1.Development of a machine learning model for predicting severe AECOPD based on non-contrast CT imaging of accessory respiratory muscles
Zhe YE ; Qiong PAN ; Shiyuan GAO ; Yakang DAI ; Chen GENG ; Yixin LIAN ; Weibo YU
Chinese Journal of Medical Physics 2025;42(7):892-900
Regarding the challenge of early identification of critically ill patients with acute exacerbation of chronic obstructive pulmonary disease(AECOPD),a radiomics-clinical fusion model is proposed based on non-contrast CT images of accessory respiratory muscles to predict life-threatening conditions.A retrospective study is conducted involving 233 AECOPD patients(153 non-life-threatening and 80 life-threatening cases).Patients are divided into a training set(n=186)and a test set(n=47)at a 4:1 ratio.A total of 1 874 radiomic features are extracted from the erector spinae and pectoralis muscle regions delineated by radiologists on non-contrast CT images,and the features selection is performed using maximum relevance minimum redundancy and least absolute shrinkage and selection operator(LASSO)algorithms.Meanwhile,clinical data are analyzed with t-test and LASSO for variable screening.The selected features are input into C-support vector classification,Logistic regression,random forest,adaptive boosting(AdaBoost),and extreme gradient boosting(XGBoost)to construct radiomics model,clinical model,and fusion model.Predictive performance and clinical practicality are evaluated in the test set using receiver operating characteristic curve,area under the curve(AUC),and decision curve analysis.The radiomics-clinical fusion model built with XGBoost outperformed standalone radiomics and clinical models,achieving an AUC of 0.902(95%CI 0.846,0.994),with accuracy,sensitivity,specificity,and precision of 0.837,0.933,0.786,and 0.7,respectively.Results demonstrate that the fusion model based on the non-contrast CT radiomics of accessory respiratory muscles and clinical data exhibits promising diagnostic performance,highlighting its potential clinical significance for stratified management and preemptive critical care intervention in AECOPD patients.
2.Development of a machine learning model for predicting severe AECOPD based on non-contrast CT imaging of accessory respiratory muscles
Zhe YE ; Qiong PAN ; Shiyuan GAO ; Yakang DAI ; Chen GENG ; Yixin LIAN ; Weibo YU
Chinese Journal of Medical Physics 2025;42(7):892-900
Regarding the challenge of early identification of critically ill patients with acute exacerbation of chronic obstructive pulmonary disease(AECOPD),a radiomics-clinical fusion model is proposed based on non-contrast CT images of accessory respiratory muscles to predict life-threatening conditions.A retrospective study is conducted involving 233 AECOPD patients(153 non-life-threatening and 80 life-threatening cases).Patients are divided into a training set(n=186)and a test set(n=47)at a 4:1 ratio.A total of 1 874 radiomic features are extracted from the erector spinae and pectoralis muscle regions delineated by radiologists on non-contrast CT images,and the features selection is performed using maximum relevance minimum redundancy and least absolute shrinkage and selection operator(LASSO)algorithms.Meanwhile,clinical data are analyzed with t-test and LASSO for variable screening.The selected features are input into C-support vector classification,Logistic regression,random forest,adaptive boosting(AdaBoost),and extreme gradient boosting(XGBoost)to construct radiomics model,clinical model,and fusion model.Predictive performance and clinical practicality are evaluated in the test set using receiver operating characteristic curve,area under the curve(AUC),and decision curve analysis.The radiomics-clinical fusion model built with XGBoost outperformed standalone radiomics and clinical models,achieving an AUC of 0.902(95%CI 0.846,0.994),with accuracy,sensitivity,specificity,and precision of 0.837,0.933,0.786,and 0.7,respectively.Results demonstrate that the fusion model based on the non-contrast CT radiomics of accessory respiratory muscles and clinical data exhibits promising diagnostic performance,highlighting its potential clinical significance for stratified management and preemptive critical care intervention in AECOPD patients.
3.Clinical application of physician-modified stent grafts in complex aortic disease
Hao WANG ; Bin LIU ; Zhiwen ZHANG ; Zhe ZHANG ; Zhao LIU ; Mingyuan LIU ; Wenrui LI ; Lishan LIAN ; Bodong XU ; Hai FENG
International Journal of Surgery 2025;52(7):439-443
In the past, aortic dissection, aortic aneurysm, and other aortic diseases, primarily rely on surgical intervention. In recent years, due to breakthroughs in materials science, endovascular therapy has become the first choice for the surgical treatment of most aortic diseases. However, traditional endovascular repair cannot fully meet the clinical needs for certain complex lesions involving the aortic arch and the originations of visceral arteries. The emergence of physician-modified stent technology has brought new hope for the treatment of complex aortic diseases. This article provides a detailed introduction to the concept, development, technical characteristics, and applications of physician-modified stents in the treatment of aortic diseases, analyzing their advantages and limitations. Physician-modified stents serve as a powerful complement to traditional endovascular interventions and commercial branched stents, yet further research and refinement are still required.
4.Efficacy and safety of Rotarex mechanical thrombectomy combined with DCB versus PTA combined with DCB in the treatment of femoropopliteal artery in-stent restenosis
Wei WANG ; Chunmin LI ; Xuan TIAN ; Xixiang GAO ; Tong ZHANG ; Bin LIU ; Zhe ZHANG ; Lishan LIAN ; Mingyuan LIU ; Zhao LIU ; Heping GAO ; Hai FENG
International Journal of Surgery 2025;52(10):706-712
Objective:To compare the efficacy and safety of Rotarex mechanical thrombectomy (Rotarex) combined with drug-coated balloon (DCB) versus percutaneous transluminal angioplasty (PTA) combined with DCB in the treatment of femoropopliteal artery in-stent restenosis (ISR).Methods:A multicenter, prospective, randomized controlled trial was conducted. 46 patients with femoropopliteal artery ISR admitted to five hospitals (Beijing Friendship Hospital, Capital Medical University; Beijing Chaoyang Hospital, Capital Medical University; Beijing Jishuitan Hospital, Capital Medical University; Xuanwu Hospital, Capital Medical University; Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University) from July 2020 to June 2024 were enrolled. Patients were randomly divided into the Rotarex+ DCB group ( n=24) and the PTA+ DCB group ( n=22) using a random number table. The clinical data of the two groups were collected, including clinical characteristics, Fontaine classification, stent placement location, stent duration, and lesion length. The primary endpoint was the target blood vessel patency rate at 6 and 12 months postoperatively; the secondary endpoints included improvement in clinical symptoms (Fontaine classification), rate of reintervention, and safety indicators. Measurement data were expressed as mean±standard deviation ( ± s), and the t-test was used for comparison between groups; count data were expressed as the number of cases and percentages, and intergroup comparisons were performed using the Chi-test or Fisher exact probability method. Results:At 12 months postoperatively, the target blood vessel patency rate in the Rotarex+ DCB group was significantly higher than that in the PTA+ DCB group (81.8% vs 45.5%, P=0.012), and the proportion of patients in Fontaine classification stage I was also higher (86.4% vs 45.5%, P=0.004). The results at the 6-month follow-up were consistent (target blood vessel patency rate: 87.0% vs 59.1%, P=0.035). In terms of safety, no severe complications such as arterial rupture, amputation, or procedure-related death occurred during the perioperative period in either group. During the postoperative follow-up, no amputation or procedure-related deaths occurred in either group. Conclusion:For the treatment of femoropopliteal artery ISR, Rotarex mechanical thrombectomy combined with DCB is significantly superior to PTA+ DCB in terms of 12-month target blood vessel patency rate and improvement of clinical symptoms, with comparable safety.
5.Single-centre diagnosis, treatment and prognostic analysis of abdominal aortic endograft infection
Xuebin WANG ; Bin LIU ; Zhe ZHANG ; Hongzhi YU ; Zhiwen ZHANG ; Lishan LIAN ; Xiang GAO ; Hai FENG ; Xueming CHEN
International Journal of Surgery 2024;51(11):759-765
Objective:To summarise and analyse the experience in the diagnosis and management of abdominal aortic endograft infection in recent years.Methods:Retrospectively summarised and analysed the general data, clinical presentation, laboratory and imaging findings, causative organisms and treatment choices of 14 patients with abdominal aortic endograft infection treated in Beijing Friendship Hospital, Capital Medical University, from January 2018 to June 2024, and analysed the prognosis of the patients and the risk factors associated with prognosis.Results:Positive bacterial cultures were 10 out of 14 patients. One non-operatively treated patient died of infectious toxic shock. Thirteen surgically treated patients underwent axillary-bifemoral artery bypass, removal of the infected stent, and closure of the aortic stump. Four of the 13 cases had combined aortoenteric fistula, 3 cases underwent one-stage enterocutaneous fistula repair, 1 case only fistula drainage, 3 cases of gastrojejunal anastomosis, all of them underwent gastric or jejunal nutrient tube implantation. Two of the 13 patients had combined the infection foci spread to the renal artery openings. To save the kidney, intraoperative left kidney autologous renal transplantation was performed in 1 case, and autologous saphenous vein reconstruction from celiac trunk artery-left renal artery and superior mesenteric artery-right renal artery was performed in the other case. All 14 patients were retrospectively summarised and followed up in August 2024, with 5 deaths in the early postoperative period (< 3 months), 3 deaths in the mid- to long-term period (≥3 months), and 5 survivors, with a median follow-up time of 2 years (1-5 years) for surviving patients. Among the 13 operated patients, 4 cases were combined with aortoenteric fistula, and 3 cases died in the early postoperative period; 4 cases of abdominal aortic infection foci involving renal artery openings, 2 cases of early postoperative death; 4 cases with pleural effusion, 4 cases died in the early postoperative period; 2 cases of combined creatinine elevation, 2 cases of early postoperative death; 2 cases of postoperative infection of artificial blood vessels.Conclusions:Abdominal aortic endograft infection are aggressive. The risk of early death is increased in patients who are elderly, in poor general condition, with aortoenteric fistula or with pre-existing cardiac, pulmonary, hepatic and renal insufficiency, but surgery based on adequate anti-infective therapy remains an effective means of saving the patient′s life.
6.Raman Spectroscopy Analysis of The Temporal Heterogeneity in Lung Cell Carcinogenesis Induced by Benzo(a)pyrene
Hai-Tao ZHOU ; Wei YAO ; Cao-Zhe CUI ; Xiao-Tong ZHOU ; Xi-Long LIANG ; Cheng-Bing QIN ; Lian-Tuan XIAO ; Zhi-Fang WU ; Si-Jin LI
Progress in Biochemistry and Biophysics 2024;51(6):1458-1470
ObjectiveTemporal heterogeneity in lung cancer presents as fluctuations in the biological characteristics, genomic mutations, proliferation rates, and chemotherapeutic responses of tumor cells over time, posing a significant barrier to effective treatment. The complexity of this temporal variance, coupled with the spatial diversity of lung cancer, presents formidable challenges for research. This article will pave the way for new avenues in lung cancer research, aiding in a deeper understanding of the temporal heterogeneity of lung cancer, thereby enhancing the cure rate for lung cancer. MethodsRaman spectroscopy emerges as a powerful tool for real-time surveillance of biomolecular composition changes in lung cancer at the cellular scale, thus shedding light on the disease’s temporal heterogeneity. In our investigation, we harnessed Raman spectroscopic microscopy alongside multivariate statistical analysis to scrutinize the biomolecular alterations in human lung epithelial cells across various timeframes after benzo(a)pyrene exposure. ResultsOur findings indicated a temporal reduction in nucleic acids, lipids, proteins, and carotenoids, coinciding with a rise in glucose concentration. These patterns suggest that benzo(a)pyrene induces structural damage to the genetic material, accelerates lipid peroxidation, disrupts protein metabolism, curtails carotenoid production, and alters glucose metabolic pathways. Employing Raman spectroscopy enabled us to monitor the biomolecular dynamics within lung cancer cells in a real-time, non-invasive, and non-destructive manner, facilitating the elucidation of pivotal molecular features. ConclusionThis research enhances the comprehension of lung cancer progression and supports the development of personalized therapeutic approaches, which may improve the clinical outcomes for patients.
7.miR-135a-5p regulates autophagy of mouse embryonic palatal mesenchymal cells via targeting Kif3B
Wenxuan FENG ; Shubo LIAN ; Zhe WANG ; Jing CHEN ; Wei HE
Chinese Journal of Tissue Engineering Research 2024;28(19):3003-3011
BACKGROUND:Studies demonstrated that miR-135a-5p was highly expressed in mouse embryonic palatal mesenchymal cells with cleft palate induced by dexamethasone.The primary cilium and its mediated Shh signaling pathway were involved in the autophagy of mouse embryonic palatal mesenchymal cells.It is speculated that miR-135a-5p may regulate autophagy in mouse embryonic palatal mesenchymal cells through primary cilia and its mediated Shh signaling pathway. OBJECTIVE:To investigate the regulatory effect of miR-135a-5p on autophagy of mouse embryonic palatal mesenchymal cells. METHODS:In vitro,palatal mesenchymal cells from C57BL/6J mouse embryos were extracted and cultured.Cell transfections were set up as follows:(1)the cells were divided into control group,miR-135a-5p negative control group and miR-135a-5p mimic group;(2)NC+miR-NC group,KIF3B overexpression group,and miR-135a-5p+KIF3B group:qRT-PCR was performed to verify transfection efficiency of miR-135a-5p and KIF3B.A transmission electron microscope was used to observe the number of autophagosome/autophagolysosome in the cells of each group.The degree of fluorescence expression of autophagy marker LC3B was determined by the immunofluorescence technique.The protein expression of KIF3B,LC3 and P62 was determined by western blot assay.(3)The cells were divided into miR-135a-5p negative control group,and SAG treated group,and SAG+miR-135a-5p group.qRT-PCR was used to detect the mRNA expression levels of Gli3,a key transcription factor downstream of Shh signaling.The protein expressions of autophagy-related proteins LC3 and P62 were detected by western blot assay. RESULTS AND CONCLUSION:(1)After overexpression of miR-135a-5p,the number of autophagosome/autophagolysosome was significantly increased(P<0.01).The fluorescence density of LC3B increased significantly(P<0.01);the protein expression of KIF3B and P62 decreased(P<0.01),and the protein expression of LC3 increased.(2)After overexpression of KIF3B,the number of autophagosome/autophagolysosome was significantly decreased(P<0.01);the fluorescence density of LC3B was decreased(P<0.01);the protein expression of P62 was increased(P<0.01),and the protein expression of LC3 was decreased(P<0.01).Targeted expression of KIF3B was inhibited by miR-135a-5p(P<0.01);the number of autophagosome/autophagolysosome,the fluorescence intensity of LC3B as well as the protein expression of LC3 were reversed(P<0.01)and the protein expression of P62 was decreased(P<0.01).(3)SAG significantly increased the mRNA expression of Gli3(P<0.01),increased the protein expression of P62(P<0.01),and decreased the protein expression of LC3(P<0.01).When miR-135a-5p was added,Gli3 mRNA expression was significantly decreased(P<0.01);P62 protein expression was decreased(P<0.01),and LC3 protein expression was reversed(P<0.01).(4)These results indicate that miR-135a-5p targets the inhibition of KIF3B and promotes autophagy in mouse embryonic mesenchymal cells possibly by negatively regulating the Shh signaling pathway.
8.Application of artificial intelligence in histopathologic diagnosis and differentiation of extramammary Paget's disease
Yiwei ZHU ; Zhe WU ; Xingcai CHEN ; Yongjian NIAN ; Na LUO ; Lian ZHANG ; Yi WU ; Zhifang ZHAI
Journal of Army Medical University 2024;46(16):1897-1905
Objective To establish an artificial intelligence(AI)diagnostic model for the histopathologic diagnosis of extramammary Paget's disease(EMPD)and to evaluate its efficiency for the diagnosis and differential diagnosis of EMPD.Methods All non-tumor skin disease patients who underwent skin tissue biopsy in Department of Dermatology of First Affiliated Hospital of Army Medical University from September 2003 to February 2023 were recruited,and their pathological data were collected,including EMPD,Bowen's disease(BD),squamous cell carcinoma(SCC),and epidermal hyperplasia and hypertrophy.With EMPD as the main research subject,the histopathological images of BD,SCC,and non-tumor skin diseases were included in the study.The histopathological data of 4 types of diseases was classified and diagnosed by ResNet101 and DenseNet121 deep learning neural networks,and the performance of these models was evaluated.Results The AUC values of the ResNet101 diagnostic model for the diagnosis of EMPD,BD,SCC and non-tumor skin diseases on the images at x20 magnification were 0.97,0.98,1.00 and 0.96,respectively,with an accuracy of 0.925±0.011,while the AUC values on the images at x40 magnification were 1.00,0.99,1.00 and 0.97,respectively,with an accuracy of 0.943±0.017.The AUC values of the DenseNet121 diagnostic model for the diagnosis of 4 diseases on the images at x20 magnification were 0.98,0.95,0.99 and 1.00,respectively,with an accuracy of 0.912±0.034,while the AUC values on the images at x40 magnification were 0.99,0.96,1.00 and 1.00,respectively,with an accuracy of 0.971±0.012.Our results indicated that the histopathologic diagnostic model could effectively differentiate EMPD from BD,SCC and non-tumor skin diseases at low power magnification.The FLPOs of ResNet101 was 786.6 M,and the parameter was 4.5 M;The FLPOs of DensNet121 was 289.7 M,and the parameter was 0.8M.Conclusion Our AI diagnostic model is of good effectiveness in the diagnosis and differential diagnosis of EMPD.DenseNet121 is recommended as the dermatopathological diagnostic model of this study.
9.Analysis of therapeutic effect on the spontaneous isolated superior mesenteric artery dissection with endovascular therapy
Lishan LIAN ; Zhe ZHANG ; Bin LIU ; Hai FENG
International Journal of Surgery 2023;50(3):170-174
Objective:To discuss the clinical effect of endovascular treatment of 15 patients with spontaneous isolated superior mesenteric artery dissection(SISMAD).Methods:The clinical data of 15 patients with SISMAD treated with endovascular stent in Beijing Friendship Hospital Affiliated to Capital Medical University from January 2016 to July 2022 were collected and analyzed. The white blood cell, neutrophil percentage (NEUT%) and D-Dimer at admission, day 1 and day 3 after operation were analyzed and compared retrospectively. The time of abdominal pain at admission, YOO classification, angle from superior mesenteric artery to abdominal aorta(ASA), conservative treatment time, operation time, type and length of stent, vascular remodeling rate and long-term patency rate of stent were analyzed. The measurement data conforming to normal distribution was expressed as mean ± standard deviation ( ± s), t-test was used for comparison between the two groups. Measurement data of skewed distribution were expressed as M ( Q1, Q3), and non-parametric test was used for comparison between groups. Count data were expressed as rate or component ratio(%). The same variable was compared at different time points by repeated measurement data analysis of variance. Results:There were significant differences in white blood cell, NEUT% and D-Dimer between admission and postoperative day 3 in 15 patients. The time to admission for abdominal pain was 24.0(15.0, 78.0) hours. IVS type accounted for 46.7% of YOO type, and the ASA beyond 60° accounted for 66.7%. The conservative treatment time was (34.0±8.6) hours, moreover, the operation time was(153.0±37.8) min. Besides, self-expanding bare stent accounted for 85% of the stent types, moreover, the length of the stents beyond 60 cm was 50%. All patients were followed up for more than 24 months, and the vascular remodeling rate was(89.7±9.7)%.Conclusion:Endovascular self-expanding thin-wall stent placement has better vascular remodeling rate and patency rate for patients with IVS type.
10.Angelica sinensis polysaccharides improve Th1/Th2 imbalance and protect pregnancy in threatened abortion model rats
Zhe SUN ; Lian LIU ; Taiwei ZHANG ; Qi WANG ; Yiyuan ZHOU ; Changrong ZHANG ; Zhaozhao HUA
China Pharmacy 2023;34(19):2344-2349
OBJECTIVE To study the tocolysis effects of Angelica sinensis polysaccharides on threatened abortion model rats and their impacts on Th1/Th2 balance by regulating the phosphoinositide 3-kinase (PI3K)/protein kinase B (AKT) signaling pathway. METHODS Pregnant rats were randomly grouped into the control group, model group, A. sinensis polysaccharide group (200 mg/kg), PI3K/AKT signaling pathway inhibitor LY294002 group (5 mg/kg), and A. sinensis polysaccharide+LY294002 group (200 mg/kg A. sinensis polysaccharide+5 mg/kg LY294002), with 10 rats in each group. Except for the control group, rats in all other groups were given mifepristone (8.3 mg/kg) and misoprostol (100 μg/kg) intragastrically to establish a threatened abortion model, and intragastric or intraperitoneal injection of corresponding drugs. The serum levels of estrogen, progesterone, interferon-γ (IFN-γ), tumor necrosis factor-α (TNF-α), and interleukin-4 (IL-4) in each group of rats were detected, and the uterine ovarian index and embryonic mortality rate of rats in each group were measured; the morphology of uterine tissue in rats was observed in each group; Th1/Th2 balance in peripheral blood of rats as well as the expression of PI3K/AKT signaling pathway-related proteins in the uterine tissues of rats in each group were detected. RESULTS Compared with the control group, the uterine tissue of rats in the model group showed pathological damage; the serum levels of estrogen, progesterone and IL-4, uterine ovarian index, peripheral blood Th2 cell ratio, and the ratios of phosphorylated PI3K (p-PI3K)/PI3K and phosphorylated AKT (p-AKT)/AKT in uterine tissue were all decreased (P<0.05); the embryo mortality rate, Th1 cell ratio, Th1/Th2 ratio, and serum levels of IFN-γ and TNF-α were increased (P<0.05). Compared with the model group, the pathological damage of uterine tissue in the A. sinensis polysaccharide group was reduced, and the above indexes were all improved significantly (P<0.05); LY294002 could weaken the effect of A. sinensis polysaccharide on model rats (P<0.05). CONCLUSIONS A. sinensis polysaccharides can improve Th1/Th2 imbalance in threatened abortion model rats by activating the PI3K/AKT signaling pathway, thereby inhibiting immune inflammation, and promoting embryo survival.

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