1.An MRI multi-sequence feature imputation and fusion mutual-aid model based on sequence deletion for differentiation of high-grade from low-grade glioma
Chuixing WU ; Weixiong ZHONG ; Jincheng XIE ; Ruimeng YANG ; Yuankui WU ; Yikai XU ; Linjing WANG ; Xin ZHEN
Journal of Southern Medical University 2024;44(8):1561-1570
Objective To evaluate the performance of magnetic resonance imaging(MRI)multi-sequence feature imputation and fusion mutual model based on sequence deletion in differentiating high-grade glioma(HGG)from low-grade glioma(LGG).Methods We retrospectively collected multi-sequence MR images from 305 glioma patients,including 189 HGG patients and 116 LGG patients.The region of interest(ROI)of T1-weighted images(T1WI),T2-weighted images(T2WI),T2 fluid attenuated inversion recovery(T2_FLAIR)and post-contrast enhancement T1WI(CE_T1WI)were delineated to extract the radiomics features.A mutual-aid model of MRI multi-sequence feature imputation and fusion based on sequence deletion was used for imputation and fusion of the feature matrix with missing data.The discriminative ability of the model was evaluated using 5-fold cross-validation method and by assessing the accuracy,balanced accuracy,area under the ROC curve(AUC),specificity,and sensitivity.The proposed model was quantitatively compared with other non-holonomic multimodal classification models for discriminating HGG and LGG.Class separability experiments were performed on the latent features learned by the proposed feature imputation and fusion methods to observe the classification effect of the samples in two-dimensional plane.Convergence experiments were used to verify the feasibility of the model.Results For differentiation of HGG from LGG with a missing rate of 10%,the proposed model achieved accuracy,balanced accuracy,AUC,specificity,and sensitivity of 0.777,0.768,0.826,0.754 and 0.780,respectively.The fused latent features showed excellent performance in the class separability experiment,and the algorithm could be iterated to convergence with superior classification performance over other methods at the missing rates of 30%and 50%.Conclusion The proposed model has excellent performance in classification task of HGG and LGG and outperforms other non-holonomic multimodal classification models,demonstrating its potential for efficient processing of non-holonomic multimodal data.
2.An MRI multi-sequence feature imputation and fusion mutual-aid model based on sequence deletion for differentiation of high-grade from low-grade glioma
Chuixing WU ; Weixiong ZHONG ; Jincheng XIE ; Ruimeng YANG ; Yuankui WU ; Yikai XU ; Linjing WANG ; Xin ZHEN
Journal of Southern Medical University 2024;44(8):1561-1570
Objective To evaluate the performance of magnetic resonance imaging(MRI)multi-sequence feature imputation and fusion mutual model based on sequence deletion in differentiating high-grade glioma(HGG)from low-grade glioma(LGG).Methods We retrospectively collected multi-sequence MR images from 305 glioma patients,including 189 HGG patients and 116 LGG patients.The region of interest(ROI)of T1-weighted images(T1WI),T2-weighted images(T2WI),T2 fluid attenuated inversion recovery(T2_FLAIR)and post-contrast enhancement T1WI(CE_T1WI)were delineated to extract the radiomics features.A mutual-aid model of MRI multi-sequence feature imputation and fusion based on sequence deletion was used for imputation and fusion of the feature matrix with missing data.The discriminative ability of the model was evaluated using 5-fold cross-validation method and by assessing the accuracy,balanced accuracy,area under the ROC curve(AUC),specificity,and sensitivity.The proposed model was quantitatively compared with other non-holonomic multimodal classification models for discriminating HGG and LGG.Class separability experiments were performed on the latent features learned by the proposed feature imputation and fusion methods to observe the classification effect of the samples in two-dimensional plane.Convergence experiments were used to verify the feasibility of the model.Results For differentiation of HGG from LGG with a missing rate of 10%,the proposed model achieved accuracy,balanced accuracy,AUC,specificity,and sensitivity of 0.777,0.768,0.826,0.754 and 0.780,respectively.The fused latent features showed excellent performance in the class separability experiment,and the algorithm could be iterated to convergence with superior classification performance over other methods at the missing rates of 30%and 50%.Conclusion The proposed model has excellent performance in classification task of HGG and LGG and outperforms other non-holonomic multimodal classification models,demonstrating its potential for efficient processing of non-holonomic multimodal data.
3.Factors affecting target volume in adaptive radiotherapy for locally advanced nasopharyngeal carcinoma
Shuhui DONG ; Wenyan YAO ; Mengxue HE ; Ziyue ZHONG ; Yupeng ZHOU ; Senkui XU ; Weixiong XIA
Chinese Journal of Medical Physics 2024;41(7):798-802
Objective To investigate the relationships of pre-radiotherapy body weight,gender,age,EBVDNA,hemoglobin,plasma albumin,and induction chemotherapy regimen with the changes of target area and lymph node volume in adaptive radiotherapy,so as to provide a reference for the timing and population selection of adaptive radiotherapy.Methods A retrospective analysis was conducted on 34 patients who received the first course of radiotherapy at Sun Yat-sen University Cancer Center from January 2022 to November 2022.All patients underwent CT scans again after 20 sessions of radiotherapy for developing the secondary radiotherapy plans.The body weight,gender,age,tumor stage,hemoglobin,plasma albumin,induction chemotherapy regimen,and EBVDNA were collected.Results The tumor volume reduction in the primary focus was more evident in patients with pre-treatment plasma albumin≥40 g/L than in those with pre-treatment plasma albumin<40 g/L(t=3.971,P=0.001),and in patients with pretreatment EBVDNA≤4000 copies/mL than in those with pretreatment EBVDNA>4000 copies/mL(t=4.080,P=0.001).Pearson analysis showed that GTVnx volume difference was positively correlated with pre-radiotherapy GTVnx volume(r=0.444,P=0.009),right parotid gland volume difference(r=0.737,P<0.001),left parotid gland volume difference(r=0.435,P=0.010),and hemoglobin(r=0.722,P<0.001).Conclusion The reduction in tumor volume during radiotherapy is more pronounced in nasopharyngeal cancer patients with normal plasma albumin level and those with pretreatment EBVDNA≤4000 copies/mL.The pre-radiotherapy treatment volume of primary focus,parotid gland volume change before and after radiotherapy,and pre-radiotherapy EBVDNA,hemoglobin and plasma albumin levels can be used to predict the degree of tumor volume shrinkage during radiotherapy,providing a reference for the selection of the timing of adaptive radiotherapy for nasopharyngeal carcinoma.
4.Study on the evaluation of glenoid bone defects by MRI three-dimensional reconstruction.
Fei ZHANG ; Lin XU ; Baoxiang ZHANG ; Shoulong SONG ; Xianhao SHENG ; Wentao XIONG ; Ziran WANG ; Weixiong LIAO ; Qiang ZHANG
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(5):551-555
OBJECTIVE:
To investigate the feasibility of MRI three-dimensional (3D) reconstruction model in quantifying glenoid bone defect by comparing with CT 3D reconstruction model measurement.
METHODS:
Forty patients with shoulder anterior dislocation who met the selection criteria between December 2021 and December 2022 were admitted as study participants. There were 34 males and 6 females with an average age of 24.8 years (range, 19-32 years). The injury caused by sports injury in 29 cases and collision injury in 6 cases, and 5 cases had no obvious inducement. The time from injury to admission ranged from 4 to 72 months (mean, 28.5 months). CT and MRI were performed on the patients' shoulder joints, and a semi-automatic segmentation of the images was done with 3D slicer software to construct a glenoid model. The length of the glenoid bone defect was measured on the models by 2 physicians. The intra-group correlation coefficient ( ICC) was used to evaluate the consistency between the 2 physicians, and Bland-Altman plots were constructed to evaluate the consistency between the 2 methods.
RESULTS:
The length of the glenoid bone defects measured on MRI 3D reconstruction model was (3.83±1.36) mm/4.00 (0.58, 6.13) mm for physician 1 and (3.91±1.20) mm/3.86 (1.39, 5.96) mm for physician 2. The length of the glenoid bone defects measured on CT 3D reconstruction model was (3.81±1.38) mm/3.80 (0.60, 6.02) mm for physician 1 and (3.99±1.19) mm/4.00 (1.68, 6.38) mm for physician 2. ICC and Bland-Altman plot analysis showed good consistency. The ICC between the 2 physicians based on MRI and CT 3D reconstruction model measurements were 0.73 [95% CI (0.54, 0.85)] and 0.80 [95% CI (0.65, 0.89)], respectively. The 95% CI of the difference between the two measurements of physicians 1 and 2 were (-0.46, 0.49) and (-0.68, 0.53), respectively.
CONCLUSION
The measurement of glenoid bone defect based on MRI 3D reconstruction model is consistent with that based on CT 3D reconstruction model. MRI can be used instead of CT to measure glenoid bone defects in clinic, and the soft tissue of shoulder joint can be observed comprehensively while reducing radiation.
Male
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Female
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Humans
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Young Adult
;
Adult
;
Imaging, Three-Dimensional/methods*
;
Tomography, X-Ray Computed/methods*
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Joint Instability
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Shoulder Joint/diagnostic imaging*
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Shoulder Dislocation
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Magnetic Resonance Imaging/methods*
5.Comparison of robot-assisted and free-hand percutaneous cannulated screwing for femoral neck fractures in the middle-aged and young patients
Fuming HUANG ; Xinzhe ZHANG ; Weixiong LI ; Rui CHEN ; Kaijun LIANG ; Haiqiao XU ; Haizhou HUANG ; Jihui ZHOU ; Shibang LIN
Chinese Journal of Orthopaedic Trauma 2023;25(11):979-985
Objective:To compare the clinical efficacy between robot-assisted and free-hand percutaneous cannulated screwing (PCS) in the treatment of femoral neck fractures in the middle-aged and young patients.Methods:A retrospective study was conducted to analyze the clinical data of 53 patients with femoral neck fracture who had been treated with PCS from May 2020 to May 2022 at Department of Traumatic Surgery, Maoming Hospital Affiliated to Southern Medical University. In the robot group of 25 patients subjected to robot-assisted PCS, there were 11 males and 14 females with an age of (48.2 ± 11.9) years; in the free-hand group of 28 patients subjected to free-hand PCS, there were 13 males and 15 females with an age of (48.5 ± 9.8) years. The 2 groups were compared in terms of operation time, intraoperative bleeding, intraoperative guide drills, intraoperative fluoroscopy frequency, fracture union time, Harris hip score at the last follow-up and postoperative complications. Postoperative imaging examination was performed to evaluate distribution accuracy of the cannulated screws in the femoral neck (deviation between the screws and the femoral neck axis, parallelism between the screws and distance between the screws and the neck cortex).Results:There was no statistically significant difference between the robot and free-hand groups in the general clinical data before operation, showing comparability ( P>0.05). The robot group showed significantly shorter operation time [(32.7 ± 4.8) min], significantly less intraoperative bleeding [(14.6 ± 4.8) mL], significantly less intraoperative guide drillings [(3.5 ± 0.7) times] and significantly less intraoperative fluoroscopy frequency [(7.9 ± 1.4) times] than the free-hand group [(56.9 ± 11.3) min, (27.0 ± 7.3) mL, (9.1 ± 1.8) times and (16.3 ± 6.0) times)] (all P<0.05). Postoperative imaging showed that the deviation between the screws and the femoral neck axis was 4.4° ± 1.1° on the anteroposterior X-ray film and 3.2° ± 0.8° on the lateral X-ray film, the parallelism between the screws 4.9° ± 0.8° on the anteroposterior X-ray film and 3.0° ± 0.7° on the lateral X-ray film, and the distance between the screws and the femoral neck cortex (10.4 ± 2.7) mm in the robot group, all significantly smaller than those in the free-hand group [10.5° ± 2.8°, 4.9° ± 1.1°, 12.1° ± 4.0°, 5.1° ± 1.3°, and (15.4 ± 3.2) mm] (all P<0.05). All the 53 patients were followed up for (22.2 ± 8.5) months. All fractures got united. The fracture union time in the robot group [(20.6 ± 4.6) weeks] was insignificantly shorter than that in the free-hand group [(23.7 ± 7.7) weeks] ( P>0.05). At the last follow-up, the Harris hip score in the robot group [(88.6 ± 5.6) points] was significantly higher than that in the free-hand group [(84.8 ± 6.3) points] ( P<0.05). Follow-ups revealed 2 cases of internal fixation loosening, 1 case of screw head cutting and 1 case of femoral head necrosis in the free-hand group but none of such complications in the robot group. Conclusion:In the treatment of femoral neck fractures in the middle-aged and young patients, compared with free-hand PCS, robot-assisted PCS shows advantages of shorter intraoperative time, less bleeding, less fluoroscopic radiation, higher accuracy of screw placement, a lower incidence of postoperative complications and better functional recovery of the hip joint.
6.Factors affecting the five-year recurrence among successfully-treated pulmonary tuberculosis patients in Hengyang City
Xu ZHOU ; Qiaozhi WANG ; Yanping WAN ; Weixiong PENG ; Jun LIU ; Ying HUANG ; Zuhui XU
Journal of Preventive Medicine 2022;34(3):268-271
Objective:
To investigate the recurrence of pulmonary tuberculosis patients 5 years after successful treatment in Hengyang City, Hunan Province, and to analyze its influencing factors.
Methods:
The data of pulmonary tuberculosis patients who were successfully treated in Hengyang City in 2014 were collected through the tuberculosis management information system. The recurrence of pulmonary tuberculosis was defined as the endpoint, and all patients were observed for five consecutive years. Factors affecting recurrence of pulmonary tuberculosis were identified using Kaplan-Meier estimates, log-rank test and multivariable Cox proportional hazards regression analysis.
Results:
A total of 6 626 patients with successfully treated pulmonary tuberculosis were included, including 4 961 males and 1 665 females, with a median age of 54 years. There were 536 cases with recurrence of pulmonary tuberculosis within five years, with a 8.09% cumulative proportion of recurrence and annual recurrence rate of 1.75 per 100 person-years. Multivariable Cox proportional hazards regression analysis showed that men ( HR=1.592, 95%CI: 1.256-2.019 ), age of 40 years and greater ( age of 40 to 59 years, HR=7.025, 95%CI: 1.739-28.377; age of 60 years and greater, HR=8.175, 95%CI: 2.024-33.023), farmers ( HR=1.379, 95%CI: 1.070-1.778 ), retreatment ( HR=6.398, 95%CI: 5.163-7.929 ) and positive etiology ( HR=1.255, 95%CI: 1.042-1.511 ) were risk factors for five-year recurrence of pulmonary tuberculosis among successfully-treated patients.
Conclusions
High recurrence rate is found among pulmonary tuberculosis patients within five years after successful treatment in Hengyang City. There is a high risk of pulmonary tuberculosis recurrence among male, etiologically positive, retreated farmers at ages of 40 years and older, and targeted interventions are recommended.
7.Protective effect of diallyl disulfide against the radiation damage in germ cells of male mice
Shuai XU ; Xixia LI ; Min WANG ; Shuping LI ; Weixiong LIAO
Chinese Journal of Comparative Medicine 2018;28(4):27-32
Objective To study the radiation-protective effect of diallyl disulfide(DADS)in germ cells of male mice. Methods Male mice were whole-body exposured to 4 Gy X-ray irradiation to establish a animal radiation damage model. Testicular histology, sperm motility and sperm deformity rate were observed, protein carbonyl content, malondialdehyde(MDA)and 8-hydroxy deoxyguanosine(8-OHdG)content were tested to assess the degrees of radiation damages of sperm cells and protective effect of DADS. Testicular tissue antioxidant enzymes such as superoxide dismutase (SOD),catalase(CAT),glutathione peroxidase(GSH-px)activity and glutathione(GSH)content were examined. The expression of Nrf2 signal protein was detected to explore the radiation-protective mechanism of DADS. Results Compared with the pure exposure group, the testicular tissue damages in the DADS pretreatment group were milder, sperm motility increased significantly(P< 0.05)and sperm deformity rate decreased(P< 0.05), and the protein carbonyl content, MDA and 8-OHdG levels significantly reduced(P< 0.05). The antioxidant indexes of SOD, CAT, GSH-px and GSH were markedly improved(P< 0.05),and the expression of Nrf2 was dramatically enhanced. Conclusions DADS has a protective effect on acute radiation injury in germ cells of male mice by means of anti-oxidative ability.
8.Percutaneous cannulated screw fixationversus open reduction and internal fixation for medial malleolus fracture:recovery of joint function
Rongsheng WANG ; Yudong XU ; Benhuan LUO ; Weichang WANG ; Weixiong WANG ; Liwen HE ; Xiongye LIU ; Qing YANG
Chinese Journal of Tissue Engineering Research 2015;(31):5031-5035
BACKGROUND:The ankle is one of the most important joints of human body. Medial maleolar fractures are very common, and there are lots of surgical methods to treat it. A traditional approach is open reduction and internal fixation. As views changed, percutaneous cannulated screw internal fixation become increasingly popular, but various clinical studies are stil needed to analyze the efficacy of these two methods. OBJECTIVE:To compare the recovery of joint function after medial maleolus fracture repaired by open reduction and internal fixation and percutaneous cannulated screw fixation. METHODS:A total of 63 cases of medial maleolus fracture, who were treated in the Department of Orthopedics, People’s Hospital of Xinyi City from March 2009 to March 2013, were enroled. According to repair plan, they were divided into two groups: open reduction and internal fixation group (n=29) and percutaneous cannulated screw fixation group (n=34). Ankle function was assessed in accordance with Kofoed ankle score standard on admission and at 3 months after repair. RESULTS AND CONCLUSION:The patients were folowed up for 3 to 12 months. Among 29 cases in the open reduction and internal fixation group, the wound was healed at grade A in 27 cases and at grade B in 2 cases; 29 cases were reset, and no poor reduction was found. In the percutaneous cannulated screw fixation group, 34 cases had healing at grade A, with the presence of good reduction. Al patients experienced bone union, and no infection appeared. In accordance with Kofoed score, at 3 months of folow-up, the satisfaction rate was 97% in the open reduction and internal fixation group, and 100% in the percutaneous cannulated screw fixation group. These data suggest that both open reduction and internal fixation and percutaneous cannulated screw fixation for medial maleolus fracture obtained positive effects, but percutaneous cannulated screw fixation showed smal surgical trauma, which could reduce the rate of infection and contributed to early functional recovery of ankle joint.
9.Observation of radiobiological characteristics in a HepG2 cell line with mitochondrial DNA deletion.
Hengwen SUN ; Yi PAN ; Zijun ZENG ; Liangyi FANG ; Hongdan ZHANG ; Songxi XIE ; Weixiong LI ; Jiabin XU
Journal of Southern Medical University 2015;35(6):783-788
OBJECTIVETo study the radiobiological characteristics of a HepG2 cell line with mitochondrial DNA (mtDNA) deletion.
METHODSHepG2 cells were cultured in a medium containing ethidium bromide, acetylformic acid and uracil. The HepG2 cell line with mtDNA deletion (ρ(0)HepG2 cells) were acquired after 30 subcultures by limited dilution cloning. The cell survival was then observed in the absence of acetylformic acid and uracil, and the total mtDNA deletion in the cells was confirmed by PCR. The radiosensitivity of HepG2 and ρ(0)HepG2 cells was evaluated by exposure to gradient doses of 6 MV X ray irradiation. The cell apoptosis was assessed following a 2 Gy X-ray exposure with Hochest33342 staining, and the invasiveness of ρ(0)HepG2 cells was measured by Transwell assay.
RESULTSHepG2 cells could survive 30 subcultures in the presence of ethidium bromide, and massive cell death occurred after removal of acetylformic acid and uracil from the medium. PCR confirmed total mtDNA deletion from ρ(0)HepG2 cells, whose α/β value was significantly lower than that of HepG2 cells. ρ(0)Hep-G2 cells showed an obviously lowered cell apoptosis rate following X-ray exposure with enhanced cell invasiveness.
CONCLUSIONHepG2 cells can be induced by ethidium bromide into ρ(0)HepG2 cells with an increased radiation resistance, anti-apoptosis ability and cell invasiveness.
Apoptosis ; Culture Media ; chemistry ; DNA, Mitochondrial ; genetics ; Ethidium ; chemistry ; Hep G2 Cells ; radiation effects ; Humans ; Radiation Tolerance ; genetics ; Sequence Deletion ; X-Rays
10.Anatomic localization and classified treatment on serious epistaxis in aged patients
Weixiong YE ; Yongting CHEN ; Hua PENG ; Xia XU ; Wenting DENG
Journal of Regional Anatomy and Operative Surgery 2015;(5):490-493,494
Objective To explore the common bleeding location, disease features, and the management strategies of intractable aged epistaxis. Methods 134 serious epistaxis patients were examined step by step according to nasal anatomic structure and treated by a stepwise way under endoscopy. Results The bleeding location of the intractable aged epistaxis were found as follows:2 cases (1. 49%) in anterosu-perior area, 44 cases (32. 84%) in anteroinferior area, 18 cases (13. 43%) in posterosuperior area, 22 cases (16. 42%) in posteroinferi-or area, 3 cases (2. 24%) in nasopharynx, and the bleeding site of the other 45 cases (33. 58%) were not found. All the patients were healed. The final treatment way were:46 cases (34. 33%) with pharmacotherapy or cauterization (grade Ⅰ~Ⅲ), 88 cases (65. 67%) with anterior nasal packing (grade Ⅳ), 9 cases (6. 72%) with posterior packing(gradeⅤ),1 case (0. 75%) with selective angiographic embolization (grade Ⅵ). There were 82 cases (61. 19%) succeed with the initial hemostasis methods while 52 cases (38. 81%) succeed with the upgrade therapy. Both hemostasis methods and upgrade therapy had statistical significance in different nasal position groups ( hemo-stasis methods:χ2 =16. 35,P=0. 00; upgrade therapy: χ2 =16. 35,P=0. 00). Conclusion Compartmental examination and classified treatment steps by using endoscope may locate and stop nose bleeding promptly while decrease patients' pain and medical cost.


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