1.Integrated single-cell and transcriptome sequencing to construct a prognostic model of M2 macrophage-related genes in prostate cancer
Kairan TANG ; Chengling FENG ; Bangmin HAN
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(5):549-561
Objective·To explore the prognostic value of M2 macrophage-related genes in prostate cancer(PCa),aiming to predict tumor prognosis more accurately and enable personalized treatment.Methods·RNA sequencing(RNA-seq)data of PCa were downloaded from The Cancer Genome Atlas(TCGA)database,and single-cell RNA sequencing(scRNA-seq)data were obtained from the Gene Expression Omnibus(GEO)database.The immune infiltration of TCGA samples was assessed using the CIBERSORTx algorithm.Differential genes in scRNA-seq data were identified using the FindMarkers function,and immune cell subtypes were characterized.M2 macrophage-related pathways and interactions with surrounding cells were explored through Gene Set Enrichment Analysis(GSEA)and the CellChat algorithm.M2 macrophage signature genes were selected to construct a prognostic model for PCa using univariate Cox and LASSO analyses.Based on the risk model,clinical characteristics,immune suppression,drug resistance,and drug sensitivity analyses were conducted.Results·In TCGA samples,patients with high M2 macrophage infiltration exhibited significantly lower progression-free survival(PFS).scRNA-seq analysis identified multiple subpopulations of tumor microenvironment(TME)cells.M2 macrophages interacted with various immune cells in TME,contributing to an immunosuppressive microenvironment and playing a key role in tumor promotion.Based on these findings,a PCa risk model was developed,incorporating TREM2,OTOA,SIGLEC1,and PLXDC1,which showed robust predictive performance in both training and validation cohorts.Patients with higher risk scores demonstrated a more immunosuppressive TME,decreased androgen receptor(AR)signaling activity,and worse clinical characteristics,leading to poorer outcomes.Drug prediction and sensitivity analyses identified six potential therapeutic agents that may offer improved efficacy for patients with higher risk scores.Conclusion·A prognostic model based on M2 macrophage-related genes in the TME has been constructed,providing a theoretical foundation for precision treatment in PCa.
2.Online risk calculator and nomogram prediction model for urinary incontinence after robot-assisted laparoscopic radical prostatectomy
Yiting DUN ; Jing ZHAO ; Chengling FENG ; Xingjian LI ; Di CUI ; Bangmin HAN
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(10):1361-1371
Objective·To develop a nomogram prediction model and an online risk calculator,and to predict the continence of patients after robot-assisted laparoscopic radical prostatectomy(RARP).Methods·A total of 604 prostate cancer patients who underwent RARP and had preoperative prostate magnetic resonance imaging at the Shanghai General Hospital,Shanghai Jiao Tong University School of Medicine from September 2022 to December 2024 were analyzed and included.All patients were randomly resampled and divided into a training set(n=420)and a validation set(n=184)at a ratio of 7∶3.The patients'continence was followed up every month from the first month after the operation.The least absolute shrinkage and selection operator(LASSO)model was applied to screen the features.A Logistic multivariate regression analysis was used to establish a prediction model integrating the features selected from the LASSO analysis.The receiver operator characteristic(ROC)curve was drawn to predict the recovery of continence in patients after RARP,and the areas under the curve were compared by the DeLong test to evaluate the discrimination of the model.Calibration curves and decision curve analysis(DCA)were used to evaluate the calibration and clinical utility the model.Results·According to the postoperative continence follow-up data of the patients,the continence rate of the patients at 3 months after the operation was 58.28%(352/604).The length of the membranous urethra,the thickness of the right levator ani muscle,and blood loss were identified as independent predictors of early postoperative(3-month)incontinence by Logistic multivariate regression analysis of the training set.The area under the ROC curve was calculated as 0.976(0.954,0.998)for the training set and 0.977(0.945,1.000)for the validation set,demonstrating good discrimination of this model.No significant difference between the ROC curves of the training set and the validation set was confirmed by the DeLong test(P=0.949).A good goodness of fit of this model was demonstrated by the Hosmer-Lemeshow test(P=0.179).The clinical utility of the nomogram prediction model was indicated by the DCA plot.This nomogram prediction model was incorporated into an online calculator(https://yitingd.shinyapps.io/DynNomapp).Conclusion·This study developed and validated a nomogram prediction model that can effectively predict the early continence of patients after RARP.The length of the membranous urethra,the thickness of the right levator ani muscle,and the intraoperative blood loss are significant independent predictors of early postoperative incontinence.
3.Online risk calculator and nomogram prediction model for urinary incontinence after robot-assisted laparoscopic radical prostatectomy
Yiting DUN ; Jing ZHAO ; Chengling FENG ; Xingjian LI ; Di CUI ; Bangmin HAN
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(10):1361-1371
Objective·To develop a nomogram prediction model and an online risk calculator,and to predict the continence of patients after robot-assisted laparoscopic radical prostatectomy(RARP).Methods·A total of 604 prostate cancer patients who underwent RARP and had preoperative prostate magnetic resonance imaging at the Shanghai General Hospital,Shanghai Jiao Tong University School of Medicine from September 2022 to December 2024 were analyzed and included.All patients were randomly resampled and divided into a training set(n=420)and a validation set(n=184)at a ratio of 7∶3.The patients'continence was followed up every month from the first month after the operation.The least absolute shrinkage and selection operator(LASSO)model was applied to screen the features.A Logistic multivariate regression analysis was used to establish a prediction model integrating the features selected from the LASSO analysis.The receiver operator characteristic(ROC)curve was drawn to predict the recovery of continence in patients after RARP,and the areas under the curve were compared by the DeLong test to evaluate the discrimination of the model.Calibration curves and decision curve analysis(DCA)were used to evaluate the calibration and clinical utility the model.Results·According to the postoperative continence follow-up data of the patients,the continence rate of the patients at 3 months after the operation was 58.28%(352/604).The length of the membranous urethra,the thickness of the right levator ani muscle,and blood loss were identified as independent predictors of early postoperative(3-month)incontinence by Logistic multivariate regression analysis of the training set.The area under the ROC curve was calculated as 0.976(0.954,0.998)for the training set and 0.977(0.945,1.000)for the validation set,demonstrating good discrimination of this model.No significant difference between the ROC curves of the training set and the validation set was confirmed by the DeLong test(P=0.949).A good goodness of fit of this model was demonstrated by the Hosmer-Lemeshow test(P=0.179).The clinical utility of the nomogram prediction model was indicated by the DCA plot.This nomogram prediction model was incorporated into an online calculator(https://yitingd.shinyapps.io/DynNomapp).Conclusion·This study developed and validated a nomogram prediction model that can effectively predict the early continence of patients after RARP.The length of the membranous urethra,the thickness of the right levator ani muscle,and the intraoperative blood loss are significant independent predictors of early postoperative incontinence.
4.Integrated single-cell and transcriptome sequencing to construct a prognostic model of M2 macrophage-related genes in prostate cancer
Kairan TANG ; Chengling FENG ; Bangmin HAN
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(5):549-561
Objective·To explore the prognostic value of M2 macrophage-related genes in prostate cancer(PCa),aiming to predict tumor prognosis more accurately and enable personalized treatment.Methods·RNA sequencing(RNA-seq)data of PCa were downloaded from The Cancer Genome Atlas(TCGA)database,and single-cell RNA sequencing(scRNA-seq)data were obtained from the Gene Expression Omnibus(GEO)database.The immune infiltration of TCGA samples was assessed using the CIBERSORTx algorithm.Differential genes in scRNA-seq data were identified using the FindMarkers function,and immune cell subtypes were characterized.M2 macrophage-related pathways and interactions with surrounding cells were explored through Gene Set Enrichment Analysis(GSEA)and the CellChat algorithm.M2 macrophage signature genes were selected to construct a prognostic model for PCa using univariate Cox and LASSO analyses.Based on the risk model,clinical characteristics,immune suppression,drug resistance,and drug sensitivity analyses were conducted.Results·In TCGA samples,patients with high M2 macrophage infiltration exhibited significantly lower progression-free survival(PFS).scRNA-seq analysis identified multiple subpopulations of tumor microenvironment(TME)cells.M2 macrophages interacted with various immune cells in TME,contributing to an immunosuppressive microenvironment and playing a key role in tumor promotion.Based on these findings,a PCa risk model was developed,incorporating TREM2,OTOA,SIGLEC1,and PLXDC1,which showed robust predictive performance in both training and validation cohorts.Patients with higher risk scores demonstrated a more immunosuppressive TME,decreased androgen receptor(AR)signaling activity,and worse clinical characteristics,leading to poorer outcomes.Drug prediction and sensitivity analyses identified six potential therapeutic agents that may offer improved efficacy for patients with higher risk scores.Conclusion·A prognostic model based on M2 macrophage-related genes in the TME has been constructed,providing a theoretical foundation for precision treatment in PCa.
5.Research progress of noninvasive diagnosis of male bladder outlet obstruction
Clinical Medicine of China 2021;37(4):376-380
Currently, invasive urodynamic testing is the " gold standard" for the diagnosis of bladder outlet obstruction (BOO). However, this test is invasive, easy to cause hematuria, urinary tract infection and other complications, the application conditions are limited.In order to solve this problem, various non-invasive methods to diagnose or predict BOO have been studied.The use of existing inspection indicators such as ultrasound measurement, penile cuff test, near infrared spectroscopy and other new non-invasive methods provide a new research direction for the non-invasive diagnosis of bladder outlet obstruction.
6.Enzalutamide in elderly patients with mCRPC: a clinical experience
Shaoan CHEN ; Xiaohai WANG ; Bangmin HAN
Chinese Journal of Urology 2021;42(Z2):43-46
As the end-stage of prostate cancer, metastatic castration-resistant prostate cancer(mCRPC) complicates the disease and therefore challenges the doctors. In October 2018, an 87-year-old patient diagnosed with metastatic prostate cancer was admitted to Shanghai General Hospital for evaluation and treatment. Poor basic health condition plus severe side effect resulted in patient’s poor compliance with treatment and irregular follow-up. The patient progressed to mCRPC in September 2020, and was given enzalutamide as first-line therapy, after which the patient’s PSA level was under control with no side effect.
7.LMO2 in prostate stromal cells promotes prostate cancer cells proliferation and invasion through ;paracrine of IL-11 and FGF-9
Chenyi JIANG ; Junjie YU ; Yuan RUAN ; Wei ZHAO ; Bangmin HAN ; Shujie XIA ; Fujun ZHAO
China Oncology 2016;26(11):894-901
Background and purpose:The previous research has found that the prostate stromal cells derived from different prostate zones have distinct effect on prostate epithelial cells. We also revealed that LMO2 protein was highly expressed in PZ stromal cells (PZSCs) and prostate cancer associated fibroblasts (CAFs) compared with TZ stromal cells. This study investigated the effect of LMO2 protein in prostate stromal cells on proliferation and invasion of prostate cancer PC-3 cells and its mechanisms. Methods:Lentivirus overexpression vectors were used to establish LMO2-overexpressed prostate WPMY-1 stromal cell line. shRNA plasmids were used to suppress LMO2 in CAFs. LMO2 mRNA and protein level of both WPMY-1 and CAFs were evaluated by real-time fluorescent quantitative polymerase chain reaction (RTFQ-PCR) and Western blot. Then, PC-3 cells were co-cultured with different prostate stromal cells and the in vitro proliferation and invasion of PC-3 were measured by CCK-8 and matrigel invasion assays respectively. Results:When co-cultured with LMO2-overexpressed prostate stromal cells, both proliferation and in-vasion of PC-3 were improved. However, when co-cultured with CAFs which have inhibited expression of LMO2, the proliferation and invasion of PC-3 were reduced. The protein array proifling found that both interleukin-11 (IL-11) and ifbroblast growth factor-9 (FGF-9) were enhanced extensively in the supernatant collected from LMO2-overexpressed WPMY-1 cells. Conclusion:The expression of LMO2 in prostate stromal cells could be responsible for development of prostate cancer. Paracrine of cytokines, such as IL-11 and FGF-9, from LMO2-overexpressed stromal cells had effects on the proliferation and invasion of prostate cancer cells.
8.Clinical effects of second biopsy and resection in patients with high risk superficial transitional cell carcinoma of the bladder
Xiaowen SUN ; Dongliang YAN ; Shujie XIA ; Mingshan YANG ; Bangmin HAN ; Haitao LIU ; Weiguo LI
Chinese Journal of Urology 2009;30(4):248-250
Objective To explore the effects of second biopsy and resection on tumor recurrence and progression in patients with high risk non-muscle invasive bladder cancer. Methods The second biopsy and resections were performed 4-6 weeks after the first transurethral resection in 52 patients. Routine follow-up was done in another 71 patients. The tumor recurrence and progression rates were compared. Results Residual tumors were found in 54%(28/52) of patients underwent second biop-sy and resection, including muscle-invasive tumors in 5 patients. Two patients underwent radical cys-tectomy due to resection findings. During same period, 71 patients were routinely followed. After a median observation of 27 months, patients underwent second biopsy and resection showed lower recur-rence rate (P<0.05). The progression rate was no difference between the 2 groups(P0.05). Conclusion Second biopsy and resection may reduce recurrence rate in high risk non-muscle invasive bladder cancers, but may not change the tumor progression rate.
9.Effects of ureteral stent on renal pelvic pressure
Yiyong ZHU ; Yi SHAO ; Xiaowen SUN ; Bangmin HAN ; Haitao LIU ; Jun LU ; Shujie XIA
Chinese Journal of Urology 2008;29(7):466-469
Objective To explore the effects of ureteral stent on renal pelvic pressure and other urodynamic parameters. Methods Forty-one patients, 28 males and 13 females, with unilateral renal calculi and/or ureteral calculi were recruited in this study. The mean patient age was 47 years old (ranging from 20 to 72 years old). All cases were placed a 4.7 F ureteral stent and 16 F nephrostomy tube after minimal invasive pereutaneona nephrolithotomy (MPCNL). There was no hydronephrosis and residual crushed stone in the ureter after MPCNL in all cases. Renal pelvic pressure, intra-abdo minal pressure, detrusor pressure, bladder pressure changes during the filling and voiding phases with intravesical perfusion flow rate of 40 ml/min were recorded and analyzed. Results At the baseline, IPP0, IAP0, DP0 and BP0 were (33.1±17.0)cm H2O, (27.5±7.0)cm H2O, (3.3±2.9)cm H2O and (30. 9±7.2)cm H2O, respectively; At the maximum cystometric capacity during the filling phase, IPPvol, IAPvol Dpvol and Bpvol were (39.4±67. 3)cm H2O, (31.1±7.3)cm H2O, (10.7±6. 6) cm H2O and (41.6±10.3)cm H2O, respectively; At the maximum bladder pressure during the voiding phase, IPPmax, IAPmax Dpmax and Bpmax were (65.7±17.0)cm H2O, (33.7±9. 7)cm H2O, (41.9±7.8)cm H2O and (75.0±12. 8)cm H2O, respectively;There were statistical significance comparing between any of IPP0, IPPvol and IPPmax(P<0. 01). 27% (11/41)patients were with the pain in kidney area at voiding IPPmax (87.1±14.6) cm H2O, which was significantly higher than IPPmax (57.8±9.5)cm H2O of asyrnptomatic group (30 patients)(P<0. 01). In all cases, the renal pelvic pressure was higher than 40 cm H2O during the voiding phase. Conclusions Renal pelvic pressure increases during the filling phase after placing the ureteral stent, especially during the voiding phase. As renal function will be damaged by the high renal pelvic pressure, we should decrease the utilization of ureteral stent if possible. It is encouraged to remove the ureteral stent as early as possible.
10.Management of primary T1G3 bladder cancer: immediate cystectomy or bladder preserving approach?
Xiaowen SUN ; Mingshan YANG ; Dongbin BI ; Weiguo LI ; Haitao LIU ; Bangmin HAN ; Sanwei GUO ; Shujie XIA
Chinese Journal of Urology 2008;29(12):811-814
Objective To compare the long-term outcomes in patients with newly diagnosed stage T1G3 bladder cancer treated with bladder preserving approach and intravesical instillation or im-mediate cystectomy.Methods of 113 patients with a median age of 64 years (range 27 to 88) diag-nosed with T1G3 bladder cancer from January 1993 to February 2007,81 cases were treated by tran-sureteral resection with additional intravesieal instillation and 32 were treated with immediate cystecto-my.Differences between the 2 groups in 5-year overall survival and tumor specific survival were calcu-lated using the Kaplan-Meier survival function and analyzed by the log rank test.Results of 81 pa-tients treated with organ preserving approach and postoperative intravesical instillation,53 patients developed local recurrence and 21 patients underwent deferred cysteetomy in a median 64 (range 6-140) months follow-up.The overall and tumor specific survival at 5 years was 64.2% (52/81) and 77.8%(63/81),and in those who had deferred cystectomy it was 61.9% (13/21) and 76.2% (16/21),respectively.Of the 32 patients treated with immediate cystectomy,the 5-year overall and tumor specific survival was 59.4%(19/32) and 75.0%(24/32) within a median follow-up of 62(range 4-141)months.There was no statistical difference of the 5-year overall and tumor specific survival be-tween patients treated with bladder preserving approach or immediate cystectomy.Conclusion Blad-der preserving approach and immediate eystectomy might have similar 5-year overall and tumor specific survival for primary T1G3 bladder cancers.

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