1.Pre-operative risk assessment of hepatocellular carcinoma recurrence in liver transplant recipients by non-invasive detection of pre-existing genetic lesions
Suqin YANG ; Sunbin LING ; Jianhua LI ; Yan WANG ; Jiapei WANG ; Qiwei HUANG ; Fanming LIU ; Yiqi ZHUANG ; Yingyu ZHENG ; Rui WANG ; Zhe YANG ; Xiaoping ZHENG ; Kai WANG ; Zhikun LIU ; Jun CHEN ; Jianguo WANG ; Haiyang XIE ; Lin ZHOU ; Leiming CHEN ; Guoqiang CAO ; Dandan CHEN ; Junfang JI ; Bin ZHAO ; Chao JIANG ; Di LU ; Xuyong WEI ; Hangjin JIANG ; Qiaonan SHAN ; Hengbo SHI ; Yong-Zhen XU ; Shusen ZHENG ; Zhengxin WANG ; Shengda LIN ; Xiao XU
Clinical and Molecular Hepatology 2026;32(2):884-903
Background/Aims:
Liver transplantation (LT) following total hepatectomy is a life-saving treatment for hepatocellular carcinoma (HCC). The HCC recurrence after LT hinders the effectiveness of the procedure. The objective of this study is to develop a pre-operative risk stratification model based on a liquid biopsy.
Methods:
We conducted a comprehensive multi-omics study of 260 HCC patients from three centers, including clinical data, low-coverage whole-genome sequencing of cell-free DNA (cfDNA) from plasma, as well as whole-exome, single-nucleus RNA, and spatial transcriptomics from matched tumor and non-tumor tissues.
Results:
We identified cfDNA-derived copy number alteration (CNA) signatures associated with post-transplant recurrence. By integrating cfDNA-derived CNA profiles with single-cell transcriptomic data, we traced recurrence-associated cfDNA to a distinct subpopulation of malignant cells within the primary tumor. These cells were embedded in a pro-metastatic microenvironment of specialized endothelial subtypes and cancer-associated fibroblasts. Notably, most recurrence-associated lesions were detectable in cfDNA prior to liver transplantation (LT). Building on these insights, we developed the ZJU Criteria based on CNA fragments and tumor markers, a pre-LT risk prediction tool that integrates conventional clinical factors with cfDNA-derived CNA signatures, and validated it using internal and independent external cohorts.
Conclusion
Our findings suggest that post-transplant recurrence commonly originates from advanced subclones that emerge late during tumor evolution. The ZJU Criteria provides an accurate, non-invasive strategy that significantly improves pre-LT risk stratification and clinical decision-making for patients with HCC.
2.Risk prediction models of early diagnosis of prostate cancer based on machine learning algorithms
Wuxue LI ; Tianhe ZHANG ; Xinghua ZHAO ; Changbao XU ; Haiyang WEI ; Zixu ZHANG
Journal of Modern Urology 2026;31(3):249-257
Objective To construct prostate cancer(PCa)prediction models based on machine learning algorithms, so as to improve the accuracy of early diagnosis of PCa. Methods A retrospective analysis was performed on the clinical data of 504 patients who underwent prostate biopsy at our hospital during Jan. 2020 and Nov. 2024. Patients' age, body mass index(BMI), history of hypertension, diabetes and smoking, total prostate-specific antigen(tPSA), free prostate-specific antigen(fPSA), f/tPSA, prostate volume(PV), neutrophil count, lymphocyte count, neutrophil-to-lymphocyte ratio(NLR), Prostate Imaging Reporting and Data System(PI-RADS)score, digital rectal examination(DRE)results, and pathological findings were collected. The patients were divided into the training and testing sets at a ratio of 7:3. Ten early diagnosis prediction models of PCa were constructed using 10 supervised machine learning algorithms. Model performance was evaluated and validated using metrics including area under the receiver operating characteristic curve(AUC), accuracy, sensitivity, specificity, calibration curves, and decision curve analysis(DCA). SHAP analysis was used to interpret the models, and to clarify the importance of each feature and the basis for model decisions. Results All models showed good predictive value, with the gradient boosting machine(GBM)model performing the best(AUC=0.905, accuracy=84.1%, sensitivity=90.2%, specificity=80.0%). Calibration curves indicated good calibration and fitting of the GBM model, while DCA demonstrated favorable clinical net benefits. SHAP analysis identified the most significant features affecting PCa occurrence in descending order:tPSA, f/tPSA, PIRADS score, PV, age, and DRE. Conclusion The GBM model exhibits the optimal performance among the 10 models. The importance of features for predicting the occurrence of PCa, from the highest to the lowest, is as follows:tPSA, f/tPSA, PIRADS score, PV, age, and DRE.
3.Efficacy of intelligent temperature-pressure-controlled flexible ureteroscopy combined with negative-pressure suction sheath lithotripsy in the treatment of ≤2.5 cm upper urinary tract stones
Xiaofu WANG ; Yunxiang ZHANG ; Xinyu SHI ; Yongli ZHAO ; Changbao XU ; Changwei LIU ; Haiyang WEI ; Xinghua ZHAO
Journal of Modern Urology 2025;30(4):311-314
Objective: To investigate the efficacy and safety of intelligent temperature-pressure-controlled flexible ureteroscopy combined with negative-pressure suction sheath lithotripsy in the treatment of upper urinary tract stones ≤2.5 cm. Methods: The clinical data of 225 patients with ≤2.5 cm upper urinary tract stones treated with this surgical method in our department during Aug. 2023 and Jul. 2024 were retrospectively analyzed. The patients were divided into the dual-control group (n=36) and conventional group (n=189) according to whether or not the intelligent temperature and pressure control device was used during operation. In the dual-control group,the intraoperative temperature and pressure in the renal pelvis were monitored and controlled in real time by the temperature and pressure sensors distributed at the end of the ureteral soft lens. The perioperative parameters,stone-removal rate,complication rate and renal function were compared between the two groups. Results: All operations were successfully completed in both groups. The postoperative procalcitonin (PCT) level [(22.75±5.85) ng/L vs. (29.08±6.60) ng/L,P=0.001],difference in the white blood cell (WBC) level [(0.24±2.12)×10
cells/L vs. (1.19±2.17)×10
cells/L,P=0.016],incidence of fever (2.8% vs. 16.9%,P=0.028) and overall complication rate (5.6% vs. 19.6%,P=0.042) were significantly lower in the dual-control group than in the conventional group,while the stone-clearance rate was slightly higher (88.9% vs. 82.5%,P=0.346),with no significant difference. Conclusion: For upper urinary tract stones ≤2.5 cm,intelligent temperature-pressure-controlled ureteroscopy combined with negative-pressure suction sheath lithotripsy has a satisfactory stone-removal rate and a low rate of complications,which is worthy of clinical promotion.
4.Preoperative prediction of factors associated with impacted ureteral stones and construction of a nomogram model
Xinyu SHI ; Haiyang WEI ; Changbao XU ; Wuxue LI ; Xiaofu WANG ; Tianhe ZHANG ; Zhiheng HUANG ; Xinghua ZHAO
Chinese Journal of Urology 2025;46(9):669-675
Objective:To explore the predictive factors for ureteral stone impaction preoperatively and to construct a nomogram prediction model for impacted ureteral stones.Methods:A retrospective analysis was conducted on the clinical data of 209 patients with ureteral stones treated at The Second Affiliated Hospital of Zhengzhou University from July 2023 to June 2024. There were 164 males(78.5%)and 45 females(21.5%). The age was 49(47,57)years,and the body mass index(BMI)was 25.10(23.55,27.24)kg/m2. Of the patients,85(40.7%)had comorbid hypertension and 85(40.7%)had comorbid diabetes. Stones were located on the left side in 124 patients(59.3%)and on the right side in 85 patients(40.7%). Hydronephrosis was present in 169 patients(80.9%),and urine culture was positive in 29 patients(13.9%). Patients were divided into impacted and non-impacted groups based on the presence or absence of ureteral stone impaction. Univariate and multivariate logistic regression analyses were performed to determine independent predictive factors for impacted ureteral stones. A nomogram model was constructed based on these results. The performance of the predictive model was evaluated using receiver operating characteristic(ROC)curves,calibration plots,and decision curve analysis(DCA).Results:Among the 209 patients in this study,85(40.7%)experienced ureteral stone impaction. The impacted group had a significantly higher neutrophil-to-lymphocyte ratio(NLR)than the non-impacted group(3.91 ± 2.05 vs. 3.25 ± 2.10, P = 0.024),a higher rate of hydronephrosis[81.2%(69/85)vs. 80.6%(100/124), P = 0.002],larger stone surface area[(64.96 ± 39.96)mm2 vs.(51.86 ± 39.80)mm2, P = 0.021],greater ureteral wall thickness(UWT)[(3.96 ± 1.37)mm vs.(3.06 ± 1.33)mm, P < 0.001],and a higher ratio of the upper ureter diameter(D1)to the lower ureter diameter(D2)(DDR)(2.87 ± 1.58 vs. 2.00 ± 0.99, P < 0.001). Univariate analysis showed that NLR,hydronephrosis,stone length,stone surface area,UWT,D1,D2,and DDR were statistically significant( P < 0.05). After multivariate logistic regression analysis,the following items were identified as independent predictors of impacted ureteral stones:NLR( OR = 1.205,95% CI 1.026 - 1.415, P = 0.023),hydronephrosis( OR = 1.840,95% CI 1.236 - 2.740, P = 0.003),stone length( OR = 1.587,95% CI 1.142 - 2.206, P = 0.006),ureteral wall thickness(UWT)( OR = 1.643,95% CI 1.263 - 2.136, P < 0.001),and DDR( OR = 2.907,95% CI 1.040 - 8.130, P = 0.042).Based on these independent predictive factors,a nomogram prediction model for impacted ureteral stones was constructed. The area under the ROC curve was 0.797(95% CI 0.737 - 0.858),and the calibration curve showed good consistency. The decision curve suggested that the model had good clinical net benefit. Conclusions:NLR,hydronephrosis,stone length,UWT,and DDR are all independent predictors for impacted ureteral stones. The nomogram model constructed based on these factors has good predictive performance.
5.Study on Predictive Parameters of Liver Fibrosis Risk in Patients with Metabolic Dysfunction-associated Fatty Liver Disease Complicated with Chronic Hepatitis B
Yixin WANG ; Fang WANG ; Xiangyan WEI ; Haiyang JIANG ; Airong CHEN
Journal of Kunming Medical University 2025;46(10):121-128
Objective To explore the influencing factors of liver fibrosis in patients with metabolic dysfunction-associated fatty liver disease(MAFLD)complicated with chronic hepatitis B(CHB),and to find clinically convenient predictive parameters for assessing liver fibrosis risk.Methods A retrospective analysis was conducted on 221 cases of MAFLD with CHB diagnosed and treated at the Second Hospital of Lanzhou University between January 2015 and August 2022.Patients were divided into low-risk(FIB-4<1.30,n=84),medium-risk(1.30≤FIB-4≤2.67,n=94)and high-risk(FIB-4>2.67,n=43)liver fibrosis groups based on the Fibrosis-4(FIB-4)index.General clinical data,laboratory indicators and composite indicators were compared among the three groups.Variables were screened using forward stepwise regression,and binary logistic regression analysis was performed to determine independent predictors of liver fibrosis.A prediction model was constructed and evaluated using receiver operating characteristic(ROC)curve analysis.Results Age,AST and Triglyceride-glucose index(TyG)were independent risk factors for liver fibrosis in patients with MAFLD combined with CHB,while platelet-to-lymphocyte ratio(PLR)was an independent protective factor(all P<0.05).ROC curve analysis showed that the area under the curve(AUC)for age,AST,TyG,PLR,age-AST and AST-TyG in predicting liver fibrosis were 0.668,0.764,0.680,0.738,0.856 and 0.805,respectively.At the optimal cut-off values,the sensitivities were 86.0%,67.4%,93.0%,62.8%,86.0%and 79.1%,and the specificities were 43.3%,82.0%,51.7%,86.0%,71.3%and 70.2%.Conclusion Age,AST,TyG and PLR are influencing factors of liver fibrosis in MAFLD combined with CHB patients.The parameters established based on these factors may predict the risk of liver fibrosis,and combined prediction can improve predictive efficacy.
6.Effects of Moving Pattern on Dipping Thickness Distributions in Polymer Heart Valve
Haiyang WEI ; Zheng LI ; Qianwen HOU ; Yana MENG ; Liangwei ZHU ; Enhui HAN ; Jianjun HU ; Jianye ZHOU
Journal of Medical Biomechanics 2025;40(4):1012-1019
Objective To explore the impact of different moving patterns during the dip-coating process on thickness distributions of polymer heart valves.Methods Based on the volume of fluid(VOF)multiphase flow model,the Eulerian wall-film(EWF)model,and dynamic mesh technology,the dip-coating manufacturing process of polymer heart valves were numerically simulated.The effects of vertical,horizontal,and circular moving patterns on flow characteristics of the surface impregnation liquid and liquid film distributions under self-rotation conditions of the models were mainly studied.Subsequently,seven identical test points were set on each valve leaflet to collect thickness data,and the coefficient of variation(CV)was calculated to evaluate the uniformity of the liquid film thickness.Given that the vertical and horizontal patterns had fewer moving planes,limiting the optimization space,the circular pattern(45°)with richer moving planes was selected as the basis for optimization,and comparative analysis of numerical simulation was conducted.Results In the vertical pattern,the peak CV was 0.461 3;in the horizontal pattern,the CV was 0.060 8;and in the circular pattern,the CV at 30°,45° and 60° were 0.457 5,0.272 8,and 0.255 6,respectively.After optimization,the CV for the circular pattern(45°)decreased to 0.052 5,representing an 80.7%reduction compared to the pre-optimization value.Conclusions The moving patterns significantly affect the uniformity of dip-coating thickness distributions.The horizontal pattern demonstrates the best uniformity,while the vertical pattern shows the poorest uniformity.The CV for the circular pattern decreases as the angle increases,with its uniformity between that of the vertical and horizontal patterns.Optimization of moving pattern parameters based on simulation results has improved the uniformity of thickness distributions.
7.Diagnotic value of endoscopic retrograde cholangiopancreatography combined with modified biopsy forceps for suspected malignant biliary stricture (with video)
Junying LIU ; Mengqiang CAI ; Yurong CUI ; Wei LIU ; Zhaoxia HE ; Haiyang YU ; Jinxin LI
Chinese Journal of Digestive Endoscopy 2025;42(7):572-576
To explore the diagnostic value of endoscopic retrograde cholangiopancreatography (ERCP) combined with modified biopsy forceps for suspected malignant biliary obstruction, 72 patients with suspected malignant biliary obstruction who underwent ERCP using modified biopsy forceps from January 2017 to April 2023 in the First Affiliated Hospital of Henan University of Chinese Medicine were selected as the modified group, while 61 contemporaneous patients who underwent ERCP with traditional biopsy forceps were selected as the control group at the same time. The stenosis site was identified during the operation, and the effective pathological tissue was obtained by biopsy. Benign or malignant tumor was determined according to the medical history and clinical follow-up data. The sensitivity and specificity of the two groups were compared. The success rate of biopsy was 100.00% in the two groups. All patients had no serious complications and were diagnosed histologically. Sixty-seven cases were finally diagnosed as malignant and 5 cases were benign in the modified group. In the control group, 58 cases were malignant and 3 cases were benign. The sensitivity for diagnosis of malignant biliary stricture was 79.10% (54/67) in the modified group, and 60.34% (35/58) in the control group, with significant difference ( χ2=6.218, P= 0.013). The specificity of the two methods for the diagnosis of malignant stenosis was 100.00%. Therefore, it is safe and effective to apply ERCP combined with the modified biopsy forceps in the diagnosis of extrahepatic malignant bile duct stenosis.
8.Feasibility and safety of open ventilation masks in vitrectomy for patients with PDR
Rui DAI ; Yuhao ZHU ; Suchang WANG ; Haiyang LIU ; Wei FAN ; Zhengpei ZHANG ; Sujuan JI ; Jie LI ; Aiqin SHENG ; Suyan LI
Chinese Journal of Experimental Ophthalmology 2025;43(11):1041-1045
Objective:To evaluate the feasibility and safety of open ventilation masks in patients with proliferative diabetic retinopathy (PDR) undergoing vitrectomy under local anesthesia.Methods:A randomized clinical trial was conducted.Eighty PDR patients (80 eyes) undergoing vitrectomy with local anesthesia were enrolled at Xuzhou Municipal Hospital from May to July 2024.Patients were randomly divided into an experimental group and a control group using a random number table method, with 40 cases (40 eyes) in each group.The experimental group received oxygen through an ophthalmic surgical open ventilation mask during the operation, while the control group used a traditional nasal cannula.The respiratory rate, heart rate, systolic blood pressure, diastolic blood pressure, and oxygen saturation before and after oxygen inhalation during the operation were compared between the two groups.Patient comfort level, airway patency, anxiety status, satisfaction level, operation time, surgical success rate, and incidence of intraoperative complications were also compared.This study adhered to the Declaration of Helsinki and the study protocol was appreed by the Ethics Committee of Xuzhou Municipal Hospital (No.2024-KY-065).Results:After oxygen inhalation during the operation, improvements in respiratory rate, heart rate, and oxygen saturation were greater in the experimental group than in the control group, with statistically significant differences ( t=4.671, 7.894, 1.588; all P<0.05).The Borg, and Hamilton Anxiety Scale scores were lower in the experimental group than in the control group, with statistically significant differences ( t=2.828, 4.880; both P<0.05), while the Bruggrmann Comfort Scale score was higher than that in the control group ( t=2.774, P<0.05).There were no statistically significant differences in operation time, surgical success rate or incidence of complications between the two groups ( t=0.595, P=0.554; χ2=0.346, 0.263; both P>0.05).Satisfaction rate of patients in the experimental group was 97.5%(39/40), which was higher than 85.0%(34/40) in the control group, with a statistically significant difference ( χ2=3.914, P=0.048). Conclusions:For PDR patients undergoing vitreous surgery under local anesthesia, using an ophthalmic surgical open ventilation mask for oxygen inhalation can effectively enhance respiratory comfort level, alleviate anxiety, maintain stable vital signs, improve overall comfort level, and ensure smooth surgery, without observed adverse reactions related to mask use, which makes it worthy of clinical promotion and application.
9.Construction of a predictive model for extracapsular extension after radical prostatectomy in clinically localized prostate cancer based on SEER database
Zhiheng HUANG ; Changbao XU ; Han XU ; Tianhe ZHANG ; Haiyang WEI ; Junfeng GAO ; Changhui FAN
Chinese Journal of Urology 2025;46(3):180-187
Objective:To explore the independent factors influencing extraprostatic extension (EPE) after radical prostatectomy(RP) in patients with clinically localized prostate cancer by utilizing the Surveillance, Epidemiology, and End Results (SEER) database. A nomogram model was developed and externally validated.Methods:Clinical and pathological data of 20 916 clinically localized prostate cancer patients (T 1-2N 0M 0) who underwent RP between 2010 and 2021 were extracted from the SEER database. The mean age was (61.71±7.09) years old, and a total of 17 835 patients (85.3%) were married.There were 2 243 patients (10.7%) with prostate-specific antigen (PSA) <4 ng/ml, 14 831 patients (70.9%) with ≥4 and <10 ng/ml, and 2 965 patients (14.2%) with ≥10 and <20 ng/ml. There were 14 870 patients (71.1%) with clinical staging of stage T 1, and 6 046 patients (28.9%) with T 2. There were 48 patients (0.2%) with pathological staging of stage T 1, 15 794 (75.5%) with T 2, 5 001(23.9%) with T 3, and 73 (0.3%) with T 4 stage after radical surgery.The patients of SEER database were divided into training and internal validation groups in a 7∶3 ratio by using stratified sampling. Additionally, data were collected for 75 clinically localized prostate cancer patients who underwent RP at the Second Affiliated Hospital of Zhengzhou University from September 2019 to September 2024, serving as the external validation group.The mean age was(65.39±7.45) years old. Among them, 73 (97.3%) were married. There were 2 patients (2.7%) with PSA <4 ng/ml, 17 patients (22.7%) with ≥4 and <10 ng/ml, and 34 patients (45.3%) with ≥10 and <20 ng/ml. There were 47 patients (62.7%) with clinical staging of stage T 1, and 28 patients (37.3%) with T 2. There were 7 patients (9.3%) with pathological staging of stage T 1, 48 patients (64.0%)with T 2, 18 patients (24.0%) with T 3, and 2 patients (2.7%) with T 4 stage after radical surgery. All patients were categorized into organ-confined (OC) and EPE groups based on post-surgical pathology. Univariate and multivariate logistic regression analyses, with a stepwise backward selection, were performed on the training group to identify independent risk factors of EPE, which were used to construct a nomogram model. Model performance was assessed using receiver operating characteristic (ROC) curve area under the curve (AUC), calibration curves, and decision curve analysis (DCA) for the training group, internal validation group, and external validation group. Results:EPE was observed in 3 585 cases (24.5%), 1 489 cases (23.8%), and 20 cases (26.7%) in the training, internal validation, and external validation groups, respectively. Logistic regression analyses identified preoperative age ( OR=1.026, P<0.001), PSA levels (≥10 and <20 ng/ml: OR=1.790, P<0.001; ≥20 ng/ml: OR=2.683, P<0.001), tumor maximum diameter (10-20 mm: OR=2.051, P<0.001; >20 mm: OR=3.937, P<0.001), biopsy Gleason score (score 7: OR=1.911, P<0.001; score 8: OR=2.906, P<0.001; score 9: OR = 5.278, P<0.001; score 10: OR=4.421, P=0.003), number of positive biopsy cores (≥4 cores: OR=1.260, P<0.001), and their proportion of total cores ( OR=1.012, P<0.001) as independent predictors of EPE. The nomogram model demonstrated good predictive performance, with AUC of 0.741, 0.748, and 0.724 in the training, internal validation, and external validation groups, respectively. Calibration and DCA curves confirmed the model’s excellent stability and generalizability. Conclusions:Age, PSA levels, maximum tumor diameter, biopsy Gleason score, number of positive biopsy cores, and their proportion of total cores are independent predictors of EPE after RP in clinically localized prostate cancer. The constructed model effectively predicts the risk of EPE occurrence.
10.Flow Field Characteristics of Aortic Valve with Eccentric Lower Valve Placement:A PIV Experimental Study
Enhui HAN ; Qianwen HOU ; Yang XIAO ; Yana MENG ; Haiyang WEI ; Yu JIANG ; Jianjun HU ; Jianye ZHOU
Journal of Medical Biomechanics 2025;40(1):25-33
Objective To investigate the impact of eccentric placement for various types of artificial aortic valves on downstream flow dynamics.Methods A physiological pulsatile circulation simulation system was employed and particle image velocimetry(PIV)was utilized to analyze the downstream flow field variations for bioprosthetic and mechanical valves under two placement conditions:centralized placement(0 mm)and eccentric placement(1 mm).Hemodynamic parameters such as velocity,vorticity,and viscous shear stress were assessed to evaluate the flow field characteristics.Results By analyzing the flow field variations at four characteristic time points,namely,early systole,acceleration phase,peak systole,and deceleration phase,a significant difference in flow field distribution between bioprosthetic and mechanical valves was observed.The bioprosthetic valve exhibited a centrally symmetric jet with a higher flow velocity,whereas the mechanical valve displayed a three-jet structure with a lower central flow velocity.Under eccentric placement,the blood flow in the aortic sinus region was sluggish,with a reduction in average velocity,hindering the formation and maintenance of vortices.During the peak systolic phase,the maximum viscous shear stresses in the sinus region for the bioprosthetic and mechanical valves were 0.45 and 0.67 Pa,respectively,approaching the threshold for endothelial cell damage.Conclusions Eccentric placement of both mechanical and bioprosthetic valves resulted in reduced sinus blood flow velocity and diminished viscous shear stress,creating favorable conditions for thrombus formation.In clinical practice,careful attention should be given to the placement of valve replacement to prevent eccentric placement.

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