1.A study in identifying potential vertebral fragility fracture risk based on MRI radiomics models of vertebrae and paraspinal muscles
Yi YANG ; Qianyi QIU ; Yinxia ZHAO ; Jiayi LUO ; Xinru ZHANG ; Qinglin XIE ; Yiou WANG ; Xiaodong ZHANG
Chinese Journal of Radiology 2025;59(9):1063-1070
Objective:To explore the application value of radiomics models based on MRI of vertebrae and paravertebral muscles in identifying potential vertebral fragility fracture risk in osteoporosis and osteopenia.Methods:This cross-sectional study collected data from patients who underwent both dual-energy X-ray absorptiometry (DXA) and lumbar MRI at the Third Affiliated Hospital of Southern Medical University between January 2014 and December 2023,retrospectively. Based on DXA results, patients were categorized into osteoporosis group ( n=302) and osteopenia group ( n=264), with fracture and non-fracture patients matched at 1∶1 ratio by propensity score matching based on age, gender, and body mass index. The fourth lumbar vertebra was selected as the region of interest (ROI) for the vertebral body, and the bilateral psoas major, erector spinae, and multifidus muscles were selected as the ROIs for the paraspinal muscles. A total of 7 259 radiomics features were extracted from these ROIs. The dataset was divided into a training set and a test set in an 8∶2 ratio by simple random sampling (osteoporosis group 241 and 61 cases, osteopenia group 211 and 53 cases). The T-score was used to establish the clinical model. After feature normalization and dimensionality reduction, logistic regression was applied to build three radiomics models: vertebral model, paraspinal muscle model, and vertebral-paraspinal muscle model. The T-score was then combined with the radiomics model that achieved the highest area under the receiver operating characteristic curve (AUC) in the test set to construct a clinical-radiomics combined model. Model performance was evaluated using the AUC. The DeLong test was used to compare the diagnostic efficacy between models. Results:In the test set, the vertebral-paravertebral muscle model achieved the highest AUC among radiomics models and was selected for combination with the T-score. In identifying potential vertebral fragility fractures of osteoporosis group, the AUC (95% CI) of the clinical model, vertebral model, paraspinal muscle model, vertebral-paraspinal muscle model, and clinical-radiomics model were 0.523 (0.373-0.672), 0.869 (0.779-0.959), 0.608 (0.464-0.752), 0.876 (0.791-0.961), and 0.860 (0.769-0.952), respectively. For osteopenia group, the corresponding AUC(95% CI) were 0.625 (0.467-0.783), 0.696 (0.547-0.845), 0.706 (0.563-0.848), 0.816 (0.702-0.930), and 0.820 (0.710-0.930). The DeLong test showed that the vertebral model for identifying the potential vertebral fracture risk in osteoporosis group had better performance than the paraspinal muscle model ( Z=3.28, P=0.001). While for osteopenia group, there was no significant difference in diagnostic performance between the vertebral model and the paraspinal muscle model ( Z=0.09, P=0.932). The recognition efficacy of the clinical model and the vertebral-paraspinal muscle model was significantly different ( Z=3.69, 1.98; P<0.001, P=0.047), while there was no significant difference between the clinical-radiomics combined model and the vertebral-paraspinal muscle model ( Z=1.51, 0.12; P=0.131, 0.904). Conclusion:The MRI-based vertebral-paraspinal muscle radiomics model can effectively identify osteoporosis or osteopenia patients with potential fragility fracture risk. In osteopenia group, the efficacy of the MRI radiomics models based on the vertebra and paraspinal muscles in identifying potential vertebral fragility fracture risk is comparable.
2.Study on the diagnostic efficacy and influencing factors of quantitative infrapatellar fat pad fat fraction and T2* values using mDixon-Quant technique for knee osteoarthritis
Xinru ZHANG ; Yanjun CHEN ; Xintao ZHANG ; Yiou WANG ; Xiaodong ZHANG
Journal of Practical Radiology 2025;41(5):819-823
Objective To investigate the diagnostic efficacy of fat fraction(FF)and T2* values of infrapatellar fat pad(IPFP)based on MR mDixon-Quant technique for knee osteoarthritis(KOA),and to analyze their related influencing factors.Methods A total of 178 knee joints from 114 volunteers were included and underwent knee joints X-ray examination and MR mDixon-Quant sequence scanning.The correlation between FF and T2* values of IPFP with gender,age,body mass index(BMI),and K-L grade was analyzed by Spearman's test and multiple linear regression.Receiver operating characteristic(ROC)curves were plotted to assess the diag-nostic efficacy of FF and T2* values for KOA.Results FF value of IPFP was negatively correlated with age,BMI,and K-L grade(r=-0.470,-0.276,-0.679,P<0.001),and T2* value was also negatively correlated with age,BMI,and K-L grade(r=-0.291,-0.173,-0.505,P<0.001).Multiple linear regression analysis results showed that only K-L grade had a statistically significant correlation with FF and T2* values(P<0.001).ROC curve analysis indicated that the area under the curve(AUC)for diagnosing KOA using the FF and T2* values of IPFP were 0.859 and 0.767,respectively,with sensitivity of 0.878 and 0.841,and specificity of 0.719 and 0.573,respectively.The combined diagnosis had an AUC of 0.855,a sensitivity of 0.625,and a specificity of 0.963,improving the diagnostic specificity for KOA.Conclusion FF and T2* values of IPFP can serve as objective imaging indicators for KOA assessment,and their reduction is correlated with the progress of age,BMI,and K-L grade,of which the K-L grade is an independent influencing factor.The combination of FF and T2 can improve the diagnostic specificity of KOA,and provide a quantitative basis for early KOA detection and severity stratification.
3.Study on the diagnostic efficacy and influencing factors of quantitative infrapatellar fat pad fat fraction and T2* values using mDixon-Quant technique for knee osteoarthritis
Xinru ZHANG ; Yanjun CHEN ; Xintao ZHANG ; Yiou WANG ; Xiaodong ZHANG
Journal of Practical Radiology 2025;41(5):819-823
Objective To investigate the diagnostic efficacy of fat fraction(FF)and T2* values of infrapatellar fat pad(IPFP)based on MR mDixon-Quant technique for knee osteoarthritis(KOA),and to analyze their related influencing factors.Methods A total of 178 knee joints from 114 volunteers were included and underwent knee joints X-ray examination and MR mDixon-Quant sequence scanning.The correlation between FF and T2* values of IPFP with gender,age,body mass index(BMI),and K-L grade was analyzed by Spearman's test and multiple linear regression.Receiver operating characteristic(ROC)curves were plotted to assess the diag-nostic efficacy of FF and T2* values for KOA.Results FF value of IPFP was negatively correlated with age,BMI,and K-L grade(r=-0.470,-0.276,-0.679,P<0.001),and T2* value was also negatively correlated with age,BMI,and K-L grade(r=-0.291,-0.173,-0.505,P<0.001).Multiple linear regression analysis results showed that only K-L grade had a statistically significant correlation with FF and T2* values(P<0.001).ROC curve analysis indicated that the area under the curve(AUC)for diagnosing KOA using the FF and T2* values of IPFP were 0.859 and 0.767,respectively,with sensitivity of 0.878 and 0.841,and specificity of 0.719 and 0.573,respectively.The combined diagnosis had an AUC of 0.855,a sensitivity of 0.625,and a specificity of 0.963,improving the diagnostic specificity for KOA.Conclusion FF and T2* values of IPFP can serve as objective imaging indicators for KOA assessment,and their reduction is correlated with the progress of age,BMI,and K-L grade,of which the K-L grade is an independent influencing factor.The combination of FF and T2 can improve the diagnostic specificity of KOA,and provide a quantitative basis for early KOA detection and severity stratification.
4.A study in identifying potential vertebral fragility fracture risk based on MRI radiomics models of vertebrae and paraspinal muscles
Yi YANG ; Qianyi QIU ; Yinxia ZHAO ; Jiayi LUO ; Xinru ZHANG ; Qinglin XIE ; Yiou WANG ; Xiaodong ZHANG
Chinese Journal of Radiology 2025;59(9):1063-1070
Objective:To explore the application value of radiomics models based on MRI of vertebrae and paravertebral muscles in identifying potential vertebral fragility fracture risk in osteoporosis and osteopenia.Methods:This cross-sectional study collected data from patients who underwent both dual-energy X-ray absorptiometry (DXA) and lumbar MRI at the Third Affiliated Hospital of Southern Medical University between January 2014 and December 2023,retrospectively. Based on DXA results, patients were categorized into osteoporosis group ( n=302) and osteopenia group ( n=264), with fracture and non-fracture patients matched at 1∶1 ratio by propensity score matching based on age, gender, and body mass index. The fourth lumbar vertebra was selected as the region of interest (ROI) for the vertebral body, and the bilateral psoas major, erector spinae, and multifidus muscles were selected as the ROIs for the paraspinal muscles. A total of 7 259 radiomics features were extracted from these ROIs. The dataset was divided into a training set and a test set in an 8∶2 ratio by simple random sampling (osteoporosis group 241 and 61 cases, osteopenia group 211 and 53 cases). The T-score was used to establish the clinical model. After feature normalization and dimensionality reduction, logistic regression was applied to build three radiomics models: vertebral model, paraspinal muscle model, and vertebral-paraspinal muscle model. The T-score was then combined with the radiomics model that achieved the highest area under the receiver operating characteristic curve (AUC) in the test set to construct a clinical-radiomics combined model. Model performance was evaluated using the AUC. The DeLong test was used to compare the diagnostic efficacy between models. Results:In the test set, the vertebral-paravertebral muscle model achieved the highest AUC among radiomics models and was selected for combination with the T-score. In identifying potential vertebral fragility fractures of osteoporosis group, the AUC (95% CI) of the clinical model, vertebral model, paraspinal muscle model, vertebral-paraspinal muscle model, and clinical-radiomics model were 0.523 (0.373-0.672), 0.869 (0.779-0.959), 0.608 (0.464-0.752), 0.876 (0.791-0.961), and 0.860 (0.769-0.952), respectively. For osteopenia group, the corresponding AUC(95% CI) were 0.625 (0.467-0.783), 0.696 (0.547-0.845), 0.706 (0.563-0.848), 0.816 (0.702-0.930), and 0.820 (0.710-0.930). The DeLong test showed that the vertebral model for identifying the potential vertebral fracture risk in osteoporosis group had better performance than the paraspinal muscle model ( Z=3.28, P=0.001). While for osteopenia group, there was no significant difference in diagnostic performance between the vertebral model and the paraspinal muscle model ( Z=0.09, P=0.932). The recognition efficacy of the clinical model and the vertebral-paraspinal muscle model was significantly different ( Z=3.69, 1.98; P<0.001, P=0.047), while there was no significant difference between the clinical-radiomics combined model and the vertebral-paraspinal muscle model ( Z=1.51, 0.12; P=0.131, 0.904). Conclusion:The MRI-based vertebral-paraspinal muscle radiomics model can effectively identify osteoporosis or osteopenia patients with potential fragility fracture risk. In osteopenia group, the efficacy of the MRI radiomics models based on the vertebra and paraspinal muscles in identifying potential vertebral fragility fracture risk is comparable.
5.Application of Proton Density Fat Fraction of Magnetic Resonance Imaging in Evaluation of Thigh Skeletal Muscle in Healthy People
Yiou WANG ; Xinru ZHANG ; Qingling YU ; Kexin JIANG ; Qianyi QIU ; Yi YANG ; Xiaodong ZHANG
Chinese Journal of Medical Imaging 2024;32(10):1051-1057
Purpose To explore the ability of proton density fat fraction(PDFF)and decay constant T2* values in MRI to reflect skeletal muscle aging.Materials and Methods 3T MRI data of skeletal muscle in the middle thigh of 211 healthy adults from the Third Affiliated Hospital of Southern Medical University from August to December 2023 were prospectively collected.Gender,age,height,weight and body mass index(BMI)were recorded.PDFF value and T2* value of thigh skeletal muscle were measured at post-processing workstation,and statistical differences among different age,gender and BMI groups were analyzed.The correlation between PDFF value and T2* value of thigh skeletal muscle and age and BMI was analyzed.Results There were statistically significant differences in PDFF values of thigh skeletal muscle among different age groups(H=18.476-85.619,all P<0.01).There were significantly differences in T2*values of the left and right quadriceps muscles,hamstrings and adductors among different age groups(H=13.342-47.566,all P<0.05).There were statistically significant differences in the PDFF values of right quadriceps,left and right hamstring,adductor and sartor muscles between male and female groups(Z=-4.929--1.626,all P<0.05),while there were statistically significant differences in T2* values of left sartor muscle(Z=-2.971,P=0.003).There was no statistical significance in PDFF value of skeletal muscle of thigh in different BMI groups(P>0.05),but there were statistically significant differences in T2* value of left and right quadriceps muscle,hamstring muscle and adductor muscle(H=9.542-24.495,all P<0.05).There was a moderate positive correlation between age and PDFF value of thigh skeletal muscle(r=0.635,P<0.01),but a slight negative correlation with T2* value of left and right quadriceps,hamstring and sarcoleus(r=-0.451--0.189,all P<0.01).There was a slight positive correlation between BMI and T2* values of thigh skeletal muscle(r=0.317,P<0.01).There was a moderate negative correlation between the PDFF value and T2* value of all thigh skeletal muscles(r=-0.749--0.624,P<0.01).The PDFF and T2* values of the front and back thigh muscles(quadriceps,hamstring)were most significantly correlated with age and BMI.Conclusion PDFF based on MRI can reflect the age-related changes in the microenvironment of thigh skeletal muscle,and is a potential imaging biological marker for accurate and non-invasive quantitative evaluation of thigh skeletal muscle aging.
6. First isolation and identification of Getah virus SC1210 in Sichuan
Wei LI ; Ming PAN ; Xingyu ZHOU ; Shihua LIN ; Xuecheng LIU ; Shihong FU ; Danlin CHEN ; Yiou CAO ; Guodong LIANG ; Jiake ZHANG
Chinese Journal of Experimental and Clinical Virology 2017;31(1):2-7
Objective:
To study the genome molecular characteristics of Getah virus (SC1210) which isolated in Sichuan province in 2012.
Methods:
Reverse transcriptase polymerase chain reaction (RT-PCR) was used to identify the isolate and the genome was sequenced by the second Ion Torrent PGM. Computer softwares, including Mega Align and Mega 6, were used to analyze the nucleotide and deduced amino acid sequence, and draw phylogenetic trees.
Results:
SC1210 was identified as Getah virus. The full genome sequence was 11 690nt, the nucleotide and amino acid homology of the full sequence with other strains were 99.2%-99.7% and 96.5%-99.4%.The capsid protein of SC1210 consisting of 804 nucleotides, encoding 268 amino acids and the full-length of E2 protein, had 1 266 nucleotides, encoding 422 amino acids. The nucleotide homology of the capsid protein and the E2 protein with other strains were 94.9%-99.2% and 94.6%-99.6%, and the amino acid were 97%-99.6% and 97.1%-99.5%. The 3′ UTR of the virus included 402 nucleotides and there were three repeat sequence elements and 19 nucleotides conservation sequence.
Conclusions
The first GETV isolate SC1210 in Sichuan province has a closer relationship with Yunnan strain YN040 and a far genetic relationship with MM2021.
7.Clinical and electrophysiological diversity of the mesial temporal lobe epilepsy confirmed by stereotactic electroencephalogram
Yiou LIU ; Wenjing ZHOU ; Zhaohui SUN ; Jiuluan LIN ; Haixiang WANG ; Bingqing ZHANG ; Jing HE
Chinese Journal of Neurology 2017;50(4):271-276
Objective To study the diversities of imaging, symptoms, electrophysiology and clinical value of the stereoelectroencephalography(SEEG) in patients with mesial temporal lobe epilepsy.Methods Eight patients with intractable epilepsy in Epilepsy Center of Yuquan Hospital of Tsinghua University who underwent mesial temporal lobectomy were recruited in this study, and their epileptic foci could not be accurately positioned.Therefore stereotactic brain electrodes were implanted, and their usual attack originated from mesial temporal lobe structure were confirmed.There was no seizure in the one year follow-up.Results Symptoms of the eight patients behaved differently, and the onset of the seizures in scalp electroencephalograph or SEEG showed diversities.Epileptic discharges were found originated from the mesial temporal lobe after implanting electrodes: in the early stage of discharges, four cases had the conduction to insular lobe structure;two cases had the conduction to contralateral mesial temporal lobe;one case had the conduction to retrosplenial cortex;one case had the conduction to parietal lobe;one case had the conduction to frontal lobe and rapid generalization (one case had the conduction to insular lobe and contralateral mesial temporal lobe meanwhile).Conclusions There is difference in clinic, imaging and electrophysiology of the patients with mesial temporal lobe epilepsy The non-specificity can be explained by the evolution of the intracranial electroencephalography, which can help us know its network conduction pattern Insular lobe is the most common conduction approach of mesial temporal lobe epilepsy in early stage SEEG can be used as a microinvasive, accurate preoperative localization method, which can help us to locate accurately and understand the discharges and conduction mode.
8.Inhibition of CCN1 siRNA on retinal endothelial cells
Yu, DI ; Yiou, ZHANG ; Aiyuan, WANG ; Xiaolong, CHEN
Chinese Journal of Experimental Ophthalmology 2016;34(1):24-29
Background Cysteine-rich 61 (Cyr61)/CCN1 has been reported to stimulate retinal neovascularization (RNV) in retinopathy of prematurity (ROP).However, whether CCN1 small interfering RNA (CCN1 siRNA) can inhibit or cure ROP has not been extensively investigated.Objective This study was to investigate the regulation effect of CCN1 specific siRNA expression vector on retinal endothelial cells.Methods Rhesus choroid-retinal vascular endothelial cells (RF/6A) were cultured under the normoxic (normoxia control group) and hypoxic condition (1% O2,5% CO2 with 94% N2) in vitro, and then lipofectamineTM 2000 (LF2000) vector plasmid with or without CCN1 siRNA was transiently transfected in the hypoxic-cultured cells as the CCN1 siRNA transfected group and hypoxic control group, respectively.Reverse transcription PCR was employed to detect the expression of CCN1 siRNA plasmid 24 hours after transfection.The vatality of the cells was assayed by cell counting kit-8 (CCK-8) 0,24,48,72 and 96 hours after cultured.Twenty-four hours after cultured,the apoptosis of the cells was evaluated by flow cytometry, and the expressions of CCN1 and vascular endothelial growth factor (VEGF) proteins were detected by immunofluorescence technique and Western blot assay.Results The expression band of CCN1 siRNA was detected in the cells 24 hours after transfection of CCN1 siRNA.CCK-8 assay showed that RF/6A cells were significantly increased over time, and the proliferating value (absorbancy) of the cells was significantly reduced in the CCN1 siRNA transfected group compared with in the normoxia control group and hypoxic control group (Fgroup =198.45, P<0.05;Ftime =39.26, P< 0.05).The apoptosis rates of the cells were (68.9± 1.1) % , (18.9±1.3)% and (39.6± 1.8)% in the CCN1 siRNA transfected group, normoxia control group and hypoxic control group,and the apoptosis rates of the CCN1 siRNA transfected group were evidently higher than those of the normoxia control group and hypoxic control group (t =2.93 ,t=2.56 ,both at P<0.05).CCN1 and VEGF proteins were weakly expressed in the normoxia control group and strongly expressed in the hypoxic control group,however,their expression intensity was evidently weakened in the CCN1 siRNA transfected group.The related expression levels of CCN1 and VEGF proteins in the CCN1 siRNA transfected group were significantly lower than those in the hypoxic control group (both at P<0.05).Conclusions RNA interference targeting CCN1 can inhibit proliferation and promote apoptosis of RF/6A cells.CCN1 siRNA can arrest RNV probably by downregulating the expression levels of CCN1 and VEGF in the cells.
9.Cysteine-rich 61 siRNA reduces retinal neovascularization of mice
Yu DI ; Yiou ZHANG ; Xiaolong CHEN
Chinese Journal of Ocular Fundus Diseases 2015;31(1):72-76
Objective To explore the inhibition effect of Cysteine-rich 61 (CCN1; Cyr61) specific siRNA expression vector on RNV in a mouse model of oxygen-induced retinopathy (OIR).Methods One hundred and twenty healthy C57BL/6J mice were chosen and randomly divided into the experimental group and control group,with 60 mice in each group.The experimental group was intravitreously injected with CCN1siRNA recombinant plasmids.The control group was injected with vector plasmids.Adenosine diphosphate-ase stained retina flat-mounts was performed to assess the retinal vascular profiles,retinal section with HE staining was applied to count the number of new vascular cell nuclei and the protein and mRNA expression of CCN1 and vascular endothelial growth factor (VEGF) were detected by immunohistochemistry,Western blot and Real-time RT-PCR.Results Compared with control group,regular distributions,good branches and reduced density of retinal neovascularization were observed in the experimental group.The number of nucleus of vascular endothelial cells breaking through the inner limiting membrane was obviously less in the experimental group than that in the control group (t=8.756,P< 0.05).The expression of CCN1 and VEGF were obviously decreased in the experimental group compared with the control group (all P<0.05).Conclusion The development of RNV of ROP can be markedly inhibited by RNA interference targeting CCN1,and CCNlsiRNA may provide an effective method for preventing vascular proliferative retinopathy.
10.Meta-analysis on the effect of Alemtuzumab on renal graft rejection and survival
Gang LIU ; Minyi HE ; Jianmin HU ; Yongguang LIU ; Yiou ZHANG ; Ming ZHAO
Chinese Journal of Organ Transplantation 2013;(4):223-226
Objective To study the effect of Alemtuzumab on acute rejection (AR) and graft survival after kidney transplantation.Method Published domestic and foreign literatures regarding the effects of Alemtuzumab used on acute rejection and graft survival were reviewed,and Meta analysis was employed to analyze the Results.Odds ratio (OR) and its 95% confidence interval (95% CI) were used as the parameters to evaluate the therapeutic effects.The statistical analyses were performed with RevMan 5.1 software.Result A total of 9 pertinent research articles were reviewed.Meta-analysis of pooled results indicated that Alemtuzumab prevented the recipients of kidney transplantation from acute rejection effectively with half year prevention of OR 0.37 and 95% CI 0.24-0.58 (P<0.01),one year prevention of OR 0.43 and 95 % CI 0.29-0.64 (P<0.01),and two year prevention of OR 0.69 and 95% CI 0.47-1.02 (P < 0.01),respectively.It was revealed that Alemtuzumab could reduce the incidence of acute rejection by 55% in half year,51% in one year and 28% in two years,respectively.No statistically significant difference in graft survival was found between Alemtuzumab group and control group (OR =1.18,95% CI 0.76-1.85,P =0.46).No statistically significant difference in patients' survival was found between Alemtuzumab group and control group (OR =0.94,95 % CI 0.52-1.72,P =0.85).Conclusion Alemtuzumab may effectively prevent the recipients of kidney transplantation from acute rejection,but not obviously influence the graft and patient survival.

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