1.Machine learning-based characterization of dynamic brain functional network connectivity in patients with first-episode schizophrenia
Pei LIU ; Yangyang LIU ; Ningning DING ; Shuaiqi ZHANG ; Zixuan LIU ; Zhaoxi ZHONG ; Yuchun LI ; Haisan ZHANG
Chinese Journal of Psychiatry 2025;58(6):470-479
Objective:Using resting-state functional magnetic resonance imaging (rs-fMRI), we explored the changes in dynamic functional network connections (dFNC) in the brains of patients with first-episode schizophrenia (SZ) and evaluated the potential clinical value of dFNC changes in combination with a machine learning model.Methods:Clinical data of 50 patients with schizophrenia (schizophrenia group), 29 males and 21 females, aged 18-47 (28.3±7.2) years, who attended the psychiatric department of the Second Affiliated Hospital of Xinxiang Medical College from January 2022 to August 2023, were retrospectively included. In the same period, 50 healthy controls matched for age and education (healthy control group) were recruited, of which 24 were male and 26 were female, aged 18-48 (28.0±6.9) years. The rs-fMRI imaging data were acquired for each subject. The dFNC cluster analysis was performed based on independent component analysis, and the differences between groups with different state FNC matrices were statistically analyzed. The dataset samples were divided into a training set (35 SZ patients and 35 healthy controls) and a validation set (15 SZ patients and 15 healthy controls) in a 7∶3 ratio. A machine learning classification model was constructed based on the dFNC matri. The performance of the model for distinguishing between schizophrenia and healthy controls was assessed by five-fold cross-validation using accuracy (ACC), recall (REC), F1 score, and area under curve (AUC) metrics of the working characteristics of the subjects.Results:Five network functional connectivity states were obtained by dFNC cluster analysis. Patients with first SZ showed a wide range of high connectivity and low connectivity changes on the neural dynamic functional networks, as shown by increased dynamic connectivity within the visual network (VIS) in state 1 (weak connectivity); The dynamic connectivity between executive control network (ECN) and VIS, frontal parietal network (FPN) and VIS decreases at state 3 (strong connectivity); The dynamic connectivity between default mode network (DMN) and FPN, DMN and ventral attention network (VAN) decreases at state 4 (weak connectivity). The machine learning results show that the classification model constructed by the dFNC matrix combined with SVM in state 3 (strongly connected) in the validation set obtains the best classification results (ACC=0.938; REC=0.938; F1=0.937; AUC=0.984), and the overall average classification ACC of the five states reaches 0.751, and AUC reaches 0.784.Conclusion:Patients with first-episode SZ have some brain functional network connectivity abnormalities, and a machine learning model based on dFNC features has high classification performance in distinguishing first-episode SZ from HC.
2.Machine learning-based characterization of dynamic brain functional network connectivity in patients with first-episode schizophrenia
Pei LIU ; Yangyang LIU ; Ningning DING ; Shuaiqi ZHANG ; Zixuan LIU ; Zhaoxi ZHONG ; Yuchun LI ; Haisan ZHANG
Chinese Journal of Psychiatry 2025;58(6):470-479
Objective:Using resting-state functional magnetic resonance imaging (rs-fMRI), we explored the changes in dynamic functional network connections (dFNC) in the brains of patients with first-episode schizophrenia (SZ) and evaluated the potential clinical value of dFNC changes in combination with a machine learning model.Methods:Clinical data of 50 patients with schizophrenia (schizophrenia group), 29 males and 21 females, aged 18-47 (28.3±7.2) years, who attended the psychiatric department of the Second Affiliated Hospital of Xinxiang Medical College from January 2022 to August 2023, were retrospectively included. In the same period, 50 healthy controls matched for age and education (healthy control group) were recruited, of which 24 were male and 26 were female, aged 18-48 (28.0±6.9) years. The rs-fMRI imaging data were acquired for each subject. The dFNC cluster analysis was performed based on independent component analysis, and the differences between groups with different state FNC matrices were statistically analyzed. The dataset samples were divided into a training set (35 SZ patients and 35 healthy controls) and a validation set (15 SZ patients and 15 healthy controls) in a 7∶3 ratio. A machine learning classification model was constructed based on the dFNC matri. The performance of the model for distinguishing between schizophrenia and healthy controls was assessed by five-fold cross-validation using accuracy (ACC), recall (REC), F1 score, and area under curve (AUC) metrics of the working characteristics of the subjects.Results:Five network functional connectivity states were obtained by dFNC cluster analysis. Patients with first SZ showed a wide range of high connectivity and low connectivity changes on the neural dynamic functional networks, as shown by increased dynamic connectivity within the visual network (VIS) in state 1 (weak connectivity); The dynamic connectivity between executive control network (ECN) and VIS, frontal parietal network (FPN) and VIS decreases at state 3 (strong connectivity); The dynamic connectivity between default mode network (DMN) and FPN, DMN and ventral attention network (VAN) decreases at state 4 (weak connectivity). The machine learning results show that the classification model constructed by the dFNC matrix combined with SVM in state 3 (strongly connected) in the validation set obtains the best classification results (ACC=0.938; REC=0.938; F1=0.937; AUC=0.984), and the overall average classification ACC of the five states reaches 0.751, and AUC reaches 0.784.Conclusion:Patients with first-episode SZ have some brain functional network connectivity abnormalities, and a machine learning model based on dFNC features has high classification performance in distinguishing first-episode SZ from HC.
3.One-stage revision for reconstructing acetabular defects by trabecular metal acetabular revision system in periprosthetic joint infection
Zhaoxi XUE ; Yilixiati MAIMAITIAIMAITI ; Wentao GUO ; Boyong XU ; Li CAO
Chinese Journal of Surgery 2024;62(9):847-855
Objective:To investigates the clinical efficacy of the trabecular metal acetabular revision system (TMARS) in one-stage reconstruction of acetabular deficiencies associated with periprosthetic joint infection (PJI).Methods:This is a retrospective case series study,including the data of 59 patients with PJI underwent acetabular defect reconstruction by TMARS during one-stage revisions in the Department of Orthopaedics, the First Affiliated Hospital of Xinjiang Medical University from January 2013 to December 2021. There were 32 males and 27 females, aged (59.5±14.6) years (range: 26 to 84 years). Among them, 29 cases used tantalum cups, 13 cases used tantalum cups and tantalum reinforcing blocks, 9 cases used cup-cage, and 8 cases used multi-cup reconstruction techniques. The surgery procedure, Harris Hip score (HHS), recovery of the hip rotation center, implant survival rate, postoperative reinfection rate, and complications were recorded. Data were compared using the Wilcoxon rank-sum test.Results:All of the 59 patients underwent the operations successfully. Operation time was (188.9±48.4) minutes (range: 110 to 340 minutes), and intraoperative bleeding volume was ( M(IQR)) 1 000(400)ml (range: 600 to 1 800 ml). After a postoperative follow-up of 5.1 (2.6) years (range: 2.0 to 10.5 years), the prosthesis survival rate was 94.9% (56/59). Recurrence of infection occurred in 3 cases (5.1%), aseptic loosening in 1case(1.7%), and hip dislocation in 4 cases (6.8%). At the last follow-up, HHS improved significantly(84 (12) vs. 44 (9), Z=-6.671, P<0.01), and the center of rotation of the hips were recovered in all cases. Conclusions:In one-stage revision surgeries aimed at reconstructing acetabular defects, utilizing the TMARS can provide stable initial fixation, restore a more natural center of rotation, significantly enhance early postoperative hip joint function, and reduce the likelihood of infection recurrence. This approach stands as a reliable choice for addressing acetabular defects during revision surgeries for infected hip joints.
4.One-stage revision for reconstructing acetabular defects by trabecular metal acetabular revision system in periprosthetic joint infection
Zhaoxi XUE ; Yilixiati MAIMAITIAIMAITI ; Wentao GUO ; Boyong XU ; Li CAO
Chinese Journal of Surgery 2024;62(9):847-855
Objective:To investigates the clinical efficacy of the trabecular metal acetabular revision system (TMARS) in one-stage reconstruction of acetabular deficiencies associated with periprosthetic joint infection (PJI).Methods:This is a retrospective case series study,including the data of 59 patients with PJI underwent acetabular defect reconstruction by TMARS during one-stage revisions in the Department of Orthopaedics, the First Affiliated Hospital of Xinjiang Medical University from January 2013 to December 2021. There were 32 males and 27 females, aged (59.5±14.6) years (range: 26 to 84 years). Among them, 29 cases used tantalum cups, 13 cases used tantalum cups and tantalum reinforcing blocks, 9 cases used cup-cage, and 8 cases used multi-cup reconstruction techniques. The surgery procedure, Harris Hip score (HHS), recovery of the hip rotation center, implant survival rate, postoperative reinfection rate, and complications were recorded. Data were compared using the Wilcoxon rank-sum test.Results:All of the 59 patients underwent the operations successfully. Operation time was (188.9±48.4) minutes (range: 110 to 340 minutes), and intraoperative bleeding volume was ( M(IQR)) 1 000(400)ml (range: 600 to 1 800 ml). After a postoperative follow-up of 5.1 (2.6) years (range: 2.0 to 10.5 years), the prosthesis survival rate was 94.9% (56/59). Recurrence of infection occurred in 3 cases (5.1%), aseptic loosening in 1case(1.7%), and hip dislocation in 4 cases (6.8%). At the last follow-up, HHS improved significantly(84 (12) vs. 44 (9), Z=-6.671, P<0.01), and the center of rotation of the hips were recovered in all cases. Conclusions:In one-stage revision surgeries aimed at reconstructing acetabular defects, utilizing the TMARS can provide stable initial fixation, restore a more natural center of rotation, significantly enhance early postoperative hip joint function, and reduce the likelihood of infection recurrence. This approach stands as a reliable choice for addressing acetabular defects during revision surgeries for infected hip joints.
5.Application of Artificial Intelligence Assistant Diagnosis System Based on C-TIRADS in Diagnosis of Benign and Malignant Suspicious Thyroid Nodules
Bo YANG ; Zhaoxi LI ; Lu ZHOU ; Wen LI
Chinese Journal of Medical Imaging 2023;31(12):1256-1261
Purpose To explore the application value of artificial intelligence(AI)assistant diagnosis system based on Chinese thyroid imaging reporting and data system(C-TIRADS)in the diagnosis of suspected thyroid nodules.Materials and Methods A total of 441 patients(445 nodules)with suspected thyroid nodules examined in Huadong Sanatorium from January 2018 to December 2021 were retrospectively analyzed.The low seniority group,the senior seniority group and the AI group were composed of the junior doctors,the senior doctors and the AI assistant diagnosis system,respectively.The suspicious thyroid nodules were classified according to the C-TIRADS guideline,and then the suspicious thyroid nodules were classified again by the low seniority group and the senior group combined with the AI assistant diagnosis system.Taking the pathological results as the gold standard,the diagnostic efficacy of each group was compared,and the sensitivity,specificity,accuracy,positive predictive value,negative predictive value,Jordan index and area under the curve(AUC)were further compared.Results Of the 445 thyroid nodules,there were 277 malignant nodules and 168 benign nodules.The AUCs of thyroid nodules in low seniority group,high seniority group and AI group were 0.760,0.858 and 0.849,respectively.The AUCs in high seniority group and AI group were significantly higher than that in low seniority group(both P<0.001),and the AUC in high seniority group was similar to that in AI group(P>0.05).The AUCs of thyroid nodules in low seniority group and high seniority group combined with AI assistant diagnosis system was higher than those in low seniority group and high seniority group,especially in low seniority group(0.830 vs.0.760,P<0.001).The accuracy,Jordan index and AUC were the highest when TR4C was used as the cut-off point of suspected thyroid nodules.Conclusion The AI assistant diagnosis system based on C-TIRADS has high value in the differential diagnosis of thyroid suspicious nodules,and the combined model can improve the diagnostic efficiency of different seniority doctors.The best cut-off point of different seniority doctors and combined model of AI assistant diagnosis system for differential diagnosis of thyroid suspicious nodules may be TR4C.
6.Evaluation of selected photon shield and organ-based tube current modulation for organ dose reduction and image quality in head CT for infants: a phantom study
Zilong YUAN ; Tao LIU ; Biao ZHANG ; Tiao CHEN ; Cuiling LI ; Zhaoxi ZHANG ; Lei WU
Chinese Journal of Radiological Medicine and Protection 2022;42(3):225-229
Objective:To compare the dose and image quality of selected photon shield (SPS) technique, organ-based tube current modulation (OBTCM) technique and the combination of these two techniques for reducing the organ dose in head CT examination for infants.Methods:Two anthropomorphic head phantoms (CIRS 1-yr-old and 5-yr-old) were scanned by using Reference mode, Reference + OBTCM mode, SPS mode and SPS + OBTCM mode, respectively. Radiation doses to the lens of the eye, the anterior of the brain, the posterior of the brain, noise level and CNR of orbit and brain in different phantoms were measured and compared by using different scanning modes.Results:Compared with Reference mode, the doses to the lens of the eye in 1-yr-old and 5-yr-old phantom decreased by (21.89 ± 0.01)% and (28.33 ± 0.34)%, respectively. In SPS mode, the reduction in doses to the lens of the eye in 1-yr-old and 5-yr-old phantom were (71.38 ± 1.30)% and (53.72 ± 2.42)%, respectively. In SPS + OBTCM mode, the reduction was (71.12 ± 2.54)% and (55.73 ± 1.90)%, respectively. There was significant difference in the noise level of orbit and brain in different phantoms under various scanning modes ( F=5.67-85.47, P< 0.05). The noise level in OBTCM mode compared with reference mode increased slightly (<1.45 HU) in various phantoms. SPS and SPS + OBTCM mode resulted in a small noise increase (<2.58 HU). There was no significant difference in CNR of different phantoms under various scanning modes ( P>0.05). Conclusions:SPS and SPS + OBTCM mode can significantly reduce the radiation dose of lens and the whole image plane in the head CT scan for infants, with maintaining the image quality.
7.Application effect of continuous nursing based on timing theory in male patients with first-episode depression
Junli LI ; Xiangbin ZHAO ; Xiaohui GUO ; Zhaoxi ZHONG
Chinese Journal of Modern Nursing 2022;28(25):3422-3427
Objective:To explore the effects of continuous nursing based on timing theory on quality of life, self-care ability and caring ability of family caregivers of male patients with first-episode depression.Methods:From March 2018 to March 2020, the convenient sampling was used to select 100 male patients with depression and 100 caregivers who were hospitalized in the First Department of Mood Disorders in the Second Affiliated Hospital of Xinxiang Medical University as the research objects. The patients and their caregivers were divided into the experimental group and the control group by the random number table method, with 50 patients and 50 caregivers in each group. The control group received routine nursing and follow-up, while the experimental group received continuous nursing intervention based on timing theory for 6 months on this basis. Hamilton Depression Scale (HAMD) , Hamilton Anxiety Scale (HAMA) , World Health Organization on Quality of Life Brief Scale (WHOQOL-BREF) , Exercise of Self-Care Agency Scale (ESCA) and Family Caregiver Task Inventory (FCTI) scale were used in the control group and the experimental group. The patients and their families were evaluated at 72 h after admission, at discharge, 3 months after discharge and 6 months after discharge.Results:After the intervention, the scores of HAMA and HAMD in the experimental group were lower than those in the control group, and the scores of each dimension of WHOQOL-BREF were higher than those in the control group, and the differences between the two groups were statistically significant ( P<0.01) . At the time of discharge, 3 months and 6 months after discharge, the total score of the FCTI scale of the caregivers in the experimental group was lower than that of the control group, and the ESCA total score of the patients was higher than that of the control group, and the differences between the two groups were statistically significant ( P<0.01) . Conclusions:Continuous nursing based on timing theory can effectively relieve anxiety and depression of male patients with first-episode depression, improve quality of life and self-care ability of patients and improve the care level of family caregivers.
8. Diagnostic value of computed tomographic perfusion imaging of whole liver for quantitative assessment of blood flow state in liver cancer after transcatheter arterial chemoembolization
Shanmei LI ; Zhiling GAO ; Qianting LYU ; Jing JIA ; Pian ZHU ; Yong CHEN ; Yulin LIU ; Zhaoxi ZHANG
Chinese Journal of Hepatology 2018;26(6):429-435
Objective:
To investigate the diagnostic value of whole liver CT perfusion imaging in the quantitative evaluation of hemodynamic changes before and after transcatheter arterial chemoembolization (TACE).
Methods:
Twenty-six patients with hepatocellular carcinoma underwent TACE therapies were recruited. Whole -liver computed tomographic perfusion imaging (CTPI) was performed 2~3 days before TACE and 1 month after TACE. We measured the following perfusion parameters: hepatic arterial perfusion (HAP), portal venous perfusion (PVP), total liver perfusion (TLP), hepatic arterial perfusion index (HAPI), and time-to-peak (TTP).The F-test, t-test and Rank sum test were used for statistical analysis.
Results:
A total of 34 HCC lesions were detected. According to the deposition of lipiodol after TACE, they were divided into a lipiodol dense group (21) and a lipiodol light group (13). The length of hepatocellular carcinoma lesions after TACE showed a decreasing trend compared with preoperative TACE. The lesions in the lipiodol dense group had smaller lesions than those in the lipiodol light group. The preoperative and postoperative longitudinal diameters were (3.12 ± 0.58) cm vs. (1.93 ± 0.79) cm, (2.98 ± 2.01) cm vs. (2.58 ± 2.00) cm, the differences were statistically significant (
9.MRS in quantitative assessment of lumbar discs degeneration
Yong LI ; Zhaoxi CAI ; Jianyu CHEN ; Zehong YANG ; Zhenzhen LIU ; Xinhua JIANG ; Mengdi ZHANG
Chinese Journal of Medical Imaging Technology 2017;33(3):440-444
Objective To evaluate the value of MRS in quantitative assessment of degeneration of lumbar discs.Methods Totally 82 patients with lumbago underwent lumbar MR scanning.All the discs were classified with Pfirrmann grades in the sequences of sagittal T2WI.The area under N-acetyl peak,under water peak and the ratio of N-acetyl/Water were measured by MRS.Correlation between MRS values and Pfirrmann grade,age were analyzed.Results In 82 patients,204 lumbar discs were measured by MRS.There were 89,73,39,3 discs in Pfirrmann Ⅱ,Ⅲ,Ⅳ,V respectively.The areas of N-acetyl,water peak and N-acetyl/Water ratio of nucleus region were positively correlated with Pfirrmann grading,respectively (rs =-0.460,-0.204,-0.526,all P<0.05).There were 62,25,37,51,29 discs in patients aged <30,30-39,40-49,50-59,>59 years respectively.The ares of N-acetyl peak,N-acetyl/Water ratio of nucleus region was negatively correlated with the age (rs=-0.247,-0.385,both P<0.05).Conclusion MRS can be used for quantitative assessment of lumbar discs degeneration.
10.Characteristics of rotating high-flexion prosthesis for the middle-aged patients with knee osteoarthritis in total knee replacement
Libiao QIU ; Weiqiu PENG ; Fuming LI ; Kelin CHENG ; Zhaolan WEI ; Zhaoxi WEI
Chinese Journal of Tissue Engineering Research 2016;20(17):24427-24433
BACKGROUND:Total knee replacement is the main treatment for the end of the knee joint disease. How to choose prosthesis replacement according to the different situations of the patient is one of the focuses in the field of joint surgery.
OBJECTIVE: To evaluate middle or short term effects of rotating high-flexion prosthesis for the middle-aged patients with osteoarthritis of knee in total knee replacement.
METHODS: We retrospectively analyzed 48 osteoarthritis patients (55 knees) undergoing total knee replacement with rotating high-flexion prosthesis in the Liuzhou People’s Hospital from January 2009 to January 2013.
RESULTS AND CONCLUSION:(1) Forty-eight patients were folowed up for 23-42 months, mean (24±2.7) months. (2) Knee range of motion and Hospital for Special Surgery knee score were significantly increased after implantation. The excelent and good rate of Hospital for Special Surgery knee score was 85.4%. (3) No infection, loosening or dislocation occurred in al patients. (4) These findings suggest that curative effect of rotating high-flexion prosthesis is definite. After implantation, the range of motion was high, which was accorded with movement pattern of the human body. Prosthesis has a long life, and its repair rate is low. It is an ideal method for the middle-aged patients who want to perform high-flexion activities.

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