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.Incidence and risk factors of poor healing in closed drainage incisions among elderly patients undergoing thoracoscopic pulmonary resection for lung cancer
Yuguo CHEN ; Yi TIAN ; Congying JI ; Yiou DENG ; Mintao WANG ; Junmei WANG ; Peng JIAO
Chinese Journal of Geriatrics 2025;44(7):877-882
Objective:To investigate the incidence and risk factors associated with poor healing in closed drainage incisions among elderly lung cancer patients(aged ≥65 years)undergoing thoracoscopic pulmonary resection.Methods:A retrospective cohort study was conducted involving 471 elderly lung cancer patients who underwent single utility port video-assisted thoracic surgery(VATS)pulmonary resection at Beijing Hospital from January 1, 2022, to December 31, 2023.Patients were categorized into'healed’and'poor healing’groups based on the development of grade B/C healing following the removal of the closed drainage tube.A comparative analysis of demographic characteristics, medical history, and perioperative parameters between the groups was performed.Multivariate logistic regression analysis was employed to identify independent risk factors for poor incision healing.Results:A total of 471 elderly lung cancer patients who underwent VATS lobectomy were enrolled, with a mean age of 71.16 ± 3.44 years. Among them, 200(42.46%)were male and 271(57.54%)were female.Among 471 patients, 101(21.44%)developed poor healing, all classified as grade B. Univariate analysis revealed statistically significant differences between the two groups regarding BMI( χ2=1.632, P=0.004), diabetes mellitus( χ2=1.558, P=0.004), prolonged drainage duration ( χ2=1.829, P=0.002), and the extent of pulmonary resection( χ2=2.571, P=0.042).Multivariate logistic regression analysis indicated that a BMI of ≥24 kg/m 2( OR=1.534, 95% CI: 1.191-3.289, P=0.033), drainage tube indwelling time exceeding 4 days postoperatively( OR=1.712, 95% CI: 1.014-3.791, P=0.036), and diabetes mellitus( OR=1.855, 95% CI: 1.418-4.015, P=0.002)were significant factors influencing poor wound healing, with statistically significant differences noted( P<0.05). Conclusions:BMI, prolonged drainage duration, diabetes mellitus, and the extent of pulmonary resection are independent risk factors for poor healing of closed drainage incisions in elderly lung cancer patients following VATS.Clinical strategies should prioritize the control of BMI, perioperative glycemic management, real-time monitoring of drainage, and timely removal of tubes to mitigate complications.
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.Anesthetic and analgesic effect of perioperative administration of esketamine in patients undergoing off-pump coronary artery bypass grafting
Yiou WANG ; Ying WANG ; Yugang DIAO ; Xiaoyu CHEN
Journal of China Medical University 2025;54(11):995-999
Objective To analyze anesthetic and analgesic effect of perioperovtive administration of esketamine in patients undergoing off-pump coronary artery bypass grafting(OPCABG).Methods The clinical data of 120 patients who underwent OPCABG under gene-ral anesthesia were retrospectively collected.Patients were divided into an esketamine group(n=60)and a non-esketamine group(n=60)according to whether esketamine was used perioperatively.The patients in the esketamine group received esketamine(1 mg/kg)during anesthesia induction and postoperative patient-controlled analgesia with sufentanil(3 μg/kg)plus esketamine(2 mg/kg).Those in the non-esketamine group received sufentanil(2 μg/kg)during anesthesia induction and postoperative patient-controlled analgesia with sufentanil(3 μg/kg).The mean arterial pressure(MAP)and heart rate(HR)were recorded at the time point of entering the room(T0),after anesthesia induction/before intubation(T1),1 min after intubation(T2),skin incision(T3),sternotomy(T4),after surgery and skin suture(T5),entering the ICU(T6),extubation(T7),24 hours after surgery(T8),and 48 hours after surgery(T9).The extubation time,Ramsay sedation scores,visual analog scale(VAS)scores,and adverse reactions were compared.Results There were no statistically significant differences in the baseline characteristics and MAP and HR at T0 and T1 between the two groups(P>0.05).From T2 to T9,MAP and HR in the esketamine group were significantly lower than those in the non-esketamine group(P<0.05).The postoperative extubation time,Ramsay sedation score,and VAS score were significantly lower in the esketamine group than in the non-esketamine group(P<0.05).There was no significant difference in the incidence of adverse reactions between the two groups(P>0.05).Conclusion The perio-perative administration of esketamine in OPCABG can stabilize the hemodynamics,shorten the extubation time,and promote the recovery of patients undergoing OPCABG without increasing postoperative adverse reactions.
5.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.
6.Anesthetic and analgesic effect of perioperative administration of esketamine in patients undergoing off-pump coronary artery bypass grafting
Yiou WANG ; Ying WANG ; Yugang DIAO ; Xiaoyu CHEN
Journal of China Medical University 2025;54(11):995-999
Objective To analyze anesthetic and analgesic effect of perioperovtive administration of esketamine in patients undergoing off-pump coronary artery bypass grafting(OPCABG).Methods The clinical data of 120 patients who underwent OPCABG under gene-ral anesthesia were retrospectively collected.Patients were divided into an esketamine group(n=60)and a non-esketamine group(n=60)according to whether esketamine was used perioperatively.The patients in the esketamine group received esketamine(1 mg/kg)during anesthesia induction and postoperative patient-controlled analgesia with sufentanil(3 μg/kg)plus esketamine(2 mg/kg).Those in the non-esketamine group received sufentanil(2 μg/kg)during anesthesia induction and postoperative patient-controlled analgesia with sufentanil(3 μg/kg).The mean arterial pressure(MAP)and heart rate(HR)were recorded at the time point of entering the room(T0),after anesthesia induction/before intubation(T1),1 min after intubation(T2),skin incision(T3),sternotomy(T4),after surgery and skin suture(T5),entering the ICU(T6),extubation(T7),24 hours after surgery(T8),and 48 hours after surgery(T9).The extubation time,Ramsay sedation scores,visual analog scale(VAS)scores,and adverse reactions were compared.Results There were no statistically significant differences in the baseline characteristics and MAP and HR at T0 and T1 between the two groups(P>0.05).From T2 to T9,MAP and HR in the esketamine group were significantly lower than those in the non-esketamine group(P<0.05).The postoperative extubation time,Ramsay sedation score,and VAS score were significantly lower in the esketamine group than in the non-esketamine group(P<0.05).There was no significant difference in the incidence of adverse reactions between the two groups(P>0.05).Conclusion The perio-perative administration of esketamine in OPCABG can stabilize the hemodynamics,shorten the extubation time,and promote the recovery of patients undergoing OPCABG without increasing postoperative adverse reactions.
7.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.
8.Incidence and risk factors of poor healing in closed drainage incisions among elderly patients undergoing thoracoscopic pulmonary resection for lung cancer
Yuguo CHEN ; Yi TIAN ; Congying JI ; Yiou DENG ; Mintao WANG ; Junmei WANG ; Peng JIAO
Chinese Journal of Geriatrics 2025;44(7):877-882
Objective:To investigate the incidence and risk factors associated with poor healing in closed drainage incisions among elderly lung cancer patients(aged ≥65 years)undergoing thoracoscopic pulmonary resection.Methods:A retrospective cohort study was conducted involving 471 elderly lung cancer patients who underwent single utility port video-assisted thoracic surgery(VATS)pulmonary resection at Beijing Hospital from January 1, 2022, to December 31, 2023.Patients were categorized into'healed’and'poor healing’groups based on the development of grade B/C healing following the removal of the closed drainage tube.A comparative analysis of demographic characteristics, medical history, and perioperative parameters between the groups was performed.Multivariate logistic regression analysis was employed to identify independent risk factors for poor incision healing.Results:A total of 471 elderly lung cancer patients who underwent VATS lobectomy were enrolled, with a mean age of 71.16 ± 3.44 years. Among them, 200(42.46%)were male and 271(57.54%)were female.Among 471 patients, 101(21.44%)developed poor healing, all classified as grade B. Univariate analysis revealed statistically significant differences between the two groups regarding BMI( χ2=1.632, P=0.004), diabetes mellitus( χ2=1.558, P=0.004), prolonged drainage duration ( χ2=1.829, P=0.002), and the extent of pulmonary resection( χ2=2.571, P=0.042).Multivariate logistic regression analysis indicated that a BMI of ≥24 kg/m 2( OR=1.534, 95% CI: 1.191-3.289, P=0.033), drainage tube indwelling time exceeding 4 days postoperatively( OR=1.712, 95% CI: 1.014-3.791, P=0.036), and diabetes mellitus( OR=1.855, 95% CI: 1.418-4.015, P=0.002)were significant factors influencing poor wound healing, with statistically significant differences noted( P<0.05). Conclusions:BMI, prolonged drainage duration, diabetes mellitus, and the extent of pulmonary resection are independent risk factors for poor healing of closed drainage incisions in elderly lung cancer patients following VATS.Clinical strategies should prioritize the control of BMI, perioperative glycemic management, real-time monitoring of drainage, and timely removal of tubes to mitigate complications.
9.Anesthesia Management of Transapical Transcatheter Aortic Valve Replacement
Ning CHEN ; Yiou WANG ; Xiaoyu CHEN ; Yugang DIAO ; Yingjie SUN
Chinese Journal of Minimally Invasive Surgery 2024;24(10):666-671
Objective To summarize the experience of anesthesia management of transapical transcatheter aortic valve replacement(TA-TAVR).Methods Clinical data of 60 cases of TA-TAVR in the Cardiovascular Surgery Department of our hospital from January 2023 to January 2024 were retrospectively analyzed,including 34 cases of aortic stenosis and 26 cases of aortic insufficiency.According to the New York Heart Association(NYHA)functional classification,there were 4 cases of class Ⅱ,11 cases of class Ⅲ,and 45 cases of class Ⅳ.According to the American Society of Anesthesiologists(ASA)classification,there were 12 cases of grade Ⅱ,44 cases of grade Ⅲ,2 cases of grade Ⅳ,and 2 cases of grade V.The European System for Cardiac Operative Risk Evaluation Ⅱ(EuroSCORE Ⅱ)score was 8.3%-54.1%[mean,(20.0±10.3)%].All the patients received general anesthesia with endotracheal intubation.Results Intraoperative ventricular fibrillation occurred in 3 cases.The median mechanical ventilation time of the 60 patients was 17 h(range,0-192 h),including 5 cases of 0 h(extubation in the operating room,which was ultra-fast track anesthesia),17 cases of extubation within 6 h after surgery(fast track anesthesia),31 cases of extubation between 6 and 48 h,and 7 cases of mechanical ventilation time>48 h.Rescue analgesia after surgery was required in 8 cases.The median ICU stay time was 21 h(range,3-407 h),and the postoperative hospital stay was(7.8±4.5)d.Postoperative complications included 1 case of emergency thoracotomy because of artificial aortic valve dislocation,3 cases of permanent pacemaker implantation because of third-degree atrioventricular block,and 2 cases of tracheal intubation again because of hypoxemia.Conclusion Optimizing the anesthesia intervention measures(anesthesia details,anesthesia monitoring methods,and anesthesia analgesia plan)is helpful for early extubation,achieving ultra-fast track and fast track anesthesia of TA-TAVR.
10.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.

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