1.Application value of machine learning models based on CT radiomics for assessing split renal function
Junjie ZOU ; Ruidong LI ; Hu SONG ; Feng WANG ; Ning DING ; Kongyuan ZHANG
Chinese Journal of Radiological Health 2025;34(1):108-113
Objective Based on the radiomics features extracted from the unenhanced CT images of the lower abdomen, a variety of machine learning models were constructed to explore their application value in the assessment of split renal function. Methods A retrospective analysis was conducted on the unenhanced CT images from 240 single kidneys in patients with clinically suspected renal dysfunction. Based on the results of single-photon emission computed tomography renal dynamic imaging, the cases were classified into the normal glomerular filtration rate group (n=118) and the decreased glomerular filtration rate group (n=122). The region of interest was outlined on the unenhanced CT images and the radiomics features were extracted. The features were selected by correlation analysis and least absolute shrinkage and selection operator, and the machine learning models were constructed based on the algorithms of decision tree, support vector machine, random forest, logistic regression, and extreme gradient boosting. Area under the receiver operating characteristic curve, accuracy, sensitivity, and specificity were calculated to compare the performance of different models. Results Sixteen radiomics features were selected for constructing the machine learning models. The support vector machine model showed relatively high performance for the assessment of split renal function on the test set, with an area under the receiver operating characteristic curve value of 0.883 (95% confidence interval: 0.804-0.961), an accuracy of 0.778, a sensitivity of 0.811, and a specificity of 0.743. Conclusion The machine learning models constructed based on unenhanced CT radiomics can be used to preliminarily assess split renal function, which provides an innovative, convenient, and safe method for clinical diagnosis and has positive significance for treatment.
2.Risk factors for refracture after percutaneous kyphoplasty in patients with osteoporotic vertebral compression fracture
Haifeng XIE ; Tianyi WU ; Jinning WANG ; Dawei SONG ; Junjie NIU ; Jun ZOU
Chinese Journal of Trauma 2024;40(5):440-445
Objective:To investigate the risk factors for refracture after percutaneous kyphoplasty (PKP) in patients with osteoporotic vertebral compression fracture (OVCF).Methods:A retrospective cohort study was conducted on the clinical data of 149 OVCF patients who were admitted to the First Affiliated Hospital of Soochow University from June 2019 to June 2022, including 21 males and 128 females, aged 56-97 years [(73.2±8.7)years]. Initial surgical segments included T 7 in 1 patient, T 8 in 10, T 9 in 6, T 10 in 6, T 11 in 19, T 12 in 28, L 1 in 38, L 2 in 18, L 3 in 11, L 4 in 7 and L 5 in 5. Patients were divided into refracture group ( n=32) and non-refracture group ( n=117) according to whether they had postoperative refracture after PKP. Refractured surgical segments included T 8 in 2 patients, T 9 in 2, T 11 in 4, T 12 in 5, L 1 in 7, L 2 in 4, L 3 in 6, and L 5 in 2. The age, gender, underlying diseases (hypertension, diabetes), body mass index (BMI), preoperative bone mineral density (BMD), smoking history, drinking history, follow-up time, preoperative visual analogue scale (VAS), and preoperative Oswestry dysfunction index (ODI) of the two groups were recorded. Preoperative paravertebral muscle-related parameters of the two groups were calculated including cross-sectional area of bilateral psoas, bilateral erector spinae, bilateral multifidus, and vertebral bodies, paravertebral muscle mass, and vertebral bone quality (VBQ) score. Univariate analysis was performed to evaluate the correlation between the fore-mentioned indicators and postoperative refracture after PKP in OVCF patients. Multivariate logistic regression analysis was employed to identify the independent risk factors for postoperative refracture after PKP in OVCF patients. Results:Univariate analysis revealed that there was certain correlation of BMI, preoperative BMD, cross-sectional area of bilateral psoas, bilateral erector spinae, bilateral multifidus, paravertebral muscle mass and VBQ score with postoperative refracture after PKP in OVCF patients ( P<0.01), while no correlation was found between age, gender, hypertension, diabetes, smoking history, drinking history, follow-up time, preoperative VAS, preoperative ODI, or cross-sectional area of vertebral bodies and postoperative refracture after PKP in OVCF patients ( P>0.05). Multivariate logistic regression analysis showed that preoperative BMD ≤-3.4 SD ( OR=0.27, 95% CI 0.09, 0.80, P<0.05), paravertebral muscle mass ≤281.2% ( OR=0.98, 95% CI 0.97, 0.99, P<0.01) and VBQ score ≥4.8 points ( OR=4.41, 95% CI 1.18, 16.44, P<0.05) were significantly correlated with postoperative refracture after PKP in OVCF patients. Conclusion:Preoperative BMD ≤-3.4 SD, paravertebral muscle mass ≤281.2%, and VBQ score ≥4.8 points are the independent risk factors for refracture after PKP in OVCF patients.
3.Chinese expert consensus on targeted and immunotherapy combined with concurrent chemoradiotherapy in the treatment of locally advanced cervical cancer
Ping JIANG ; Zi LIU ; Lichun WEI ; Yunyan ZHANG ; Fengju ZHAO ; Xiangkun YUAN ; Yipeng SONG ; Jing BAI ; Xiaofan LI ; Baosheng SUN ; Lijuan ZOU ; Sha LI ; Yuhua GAO ; Yanhong ZHUO ; Song GAO ; Qin XU ; Xiaohong ZHOU ; Hong ZHU ; Junjie WANG
Chinese Journal of Radiation Oncology 2024;33(10):893-901
Concurrent chemoradiotherapy (CCRT) refers to the simultaneous treatment of chemotherapy and radiotherapy, and the effect of radiotherapy is enhanced with low-dose chemotherapy, which can reduce tumor recurrence and metastasis and improve clinical prognosis of patients. At present, the main factors for the increase of radiosensitivity of concurrent chemotherapy is that concurrent chemotherapy prevents the repair of tumor cells, and chemotherapy and radiotherapy act on different cell cycles and have synergistic effects. However, even for patients with locally advanced cervical cancer (LACC) who have undergone CCRT, the 5-year survival rate is only 60%, which is still not ideal. In order to improve the efficacy, researchers have conducted a series of exploratory studies, which consist of the combination of targeted drugs and immunodrugs, and neoadjuvant regimens before CCRT, etc. Although targeted or immunologic drugs are effective treatment of LACC, in view of the lack of large-scale evidence-based medical evidence, multi-center prospective and randomized phase III clinical trials and high-level articles are needed to improve the level of evidence-based medicine. This consensus summarizes several key evidence-based medical studies published recently, especially the clinical research progress in targeted and immunological therapies, providing reference for domestic peers.
4.Research progress in the evaluation of adult spinal deformities associated with osteoporosis and prevention of proximal junctional kyphosis or failure after corrective surgery
Dawei SONG ; Junjie NIU ; Jinning WANG ; Qi YAN ; Xiao SUN ; Huilin YANG ; Jun ZOU
Chinese Journal of Orthopaedics 2024;44(11):778-786
With the aging population, the increasing incidence of adult spinal deformity (ASD) associated with osteoporosis (OP) presents new challenges for evaluation and management. Although reasonable and standardized non-surgical treatment remains the first choice in the early stages of this disease, surgical treatment is necessary for patients with severe deformities and significant symptoms to achieve further improvement. Proximal junctional kyphosis/failure (PJK/PJF) is one of the most serious postoperative complications of ASD. Careful and comprehensive preoperative evaluation of bone quality and body sagittal alignment is crucial for the successful implementation of the operation. The Hounsfield unit (HU) based on CT imaging and the vertebral bone quality (VBQ) score based on MRI have proven to be reliable, effective, simple, and widely used in evaluating local vertebral bone quality in recent years. For the evaluation and prediction of PJF after ASD, the bone quality of the upper instrumented vertebra (UIV) can be assessed using HU values to identify high-risk patients and implement preventive measures. The VBQ score is predictive of the incidence of PJK/PJF in patients undergoing ASD surgery, with a high VBQ score being one of the risk factors for PJK/PJF after ASD correction. Patients with high VBQ scores can delay surgery and use anti-osteoporosis drugs before surgery to reduce the occurrence of PJK/PJF. Meanwhile, reasonable and personalized recovery parameters of ASD patients' sagittal sequence can help balance the benefits of efficacy and complications, maximizing the overall benefits. The prevention of PJK/PJF is challenging due to the stress gap between the internal fixation area and the original unfixed tissue area in the postoperative proximal junctional area, which is increasingly significant in OP patients. It is necessary to improve the fixation strength and bone riveting strength of the proximal junction area properly and to gradually decrease the fixed strength in the proximal junctional area to achieve a smooth transition of stress and avoid stress concentration resulting in failure. Relevant strategies include: 1. Enhanced proximal junction fixation, such as vertebral cement-enhanced pedicle screw fixation. 2. Strategies to cushion the stress in the proximal junction, such as Topping-off technology, which includes laminar/transverse hooks, dynamic rods, multi-segment stabilization screws, and multiple ligament-binding straps. 3. Minimally invasive technology can better protect the soft tissues such as the posterior ligament complex and muscles, reduce iatrogenic injury, and thus reduce the incidence of PJK/PJF. Currently, there are many controversies about the optimal treatment for ASD with OP, but the goal is to achieve maximum efficacy while minimizing complications. Additionally, attention should be paid to reasonable and standard anti-osteoporosis treatment in the perioperative period. This paper summarizes the relevant studies used to evaluate PJK/PJF after ASD in patients with OP and reviews the research progress on PJK/PJF prevention strategies, providing reference and ideas for reducing postoperative proximal junctional complications in adult spinal deformity patients with osteoporosis.
5.CT-guided hook-wire localization of ≤10 mm pulmonary ground-glass nodules via different path ways before video-assisted thoracoscopic surgery:a comparative study
Xingxiong ZOU ; Junjie XIA ; Hongwei LI ; Junqiang YANG ; Yu QIU ; Ming YANG ; Wenjun LI ; Wenying XIE ; Huihong XUE ; Jingxiu YOU ; Mi GA ; Juan WANG
Journal of Interventional Radiology 2024;33(8):884-890
Objective To compare the clinical safety and efficacy of CT-guided hook-wire localization of≤10mm pulmonary ground-glass nodule(GGN)via different path ways before video-assisted thoracoscopic surgery(VATS).Methods The clinical data of a total of 128 patients with 10 mm pulmonary GGN,who received CT-guided hook wire localization before VATS at The Third Hospital of Mianyang of China between July 2018 and March 2023,were retrospectively analyzed.According to the puncturing localization path way mode,the patients were divided into vertical puncturing group(n=88)and non-vertical puncturing group(n=40).The number of puncturing times,the time spent for puncturing localization,the success rate of puncture,the operation time of VATS,and puncture-related complications of the two groups were recorded.Results No statistically significant differences in the gender,age,smoking history,GGN location,puncture position,nodule size,density characteristics of GGN,emphysema,and nodules-pleura distance existed between the two groups(all P>0.05).Compared with non-vertical puncturing group,in vertical puncturing group the number of puncturing times was smaller,the time spent for localization was shorter,the incidence of pneumothorax was lower,and the operation time of VATS was shorter,the differences in all the above indexes between the two groups were statistically significant(all P<0.05);and the subgroup analysis of patients whose GGN was overlapped with rib shadow obtained the same results.Binary logistic regression analysis revealed that non-vertical puncturing and the number of puncturing times were the independent risk factors for the occurrence of pneumothorax.Conclusion CT-guided hook-wire localization of≤10mm pulmonary GGN before VATS is clinically safe and effective.Under the condition when the lesion can be localized within the range of 2.0cm and the shadow overlapping of GGN with the rib and blood vessel can be effectively avoided,vertical puncturing path way mode should be preferred,which can effectively reduce the incidence of pneumothorax and shorten the operation time of VATS.
6.A cross-lagged study of relationship between chronotype and depression symptoms among middle school students in Chongqing
Liya DENG ; Houyuan LI ; Congguang ZOU ; Dewei XU ; Liping LIAO ; Junjie YU ; Hong WANG
Chinese Mental Health Journal 2024;38(9):774-780
Objective:To explore the development and interaction between chronotype and depressive symp-toms among middle school students in Chongqing.Methods:A total of 1208 middle school students(613 in grade 7,595 in grade 10)were surveyed for three follow-ups at 6-month intervals.Periods T1-T3 represented baseline,6 months later,and 12 months later,respectively.Chronotype and depressive symptoms were measured by the Morn-ing and Evening Questionnaire-5(MEQ-5)and the Patient Health Questionnaire-9(PHQ-9).Analyses were per-formed using SPSS 26.0 and Mplus 8.3.Results:The MEQ-5 scores were lower in T1 than in T3,and the scores were lower in T2 than in T1 and T3(F=20.08,P<0.001),suggesting a fluctuating trend of chronotype shifting to the Evening-type first after baseline and then to the Morning-type.The PHQ-9 scores exhibited a significant differ-ence among the three-time measurements(x2/df=9.77/2,P<0.01).But pairwise comparisons did not yield any statistically significant findings(P>0.05).The cross-lagged panel model showed that pathways of Ti MEQ-5 scores negatively predicted Ti+1 PHQ-9 scores(βTi-Ti+1=-0.12/-0.09,P<0.05)and TiPHQ-9 scores nega-tively predicted Ti+1 MEQ-5 scores(βTi-Ti+1=-0.07/-0.11,P<0.05).Conclusion:Chronotype and depressive symptoms show some changes in adolescents.The more inclined adolescents are to the Evening-type,the higher the likelihood of depressive symptoms occurring later.The more severe the depressive symptoms,the greater the likeli-hood of a subsequent shift to the Evening-type.
7.Application value of dual-energy CT perfusion imaging in acute pulmonary embolism examination
Hu SONG ; Junjie ZOU ; Feng WANG ; Ruidong LI ; Qiuyan WANG ; Kongyuan ZHANG
Chinese Journal of Radiological Health 2023;32(5):550-555
Objective To analyze the pulmonary perfusion defect index (PPDI) of dual-energy computed tomography (CT) and pulmonary artery obstruction index (PAOI) of conventional CT angiography, and to investigate the clinical application value of dual-energy CT perfusion imaging in the examination of patients with acute pulmonary embolism. Methods A retrospective study was conducted on 21 patients diagnosed with acute pulmonary embolism in Weifang People's Hospital from January 1, 2022 to December 31, 2022. PPDI, PAOI, and maximum plasma D-dimer concentration (mg/L) were calculated. According to the 2019 ESC Guidelines, the patients were divided into low-risk group (n = 8) and medium-risk group (n = 12). The Mann-Whitney U test was used for between-group comparisons. The Spearman’s rank correlation coefficient was used to analyze the correlations between PAOI, PPDI, and plasma D-dimer concentration. Results The PPDI, PAOI, and D-dimer values in the low-risk group were 3.33 (2.09, 4.58), 5.00 (3.13, 5.00), and 0.67 (0.52, 0.79), respectively. The PPDI, PAOI, and D-dimer values in the middle-risk group were 8.34 (5.42, 12.50), 12.50 (8.13, 15.00), and 1.18 (0.86, 2.87), respectively. The Z-values of comparison between the two groups were −3.092, −3.650, and −3.318, respectively (all P < 0.05). There were significant differences in PPDI, PAOI, and D-dimer between the low-risk and middle-risk groups (P < 0.05). Positive correlations were observed between PPDI and PAOI, between PPDI and D-dimer, and between PAOI and D-dimer (rs = 0.869, 0.918, 0.909, all P < 0.05). Conclusion Both PPDI and PAOI can be used for the clinical examination of patients with acute pulmonary embolism and evaluation of the severity of the disease. Compared with conventional CT, dual-energy CT perfusion imaging is more efficient in the diagnosis of acute pulmonary embolism, and facilitates accurate clinical treatment.
8.Risk factors for residual pain after percutaneous kyphoplasty for osteoporotic vertebral fractures
Junjie NIU ; Li NI ; Dawei SONG ; Jinning WANG ; Tao FENG ; Shengyang JIN ; Yan YANG ; Huilin YANG ; Jun ZOU
Chinese Journal of Orthopaedic Trauma 2023;25(1):31-36
Objective:To analyze the risk factors for residual pain after percutaneous kyphoplasty (PKP) for osteoporotic vertebral fractures (OVF).Methods:Retrospectively analyzed were the patients with OVC who had been treated at Department of Orthopaedic Surgery, The First Affiliated Hospital of Soochow University by single level PKP from January 2020 to December 2021. They were 40 men and 181 women, with an age of (69.6±8.2) years. By the pain score of visual analogue scale (VAS) on the postoperative day 3, they were assigned into 2 groups: a residual pain group (VAS≥4) and a control group (VAS<4). The general demographics, radiographic and surgical related data of the 2 groups were analyzed by single factor analysis, including their gender, age, bone mineral density, body mass index, glucocorticoid usage, follow-up time, duration of symptoms, fracture location, severity of fracture compression, intravertebral cleft, middle column involvement, thoracolumbar fascia injury, anesthesia method, puncture method, volume of bone cement injected, cement-endplates contact, pattern of cement distribution, cement leakage, vertebral height restoration, preoperative cobb angle and correction of cobb angle. The P<0.1 factors screened were further analyzed by the multivariate logistic regression to determine the final variables. Results:In the present study, 19 patients were assigned into the residual pain group and 202 patients the control group. The univariate analysis showed that body mass index ( P=0.059), intravertebral cleft ( P=0.049) and thoracolumbar fascia injury ( P< 0.001) increased the risk for residual pain. The multivariate logistic regression analysis showed that thora-columbar fascia injury was an independent risk factor for residual pain ( OR=6.127, 95% CI: 2.240 to 16.755, P<0.001). Conclusion:Thoracolumbar fascia injury is an independent risk factor for residual pain after PKP for OVF.
9.Clinical features and stroke etiology in 10 patients with bilateral middle cerebellar peduncle infarctions: a preliminary study
Jiwei JIANG ; Ya'ou LIU ; Xiping GONG ; Linlin WANG ; Wenyi LI ; Xinying ZOU ; Junjie LI ; Jun XU
Chinese Journal of Neurology 2023;56(6):654-660
Objective:To characterize clinical and neuroimaging features, etiologies, and mechanisms of bilateral middle cerebellar peduncle (MCP) infarctions.Methods:Consecutive patients with bilateral MCP infarctions treated in the Beijing Tiantan Hospital, Capital Medical University between January 1, 2020 and April 30, 2022 were enrolled in this retrospective study. The demographic data, vascular risk factors, clincial manifestations and the National Institutes of Health Stroke Scale (NIHSS) scores were collected. Brain diffusion-weighted imaging was used to assess the regions of cerebral infarction, and the extracranial and intracranial segments of the vertebrobasilar artery were evaluated using magnetic resonance angiography, or computed tomography angiography. The stroke etiology and underlying mechanism were evaluated according to the Chinese Ischemic Stroke Subclassification.Results:Ten patients with bilateral MCP infarctions (8 men and 2 women) were analyzed ultimately. The onset age were 51.0-86.0 (64.8±11.4) years. NIHSS scores were 2.0-12.0 (4.9±2.9) points at admission. All patients had vascular risk factors, most of which were hypertension (10 cases) and dyslipoproteinemia (8 cases). The most common clinical manifestations were vertigo (10 cases), followed by ataxia (9 cases) and dysarthria (8 cases). Four cases were isolated bilateral MCP infarctions, while 6 patients were combined with other vertebrobasilar artery infarctions, 4 of which were combined with cerebellar hemisphere infarctions, consistent with the clinical symptoms. The etiology in all patients was large atherosclerosis (severe stenosis or occlusion of V4 segment of vertebral artery and anterior inferior cerebellar artery; 9 cases). Five patients were classified as hypoperfusion/impaired emboli clearance, while 4 patients were considered as artery-to-artery embolism, and 1 was considered as the parent artery (plaque or thrombosis) occluding penetrating artery.Conclusions:Bilateral MCP infarctions are an extremely rare cerebrovascular disease characterized by vertigo, ataxia, and dysarthria. Cerebral infarction can be isolated or often combined with cerebellar hemisphere infarction. The etiology was mostly stenosis or occlusion of V4 segment of vertebral artery and anterior inferior cerebellar artery.
10.Application of Mini-Clinical Evaluation Exercise combined with direct observation of procedural skills in standardized training of emergency medicine guided by professional physician qualification examination
Jihong WU ; Bin GONG ; Junjie ZOU ; Qing LI ; Ying ZHONG
Chinese Journal of Medical Education Research 2023;22(7):1054-1058
Objective:To investigate the application effect of Mini-Clinical Evaluation Exercise (Mini-CEX) combined with direct observation of procedural skills (DOPS) in standardized training of emergency medicine guided by professional physician qualification examination.Methods:Based on the time of emergency medicine teaching reform in Ruikang Hospital Affiliated to Guangxi University of Chinese Medicine, 32 standardized training residents in Emergency Department before September 2020 were included as control group and were given traditional teaching, and 32 standardized training residents after September 2020 were included as observation group and were given Mini-CEX combined with DOPS teaching under the guidance of professional physician qualification examination. The two groups were compared in terms of Mini-CEX score, DOPS score, assessment score of comprehensive emergency skills, pass rate of professional physician qualification examination, and comprehensive teaching quality. SPSS 25.00 was used to perform the t-test and the chi-square test. Results:Compared with the control group after training, the observation group had significantly higher scores of Mini-CEX, DOPS, and comprehensive emergency skill assessment ( P<0.05). There were no significant differences between the two groups in the pass rates of theoretical and practical examinations in professional physician qualification examination, and the observation group had a significantly higher total pass rate than the control group ( P<0.05). The observation group had significantly higher comprehensive teaching quality scores than the control group ( P<0.05). Conclusion:Mini-CEX combined with DOPS guided by professional physician qualification examination can help to improve the teaching effectiveness of standardized training residents in emergency, enhance their comprehensive skills and emergency professional skills, achieve a relatively high pass rate of professional physician qualification examination, and improve their post competency, and thus it holds promise for clinical application.

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