1.Evaluation of microvascular invasion in hepatocellular carcinoma based on CT-enhanced portal venous phase radiomics
Mengchen YANG ; Tianmin ZHOU ; Yanming ZHANG ; Shangyu YANG ; Haiyang LIU
Journal of Practical Radiology 2025;41(7):1148-1152
Objective To explore the value of CT-enhanced portal venous phase radiomics combined with machine learning algo-rithms in assessing microvascular invasion(MVI)in hepatocellular carcinoma(HCC).Methods A retrospective analysis was con-ducted on imaging and clinical data of 132 HCC patients.The patients were randomly divided into training set and test set at a 7︰3 ratio.Independent influencing factors for predicting MVI status in HCC patients were identified through univariate and multivariate logistic regression analyses.Radiomics features were selected using the least absolute shrinkage and selection operator(LASSO)algorithm,and a Radiomics score(Radscore)was calculated to construct the final combined model.Four machine learning algorithms including-logistic regression(LR),naive Bayes(NB),support vector machine(SVM),and K-nearest neighbor(KNN)were applied to evaluate the model.The performance of each machine model was assessed using the receiver operating characteristic(ROC)curves and the area under the curve(AUC).Results Univariate and multivariate logistic regression analyses revealed that venous phase CT values were independentinfluencing factors,and six radiomics features were ultimately selected.After the Radscore was calculated,a combined model was constructed using Radscore and venous phase CT values.Machine learning algorithms showed that the combined model achieved the following AUC in the training set:0.895[95%confidence interval(CI)0.821-0.965]for LR,0.892(95%CI 0.831-0.963)for NB,0.644(95%CI 0.532-0.765)for SVM,and 0.855(95%CI 0.783-0.947)for KNN.In the test set,the respective AUC were 0.845(95%CI 0.712-0.961),0.840(95%CI 0.723-0.964),0.492(95%CI 0.311-0.687),and 0.716(95%CI 0.566-0.871).Conclusion Radiomics based on CT-enhanced portal venous phase combined with machine learning algorithms demonstrates high efficiency in preoperative evaluation of MVI in HCC,with the LR model showing the best performance.
2.Evaluation of microvascular invasion in hepatocellular carcinoma based on CT-enhanced portal venous phase radiomics
Mengchen YANG ; Tianmin ZHOU ; Yanming ZHANG ; Shangyu YANG ; Haiyang LIU
Journal of Practical Radiology 2025;41(7):1148-1152
Objective To explore the value of CT-enhanced portal venous phase radiomics combined with machine learning algo-rithms in assessing microvascular invasion(MVI)in hepatocellular carcinoma(HCC).Methods A retrospective analysis was con-ducted on imaging and clinical data of 132 HCC patients.The patients were randomly divided into training set and test set at a 7︰3 ratio.Independent influencing factors for predicting MVI status in HCC patients were identified through univariate and multivariate logistic regression analyses.Radiomics features were selected using the least absolute shrinkage and selection operator(LASSO)algorithm,and a Radiomics score(Radscore)was calculated to construct the final combined model.Four machine learning algorithms including-logistic regression(LR),naive Bayes(NB),support vector machine(SVM),and K-nearest neighbor(KNN)were applied to evaluate the model.The performance of each machine model was assessed using the receiver operating characteristic(ROC)curves and the area under the curve(AUC).Results Univariate and multivariate logistic regression analyses revealed that venous phase CT values were independentinfluencing factors,and six radiomics features were ultimately selected.After the Radscore was calculated,a combined model was constructed using Radscore and venous phase CT values.Machine learning algorithms showed that the combined model achieved the following AUC in the training set:0.895[95%confidence interval(CI)0.821-0.965]for LR,0.892(95%CI 0.831-0.963)for NB,0.644(95%CI 0.532-0.765)for SVM,and 0.855(95%CI 0.783-0.947)for KNN.In the test set,the respective AUC were 0.845(95%CI 0.712-0.961),0.840(95%CI 0.723-0.964),0.492(95%CI 0.311-0.687),and 0.716(95%CI 0.566-0.871).Conclusion Radiomics based on CT-enhanced portal venous phase combined with machine learning algorithms demonstrates high efficiency in preoperative evaluation of MVI in HCC,with the LR model showing the best performance.
3.Expression and clinical value of miR-21 in septic acute respiratory distress syndrome
Ying ZHOU ; Shuang WU ; Huijuan KE ; Chen CHEN ; Tianmin LI
Chinese Journal of Emergency Medicine 2023;32(9):1221-1225
Objective:To investigate the expression level of miR-21 in patients with septic acute respiratory distress syndrome, and analyze its correlation with inflammatory factors and its value in evaluating clinical prognosis.Methods:Patients with sepsis admitted to the intensive care unit (ICU) of the First Affiliated Hospital of Hebei North University from October 2020 to March 2022 were prospectively recruited. The patients were divided into an ARDS group and a non-ARDS group according to whether ARDS occurred within 3 days after admission. The ARDS group was divided into a low-risk group and a high-risk group according to the oxygenation index, and the ARDS group was divided into a survival group and a death group according to their 28-day survival status. In addition, 50 healthy volunteers who underwent physical examination during the same period were included in the control group. The expression levels of serum miR-21 and inflammatory factors [tumor necrosis factor-α (TNF-α) and interleukin-6 (IL-6)] were compared in each group at admission. To analyze the relationship between miR-21 expression and inflammatory factors and explore the value of miR-21 in predicting the prognosis of sepsis patients with ARDS.Results:A total of 106 patients with sepsis were included. Compared with the healthy control group, the levels of serum miR-21, TNF-α and IL-6 in the ARDS group and non-ARDS group were significantly increased (all P<0.05). Compared with the low-risk group, the levels of serum miR-21, TNF-α and IL-6 in the high-risk group were significantly increased (all P<0.05). Compared with the survival group, the serum miR-21 expression level and TNF-α and IL-6 levels in the death group were significantly increased (all P<0.05). Pearson correlation analysis showed that the serum miR-21 expression level in the ARDS group was positively correlated with IL-6 and TNF-α levels ( r=0.842, 0.697, P<0.001). ROC curve analysis showed that the AUC of serum miR-21 in predicting death from sepsis complicated with ARDS was 0.876 (95% CI: 0.761-0.942), the best cut-off value was 2.25, and its sensitivity and specificity were 92.9% and 71.7%, respectively. Conclusions:The expression level of serum miR-21 is significantly increased in patients with sepsis ARDS, is positively correlated with the level of inflammatory factors, is closely correlated with the severity and prognosis of the disease, and has great value in evaluating the prognosis of patients with sepsis ARDS.
4.The application of respiratory exerciser tri-ball in pulmonary rehabilitation patients with chronic obstructive pulmonary disease
Tianmin GAO ; Quanchang ZHOU ; Shicong HUANG ; Cheng SHU ; Li LUO ; Jiahua CHEN ; Xiaorong YU ; Chenxu LI ; Min DAI
Chongqing Medicine 2015;(32):4514-4516
Objective To discuss the function of respiratory exerciser tri‐ball in pulmonary rehabilitation (PR) patients with chronic obstructive pulmonary disease(COPD) .Methods Prospectie case‐control study was used in COPD patients ,the patients were randomly divided into three groups ,60 COPD patients (group A) using respiratory exerciser TRI‐BALL ,58 COPD patients (group B) using traditional pursed lips ventral breathing training ,and 58 COPD patients(group C) using general internal medicine treatment .Results Group A :compared with before breath training ,the increases of FEV1/FEV1 predicted (% ) and MVV/MVV predicted (% ) and the decrease of quality of life score (QOL) were statistically significant after breath training (P<0 .01) ,but not for FEV1/FVC(% )(P>0 .05) .Group B :compared with before breath training ,the decrease of QOL was statistically significant (P<0 .01) ,but not for FEV1/FEV1 predicted (% ) ,MVV/MVV predicted (% ) and FEV1/FVC (% )(P>0 .05) .Compared with control group after breath training ,the increases of FEV1/FEV1 predicted (% ) and MVV/MVV predicted (% ) and the decrease of quality of life score (QOL) were statistically significant in group A (P<0 .01) .Compared with control group after breath training , the decrease of quality of life score (QOL) were statistically significant in group B (P<0 .01) ,but not for FEV1/FEV1 predicted (% ) and MVV/MVV predicted (% ) (P>0 .05) .Compared the changes of pulmonary function test(PFT) index and QOL between group A and B ,the increments of FEV1/FEV1 predicted (% ) and MVV/MVV predicted (% ) were statistically significant in group A(P<0 .01) ,but not for QOL(P>0 .05) .Conclusion It is useful to improve the pulmonary function and quality of life in patients with COPD using respiratory exerciser tri‐ball .It is more effective than traditional pursed lips ventral breathing training ,due to the equipment is very small ,cheap ,easy to quantify training and convenient for household use ,it is worth to be popularized in primary hospital .
5.Correlation between glycosylated hemoglobin level and coronary SYNTAX score in patients with coronary heart disease
Tianmin LIU ; Fang ZHOU ; Hongkai XIAO ; Yin HUANG ; Xiaohui LIU ; Xiufang LIN
Chinese Journal of cardiovascular Rehabilitation Medicine 2014;23(5):479-483
Objective: To explore the correlation between glycosylated hemoglobin (HbA1c) level and severity of coronary artery disease in patients with coronary heart disease (CHD). Methods: Clinical data of 515 patients, who hospitalized in department of cardiology and received coronary angiography (CAG) examination, were analyzed. According to CAG results, they were divided into CHD group (n=370) and normal CAG group (n=145); according to HbA1c level, CHD patients were further divided into HbA1c<7% group (n=282) and HbA1c≥7% group (n=88), according to SYNTAX score, they were divided into SYNTAX score low risk group (n=181, 1~22 scores), intermediate risk group (n=125, 23~32 scores) and high risk group (n=64, ≥33 scores). HbA1c level was compared and analyzed among all groups. Results: Coronary SYNTAX score of HbA1c≥7% group was significantly higher than that of HbA1c<7% group [(25.6±9.97) scores vs. (20.92±10.26) scores, P<0.01]. HbA1c levels in high risk and intermediate risk groups were significantly higher than those of normal CAG group and low risk group [(8.74±0.83) scores, (7.74±0.62) scores vs. (5.12±0.49) scores vs. (5.68±0.59) scores], P<0.01 all, and that of low risk group was significantly higher than that of normal CAG group, , P<0.01 all. Pearson correlation analysis indicated that HbA1c level was positively correlated with coronary SYNTAX score (r=0.764, P<0.01). Conclusion: Glycosylated hemoglobin level is positively correlated with severity of coronary artery disease. Its level in those with higher SYNTAX score is significantly higher than those with low SYNTAX score.
6.Local radioimmunotherapy of breast cancer-bearing nude mice using anti-CEA monoclonal antibody C50 labeled with ~(131)I
Weiqin CHANG ; Tianmin XU ; Ying JIANG ; Xinming WANG ; Jitong ZHOU
Journal of Jilin University(Medicine Edition) 2006;0(05):-
Objective To investigate and evaluate the curative effect of radioimmunological targeting drug on nude mice bearing breast cancer. Methods The anti-CEA monoclonal antibody C50 was combined with ~ 131 I to produce radioimmunological targeting drug. 16 nude mice inoculated subcutaneously with breast cancer cell MCF-7 with tumor diameter about 0.5 cm were randomly into 4 groups(n=4): group Ⅰ, injected in part with ~ 131 I-C50 18.5 MBq; group Ⅱ, injected in part with ~ 131 I-C50 3.7 MBq; group Ⅲ, injected in part with ~ 131 I-mIgG 18.5 MBq; group Ⅳ, injected in part with C50 0.75 ?g. The size of tumor volume and inhibitory rate (IR) after treatment for six weeks were calculated and compared with the control group. Results The tumor volume and curves for tumor growth and tumor weight had significant differences between group Ⅰ and the group Ⅲ as well as group Ⅱ (P0.05). Conclusion Anti-CEA monoclonal antibody C50 labeled with radionuclide ~ 131 I could inhibit the growth of the tumor when given locally. ~ 131 I-C50 has a potential value of clinical application
7.Effects of depression on collagen levels during wound healing in rats
Mingfang ZHOU ; Tianmin CHENG ; Zhengzhi FENG
Journal of Third Military Medical University 2003;0(13):-
Objective To measure the collagen content in the granulation tissue of skin wound surface in rats with depression in order to explore the possible mechanism about depression to wound healing.Methods Totally 126 Sprague-Dawley rats were randomly and equally allocated to 3 groups: simple wound group,depression plus wound group,wound plus depression group.Unpredictable stimuli,including fasting,electrocution,water deprivation,swimming in cold water and others,were performed for 18 d to establish depression model of rats.A full-thickness dermal wound(2.2 cm in diameter) was made on the back of rats to build wound model.Rats from depression plus wound group received 18 days' stimuli and then wound cutting.For those of wound plus depression,stimuli were carried out from the next day of wounding.The basal tissue in the center of the wound was taken out from 6 rats of every group in 3,5,7,10,14,18 and 21 d after wounding.Hydroxyproline reagent kit was used to detect the content of hydroxyproline in collected tissue.Wound collagen depositions in every time point were stained by nitroxanthic acid sirius red and then observed by polarization microscopy.Results Hydroxyproline content and collagen deposition in wound granulation tissue of depression plus wound group rats were lower than those in the other 2 groups.From 18 d after wounding,rats of depression plus wound group had a tendency to the same level as wound plus depression group.Conclusion Depression plus wound significantly decreases hydroxyproline synthesis,reduces collagen deposition in wound,and then delays the wound healing.
8.Preliminary clinical application of MBT straight wire appliance
Yanheng ZHOU ; Tianmin XU ; Xingzhong ZHANG ; Yannan SUN ; Peizeng JIA
Journal of Practical Stomatology 1995;0(04):-
Objective: To evaluate the clinical application of MBT straight wire. Methods: 41 cases, 11 males and 30 famales aged 12-42 years old, with malocclusion were treated by MBT straight wire appliance in orthodontic clinics, follow-up was carried out. Results: Satisfactory effects were obtained in 11 completely treated cases, preliminary improvement of occlusion was observed in the other 30 cases being still in the treatment. Conclusion: MBT straight wire appliances may be used in the treatment of various malocclusion, but special consideration should be taken according to the type of occlusion in each case.

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