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OBJECTIVE: Deep learning algorithms were used to develop a model for predicting the staging and grading of renal clear cell carcinoma to inform clinicians' treatment plans. METHODS: Clinical and pathological information was collected from 878 patients diagnosed with renal clear cell carcinoma in the Department of Urology, Peking University First Hospital. The patients were randomly assigned to the test set (n = 702) or the verification set (n = 176). Pathological staging and grading of renal clear cell carcinoma were predicted by preoperative clinical variables using deep learning algorithms. Receiver operating characteristic curves were used to evaluate the predictive accuracy as measured by the area under the receiver operating characteristic curve (AUC). RESULTS: For tumor pathological staging, AUC values of 0.933, 0.947, and 0.948 were obtained using the BiLSTM, CNN-BiLSTM, and CNN-BiGRU models, respectively. For tumor pathological grading, the AUC values were 0.754, 0.720, and 0.770, respectively. CONCLUSIONS: The proposed model for predicting renal clear cell carcinoma allows for accurate projection of the staging and grading of renal clear cell carcinoma and helps clinicians optimize individual treatment plans.
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Carcinoma de Células Renales , Aprendizaje Profundo , Neoplasias Renales , Humanos , Carcinoma de Células Renales/patología , Algoritmos , Curva ROC , Neoplasias Renales/patologíaRESUMEN
Objective@#To study the clinical characteristics, image findings, therapeutic method and prognosis of metanephric adenoma.@*Method@#The clinical characteristic, image findings, operation methods and prognosis of 16 metanephric adenoma patients treated at Department of Urology, Peking University First Hospital from January 2004 to March 2016 were analyzed retrospectively.@*Results@#There were 6 male and 10 female patients in the study. The mean age of patients was 33.7 years (ranging from 14 to 83 years). Two patients came to the hospital because of fever, while other 14 patients had no symptoms and found renal tumor by medical examination. One case was found polythemia vera and another 1 case showed mild anemia. Serum creatine of all the cases were in normal range. The tumor of 11 cases were at left side and 5 cases were at right. All patients took urinary tract ultrasound. Fifteen patients took CT examination. Among them, 14 cases were solid mass and 1 case was cystosolid.CT value was (41±4) HU. CT scan showed that the tumor was slight enhanced and CT value increased to (77±9) HU. Six patients took MRI examination. The MRI showed high or low signal of T1WI or T2WI scans.Tumor size was (4.7±3.9)cm (ranging from 1.7 to 17.5 cm). All 16 patients took operation and 11 of them took laparoscopic surgery while the other 5 cases took open surgery. Eleven cases took partial nephrectomy, 4 cases took nephrectomy and 1 case took nephroureterectomy. The surgical procedures were all successful and no complications occured during perioperative period. All cases were all confirmed metanephric adenoma by postoperative pathology and surgery cut edge were all negative. Immunohistochemical study showed that the positive rate of Vimentin, CD57, AE1/AE3, WT1, CK7 and AMACR respectively were 16/16, 15/16, 12/16, 10/16, 3/16 and 2/16. The median follow-up time of 16 cases was 44 months (ranging from 8 to 125 months) and none had recurrence or metastasis.One case died 125 months after surgery because of advanced age(83 years old).@*Conclusions@#Metanephric adenoma is difficult to be diagnosed relying on clinical characteristics and image features. Pathology can help confirm the diagnosis. Partial nephrectomy is the first choice for operation and can achieve good prognosis. But it still needs a regular follow-up.
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Objective To evaluate the risk factors and prognosis of high risk bladder recurrence developing after radical nephroureterectomy(RNU) for upper tract urothelial carcinoma (UTUC).Methods The data of 148 UTUC patients who developed bladder tumor after RNU between January 2000 and December 2013 was retrospectively studied.There were 69 males and 79 females,aged from 34 to 82 years old (average 68 years old).83 patients were accompanied with hydronephrosis.80 patients were renal pelvic carcinoma.32 patients had the history of smoking.24 patients had the history of ureteroscope.68 patients had the tumor larger than 3 cm.Logistic regression model was used to analyze the risk factors of muscle invasive and high grade bladder recurrence lesions.We compared the clinocopathologic characteristics between primary UTUC and bladder cancer recurrence by using Fisher' s exact test.Cancer specific survival was analyzed using the Kaplan-Meier method,with the log-rank test used to assess significance.A Cox proportional hazard model was used for multivariate analysis.Results Of the 148 patients,non-muscle invasive (Tis、Ta and T1) tumors of primary UTUC and bladder recurrence were 51 (34.5%) and 119 (80.4%),respectively.High grade (G3) tumors of primary UTUC and bladder recurrence were 41 (27.7%) and 53(35.8%),respectively.During follow-up,94 (63.5%) experienced bladder recurrence once and 54 (36.5%) experienced multiple bladder recurrence.The median follow-up time was 59.5 (rang 8-142) months,48 (32.4%) patients died of UTUC.The grade of bladder cancer recurrence correlated with the grade (P =0.046),muscle-invasion (P =0.002) and tumor architecture (P =0.034) of the primary UTUC;muscle-invasive bladder cancer recurrence associated with that of the primary UTUC (P =0.009);bladder multiple recurrence related to gender (P =0.007).On multivariate logistic regression analysis,the muscle-invasion of primary UTUC was an independent risk factor for muscle-invasive (HR =5.512,95% CI 1.654-18.37,P =0.004) and high grade (HR =3.948,95% CI 1.589-9.813,P =0.004) bladder recurrence tumor.The muscle invasion of primary UTUC (HR =3.498,95% CI 1.569-7.803,P =0.002) was a prognostic factor for cancer specific survival on multivariate Cox regression analysis.Conclusions Muscle-invasive UTUC tend to predict high risk bladder recurrence tumor,and the female could be more likely to appear multiple recurrence tumor.The muscle invasion of primary UTUC could be an independent prognostic factor for cancer specific survival.
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Objective: To investigate the mechanisms of nuclear export signal of androgen receptor (NESAR) in the regulation of androgen receptor (AR) protein expression and stability in prostate cancer.Methods: The green fluorescent protein fusion protein expression vectors pEGFP-AR(1-918aa), pEGFP-NESAR (743-817aa), pEGFP-NAR (1-665aa) and pEGFP-NAR-NESAR, and lysine mutants of NESAR pEGFP-NESAR K776R, pEGFP-NESAR K807R and pEGFP-NESAR K776R/K807R, were transiently transfec-ted into prostate cancer cell line PC3.Fluorescence microscopy, Western blot and immunoprecipitation were used to detect NESAR regulation of androgen receptor stability.Results: Under the fluorescence microscope, NESAR-containing fusion proteins were cytoplasmic localization, and their fluorescence intensities were much weaker than those without NESAR.The expression levels of NESAR-containing fusion proteins were significantly lower than those without NESAR.The half-lives of GFP-NESAR and GFP-NAR-NESAR were less than 6 h, while the expression of GFP and GFP-NAR was relatively stable and the half-life was more than 24 h in the presence of cycloheximide.The expression levels of GFP-NESAR were significantly increased by proteasome inhibitor MG132 treatment in a dose-dependent manner;in contrast, MG132 did not show any significant effect on the protein levels of GFP.When new protein synthesis was blocked, MG132 could also prevent the degradation of GFP-NESAR in the transfected cells in the presence of cycloheximide, while it had no significant effect on GFP protein stability in the parallel experiment.GFP immunoprecipitation showed that the ubiquitination level of GFP-NESAR fusion protein was significantly higher than that of the GFP control.The mutations of lysine sites K776 and K807 in NESAR significantly reduced the level of ubiquitination, and showed increased protein stability, indicating that they were the key amino acid residues of NESAR ubiquitination.Conclusion: NESAR was unstable and decreased the stability of its fusion proteins.NESAR was the target of polyubiquitination and mediated the degradation of its fusion proteins through the ubiquitin-proteasome pathway in prostate cancer cells.Our research provides a new way to regulate the level and/or activity of AR proteins, thus helping us understand the molecular mechanisms of AR degradation and strict control of AR in the progression to castration-resistance.
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AIM Bio-active constituents were expected to be obtained from Dendrobium fimbriatum Hook. METHODS It was extracted with 95% alcohol, distributed by petrol, isolated via column chromatography on silica gel and purified by crystallization. RESULTS Nine compounds were isolated from the stems of Dendrobium fimbriatum Hook., On the basis of spectral analyses, six compounds of them were identified as chrysophanol(3), n-dotriacodtanoic acid(5), defuscin(6), n-triacontyl cis-p-coumarate(7), β-sitosterol(8) and chrysotobibenzyl(9). CONCLUSION Chrysophanol(3) was firstly isolated from Genus dendrobium and chrysotobibenzyl(9) was found from this species for the first time.