Linjing ZHANG ; Xuecheng SUN ; Wenming LUO
Chinese Journal of General Practitioners 2024;23(6):661-664
A total of 44 patients with diabetic foot ulcers were treated in the Traumatic Orthopedics Department of Weifang People′s Hospital from January 2019 to December 2022. After debridement of foot ulcers the wounds were soaked in alkaline water of pH 7.5-8.0 (study group, n=22) or covered with vaseline gauze following iodophor disinfection (control group, n=22). The therapeutic effects of the two methods were compared. Four weeks after debridement, the wound area of study group was smaller than that of control group (3.15 (0, 7.60) vs. 6.75 (3.50, 9.32)cm 2, P<0.05), and the proportion of positive wound bacterial culture was lower than that of control group (40.9% (9/22) vs. 72.7% (16/22), P<0.05). At 12 weeks after surgery, there was no statistically significant difference in the wound healing rate between the two groups (72.7% (16/22) vs. 63.6% (14/22)), but the healing time of the study group was significantly shorter than that of the control group ((6.56±2.68) vs. (9.50±3.87) weeks, P<0.05). It is suggested that immersion of weak alkaline solution is helpful to promote wound healing for patients with diabetic foot ulcers after debridement surgery.
8.mTORC1 signaling pathway regulates tooth repair.
Honghong LIU ; Yu YUE ; Zhiyun XU ; Li GUO ; Chuan WU ; Da ZHANG ; Lingfei LUO ; Wenming HUANG ; Hong CHEN ; Deqin YANG
International Journal of Oral Science 2023;15(1):14-14
Tooth germ injury can lead to abnormal tooth development and even tooth loss, affecting various aspects of the stomatognathic system including form, function, and appearance. However, the research about tooth germ injury model on cellular and molecule mechanism of tooth germ repair is still very limited. Therefore, it is of great importance for the prevention and treatment of tooth germ injury to study the important mechanism of tooth germ repair by a tooth germ injury model. Here, we constructed a Tg(dlx2b:Dendra2-NTR) transgenic line that labeled tooth germ specifically. Taking advantage of the NTR/Mtz system, the dlx2b+ tooth germ cells were depleted by Mtz effectively. The process of tooth germ repair was evaluated by antibody staining, in situ hybridization, EdU staining and alizarin red staining. The severely injured tooth germ was repaired in several days after Mtz treatment was stopped. In the early stage of tooth germ repair, the expression of phosphorylated 4E-BP1 was increased, indicating that mTORC1 is activated. Inhibition of mTORC1 signaling in vitro or knockdown of mTORC1 signaling in vivo could inhibit the repair of injured tooth germ. Normally, mouse incisors were repaired after damage, but inhibition/promotion of mTORC1 signaling inhibited/promoted this repair progress. Overall, we are the first to construct a stable and repeatable repair model of severe tooth germ injury, and our results reveal that mTORC1 signaling plays a crucial role during tooth germ repair, providing a potential target for clinical treatment of tooth germ injury.
Animals
;
Mice
;
Mechanistic Target of Rapamycin Complex 1/pharmacology*
;
Signal Transduction
;
Tooth/metabolism*
;
Tooth Germ/metabolism*
;
Odontogenesis
9.An evidence-based clinical guideline for the treatment of infectious bone defect with induced membrane technique (version 2023)
Jie SHEN ; Lin CHEN ; Shiwu DONG ; Jingshu FU ; Jianzhong GUAN ; Hongbo HE ; Chunli HOU ; Zhiyong HOU ; Gang LI ; Hang LI ; Fengxiang LIU ; Lei LIU ; Feng MA ; Tao NIE ; Chenghe QIN ; Jian SHI ; Hengsheng SHU ; Dong SUN ; Li SUN ; Guanglin WANG ; Xiaohua WANG ; Zhiqiang WANG ; Hongri WU ; Junchao XING ; Jianzhong XU ; Yongqing XU ; Dawei YANG ; Tengbo YU ; Zhi YUAN ; Wenming ZHANG ; Feng ZHAO ; Jiazhuang ZHENG ; Dapeng ZHOU ; Chen ZHU ; Yueliang ZHU ; Zhao XIE ; Xinbao WU ; Changqing ZHANG ; Peifu TANG ; Yingze ZHANG ; Fei LUO
Chinese Journal of Trauma 2023;39(2):107-120
Infectious bone defect is bone defect with infection or as a result of treatment of bone infection. It requires surgical intervention, and the treatment processes are complex and long, which include bone infection control,bone defect repair and even complex soft tissue reconstructions in some cases. Failure to achieve the goals in any step may lead to the failure of the overall treatment. Therefore, infectious bone defect has been a worldwide challenge in the field of orthopedics. Conventionally, sequestrectomy, bone grafting, bone transport, and systemic/local antibiotic treatment are standard therapies. Radical debridement remains one of the cornerstones for the management of bone infection. However, the scale of debridement and the timing and method of bone defect reconstruction remain controversial. With the clinical application of induced membrane technique, effective infection control and rapid bone reconstruction have been achieved in the management of infectious bone defect. The induced membrane technique has attracted more interests and attention, but the lack of understanding the basic principles of infection control and technical details may hamper the clinical outcomes of induced membrane technique and complications can possibly occur. Therefore, the Chinese Orthopedic Association organized domestic orthopedic experts to formulate An evidence-based clinical guideline for the treatment of infectious bone defect with induced membrane technique ( version 2023) according to the evidence-based method and put forward recommendations on infectious bone defect from the aspects of precise diagnosis, preoperative evaluation, operation procedure, postoperative management and rehabilitation, so as to provide useful references for the treatment of infectious bone defect with induced membrane technique.
10.Analysis of the occurrence time and risk factors of anemia in AIDS patients caused by HAART regimen containing zidovudine
Haiyan YAN ; Wenming HE ; Guoxian LI ; Keyu LUO ; Xiangsong QIN ; Huifen WEI ; Peng ZHANG ; Zhongsheng JIANG
China Pharmacy 2023;34(21):2620-2624
OBJECTIVE To investigate the occurrence time and risk factors of anemia in patients with acquired immune deficiency syndrome (AIDS) after taking highly active antiretroviral therapy (HAART) containing zidovudine. METHODS The clinical data of 2 150 AIDS patients who were followed up in the care clinic of Liuzhou People’s Hospital from January 1, 2010 to December 31, 2022 were collected. The occurrence time of anemia was analyzed retrospectively, and the risk factors of anemia were analyzed by univariate analysis and binary Logistic regression analysis. RESULTS A total of 854 AIDS patients receiving HAART containing zidovudine were collected, and 107 patients (12.53%) developed anemia. Most of them (63.55%) developed anemia within 3 months after treatment. Baseline hemoglobin [OR=2.944, 95%CI (1.195, 7.501), P=0.019], baseline CD4+ T lymphocyte count [OR=2.472, 95%CI (1.117, 5.469), P=0.026] and baseline human immunodeficiency virus-ribonucleic acid (HIV-RNA) [OR=4.299, 95%CI (1.905, 9.705), P<0.001] was associated with anemia. CONCLUSIONS The median time of anemia in AIDS patients receiving HAART containing zidovudine is the second month after initiation of treatment. Baseline hemoglobin≤110 g/L, baseline CD4+ T lymphocyte E-mail:1315775863@qq.com count≤100 /mm3, and baseline HIV-RNA≥100 000 copies/mL are independent risk factors for anemia in these patients.

Result Analysis
Print
Save
E-mail