1.Perioperative immune dynamics and clinical outcomes in patients undergoing on-pump cardiac surgery
Zhiyuan CHENG ; Xinyi LIAO ; Juan WU ; Ping YANG ; Tingting WANG ; Qinjuan WU ; Wentong MENG ; Zongcheng TANG ; Jiayi SUN ; Jia TAN ; Jing LIN ; Dan LUO ; Hao WANG ; Chaonan LIU ; Jiyue XIONG ; Liqin LING ; Jing ZHOU ; Lei DU
Chinese Journal of Blood Transfusion 2026;39(1):31-43
Objective: To characterize perioperative dynamic changes in immune-cell phenotypes and inflammatory cytokines in patients undergoing CPB (cardiopulmonary bypass) cardiac surgery, and to explore their associations with postoperative outcomes. Methods: In this prospective cohort study, 120 adult patients who underwent elective cardiac surgery under CPB at West China Hospital from May 2022 to March 2023 were enrolled. Perioperative immune-cell phenotypes and concentrations of 40 inflammation-related cytokines were measured. The primary outcomes were the sequential organ failure assessment (SOFA) score at 24 h after surgery and ΔSOFA (the peak SOFA score within 48 h after surgery minus the preoperative SOFA score). Secondary outcomes included major adverse cardiovascular events (MACE), acute kidney injury (AKI), respiratory failure, severe liver injury, and infection. Results: The mean age of enrolled patients was 57±10 years. Of these, 52% (62/120) were male and 90% (108/120) underwent valve surgery. During the rewarming to the end of CPB, neutrophil counts rapidly increased (7.39×10
/L vs preoperative 3.07×10
/L, P<0.001), with significant upregulation of CD11b (7.30×10
/L vs preoperative 3.05×10
/L, P<0.001) and CD54 (7.15×10
/L vs preoperative 2.99×10
/L, P<0.001). Lymphocyte counts increased at the end of CPB (1.75×10
/L vs preoperative 1.12×10
/L, P<0.001) but decreased significantly at 24 h after surgery (0.59×10
/L vs preoperative 1.12×10
/L, P<0.001). Plasma analysis showed that multiple pro-inflammatory cytokines increased during CPB and remained elevated up to 24 h after surgery; five chemokines and the anti-inflammatory cytokine IL-10 peaked at the end of CPB. The SOFA score increased from 1 (1, 2) preoperatively to 7 (5, 10) at 24 h after surgery, with a ΔSOFA of 6 (4, 8). Within 30 days after surgery, 48 patients (40.0%) developed AKI, 17 (14.2%) developed infection, 4 (3.3%) developed severe liver injury, 3 (2.5%) developed respiratory failure, and 3 (2.5%) experienced MACE. During the 2-year follow-up, 8 patients (6.7%) experienced MACE and 5 (4.2%) died. Conclusion: Multi-organ dysfunction is common after cardiac surgery under CPB (median ΔSOFA, 6), accompanied by perioperative activation of multiple immune-cell subsets and upregulation of pro-inflammatory, anti-inflammatory, and chemotactic mediators. This study provides data-driven evidence and research clues for further investigation of the associations between CPB-related immune perturbations and postoperative organ dysfunction and clinical outcomes.
2.Prediction of EGFR mutation status in non-small cell lung cancer based on CT radiomic features combined with clinical characteristics
Taotao YANG ; Xianqi WANG ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Wei CHEN
Journal of Army Medical University 2025;47(8):847-857
Objective To investigate the predictive value of combined radiomic features derived from chest CT scans with clinical characteristics for epidermal growth factor receptor(EGFR)gene mutations in non-small cell lung cancer(NSCLC).Methods A multi-center case-control study was conducted on the clinical data and CT images of 1 070 NSCLC patients from the radiology departments of the 3 medical institutions between January 2013 and October 2023.The 719 NSCLC patients from the First Affiliated Hospital of Army Medical University were randomly divided into a training set and an internal validation set in a ratio of 7∶3;The 173 patients in the Eastern Theatre General Hospital and the 178 patients in Army Medical Centre of PLA were assigned into the external validation set 1 and 2,respectively.Least absolute shrinkage and selection operator(LASSO)regression was employed to identify the optimal radiomic features,which were subsequently used to construct a radiomics model.Univariate and multivariate logistic regression analyses were applied to identify clinical features associated with EGFR mutation,thereby developing a clinical model.The radiomic and clinical features were subsequently combined to develop a comprehensive model.All the 3 classification models were built using random forest(RF)machine learning.The area under curve(AUC),accuracy,sensitivity and specificity were utilized to evaluate the predictive performance of the models.Calibration curve was plotted to assess the goodness of fit of the comprehensive model,while decision curve analysis was performed to assess the clinical utility of the model.Results The AUC value of the radiomics model was 0.762 4(95%CI:0.692 4~0.825 1),0.745 4(95%CI:0.671 1~0.814 3),and 0.724 7(95%CI:0.639 7~0.801 6),respectively,in the internal validation set,external validation set 1,and external validation set 2;The AUC value of the clinical prediction model was 0.691 7(95%CI:0.627 9~0.757 6),0.652 5(95%CI:0.576 7~0.729 1),and 0.779 2(95%CI:0.712 5~0.847 3),respectively in the above sets in turn;The comprehensive model constructed based on clinical features and radiomic features showed the best predictive efficacy,with an AUC value of 0.818 0(95%CI:0.757 7~0.874 3),0.782 4(95%CI:0.703 1~0.848 2),and 0.796 6(95%CI:0.718 1~0.868 6),respectively in the above sets.Calibration curve analysis indicated that the comprehensive model had a good fit,while decision curve analysis revealed that the model provided a favorable net benefit.Conclusion Our comprehensive model constructed based on chest CT radiomic features and clinical characteristics shows superior predictive performance for EGFR gene mutations in NSCLC across multiple center datasets,which may be helpful for clinical decision-making for treatment strategies.
3.Integrative model combining deep learning,clinical and radiomic features enhances EGFR mutation prediction in non-small cell lung cancer
Taotao YANG ; Wei CHEN ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Xianqi WANG
Journal of Army Medical University 2025;47(23):2991-3001
Objective To evaluate the predictive value of deep learning features from chest CT images combined with clinical and radiomics features for epidermal growth factor receptor(EGFR)mutations in non-small cell lung cancer(NSCLC).Methods This case-control study retrospectively analyzed clinical and imaging data of 1 070 NSCLC patients from radiology departments at three hospitals(January 2013 to October 2023).Patients were divided into:a training set(n=502)and internal validation set(n=217)via 7∶3 randomization of 719 cases from the First Affiliated Hospital of Army Medical University;external validation set 1(n=173)from General Hospital of Eastern Theater Command;external validation set 2(n=178)from Daping Hospital of Army Medical University.Deep learning features were extracted using a 2.5D convolutional neural network(CNN)with ResNet101 backbone,radiomics features were derived from CT images,and clinical risk factors were identified to construct models.An integrated model combined deep learning,clinical,and radiomics features.All four models were developed using random forest(RF)classifiers.Calibration curves assessed goodness-of-fit,and decision curve analysis(DCA)evaluated clinical utility.Results The deep learning model achieved AUCs of 0.833 7(95%CI:0.770 6~0.884 7),0.815 1(0.741 6~0.882 8),and 0.810 1(0.745 2~0.873 6)in the internal and two external validation sets,respectively.Clinical models yielded AUCs of 0.731 0(0.660 2~0.802 1),0.746 0(0.666 4~0.824 9),and 0.813 4(0.743 1~0.883 6);radiomics models showed AUCs of 0.762 4(0.692 4~0.825 1),0.745 4(0.671 1~0.814 3),and 0.724 7(0.639 7~0.801 6).The integrated model demonstrated optimal performance with AUCs of 0.905 5(0.857 0~0.945 4),0.832 7(0.763 3~0.896 4),and 0.889 0(0.834 4~0.934 3).DCA indicated significant net benefit for EGFR prediction at threshold probabilities of 0.15~0.85 using the integrated model.Conclusion Deep learning features from CT images effectively predict EGFR mutation status in NSCLC.The integrated model combining deep learning,clinical,and radiomics features further enhances predictive performance.
4.Study on the role of CCL19 and AKT signaling pathway in the development of lung cancer
Qianying ZHU ; Jie LIU ; Guiyun LI ; Xiong HU ; Zhiyuan WANG ; Shiyue LIU ; Li BIAN
China Occupational Medicine 2023;50(4):370-377
Objective To investigate the role of chemokine ligand 19 (CCL19) and protein kinase-B (AKT) signaling pathway in lung cancer development. Methods The human lung adenocarcinoma cell line, A549 cells, in logarithmic growth phase were randomly divided into five groups: blank control group, solvent control group, CCL19 treatment group, AKT inhibition group, and antibody neutralization group. The blank control group received no treatment. The other four groups were treated with dimethyl sulfoxide, CCL19, MK-2206 (AKT inhibitor), and a combination of CCL19 and MK-2206, respectively. Cell viability was assessed using the CCK-8 assay, while cell migration and invasion capabilities were evaluated using the cell scratch and transwell assays. The relative expression levels of Pan-AKT, p-AKT (Ser473), p-AKT (Thr308), E-cadherin (E-cad), N-cadherin (N-cad), and Snail proteins in A549 cells were detected using Western blotting. Lung cancer tissue samples from 60 patients with non-small cell lung cancer (NSCLC) were collected, and the expression of CCL19 and matrix metalloproteinase 9 (MMP9) proteins in the specimens was examined using immunohistochemistry. Results The survival rate of A549 cells in the AKT inhibition group and antibody neutralization group was lower than that in blank control group, solvent control group, and CCL19 treatment group (all P<0.05). The cell scratch assay result showed that the cell migration rate of the CCL19 treatment group was higher at 36.0 and 48.0 hours than those of the blank control group, solvent control group, AKT inhibition group, and neutralizing antibody group (all P<0.05). The Transwell assay result showed that the invasion amount of A549 cells in the AKT inhibition group was less than that in the CCL19 treatment group (P<0.05). Compared with the blank control group, the relative expression of E-cad protein in the CCL19 treatment group decreased, while the relative expression of p-AKT (Ser473), p-AKT (Thr308), N-cad and Snail proteins increased (all P<0.05). The relative expression of p-AKT (Ser473), p-AKT (Thr308), N-cad, and Snail proteins in A549 cells decreased (all P<0.05), and relative expression of E-cad protein increased (all P<0.05) in the AKT inhibition group and antibody neutralization group compared with the blank control group, solvent control group, and CCL19 treatment group. There was no significant difference in the expression of CCL19 and MMP9 in lung cancer tissues of NSCLC patients in Xuanwei City, Gejiu City, and other regions (all P>0.05). The expression of CCL19 and MMP9 in NSCLC patients with lymph node metastasis was higher than in patients without lymph node metastasis (all P<0.01). Conclusion CCL19 can promote the invasion and metastasis of lung cancer cells and induce epithelial-mesenchymal transition. Its expression level is related to lymph node metastasis in NSCLC patients. The AKT signaling pathway may be an important mechanism underlying lung cancer development.
5.A primary study of evaluating the left ventricular myocardial strain in patients with coronary heart disease by CT feature tracking
Jingjing ZHOU ; Xuepei TANG ; Sisi YU ; Liangxia XIONG ; Yingying WENG ; Zhiyuan WANG ; Huifeng YAN ; Siwei XU ; Lianggeng GONG
Chinese Journal of Radiology 2022;56(4):392-397
Objective:To explore the technical feasibility of CT feature tracking (CT-FT) technique in evaluating left ventricular myocardial strain and evaluate the change of myocardial strain in patients with coronary heart disease.Methods:Eighty-one patients with coronary heart disease (lesion group) and 33 patients with normal coronary artery (control group) matched with age and sex were collected retrospectively from the Second Affiliated Hospital of Nanchang University from April 2019 to October 2020. The lesion group was first divided into single vessel stenosis group (42 cases) and multi vessel stenosis group (39 cases) according to the number of coronary artery stenosis branches, and the global myocardial strains of the left ventricle between the groups were analyzed. Lesion site included the left anterior descending branch (LAD), right coronary artery (RCA) and left circumflex branch (LCX), respectively. According to the degree of vascular stenosis, the lesion groups were divided into normal group, mild stenosis group, moderate stenosis group and severe stenosis group. The segmental myocardial strains of the branch segment of LAD, RCA or LCX were analyzed between groups. All CCTA examinations were performed with retrospective electrocardiogram gating. CVI 42 cardiac postprocessing software was used to obtain myocardial strain parameters, including global peak longitudinal strain (GPLS), global peak circumferential strain (GPCS), global peak radial strain (GPRS), and the segmental myocardial strains of the branch segment of LAD, RCA or LCX. The segmental myocardial strains included the peak longitudinal strain (PLS), peak circumferential strain (PCS) and peak radial strain (PRS). One way ANOVA or Kruskal Wallis H test were used for multi group analysis. Results:With the increased number of coronary artery stenosis branches, the absolute value of GPLS gradually decreased. The GPLS of the control group, single vessel stenosis group and multi vessel stenosis group were -14.1%±2.7%, -11.5%±2.3% and -8.8%±2.0%, respectively. The difference of GPLS between the 3 groups or any 2 groups was statistically significant (all P<0.001). The absolute values of GPRS and GPRS in multi vessel stenosis group were significantly lower than those in control group and single vessel stenosis group (all P<0.001). There was no significant difference in GPRS or GPRS between single vessel stenosis group and control group ( P=0.083, 0.118). And there were significant differences in the segmental myocardial strains of the branch segment of LAD, RCA or LCX among 3 groups ( P<0.001). In severe stenosis group, the absolute values of PRS, PCS and PLS in LAD, RCA or LCX were significantly lower than those in moderate stenosis group, mild stenosis group and normal group (all P<0.05). In the moderate stenosis group, the absolute value of PLS in each branch segment was lower than that of the mild stenosis and normal group (all P<0.05), and there was no significant difference in any 2 other myocardial strain parameters of each branch (all P>0.05). Conclusions:CT-FT technique was feasible to evaluate left ventricular myocardial function. With the increased number or degree of coronary artery stenosis, the global and segmental myocardial strain parameters of left ventricle gradually decreased, and the longitudinal strain was more sensitive.
6.Prognostic influencing factors of posterior communicating aneurysm associated with oculomotor nerve palsy
Kuang ZHENG ; Ming ZHONG ; Xianxi TAN ; Zequn LI ; Ye XIONG ; Zhiyuan YAN
Chinese Journal of Postgraduates of Medicine 2018;41(3):193-197
Objective To investigate the prognosis of patients with posterior communicating aneurysm associated with oculomotor nerve palsy in 12 months, and analyze the possible prognostic influencing factors.Methods A prospective clinical study was conducted in 39 patients with posterior communicating aneurysm associated with oculomotor palsy.The patients were followed up for 12 months after surgery,and the prognosis of oculomotor palsy symptoms was evaluated.Results In 39 patients,16 cases were treated by craniotomy clipping, and 23 cases were treated by intravascular embolization. Univariate Logistic analysis result showed that the prognosis of oculomotor palsy symptoms in patient with age ≤ 60 years was significantly better than that in patient with age >60 years, the prognosis of the patients with operation timing≤14 d was significantly better than that of patients with operation timing>14 d, and there were statistical differences (P<0.05 or <0.01); the aneurysm hemorrhage, aneurysm orientation, aneurysm size, surgical procedure and preoperative oculomotor nerve palsy degree were unrelated to the prognosis of oculomotor palsy symptoms (P>0.05). Multifactor Logistic analysis result showed that age and operation timing were the independent prognostic influencing factors of oculomotor palsy symptoms(OR=6.574 and 32.510,95% CI 1.119-38.640 and 2.869-368.363,P<0.05 or<0.01). Conclusions Surgical treatment of aneurysms can improve the prognosis in patients with posterior communicating aneurysm associated with oculomotor nerve palsy,and the prognosis of patients with young age and early surgical treatment is relatively better.
7.The application of the cloning and expression of SMCY gender-specific fusion antigens with the corresponding polyclonal antibodies
Zhiyuan AN ; Lu TIAN ; Jianxia WANG ; Xiaoyan FENG ; Jianping TANG ; Xin CHEN ; Ronghua CHEN ; Gang BI ; Xiong XIAO
Chinese Journal of Forensic Medicine 2017;32(4):375-378
Objective with the advantages of rapidity in detection protein, We selected the gender-specific amino acid sequence based on human SMCY and SMCX, cloned and expressed SMCY gender-specific fusion antigens. The rabbits were immunized with purified antigens to obtain the polyclonal antibodies. A new method was established for rapidly sex identification of forensic evidence samples by detecting SMCY antigens with the corresponding polyclonal antibodies. Methods We found three differential fragments by analyzing the sequence of human SMCY and SMCX. Then we cloned this three fragments and ligated as a new recombinant.This SMCY gender-specific fusion antigen gene was sub-cloned into pET-28a and expressed in Escherichia coli. The fusion antigen was purified by Ni-NTA column. The rabbits were immunized with purified antigen to produce the specific polyclonal antibodies.The reactivity of the polyclonal antibody was evaluated by ELISA and Western blotting. We developed a colloidal gold test strip for detecting the gender of human samples. Results We successfully selected gender-specific amino acid sequence, the SMCY gender-specific fusion antigen was expressed by prokaryotic expression and the polyclonal antibody was prepared by immunizing rabbit. The results of colloidal gold strip tests showed that there is a significant difference between male and female serums. Conclusion The results showed that the SMCY gender-specific fusion antigen could be recognized by the polyclonal antibody.The colloidal gold strip tests made by SMCY gender-specific fusion antigens and the corresponding polyclonal antibodies could be used for rapidly determining the gender of forensic evidence samples.
8.Evaluation of Multi-slice CT and Echocardiography in Diagnosing Multiple Cardiac Myxoma Originated From Special Site of the Heart
Wei LI ; Juan XIA ; Qingjun SUN ; Xiaojing MA ; Li WANG ; Xin CHEN ; Qingfeng XIONG ; Zhiyuan PENG
Chinese Circulation Journal 2016;31(9):844-848
Objective: To explore the necessity of multi-slice CT (MSCT) and echocardiogram in diagnosing multiple cardiac myxoma or myxoma originated from special site of heart via analyzing medical imaging features. Methods: A total of 14 patients with multiple cardiac myxoma or myxoma not originated from left atrium fossa ovale were studied; the patients had operation conifrmed diagnosis in our hospital from 2003-02 to 2015-12, the imaging features of MSCT and echocardiography were analyzed and compared. Results: There were 12/14 patients diagnose by echocardiography with the accuracy of 85.7% and 11 patients diagnosed by MSCT with the accuracy of 84.6%. MSCT and echocardiography had similar pre-operative accuracy and complimentary advantages for diagnosing multiple cardiac myxoma or myxoma not originated from regular site of heart. Echocardiography was superior for examining the motion, pedicle position, shape and attachment point of cardiac myxoma; MSCT may exclude pulmonary embolism and coronary artery disease at meanwhile. Conclusion: Unconventional cardiac myxoma not only has similar image signs to typical single myxoma from left atrium, but also has the speciifc features; MSCT combining echocardiogram examinations could make more accurate diagnosis and provide a better condition for surgical treatment.
9.Imaging value of DSCTA in diagnosis of anomalous origin of one pulmonary artery
Qingfeng XIONG ; Xiaojing MA ; Yan CHEN ; Xin CHEN ; Li WANG ; Hao CHEN ; Zhiyuan PENG
Chinese Journal of Thoracic and Cardiovascular Surgery 2015;31(6):345-348
Objective Evaluating the imaging value of dual source computer tomography angiography (DSCTA) in diagnosis of anomalous origin of one pulmonary artery.Methods Clinical data of 13 patients with anomalous pulmonary artery diagnosed with DSCTA were retrospectively analyzed,and compared with data of echocardiography examination.Results The anomalous pulmonary was clearly diagnosed with DSCTA,which all originated from ascending aorta (AAO).Thirteen cases presented with anomalous right pulmonary artery.Of the total,11 cases originated from the proximal AAO,and 2 cases originated from the distal AAO.One patient was only with anomalous origin of right pulmonary.11 were complicated with PDA,7 were complicated with aortopulmonary septal defect and interruption of aortic arch(A type),1 case was complicated with dysplasia of aortic arch,1 case was complicated with aberrant right subclavian arteries,1 case was complicated with tetralogy of fallot(TOF),and 5 were complicated with right-sided aortic arch and right-sided descending aorta.Eight cases with anomalous pulmonary were diagnosed with echocardiography,3 cases were suspected,and 2 cases were missed.One case was complicated with TOF,5 cases were complicated with aortopulmonary septal defect,interruption of aortic arch (A type) and patent ductus artery (PDA),and 10 cases were complicated with moderate-severe regurgitation of tricuspid.In the 7 operative patients,there were consistent with DSCTA,the anomalous pulmonary and the complicated deformities were rectified.Conclusion DSCTA owns a high value in diagnosis of anomalous origin of pulmonary artery and complicated abnormities by clearly developing the pathologic anatomic features and cardiovascular malformations.
10.Unilateral percutaneous vertebroplasty for osteoporotic vertebral compression fractures:less bone cement leakage and ideal recovery
Hong WU ; Yuan YUAN ; Lijin LIU ; Liang YAN ; Liwei XIONG ; Zhiyuan ZOU ; Zhihai MIN
Chinese Journal of Tissue Engineering Research 2015;(31):4960-4966
BACKGROUND:Percutaneous vertebroplasty and percutaneous kyphoplasty in the treatment of osteoporotic vertebral compression fracture have obtained good outcomes, because the traditional method is invalid, but there are a variety of choices in operation time, anesthesia, surgical approach and method, and each method has its advantages and disadvantages. OBJECTIVE:To investigate the effect and preponderance of the manual reduction combined with unilateral percutaneous vertebroplasty under general anesthesia in the treatment of osteoporotic vertebral compression fractures. METHODS:A total of 53 patients with single vertebral osteoporotic vertebral compression fractures, who were treated with percutaneous vertebroplasty, were retrospectively analyzed from July 2012 to December 2014. The new method group (32 cases) received manual reduction, underwent unilateral pedicle puncture and bone cement injection during unilateral percutaneous vertebroplasty under general anesthesia. The conventional method group (21 cases) received conventional percutaneous vertebroplasty. RESULTS AND CONCLUSION: There was an average of 6-month folow-up (3-14 months). Significant differences in visual analogue scale scores, vertebral compression ratio and kyphosis Cobb’s angle were detected in the new method and the conventional method groups at 3 days post surgery and during final folow-up compared with before surgery (P < 0.01). No significant difference in visual analogue scale scores was found between the two groups (P > 0.05). Compared with the conventional method group, postoperative vertebral compression ratio, kyphosis Cobb’s angle and bone cement leakage rate were significantly lower in the new method group (P < 0.01). Results verified that the new method combined with the advantages of percutaneous vertebroplasty and percutaneous kyphoplasty, the advantages of unilateral and bilateral puncture approach. The new method can correct kyphosis deformity, effectively recover the vertebral height and physiological curvature and the puncture is safe. Simultaneously, the leakage rate of bone cement is reduced, and the distribution of bone cement is ideal.

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