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Kurata Y, Nishio M, Moribata Y, Otani S, Himoto Y, Takahashi S, Kusakabe J, Okura R, Shimizu M, Hidaka K, Nishio N, Furuta A, Kido A, Masui K, Onishi H, Segawa T, Kobayashi T, Nakamoto Y. Development of deep learning model for diagnosing muscle-invasive bladder cancer on MRI with vision transformer. Heliyon 2024; 10:e36144. [PMID: 39253215 PMCID: PMC11381713 DOI: 10.1016/j.heliyon.2024.e36144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 06/19/2024] [Accepted: 08/09/2024] [Indexed: 09/11/2024] Open
Abstract
Rationale and objectives To develop and validate a deep learning (DL) model to automatically diagnose muscle-invasive bladder cancer (MIBC) on MRI with Vision Transformer (ViT). Materials and methods This multicenter retrospective study included patients with BC who reported to two institutions between January 2016 and June 2020 (training dataset) and a third institution between May 2017 and May 2022 (test dataset). The diagnostic model for MIBC and the segmentation model for BC on MRI were developed using the training dataset with 5-fold cross-validation. ViT- and convolutional neural network (CNN)-based diagnostic models were developed and compared for diagnostic performance using the area under the curve (AUC). The performance of the diagnostic model with manual and auto-generated regions of interest (ROImanual and ROIauto, respectively) was validated on the test dataset and compared to that of radiologists (three senior and three junior radiologists) using Vesical Imaging Reporting and Data System scoring. Results The training and test datasets included 170 and 53 patients, respectively. Mean AUC of the top 10 ViT-based models with 5-fold cross-validation outperformed those of the CNN-based models (0.831 ± 0.003 vs. 0.713 ± 0.007-0.812 ± 0.006, p < .001). The diagnostic model with ROImanual achieved AUC of 0.872 (95 % CI: 0.777, 0.968), which was comparable to that of junior radiologists (AUC = 0.862, 0.873, and 0.930). Semi-automated diagnosis with the diagnostic model with ROIauto achieved AUC of 0.815 (95 % CI: 0.696, 0.935). Conclusion The DL model effectively diagnosed MIBC. The ViT-based model outperformed CNN-based models, highlighting its utility in medical image analysis.
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Affiliation(s)
- Yasuhisa Kurata
- Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University, 54, Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Mizuho Nishio
- Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University, 54, Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Yusaku Moribata
- Department of Radiology, Shiga General Hospital, 4-30, Moriyama 5-chome, Moriyama-shi, Shiga, 524-8524, Japan
| | - Satoshi Otani
- Department of Radiology, Kyoto City Hospital, 2-1 Mibu Higashi Takada-cho Nakagyo-ku, Kyoto, 604-8845, Japan
| | - Yuki Himoto
- Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University, 54, Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Satoru Takahashi
- Department of Radiology, Takatsuki General Hospital, 1-3-13, Kosobe-Cho, Takatsuki-Shi, Osaka, 569-1192, Japan
| | - Jiro Kusakabe
- Department of General Surgery, Cleveland Clinic, Cleveland, OH, USA
| | - Ryota Okura
- Department of Radiology, Kyoto City Hospital, 2-1 Mibu Higashi Takada-cho Nakagyo-ku, Kyoto, 604-8845, Japan
| | - Marina Shimizu
- Department of Radiology, Kyoto City Hospital, 2-1 Mibu Higashi Takada-cho Nakagyo-ku, Kyoto, 604-8845, Japan
| | - Keisuke Hidaka
- Department of Radiology, Osaka Red Cross Hospital, 5-30 Fudegasakicho, Tennoji-ku, Osaka, 543-0027, Japan
| | - Naoko Nishio
- Department of Radiology, Osaka Red Cross Hospital, 5-30 Fudegasakicho, Tennoji-ku, Osaka, 543-0027, Japan
| | - Akihiko Furuta
- Department of Radiology, Osaka Red Cross Hospital, 5-30 Fudegasakicho, Tennoji-ku, Osaka, 543-0027, Japan
| | - Aki Kido
- Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University, 54, Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Kimihiko Masui
- Department of Urology, Kyoto University Hospital, 54 Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Hiroyuki Onishi
- Department of Urology, Osaka Red Cross Hospital, 5-30 Fudegasakicho, Tennoji-ku, Osaka, 543-0027, Japan
| | - Takehiko Segawa
- Department of Urology, Kyoto City Hospital, 2-1 Mibu Higashi Takada-cho Nakagyo-ku, Kyoto, 604-8845, Japan
| | - Takashi Kobayashi
- Department of Urology, Kyoto University Hospital, 54 Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
| | - Yuji Nakamoto
- Department of Diagnostic Imaging and Nuclear Medicine, Graduate School of Medicine, Kyoto University, 54, Shogoin Kawahara-cho, Sakyo-Ku, Kyoto, 606-8507, Japan
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Yang G, Bai J, Hao M, Zhang L, Fan Z, Wang X. Enhancing recurrence risk prediction for bladder cancer using multi-sequence MRI radiomics. Insights Imaging 2024; 15:88. [PMID: 38526620 DOI: 10.1186/s13244-024-01662-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 03/04/2024] [Indexed: 03/27/2024] Open
Abstract
OBJECTIVE We aimed to develop a radiomics-clinical nomogram using multi-sequence MRI to predict recurrence-free survival (RFS) in bladder cancer (BCa) patients and assess its superiority over clinical models. METHODS A retrospective cohort of 229 BCa patients with preoperative multi-sequence MRI was divided into a training set (n = 160) and a validation set (n = 69). Radiomics features were extracted from T2-weighted images, diffusion-weighted imaging, apparent diffusion coefficient, and dynamic contrast-enhanced images. Effective features were identified using the least absolute shrinkage and selection operator (LASSO) method. Clinical risk factors were determined via univariate and multivariate Cox analysis, leading to the creation of a radiomics-clinical nomogram. Kaplan-Meier analysis and log-rank tests assessed the relationship between radiomics features and RFS. We calculated the net reclassification improvement (NRI) to evaluate the added value of the radiomics signature and used decision curve analysis (DCA) to assess the nomogram's clinical validity. RESULTS Radiomics features significantly correlated with RFS (log-rank p < 0.001) and were independent of clinical factors (p < 0.001). The combined model, incorporating radiomics features and clinical data, demonstrated the best prognostic value, with C-index values of 0.853 in the training set and 0.832 in the validation set. Compared to the clinical model, the radiomics-clinical nomogram exhibited superior calibration and classification (NRI: 0.6768, 95% CI: 0.5549-0.7987, p < 0.001). CONCLUSION The radiomics-clinical nomogram, based on multi-sequence MRI, effectively assesses the BCa recurrence risk. It outperforms both the radiomics model and the clinical model in predicting BCa recurrence risk. CRITICAL RELEVANCE STATEMENT The radiomics-clinical nomogram, utilizing multi-sequence MRI, holds promise for predicting bladder cancer recurrence, enhancing individualized clinical treatment, and performing tumor surveillance. KEY POINTS • Radiomics plays a vital role in predicting bladder cancer recurrence. • Precise prediction of tumor recurrence risk is crucial for clinical management. • MRI-based radiomics models excel in predicting bladder cancer recurrence.
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Affiliation(s)
- Guoqiang Yang
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Jingjing Bai
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Min Hao
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Lu Zhang
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Zhichang Fan
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- College of Medical Imaging, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Xiaochun Wang
- Department of Radiology, the First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China.
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Tan KL, Viswambaram P, McCombie S, Moe A, Goodwin R, Kuan M, Ha T, Lozinskiy M, Dyer J, Hayne D. Fremantle protocol: Multicenter clinical outcomes for a pragmatic protocol for intravesical bacillus Calmette-Guerin. Asia Pac J Clin Oncol 2023; 19:697-705. [PMID: 36659823 DOI: 10.1111/ajco.13933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 12/30/2022] [Accepted: 01/04/2023] [Indexed: 01/21/2023]
Abstract
OBJECTIVES To examine the utility and efficacy of a multifaceted protocol for the administration of intravesical bacillus Calmette-Guerin (BCG) for non-muscle-invasive bladder cancer (NMIBC). SUBJECTS AND METHODS A multicenter retrospective review was conducted among 83 patients undergoing Fremantle protocol intravesical BCG for NMIBC within 4 major hospitals in Western Australia between January 2016 and December 2018. The Fremantle protocol consists of weekly BCG instillations for 6 weeks during the induction phase, followed by monthly BCG instillations for 10 months during the maintenance phase with integrated clearance-to-proceed algorithms for urine MSU checks, flexible cystoscopies performed at 3 monthly intervals during maintenance BCG, and repeat GA cystoscopies with four quadrant bladder biopsies routinely obtained following the completion of induction and maintenance treatment. RESULTS For patients undergoing Fremantle protocol BCG, 98.8% (82/83) and 75.9% (63/83) of patients completed their induction and maintenance courses of BCG, respectively. Induction BCG was delivered over a median duration of 35 days (range 34-84 days), and maintenance BCG was delivered over a median duration of 266 days (range 1-682 days). The tumor recurrence rate was 10.8% (9/83) at the time of post-induction biopsies, 2.4% (2/83) during maintenance treatment, 0% (0/60) at the time of post-maintenance biopsies, and 8.8% (5/57) after a median further follow-up of 16 months (range 0-51 months). CONCLUSION The Fremantle protocol appears to be a safe and effective BCG regimen with several advantages over other BCG protocols, including high completion rates, low recurrence rates, and being highly pragmatic.
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Affiliation(s)
- Kuok Liang Tan
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | | | | | - Andrew Moe
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | - Robert Goodwin
- Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Melvyn Kuan
- Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Tanya Ha
- Royal Perth Hospital, Perth, Western Australia, Australia
| | | | - John Dyer
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | - Dickon Hayne
- Fiona Stanley Hospital, Murdoch, Western Australia, Australia
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Zhao H, Peng P, Luo Z, Liu H, Sun J, Wang X, Jia Q, Yang Z. Comparison of hexaminolevulinate (HAL) -guided versus white light transurethral resection for NMIBC: A systematic review and meta-analysis of randomized controlled trials. Photodiagnosis Photodyn Ther 2022; 41:103220. [PMID: 36462704 DOI: 10.1016/j.pdpdt.2022.103220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 11/23/2022] [Accepted: 11/29/2022] [Indexed: 12/02/2022]
Abstract
PURPOSE We systematically reviewed the effectiveness of hexaminolevulinic acid (HAL) after traditional light cystoscopy vs. only white light cystoscopy (WLC) on nonmuscle-invasive bladder cancer (NMIBC) clinical outcomes. METHODS Systematic literature searches of PubMed, Embase, Web of Science, and the Cochrane database and reference lists were performed. A total of 12 randomized controlled trials (RCTs) of HAL fluorescent cystoscopy (FC) and WLC vs. white light cystoscopy alone for the diagnosis of initial or recurrent bladder cancer that reported bladder cancer recurrence, progression, recurrence-free survival (RFS), and other effects were selected for review. RESULTS Our results included 2,775 patients identified for analysis and showed that the HAL group had a lower recurrence rate than the white light cystoscopy group with a statistically significant difference (RR=0.77, 95% CI 0.69-0.85. P < 0.05), and this advantage still existed for patients receiving intravesical chemotherapy. There was also a statistically significant difference in favour of fluorescent cystoscopy in recurrence-free survival and progression rate (HR=0.79, 95% CI 0.67-0.92. P < 0.05, RR = 0.63, 95% CI 0.43-0.94. P < 0.05, respectively). The time to first recurrence was not significantly different from that in the WLC group (SMD=0.73, 95% CI, -0.39-1.85. P = 0.2). And the HAL group did not have a significantly reduced residual tumor rate (RR=0.59, 95% CI 0.23-1.51. P = 0.27). CONCLUSIONS Fluorescent cystoscopy was associated with a reduced risk of bladder cancer recurrence and reduced progression rate; it also has advantages for RFS. However, there was no significant difference in the rate of residual tumor and the time of first recurrence. More studies are needed to better understand the effects of the photosensitizer used on NMIBC patients.
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Affiliation(s)
- Hang Zhao
- Department of Urology, China-Japan Friendship Hospital, Yinghuadong Road, Chaoyang District, Beijing 100029, China; China-Japan Friendship School Clinical Medicine, Peking University, Beijing 100029, China
| | - Panxin Peng
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen 518116, China
| | - Zhenkai Luo
- Graduate School of Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China; Department of Colorectal Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hailong Liu
- Department of Joint Surgery, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Junwei Sun
- National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen 518116, China
| | - Xuming Wang
- China-Japan Friendship School Clinical Medicine, Peking University, Beijing 100029, China; Department of Cardiovascular Surgery, China-Japan Friendship Hospital, Yinghuadong Road, Chaoyang District, Beijing 100029, China
| | - Qiang Jia
- Department of Anesthesiology, China-Japan Friendship Hospital, Yinghuadong Road, Chaoyang District, Beijing 100029, China.
| | - Zhihao Yang
- Department of Urology, China-Japan Friendship Hospital, Yinghuadong Road, Chaoyang District, Beijing 100029, China; China-Japan Friendship School Clinical Medicine, Peking University, Beijing 100029, China.
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Mulawkar PM, Sharma G, Tamhankar A, Shah U, Raheem R. Role of Macroscopic Image Enhancement in Diagnosis of Non-Muscle-Invasive Bladder Cancer: An Analytical Review. Front Surg 2022; 9:762027. [PMID: 35265660 PMCID: PMC8898829 DOI: 10.3389/fsurg.2022.762027] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 01/17/2022] [Indexed: 11/18/2022] Open
Abstract
Early diagnosis of non-muscle-invasive bladder cancer (NMIBC) is of paramount importance to prevent morbidity and mortality due to bladder cancer. Although white light imaging (WLI) cystoscopy has long been considered the gold standard in the diagnosis of bladder cancer, it can miss lesions in a substantial percentage of patients and is very likely to miss carcinoma in situ and dysplasia. Tumor margin detection by WLI can be inaccurate. Moreover, WLI could, sometimes, be inadequate in distinguishing inflammation and malignancy. To improve the diagnostic efficacy of cystoscopy, various optical image enhancement modalities have been studied. These image enhancement modalities have been classified as macroscopic, microscopic, or molecular. Photodynamic diagnosis (PDD), narrow band imaging (NBI), and Storz image 1 S enhancement (formerly known as SPIES) are macroscopic image enhancement modalities. A relevant search was performed for literature describing macroscopic image enhancement modalities like PDD, NBI, and image 1 S enhancement. The advantages, limitations, and usefulness of each of these in the diagnosis of bladder cancer were studied. Photodynamic diagnosis requires intravesical instillation of a photosensitizing agent and a special blue light cystoscope system. PDD has been shown to be more sensitive than WLI in the detection of bladder cancer. It is superior to WLI in the detection of flat lesions. Bladder tumor resection (TURBT) by PDD results in more complete resection and reduced recurrence rates. PDD-guided TURBT may have some role in reducing the risk of progression. Narrow band imaging provides increased contrast between normal and abnormal tissues based on neovascularization, thereby augmenting WLI. NBI requires a special light source. There is no need for intravesical contrast instillation. NBI is superior to WLI in the detection of bladder cancer. The addition of NBI to WLI improves the detection of flat lesions like carcinoma in situ. NBI is not useful in predicting invasive tumors or grades of tumors. NBI-directed TURBT reduces recurrence rates and recurrence free survival. But its efficacy in retarding progression is unproven. Image 1 S-enhancement utilizes software-based image enhancement modes without the need for a special light source or intravesical contrast instillation. This system provides high-quality images and identifies additional abnormal-looking areas. Another advantage of this system is simultaneous side-by-side visualization of WLI and enhanced image, providing WLI images as the control for comparison. As with PDD, S-enhancement produces a lower rate of a missed bladder cancer diagnosis. The system significantly improves the diagnosis of NMIBC. The sensitivity and negative predictive value of image 1 S enhancement increase with the increase in cancer grade. A negative test by S-enhancement effectively rules out NMIBC. All the image enhancement modalities have proven their utility in improving detection and short-term cancer control. But none of these modalities have proven their utility in delaying progression, or in long-term cancer control. Cancer progression and long-term control are governed by the biological nature of cancer cells. Early detection by optical enhancement may not be of utility in this regard. Well-designed studies are needed to establish the efficacy of these modalities in the evaluation of patients with bladder cancer. The last word, in this regard, is yet to be written.
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Affiliation(s)
- Prashant Motiram Mulawkar
- Department of Urology, Tirthankar Superspeciality Hospital, Akola, India
- Tutor in Urology, University of Edinburgh, Edinburgh, United Kingdom
- *Correspondence: Prashant Motiram Mulawkar
| | | | | | - Utsav Shah
- Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow, India
| | - Rickaz Raheem
- Milton Keynes University Hospital, Eaglestone, United Kingdom
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Baboudjian M, Tadrist A, Lechevallier E. Response to Editorial Comment: "Primary Complete Transurethral Resection of Bladder Tumor Using Photodynamic Diagnosis for High-risk Nonmuscle Invasive Bladder Cancer: Is a Restaging Photodynamic Transurethral Resection Really Necessary?" by Tadrist et al. J Endourol 2021; 35:1049-1050. [PMID: 34270332 DOI: 10.1089/end.2021.29113.mb] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Michael Baboudjian
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, Marseille, France
| | - Abel Tadrist
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, Marseille, France
| | - Eric Lechevallier
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, Marseille, France
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Xu X, Wang H, Guo Y, Zhang X, Li B, Du P, Liu Y, Lu H. Study Progress of Noninvasive Imaging and Radiomics for Decoding the Phenotypes and Recurrence Risk of Bladder Cancer. Front Oncol 2021; 11:704039. [PMID: 34336691 PMCID: PMC8321511 DOI: 10.3389/fonc.2021.704039] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2021] [Accepted: 06/30/2021] [Indexed: 12/24/2022] Open
Abstract
Urinary bladder cancer (BCa) is a highly prevalent disease among aged males. Precise diagnosis of tumor phenotypes and recurrence risk is of vital importance in the clinical management of BCa. Although imaging modalities such as CT and multiparametric MRI have played an essential role in the noninvasive diagnosis and prognosis of BCa, radiomics has also shown great potential in the precise diagnosis of BCa and preoperative prediction of the recurrence risk. Radiomics-empowered image interpretation can amplify the differences in tumor heterogeneity between different phenotypes, i.e., high-grade vs. low-grade, early-stage vs. advanced-stage, and nonmuscle-invasive vs. muscle-invasive. With a multimodal radiomics strategy, the recurrence risk of BCa can be preoperatively predicted, providing critical information for the clinical decision making. We thus reviewed the rapid progress in the field of medical imaging empowered by the radiomics for decoding the phenotype and recurrence risk of BCa during the past 20 years, summarizing the entire pipeline of the radiomics strategy for the definition of BCa phenotype and recurrence risk including region of interest definition, radiomics feature extraction, tumor phenotype prediction and recurrence risk stratification. We particularly focus on current pitfalls, challenges and opportunities to promote massive clinical applications of radiomics pipeline in the near future.
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Affiliation(s)
- Xiaopan Xu
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
| | - Huanjun Wang
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Yan Guo
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Xi Zhang
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
| | - Baojuan Li
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
| | - Peng Du
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
| | - Yang Liu
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
| | - Hongbing Lu
- School of Biomedical Engineering, Air Force Medical University, Xi’an, China
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Zhou Q, Zhang Z, Ang X, Zhang H, Ouyang J. A nomogram combined with radiomics features, albuminuria, and metabolic syndrome to predict the risk of myometrial invasion of bladder cancer. Transl Cancer Res 2021; 10:3177-3191. [PMID: 35116625 PMCID: PMC8797668 DOI: 10.21037/tcr-21-426] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 06/25/2021] [Indexed: 01/03/2023]
Abstract
Background To establish a preoperative prediction model of myometrial invasion of bladder cancer (BC) based on the radiomics characteristics of multi-parameter thin-slice enhanced computed tomography (CT) imaging. Methods Data from 100 patients with BC were analyzed retrospectively. The patients were divided into two groups: muscular invasive BC and non-muscular invasive BC. The tumor region was segmented from enhanced CT images (arterial- and venous-phase calibration maps) of all patients using Slicer-3D software. We extracted 1,223 texture features from tumor image data based on the shape and gray-level co-occurrence matrix, gray size region matrix, gray run-length matrix, adjacent gray difference matrix, and gray correlation matrix. The patients were randomly divided into a training group (n=70) and a verification group (n=30) in a 7:3 ratio. Interclass correlation coefficients >0.75, least absolute shrinkage, and selection operator regression were used for feature selection. The prediction model was established by combining Rad-score, independent clinical factors, and support vector machine (SVM), and a radiomics nomogram was constructed. The nomogram was tested using the consistency index, calibration curve, time-dependent receiver operating characteristic curve, and clinical decision curve to predict the myometrial invasion of the bladder preoperatively. Results Six radiomics features that were significantly related to myometrial invasion of BC were selected to construct a predictive model. The area under the curve (AUC) values of training group and verification group based on SVM were 0.898 (95% CI: 0.820–0.976) and 0.702 (95% CI: 0.495–0.909), respectively. Single factor and multiple factor analysis showed that albuminuria (95% CI: 0.243–2.206, P=0.0014) and metabolic syndrome (95% CI: 0.850–2.935, P<0.001) were independent influencing factors of BC myometrial invasion. Clinical factors and 11 radiomics features were used to construct a comprehensive model for predicting the pathological grade of BC (radiomics + clinical). After a comprehensive comparison, we found that the overall effectiveness of the model (radiomics + clinical) was the highest (AUC =0.8457). Conclusions Based on the multi-parameter thin-layer enhanced CT radiomics feature can be used as a potential independent predictor of BC myometrial invasion, the model based on parameters can initially quantitatively characterize the risk of myometrial invasion, and has excellent potential for predicting myometrial invasion of BC.
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Affiliation(s)
- Qi Zhou
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhiyu Zhang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiaojie Ang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Haoyang Zhang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jun Ouyang
- Department of Urology, The First Affiliated Hospital of Soochow University, Suzhou, China
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Kelloniemi E, Järvinen R, Hellström P, Rintala E, Aaltomaa S, Isotalo T, Innos K, Kaasinen E. Repeated 5-aminolevulinic Acid Instillations During Follow-up in Non-muscle-invasive Bladder Cancer: A Randomized Study. In Vivo 2021; 35:1561-1568. [PMID: 33910836 DOI: 10.21873/invivo.12411] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 02/26/2021] [Accepted: 03/10/2021] [Indexed: 01/09/2023]
Abstract
BACKGROUND/AIM Non-muscle invasive bladder carcinoma (NMIBC) is highly recurrent. We studied if 5-aminolevulinic acid (5-ALA) instillations before transurethral resection of bladder tumours (TURBT) and cystoscopy extend the time to recurrence during follow-up with NMIBC patients. PATIENTS AND METHODS A prospective multicenter study enrolled 328 NMIBC patients. All TURBTs and control cystoscopies during the one-year study period were done with or without 5-ALA instillations. The primary endpoint was time to recurrence. The secondary endpoints were time to recurrence after 7.5, 10.5, and 13.5 months and the number of patients with progressive disease. RESULTS The overall median follow-up time was 80.4 and 87.0 months for the control and study groups, respectively. There was no statistical difference in time to first recurrence between the two groups. CONCLUSION We could not obtain significant differences between the control and 5-ALA groups in tumour recurrence among patients with NMIBC.
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Affiliation(s)
- Eija Kelloniemi
- Department of Urology, Helsinki University Hospital, Helsinki, Finland;
| | - Riikka Järvinen
- Department of Urology, Helsinki University Hospital, Helsinki, Finland
| | - Pekka Hellström
- Department of Urology, Oulu University Hospital, Oulu, Finland
| | - Erkki Rintala
- Department of Urology, Helsinki University Hospital, Helsinki, Finland
| | - Sirpa Aaltomaa
- Department of Urology, Kuopio University Hospital, Kuopio, Finland
| | - Taina Isotalo
- Department of Surgery, Päijät-Häme Central Hospital, Lahti, Finland
| | - Kalmer Innos
- Department of Surgery, Päijät-Häme Central Hospital, Lahti, Finland
| | - Eero Kaasinen
- Department of Surgery, Hyvinkää Hospital, Hyvinkää and Helsinki University Hospital, Hyvinkää, Finland
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Comparison of Re-TUR Results in Primary Patients with Non-muscle-Invasive Bladder Cancer (NMIBC) of Low, Intermediate, and High-risk for Recurrence Based on the EORTC Scoring System. Nephrourol Mon 2021. [DOI: 10.5812/numonthly.99800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Background: Bladder cancer is the second most common urologic malignancy. Transurethral resection (TUR) is the standard initial treatment for non-muscle-invasive bladder cancer (NMIBC). The high prevalence of residual tumor in some patients has necessitated repeat TUR (re-TUR). Previous studies have shown the quality of primary resection to impact re-TUR outcomes, but the role of tumor biology remains unclear. Objectives: This study aimed to evaluate the impact of tumor biology on re-TUR results in primary (non-recurrent) patients with superficial bladder tumors. Methods: We studied a cohort of consecutive primary patients with superficial bladder cancer undergoing resection and routine re-TUR between March 2018 and February 2019 at our unit. Patients with TaG1 or T2 on primary pathologic report, deliberately incomplete initial resection, or absence of detrusor muscle on the initial specimen were excluded from the study. Re-TUR was performed in the sixth week. All procedures were performed by the same surgeon. The patients were divided into three groups according to the European Organization for Research and Treatment of Cancer (EORTC) risk scoring system and compared for recurrence of NMIBC. Results: Of 58 primary patients, 16 were classified as low-risk, 32 as intermediate-risk, and 10 as high-risk. The mean age of subjects was 62.1 years. Residual tumor was detected on re-TUR in 19 (32.7%) cases. Also, 3 (5.2%) cases entailed stage progression to pT2, all of whom belonged to the high-risk group. Residual tumor rate was 0%, 40.6%, and 60% in the low-, intermediate-, and high-risk groups, respectively. In addition, 13 patients had macroscopic residual. Conclusions: Despite the modest study size, our results suggest that tumor biology might have an impact on residual tumor characteristics, and the EORTC scoring system may help to predict the risk of progression and residual tumor rate on re-TUR.
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Hammouda K, Khalifa F, Soliman A, Ghazal M, El-Ghar MA, Badawy MA, Darwish HE, Khelifi A, El-Baz A. A multiparametric MRI-based CAD system for accurate diagnosis of bladder cancer staging. Comput Med Imaging Graph 2021; 90:101911. [PMID: 33848756 DOI: 10.1016/j.compmedimag.2021.101911] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 03/20/2021] [Accepted: 03/26/2021] [Indexed: 12/21/2022]
Abstract
Appropriate treatment of bladder cancer (BC) is widely based on accurate and early BC staging. In this paper, a multiparametric computer-aided diagnostic (MP-CAD) system is developed to differentiate between BC staging, especially T1 and T2 stages, using T2-weighted (T2W) magnetic resonance imaging (MRI) and diffusion-weighted (DW) MRI. Our framework starts with the segmentation of the bladder wall (BW) and localization of the whole BC volume (Vt) and its extent inside the wall (Vw). Our segmentation framework is based on a fully connected convolution neural network (CNN) and utilized an adaptive shape model followed by estimating a set of functional, texture, and morphological features. The functional features are derived from the cumulative distribution function (CDF) of the apparent diffusion coefficient. Texture features are radiomic features estimated from T2W-MRI, and morphological features are used to describe the tumors' geometric. Due to the significant texture difference between the wall and bladder lumen cells, Vt is parcelled into a set of nested equidistance surfaces (i.e., iso-surfaces). Finally, features are estimated for individual iso-surfaces, which are then augmented and used to train and test machine learning (ML) classifier based on neural networks. The system has been evaluated using 42 data sets, and a leave-one-subject-out approach is employed. The overall accuracy, sensitivity, specificity, and area under the receiver operating characteristics (ROC) curve (AUC) are 95.24%, 95.24%, 95.24%, and 0.9864, respectively. The advantage of fusion multiparametric iso-features is highlighted by comparing the diagnostic accuracy of individual MRI modality, which is confirmed by the ROC analysis. Moreover, the accuracy of our pipeline is compared against other statistical ML classifiers (i.e., random forest (RF) and support vector machine (SVM)). Our CAD system is also compared with other techniques (e.g., end-to-end convolution neural networks (i.e., ResNet50).
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Affiliation(s)
- K Hammouda
- Bioengineering Department, University of Louisville, Louisville, KY, USA
| | - F Khalifa
- Bioengineering Department, University of Louisville, Louisville, KY, USA
| | - A Soliman
- Bioengineering Department, University of Louisville, Louisville, KY, USA
| | - M Ghazal
- Electrical and Computer Engineering Department, Abu Dhabi University, UAE
| | - M Abou El-Ghar
- Radiology Department, Urology and Nephrology Center, Mansoura University, Egypt
| | - M A Badawy
- Radiology Department, Urology and Nephrology Center, Mansoura University, Egypt
| | - H E Darwish
- Mathematics Department, Faculty of Science, Mansoura University, Mansoura, Egypt
| | - A Khelifi
- Computer Science and Information Technology Department, Abu Dhabi University, UAE
| | - A El-Baz
- Bioengineering Department, University of Louisville, Louisville, KY, USA.
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Tadrist A, Gondran-Tellier B, McManus R, Al Balushi K, Akiki A, Gaillet S, Delaporte V, Karsenty G, Lechevallier E, Boissier R, Baboudjian M. Primary Complete Transurethral Resection of Bladder Tumor Using Photodynamic Diagnosis for High-Risk Nonmuscle Invasive Bladder Cancer: Is a Restaging Photodynamic Transurethral Resection Really Necessary? J Endourol 2021; 35:1042-1046. [PMID: 33626963 DOI: 10.1089/end.2020.1107] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Objectives: To evaluate the risk of residual tumor and tumor upstaging during a second resection after primary complete transurethral resection of bladder tumor (TURBT) using photodynamic diagnosis (PDD) for high-risk nonmuscle invasive bladder cancer (NMIBC). Patients and Methods: From January 2014 to March 2020, a single-institutional study was conducted including consecutive patients with high-risk NMIBC (T1 and/or cis and/or high grade) who underwent a restaging transurethral resection (reTUR) within 12 weeks after a primary complete resection. Each TURBT was performed using blue light after intravesical instillation of hexaminolevulinate. The primary endpoint was detection of residual tumor at reTUR, proved with positive pathology report. Results: A total of 109 consecutive patients with high-risk NMIBC underwent reTUR after a primary complete blue light resection. Pathologic evaluation of the surgical specimens of the primary TURBT revealed stage T1 and high-grade tumors in 69 (68.3%) and 108 (99%) patients, respectively, and concomitant carcinoma in situ was found in 45 patients (41.3%). The median time to reTUR was 8 (6-10) weeks. Residual tumor was detected histopathologically in 64 of 109 patients (58.7%) at the second TURBT with PDD. In five of these patients (4.5%), initial T1 tumors were upstaged to T2 tumors. Conclusions: We examined a contemporary series of patients undergoing reTUR with PDD as management of high-risk NMIBC proven at the first blue light resection. We reported a 54.2% risk of disease persistence and a 4.5% risk of understaging in T1 tumors. These findings support that reTUR is still necessary after initial complete TURBT with PDD. Further studies are needed to assess the long-term oncologic outcomes of reTUR with PDD.
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Affiliation(s)
- Abel Tadrist
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Bastien Gondran-Tellier
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Robin McManus
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Khalid Al Balushi
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Akram Akiki
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Sarah Gaillet
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Veronique Delaporte
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Gilles Karsenty
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Eric Lechevallier
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Romain Boissier
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
| | - Michael Baboudjian
- Department of Urology and Kidney Transplantation, Conception Academic Hospital, Aix-Marseille University, APHM, Marseille, France
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Effects of fluorescent light cystoscopy in non-muscle-invasive bladder cancer: A systematic review and meta-analysis. Photodiagnosis Photodyn Ther 2021; 34:102248. [PMID: 33711534 DOI: 10.1016/j.pdpdt.2021.102248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 02/27/2021] [Accepted: 03/05/2021] [Indexed: 11/20/2022]
Abstract
BACKGROUND The benefits of fluorescent light (FL) cystoscopy with 5-aminolevulinic acid (5-ALA) or hexaminolevulinate (HAL) in non-muscle-invasive bladder cancer (NMIBC) have been mentioned in many trials. Meanwhile, several problems need to be addressed such as the rate of residual disease following these procedures. OBJECTIVE To assess the effects of FL cystoscopy compared with white light (WL) cystoscopy on the rate of residual Ta, T1, and carcinoma in situ (CIS) tumors, recurrence-free survival (RFS) and progression-free survival (PFS). METHODS A search in the databases PubMed, Embase, the Cochrane Library, China National Knowledge Infrastructure (CNKI) and China Biology Medicine (CBM) was undertaken. Studies were included if their outcomes included the residual tumor rate, PFS or RFS. The data was analyzed by REVMAN 5.3 and STATA 14.0. RESULTS The residual tumor rate of the FL group was lower than that of the WL group (relative risk [RR] 0.42; 95 % confidence interval [CI] 0.26-0.80; P = 0.007), which was consistent with the residual Ta rate (RR 0.44; 95 % CI 0.28-0.69; P = 0.0004), the residual T1 rate (RR 0.42; 95 % CI 0.21-0.83; P = 0.01) and the residual CIS rate (RR 0.39; 95 % CI 0.19-0.80; P = 0.01). RFS at the 12-month follow-up (RR 1.15; 95 % CI 1.08-1.28; P = 0.0002) and 24-month follow-up (RR 1.26; 95 % CI 1.17-1.35; P < 0.00001) in the FL group was significantly higher than that in the WL group. However, no statistically significant differences were found in PFS at the 12-month follow-up (RR 1.01; 95 % CI 0.99-1.03; P = 0.17) or 24-month follow-up (RR 1.00; 95 % CI 0.97-1.03; P = 0.95). CONCLUSION FL cystoscopy was related to a reduced residual tumor rate compared with WL cystoscopy in NMIBC, which was also consistent with the Ta, T1 and residual CIS rates. RFS was higher in patients with FL cystoscopy at the 12- to 24-month follow-up.
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Elaboration of a multisequence MRI-based radiomics signature for the preoperative prediction of the muscle-invasive status of bladder cancer: a double-center study. Eur Radiol 2020; 30:4816-4827. [PMID: 32318846 DOI: 10.1007/s00330-020-06796-8] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2019] [Revised: 12/19/2019] [Accepted: 03/06/2020] [Indexed: 01/03/2023]
Abstract
OBJECTIVES To develop a multisequence MRI-based radiomics signature for the preoperative prediction of the muscle-invasive status of bladder cancer (BCa). METHODS This retrospective study involved 106 eligible patients from two independent clinical centers. All patients underwent a preoperative 3.0 T MRI scan with T2-weighted image (T2WI) and multi-b-value diffusion-weighted image (DWI) sequences. In total, 1404 radiomics features were extracted from the largest region of the reported tumor locations on the T2WI, DWI, and corresponding apparent diffusion coefficient map (ADC) of each patient. A radiomics signature, namely the Radscore, was then generated using the recursive feature elimination approach and a logistic regression algorithm in a training cohort (n = 64). Its performance was then validated in an independent validation cohort (n = 42). The primary imaging and clinical factors in conjunction with the Radscore were used to determine whether the performance could be further improved. RESULTS The Radscore, generated by 36 selected radiomics features, demonstrated a favorable ability to predict muscle-invasive BCa status in both the training (AUC 0.880) and validation (AUC 0.813) cohorts. Subsequently, integrating the two independent predictors (including the Radscore and MRI-determined tumor stalk) into a nomogram exhibited more favorable discriminatory performance, with the AUC improved to 0.924 and 0.877 in both cohorts, respectively. CONCLUSIONS The proposed multisequence MRI-based radiomics signature alone could be an effective tool for quantitative prediction of muscle-invasive status of BCa. Integrating the Radscore with MRI-determined tumor stalk could further improve the discriminatory power, realizing more accurate prediction of nonmuscle-invasive and muscle-invasive BCa. KEY POINTS • DWI is superior to T2WI sequence in reflecting the heterogeneous differences between NMIBC and MIBC, and multisequence MRI helps in the preoperative prediction of muscle-invasive status of BCa. • Co-occurrence (CM), run-length matrix (RLM), and gray-level size zone matrix (GLSZM) features were the favorable feature categories for the prediction of muscle-invasive status of BCa. • The Radscore (proposed multisequence MRI-based radiomics signature) helps predict preoperatively muscle invasion. Combination with the MRI-determined tumor stalk further improves prediction.
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Ge L, Chen Y, Yan C, Zhao P, Zhang P, A R, Liu J. Study Progress of Radiomics With Machine Learning for Precision Medicine in Bladder Cancer Management. Front Oncol 2019; 9:1296. [PMID: 31850202 PMCID: PMC6892826 DOI: 10.3389/fonc.2019.01296] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 11/08/2019] [Indexed: 02/05/2023] Open
Abstract
Bladder cancer is a fatal cancer that happens in the genitourinary tract with quite high morbidity and mortality annually. The high level of recurrence rate ranging from 50 to 80% makes bladder cancer one of the most challenging and costly diseases to manage. Faced with various problems in existing methods, a recently emerging concept for the measurement of imaging biomarkers and extraction of quantitative features called "radiomics" shows great potential in the application of detection, grading, and follow-up management of bladder cancer. Furthermore, machine-learning (ML) algorithms on the basis of "big data" are fueling the powers of radiomics for bladder cancer monitoring in the era of precision medicine. Currently, the usefulness of the novel combination of radiomics and ML has been demonstrated by a large number of successful cases. It possesses outstanding strengths including non-invasiveness, low cost, and high efficiency, which may serve as a revolution to tumor assessment and emancipate workforce. However, for the extensive clinical application in the future, more efforts should be made to break down the limitations caused by technology deficiencies, inherent problems during the process of radiomic analysis, as well as the quality of present studies.
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Affiliation(s)
- Lingling Ge
- West China Hospital, Sichuan University, Chengdu, China
| | - Yuntian Chen
- Radiological Department, West China Hospital, Sichuan University, Chengdu, China
| | - Chunyi Yan
- West China Hospital, Sichuan University, Chengdu, China
| | - Pan Zhao
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, China
| | - Peng Zhang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, China
| | - Runa A
- Department of Obstetrics and Gynecology, West China Second Hospital, Sichuan University, Chengdu, China
| | - Jiaming Liu
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, China
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The prognostic value of routine second transurethral resection in patients with newly diagnosed stage pT1 non-muscle-invasive bladder cancer: results from randomized 10-year extension trial. Int J Clin Oncol 2019; 25:698-704. [PMID: 31760524 DOI: 10.1007/s10147-019-01581-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 11/17/2019] [Indexed: 10/25/2022]
Abstract
PURPOSE To evaluate the impact of routine second TUR on the long-term outcome of patients with newly diagnosed stage pT1 non-muscle-invasive bladder cancer (NMIBC) MATERIAL AND METHODS: A total of 210 patients (mean age 62.1 years, 89.5% were males) with stage pT1 NMIBC who underwent first TUR were prospectively randomized into two groups including second TUR (n = 105) and no second TUR (n = 105) groups. Data on recurrence, disease progression, 7-year and 10-year recurrence-free survival (RFS), progression-free survival (PFS) and overall survival (OS) were recorded. RESULTS The median follow-up time was 119 months (IQR 65-168). Per-protocol (PP) analysis revealed that compared to patients without second TUR, patients with second TUR had significantly higher 5-year, 7-year and 10-year rates for RFS (59.4%, 57.9% and 54.8% vs. 36.3%, 31.7% and 26.8%, respectively, p < 0.001) and PFS (93.3%, 91.9% and 90.4% vs. 74.0%, 71.4% and 68.5%, respectively, p < 0.001). According to PP and intention-to-treat (ITT) analyses, the 10-year OS rate was significantly higher in patients with second TUR (59.1 vs. 40.8%, p = 0.004). Multivariate analysis revealed that undergoing second TUR (OR 1.661, 95% CI 1.156-2.385, p = 0.006) was an independent determinant of prolonged OS. CONCLUSIONS In conclusion, these findings indicate the prognostic value of second TUR in stage pT1 NMIBC patients, not only for RFS and PFS advantages but also for the long-term OS advantage. Therefore, second TUR should be routinely performed in all stage pT1 NMIBC patients with life expectancy of at least 10 years, given the positive contribution to all oncological outcomes.
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Quality Control Indicators for Transurethral Resection of Non–Muscle-Invasive Bladder Cancer. Clin Genitourin Cancer 2019; 17:e784-e792. [DOI: 10.1016/j.clgc.2019.04.014] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 04/08/2019] [Accepted: 04/11/2019] [Indexed: 11/21/2022]
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Use of Quantitative T2-Weighted and Apparent Diffusion Coefficient Texture Features of Bladder Cancer and Extravesical Fat for Local Tumor Staging After Transurethral Resection. AJR Am J Roentgenol 2019; 212:1060-1069. [PMID: 30860885 DOI: 10.2214/ajr.18.20718] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
OBJECTIVE. The purpose of this study was to determine whether quantitative T2-weighted imaging and apparent diffusion coefficient (ADC) texture features of bladder cancer and extravesical fat are predictive of muscle invasive bladder cancer (category ≥ T2) and extravesical (category ≥ T3) disease after transurethral resection of a bladder tumor (TURBT). MATERIALS AND METHODS. In this retrospective study, 36 patients (27 men, nine women; mean age, 71 years) were identified who underwent post-TURBT MRI followed by cystectomy without intervening treatment from August 2011 through October 2016. Texture features of bladder cancer and extravesical fat adjacent to the tumor on T2-weighted and ADC images were extracted and compared between category ≤ T2 versus ≥ T3 and category T1 versus ≥ T2 tumors by means of Kruskal-Wallis or Mann-Whitney U test. Multivariate logistic regression analysis was performed, and ROC curves were calculated. RESULTS. Twenty-six of the 36 (72%) tumors were ≥ T2, and 53% (19/36) were ≥ T3. In multivariate analysis, bladder cancer entropy on T2-weighted images (p = 0.006; odds ratio [OR], 4.56; 95% CI, 1.49-20.41; AUC, 0.85) and ADC maps (p = 0.019; OR, 2.24; 95% CI, 1.13-5.31; AUC, 0.80) and extravesical fat entropy on T2-weighted images (p = 0.005; OR, 17.50; 95% CI, 3.01-200.80; AUC, 0.84) and ADC maps (p = 0.002; OR, 6.54; 95% CI, 1.90-32.40; AUC, 0.82) remained greater for ≥ T3 than for ≤ T2 tumors. In multivariate analysis, bladder cancer entropy on ADC maps (p = 0.027; OR, 2.11; 95% CI, 1.08-5.03; AUC, 0.76) and extravesical fat entropy on T2-weighted images (p = 0.010; OR, 5.33; 95% CI, 1.25-3.79; AUC, 0.78) and ADC maps (p = 0.029; OR, 3.80; 95% CI, 1.25-16.97; AUC, 0.74) remained greater for category ≥ T2 compared with category T1 tumors. CONCLUSION. Greater entropy of primary bladder cancers and extravesicular fat was observed in category ≥ T3 than in category ≤ T2 and in category ≥ T2 than in category T1 tumors. MRI texture analysis can help with local bladder cancer staging in patients who have undergone TURBT and may serve as a biomarker for higher local category bladder cancers.
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Xu X, Zhang X, Tian Q, Wang H, Cui LB, Li S, Tang X, Li B, Dolz J, Ayed IB, Liang Z, Yuan J, Du P, Lu H, Liu Y. Quantitative Identification of Nonmuscle-Invasive and Muscle-Invasive Bladder Carcinomas: A Multiparametric MRI Radiomics Analysis. J Magn Reson Imaging 2018; 49:1489-1498. [PMID: 30252978 DOI: 10.1002/jmri.26327] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Revised: 08/17/2018] [Accepted: 08/20/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Preoperative discrimination between nonmuscle-invasive bladder carcinomas (NMIBC) and the muscle-invasive ones (MIBC) is very crucial in the management of patients with bladder cancer (BC). PURPOSE To evaluate the discriminative performance of multiparametric MRI radiomics features for precise differentiation of NMIBC from MIBC, preoperatively. STUDY TYPE Retrospective, radiomics. POPULATION Fifty-four patients with postoperative pathologically proven BC lesions (24 in NMIBC and 30 in MIBC groups) were included. FIELD STRENGTH/SEQUENCE 3.0T MRI/T2 -weighted (T2 W) and multi-b-value diffusion-weighted (DW) sequences. ASSESSMENT A total of 1104 radiomics features were extracted from carcinomatous regions of interest on T2 W and DW images, and the apparent diffusion coefficient maps. Support vector machine with recursive feature elimination (SVM-RFE) and synthetic minority oversampling technique (SMOTE) were used to construct an optimal discriminative model, and its performance was evaluated and compared with that of using visual diagnoses by experts. STATISTICAL TESTS Chi-square test and Student's t-test were applied on clinical characteristics to analyze the significant differences between patient groups. RESULTS Of the 1104 features, an optimal subset involving 19 features was selected from T2 W and DW sequences, which outperformed the other two subsets selected from T2 W or DW sequence in muscle invasion discrimination. The best performance for the differentiation task was achieved by the SVM-RFE+SMOTE classifier, with averaged sensitivity, specificity, accuracy, and area under the curve of receiver operating characteristic of 92.60%, 100%, 96.30%, and 0.9857, respectively, which outperformed the diagnostic accuracy by experts. DATA CONCLUSION The proposed radiomics approach has potential for the accurate differentiation of muscle invasion in BC, preoperatively. The optimal feature subset selected from multiparametric MR images demonstrated better performance in identifying muscle invasiveness when compared with that from T2 W sequence or DW sequence only. LEVEL OF EVIDENCE 3 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;49:1489-1498.
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Affiliation(s)
- Xiaopan Xu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Xi Zhang
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Qiang Tian
- Department of Radiology, Tangdu Hospital, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Huanjun Wang
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, 58 Zhongshan Road 2, Guangzhou, Guangdong, PR China
| | - Long-Biao Cui
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, PR China.,School of Medical Psychology, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Shurong Li
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, 58 Zhongshan Road 2, Guangzhou, Guangdong, PR China
| | - Xing Tang
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Baojuan Li
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Jose Dolz
- LIVIA Laboratory, École de technologie supérieure (ETS), Montreal, QC, Canada
| | - Ismail Ben Ayed
- LIVIA Laboratory, École de technologie supérieure (ETS), Montreal, QC, Canada
| | - Zhengrong Liang
- Department of Radiology, School of Computer Science and Biomedical Engineering, State University of New York, Stony Brook, New York, USA
| | - Jing Yuan
- Mathematics and Statistics School Xidian University, Xi'an, Shaanxi, PR China
| | - Peng Du
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Hongbing Lu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
| | - Yang Liu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, PR China
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Impact of Occupational Exposures and Genetic Polymorphisms on Recurrence and Progression of Non-Muscle-Invasive Bladder Cancer. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:ijerph15081563. [PMID: 30042310 PMCID: PMC6121504 DOI: 10.3390/ijerph15081563] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Revised: 07/10/2018] [Accepted: 07/20/2018] [Indexed: 12/13/2022]
Abstract
Introduction: Additional or better markers are needed to guide the clinical monitoring of patients with non-muscle-invasive bladder cancer (NMIBC). Aim: To investigate the influence of occupational exposures and genetic polymorphisms on recurrence and progression of NMIBC. Methods: The study includes 160 NMIBC patients. We collected on questionnaire information on demographic variables, lifetime smoking history, lifetime history of occupational exposure to aromatic amines and polycyclic aromatic hydrocarbons. Genetic polymorphism (glutathione S-transferase M1; T1; P1 (GSTM1; GSTT1; GSTP1); N-acetyltransferase 1; 2 (NAT1; NAT2); cytochrome P450 1B1 (CYP1B1); sulfotransferase 1A1 (SULT1A1); myeloperoxidase (MPO); catechol-O-methyltransferase (COMT); manganese superoxide dismutase (MnSOD); NAD(P)H:quinone oxidoreductase (NQO1); X-ray repair cross-complementing group 1; 3 (XRCC1; XRCC3) and xeroderma pigmentosum complementation group (XPD)) was assessed in peripheral blood lymphocytes. DNA adducts were evaluated by 32P-postlabeling. Predictors of recurrence (histological confirmation of a newly found bladder tumor) and progression (transition of tumor from low-grade to high-grade and/or increase in TNM stage) were identified by multivariate Cox proportional hazard regression with stepwise backward selection of independent variables. Hazard ratios (HR) with 95% confidence interval (95%CI) and two-tail probability of error (p-value) were estimated. Results: The risk of BC progression decreased with the homozygous genotype “ValVal” of both COMT and MnSOD (HR = 0.195; 95%CI = 0.060 to 0.623; p = 0.006). The results on BC recurrence were of borderline significance. No occupational exposure influenced recurrence or progression. Conclusion: Our results are supported by experimental evidence of a plausible mechanism between cause (ValVal genotype of both MnSOD and COMT) and effect (decreased progression of tumor in NMIBC patients). The genetic polymorphisms associated with better prognosis may be used in clinic to guide selection of treatment for patients initially diagnosed with NMIBC. However, external validation studies are required.
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Lee SW. Treatment for TaT1 Tumors. Bladder Cancer 2018. [DOI: 10.1016/b978-0-12-809939-1.00014-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Surveillance for Non-Muscle-Invasive Bladder Cancer. Bladder Cancer 2018. [DOI: 10.1016/b978-0-12-809939-1.00029-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Daneshmand S, Patel S, Lotan Y, Pohar K, Trabulsi E, Woods M, Downs T, Huang W, Jones J, O'Donnell M, Bivalacqua T, DeCastro J, Steinberg G, Kamat A, Resnick M, Konety B, Schoenberg M, Jones JS. Efficacy and Safety of Blue Light Flexible Cystoscopy with Hexaminolevulinate in the Surveillance of Bladder Cancer: A Phase III, Comparative, Multicenter Study. J Urol 2017; 199:1158-1165. [PMID: 29203268 DOI: 10.1016/j.juro.2017.11.096] [Citation(s) in RCA: 69] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/05/2017] [Indexed: 11/30/2022]
Abstract
PURPOSE We compared blue light flexible cystoscopy with white light flexible cystoscopy for the detection of bladder cancer during surveillance. MATERIALS AND METHODS Patients at high risk for recurrence received hexaminolevulinate intravesically before white light flexible cystoscopy and randomization to blue light flexible cystoscopy. All suspicious lesions were documented. Patients with suspicious lesions were referred to the operating room for repeat white and blue light cystoscopy. All suspected lesions were biopsied or resected and specimens were examined by an independent pathology consensus panel. The primary study end point was the proportion of patients with histologically confirmed malignancy detected only with blue light flexible cystoscopy. Additional end points were the false-positive rate, carcinoma in situ detection and additional tumors detected only with blue light cystoscopy. RESULTS Following surveillance 103 of the 304 patients were referred, including 63 with confirmed malignancy, of whom 26 had carcinoma in situ. In 13 of the 63 patients (20.6%, 95% CI 11.5-32.7) recurrence was seen only with blue light flexible cystoscopy (p <0.0001). Five of these cases were confirmed as carcinoma in situ. Operating room examination confirmed carcinoma in situ in 26 of 63 patients (41%), which was detected only with blue light cystoscopy in 9 of the 26 (34.6%, 95% CI 17.2-55.7, p <0.0001). Blue light cystoscopy identified additional malignant lesions in 29 of the 63 patients (46%). The false-positive rate was 9.1% for white and blue light cystoscopy. None of the 12 adverse events during surveillance were serious. CONCLUSIONS Office based blue light flexible cystoscopy significantly improves the detection of patients with recurrent bladder cancer and it is safe when used for surveillance. Blue light cystoscopy in the operating room significantly improves the detection of carcinoma in situ and detects lesions that are missed with white light cystoscopy.
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Affiliation(s)
| | | | - Yair Lotan
- University of Texas Southwestern Medical Center, Dallas, Texas
| | | | - Edouard Trabulsi
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Michael Woods
- University of North Carolina, Chapel Hill, North Carolina
| | | | - William Huang
- New York University School of Medicine, New York, New York
| | | | | | | | - Joel DeCastro
- Columbia University Medical Center, New York, New York
| | | | - Ashish Kamat
- University of Texas M. D. Anderson Cancer Center, Houston, Texas
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Abstract
OBJECTIVE Although fluorescence imaging is being applied to a wide range of cancers, it remains unclear which disease populations will benefit greatest. Therefore, we review the potential of this technology to improve outcomes in surgical oncology with attention to the various surgical procedures while exploring trial endpoints that may be optimal for each tumor type. BACKGROUND For many tumors, primary treatment is surgical resection with negative margins, which corresponds to improved survival and a reduction in subsequent adjuvant therapies. Despite unfavorable effect on patient outcomes, margin positivity rate has not changed significantly over the years. Thus, patients often experience high rates of re-excision, radical resections, and overtreatment. However, fluorescence-guided surgery (FGS) has brought forth new light by allowing detection of subclinical disease not readily visible with the naked eye. METHODS We performed a systematic review of clinicatrials.gov using search terms "fluorescence," "image-guided surgery," and "near-infrared imaging" to identify trials utilizing FGS for those received on or before May 2016. INCLUSION CRITERIA fluorescence surgery for tumor debulking, wide local excision, whole-organ resection, and peritoneal metastases. EXCLUSION CRITERIA fluorescence in situ hybridization, fluorescence imaging for lymph node mapping, nonmalignant lesions, nonsurgical purposes, or image guidance without fluorescence. RESULTS Initial search produced 844 entries, which was narrowed down to 68 trials. Review of literature and clinical trials identified 3 primary resection methods for utilizing FGS: (1) debulking, (2) wide local excision, and (3) whole organ excision. CONCLUSIONS The use of FGS as a surgical guide enhancement has the potential to improve survival and quality of life outcomes for patients. And, as the number of clinical trials rise each year, it is apparent that FGS has great potential for a broad range of clinical applications.
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Xu X, Liu Y, Zhang X, Tian Q, Wu Y, Zhang G, Meng J, Yang Z, Lu H. Preoperative prediction of muscular invasiveness of bladder cancer with radiomic features on conventional MRI and its high-order derivative maps. Abdom Radiol (NY) 2017; 42:1896-1905. [PMID: 28217825 DOI: 10.1007/s00261-017-1079-6] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
PURPOSE To determine radiomic features which are capable of reflecting muscular invasiveness of bladder cancer (BC) and propose a non-invasive strategy for the differentiation of muscular invasiveness preoperatively. METHODS Sixty-eight patients with clinicopathologically confirmed BC were included in this retrospective study. A total of 118 cancerous volumes of interest (VOI) were segmented from patients' T2 weighted MR images (T2WI), including 34 non-muscle invasive bladder carcinomas (NMIBCs, stage <T2) and 84 muscle invasive ones (MIBCs, stage ≥T2). The radiomic features quantifying tumor signal intensity and textures were extracted from each VOI and its high-order derivative maps to characterize heterogeneity of tumor tissues. Statistical analysis was used to build radiomic signatures with significant inter-group differences of NMIBCs and MIBCs. The synthetic minority oversampling technique (SMOTE) and a support vector machine (SVM)-based feature selection and classification strategy were proposed to first rebalance the imbalanced sample size and then further select the most predictive and compact signature subset to verify its differentiation capability. RESULTS From each tumor VOI, a total of 63 radiomic features were derived and 30 of them showed significant inter-group differences (P ≤ 0.01). By using the SVM-based feature selection algorithm with rebalanced samples, an optimal subset including 13 radiomic signatures was determined. The area under receiver operating characteristic curve and Youden index were improved to 0.8610 and 0.7192, respectively. CONCLUSION 3D radiomic signatures derived from T2WI and its high-order derivative maps could reflect muscular invasiveness of bladder cancer, and the proposed strategy can be used to facilitate the preoperative prediction of muscular invasiveness in patients with bladder cancer.
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Affiliation(s)
- Xiaopan Xu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Yang Liu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Xi Zhang
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Qiang Tian
- Department of Radiology, Tangdu Hospital, Fourth Military Medical University, Xi'an, 710038, China
| | - Yuxia Wu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Guopeng Zhang
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Jiang Meng
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China
| | - Zengyue Yang
- Department of Urology, Tangdu Hospital, Fourth Military Medical University, Xi'an, 710038, China
| | - Hongbing Lu
- School of Biomedical Engineering, Fourth Military Medical University, Xi'an, 710032, China.
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Kang W, Cui Z, Chen Q, Zhang D, Zhang H, Jin X. Narrow band imaging-assisted transurethral resection reduces the recurrence risk of non-muscle invasive bladder cancer: A systematic review and meta-analysis. Oncotarget 2017; 8:23880-23890. [PMID: 27823975 PMCID: PMC5410352 DOI: 10.18632/oncotarget.13054] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2016] [Accepted: 10/27/2016] [Indexed: 11/25/2022] Open
Abstract
CONTEXT Compared with white light imaging (WLI) cystoscopy, narrow band imaging (NBI) cystoscopy could increase the visualization and detection of bladder cancer (BC) at the time of transurethral resection (TUR). NBI cystoscopy could increase the detection of BC, but it remains unclear whether narrow band imaging-assisted transurethral resection (NBI-TUR) could reduce the recurrence risk of non-muscle invasive bladder cancer (NMIBC). Several randomized clinical trials (RCTs) have recently tested the efficacy of NBI-TUR for NMIBC. OBJECTIVE To perform a systematic review and meta-analysis of RCTs and evaluate the efficacy of NBI-TUR for NMIBC compared with white light imaging-assisted transurethral resection (WLI-TUR). The end point was recurrence risk. EVIDENCE ACQUISITION A systematic review of PubMed, Medline, Ovid, Embase, Cochrane and Web of Science was performed in February 2016 and updated in July 2016. EVIDENCE SYNTHESIS Overall, six (n = 1084) of 278 trials were included. Three trials performed narrow band imaging-assisted electro-transurethral resection (NBI-ETUR), and two trials performed narrow band imaging-associated bipolar plasma vaporization (NBI-BPV). The last trial performed narrow band imaging-associated holmium laser resection (NBI-HLR). Statistical analysis was performed using Review Manager software (RevMan v.5.3; The Nordic Cochrane Center, Copenhagen, Denmark). The recurrence risk was compared by calculating risk ratios (RRs) with 95% confidence interval (CIs). Risk ratios with 95% CIs were calculated to compare 3-mo, 1-yr, and 2-yr survival rates. NBI-TUR was associated with improvements in the 3-mo recurrence risk (RR: 0.39; 95% CI, 0.26-0.60; p < 0.0001), 1-yr recurrence risk (RR: 0.52; 95% CI, 0.40-0.67; p < 0.00001) and 2-yr recurrence risk (RR: 0.60; 95% CI, 0.42-0.85; p = 0.004) compared with WLI-TUR. CONCLUSIONS Compared with WLI-TUR, NBI-TUR can reduce the recurrence risk of NMIBC. The results of this review will facilitate the appropriate application of NBI in NMIBC.
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Affiliation(s)
- Weiting Kang
- Minimally Invasive Urology Center, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
- School of Medicine, Shandong University, Jinan, Shandong, China
| | - Zilian Cui
- Minimally Invasive Urology Center, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
- School of Medicine, Shandong University, Jinan, Shandong, China
| | - Qianqian Chen
- Department of Emergency, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
- School of Medicine, Shandong University, Jinan, Shandong, China
| | - Dong Zhang
- Minimally Invasive Urology Center, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
| | - Haiyang Zhang
- Minimally Invasive Urology Center, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
| | - Xunbo Jin
- Minimally Invasive Urology Center, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, Shandong, China
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Three-dimensional texture features from intensity and high-order derivative maps for the discrimination between bladder tumors and wall tissues via MRI. Int J Comput Assist Radiol Surg 2017; 12:645-656. [PMID: 28110476 DOI: 10.1007/s11548-017-1522-8] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2016] [Accepted: 01/06/2017] [Indexed: 01/01/2023]
Abstract
PURPOSE This study aims to determine the three-dimensional (3D) texture features extracted from intensity and high-order derivative maps that could reflect textural differences between bladder tumors and wall tissues, and propose a noninvasive, image-based strategy for bladder tumor differentiation preoperatively. METHODS A total of 62 cancerous and 62 wall volumes of interest (VOI) were extracted from T2-weighted MRI datasets of 62 patients with pathologically confirmed bladder cancer. To better reflect heterogeneous distribution of tumor tissues, 3D high-order derivative maps (the gradient and curvature maps) were calculated from each VOI. Then 3D Haralick features based on intensity and high-order derivative maps and Tamura features based on intensity maps were extracted from each VOI. Statistical analysis and recursive feature elimination-based support vector machine classifier (RFE-SVM) was proposed to first select the features with significant differences and then obtain a more predictive and compact feature subset to verify its differentiation performance. RESULTS From each VOI, a total of 58 texture features were derived. Among them, 37 features showed significant inter-class differences ([Formula: see text]). With 29 optimal features selected by RFE-SVM, the classification results namely the sensitivity, specificity, accuracy and area under the curve (AUC) of the receiver operating characteristics were 0.9032, 0.8548, 0.8790 and 0.9045, respectively. By using synthetic minority oversampling technique to augment the sample number of each group to 200, the sensitivity, specificity, accuracy an AUC value of the feature selection-based classification were improved to 0.8967, 0.8780, 0.8874 and 0.9416, respectively. CONCLUSIONS Our results suggest that 3D texture features derived from intensity and high-order derivative maps can better reflect heterogeneous distribution of cancerous tissues. Texture features optimally selected together with sample augmentation could improve the performance on differentiating bladder carcinomas from wall tissues, suggesting a potential way for tumor noninvasive staging of bladder cancer preoperatively.
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Xu XP, Zhang X, Liu Y, Tian Q, Zhang GP, Yang ZY, Lu HB, Yuan J. Simultaneous Segmentation of Multiple Regions in 3D Bladder MRI by Efficient Convex Optimization of Coupled Surfaces. LECTURE NOTES IN COMPUTER SCIENCE 2017. [DOI: 10.1007/978-3-319-71589-6_46] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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Hirner L, Stagge E, Rübben H, Schenck M, Eisenhardt A. [Narrow band imaging-assisted cystoscopy in bladder tumor follow-up: Can more tumors be identified?]. Urologe A 2016; 55:370-5. [PMID: 26370096 DOI: 10.1007/s00120-015-3942-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
BACKGROUND Narrow band imaging (NBI) is a new technique of urethrocystoscopy, in which only certain wavelengths [415 (blue) and 540 nm (green)] are used to detect urothelial carcinoma. The aim of the investigation was to analyze the potential benefit of NBI in the follow-up of patients with transitional cell carcinoma of the bladder. METHODS Between August 2013 and July 2014, patients with a history of transitional cell carcinoma of the bladder, presenting for follow-up cystoscopy, were either examined via flexible white light endoscopy (WLE) plus second look WLE (n = 251, controls) or second look NBI cystoscopy alone (n = 251) in the same session. RESULTS Rates of recurrences were similar in the two groups [NBI 68 (27.1 %); WLE 70 (27.9 %)]. NBI after WLE identified more tumors in 13 patients (5.69 vs. 3.92). In 8 patients NBI showed no vascularization in suspicious areas. In the control arm, in 8 cases more tumors (3.75 vs. 3.13) were identified in the second WLE. CONCLUSIONS The additional use of NBI in the follow-up cystoscopy of patients after transurethral resection of nonmuscle invasive bladder cancer leads to an increased number of detected tumors; however, a part of the additionally detected tumors can be explained by the double examination. NBI appears to provide information in individual cases whether transurethral resection of bladder tumor is necessary.
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Affiliation(s)
- L Hirner
- Klinik und Poliklinik für Urologie, Uroonkologie und Kinderurologie, Universitätsklinikum Essen, Hufelandstraße 55, 45122, Essen, Deutschland. .,Praxisklinik Urologie Rhein-Ruhr, Mülheim a.d. Ruhr, Deutschland.
| | - E Stagge
- Praxisklinik Urologie Rhein-Ruhr, Mülheim a.d. Ruhr, Deutschland
| | - H Rübben
- Klinik und Poliklinik für Urologie, Uroonkologie und Kinderurologie, Universitätsklinikum Essen, Hufelandstraße 55, 45122, Essen, Deutschland
| | - M Schenck
- Klinik und Poliklinik für Urologie, Uroonkologie und Kinderurologie, Universitätsklinikum Essen, Hufelandstraße 55, 45122, Essen, Deutschland
| | - A Eisenhardt
- Klinik und Poliklinik für Urologie, Uroonkologie und Kinderurologie, Universitätsklinikum Essen, Hufelandstraße 55, 45122, Essen, Deutschland.,Praxisklinik Urologie Rhein-Ruhr, Mülheim a.d. Ruhr, Deutschland
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Golabesk T, Palou J, Rodriguez O, Parada R, Skrobot S, Peña JA, Villavicencio H. Long-term Bladder and Upper Urinary Tract Follow-up Recurrence and Progression Rates of G1-2 Non-muscle-invasive Urothelial Carcinoma of the Bladder. Urology 2016; 100:145-150. [PMID: 27765584 DOI: 10.1016/j.urology.2016.07.063] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Revised: 07/22/2016] [Accepted: 07/23/2016] [Indexed: 10/20/2022]
Abstract
OBJECTIVE To evaluate the risk of long-term tumor recurrence and progression in patients with low- and intermediate-risk non-muscle-invasive bladder cancers, which could facilitate optimization in the follow-up schedules. MATERIALS AND METHODS A single-institution, retrospective analysis of 704 patients with primary TaG1, TaG2, T1G1, and T1G2 urothelial carcinomas of the bladder without concomitant carcinoma in situ, treated with transurethral resection, was performed. Response was determined and monitored by routine periodic urine cytology, cystoscopy, and upper tract imaging. RESULTS The median follow-up was 64.9 months (maximum, 120 months). Among all of the tumors, 59.3% did not relapse, 36.6% recurred in the bladder during the first 5 years of surveillance, and only 3.6% recurred after 5 years of follow-up. Eight urothelial bladder cancers (1.1%) progressed in stage, and 87.5% of the progressions occurred during the first 5 years of surveillance. An upper urinary tract recurrence was detected in 2.4% of the patients; 94.1% were diagnosed within the upper urinary tract during the first 5 years of follow-up and 5.9% occurred after 5 years of surveillance. CONCLUSION G1-2 urothelial bladder cancers recur and progress uncommonly in the long-term period. Although limited by its retrospective nature, the present study provides potential grounds for re-examination of the follow-up schedule for patients with primary non-muscle-invasive bladder cancer G1-2 tumors who remain asymptomatic and disease-free for at least 5 years.
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Affiliation(s)
- Thomas Golabesk
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Joan Palou
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain.
| | - Oscar Rodriguez
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Ruben Parada
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Sergio Skrobot
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Juan Antonio Peña
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Humberto Villavicencio
- Servicio de Urología, Fundació Puigvert, Universitat Autònoma de Barcelona, Barcelona, Spain
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Ma C, Lu B, Diao C, Zhao K, Wang X, Ma B, Lu B, Sun E. Preoperative neutrophil-lymphocyte ratio and fibrinogen level in patients distinguish between muscle-invasive bladder cancer and non-muscle-invasive bladder cancer. Onco Targets Ther 2016; 9:4917-22. [PMID: 27540305 PMCID: PMC4982501 DOI: 10.2147/ott.s107445] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
INTRODUCTION The aim of this study was to explore if the preoperative neutrophil-lymphocyte ratio (NLR) and fibrinogen level can help in distinguishing between muscle-invasive bladder cancer (MIBC) and non-muscle-invasive bladder cancer (NMIBC). METHODS We identified 669 patients who underwent surgery at our institution, and evaluated their preoperative NLRs and fibrinogen levels. Patients were divided into two groups, NMIBC (group-I) and MIBC (group-II), according to the postoperative pathology. For the intergroup comparison, data obtained from the two groups were evaluated using independent samples t-test. The cutoff value of the NLR, fibrinogen level, and integrated NLR and fibrinogen level was determined with receiver operating characteristic (ROC) curve. RESULTS The mean NLRs of group-I and group-II were found as 2.71±2.46 and 4.66±8.00, respectively (P<0.001). The fibrinogen levels of the two groups were ~3.13±0.70 g/L and 3.41±0.84 g/L, respectively (P=0.001). Whether the NLR, fibrinogen level, and integrated NLR and fibrinogen level can help in distinguishing between MIBC and NMIBC was evaluated with ROC curve. The cutoff value of NLR was estimated as 2.01 according to the Youden index. With this value, sensitivity was found as 67.1%, specificity was 52.7%, and area under receiver operating characteristic (ROC) curve (AUC) was 0.601 (P=0.031). The cutoff value of fibrinogen level was estimated as 3.17 g/L according to the Youden index. Accordingly, sensitivity was found as 58%, specificity was 58%, and AUC was 0.60 (P=0.001). The cutoff value of integrated NLR and fibrinogen level was found as 0.166; the sensitivity was found as 86%, specificity was 42%, and AUC was 0.801 (P=0.01). CONCLUSION The data obtained in this study suggested that 67.1% of Ta-T1 tumors were likely to be invasive if the NLR was >2.01 and 58% were likely to be invasive if the fibrinogen level was >3.17 g/L. When we used both the NLR and fibrinogen level to distinguish between the MIBC and NMIBC, sensitivity was found to be 86%, and specificity was 42%.
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Affiliation(s)
- Chengquan Ma
- Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Bingxin Lu
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Chengwen Diao
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Kun Zhao
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Xinpeng Wang
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Baojing Ma
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Baojian Lu
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
| | - Erlin Sun
- Tianjin Key Lab of Urology Basic Science, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin, People's Republic of China
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Is it possible to stop follow-up of patients with primary T1G3 urothelial carcinoma of the bladder managed with intravesical bacille Calmette-Guérin immunotherapy? World J Urol 2016; 35:237-243. [PMID: 27277599 DOI: 10.1007/s00345-016-1856-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2015] [Accepted: 05/17/2016] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Recurrence and progression of T1 grade 3 (T1G3) urothelial bladder carcinomas (UBCs) treated with bacille Calmette-Guérin (BCG) are common events, but the long-term follow-up of the disease remains controversial. OBJECTIVE To evaluate the long-term outcomes of BCG intravesical therapy in relation to disease recurrence and progression in primary T1G3 UBCs and upper tract disease. PATIENTS AND METHODS A single-institution, retrospective, population-based analysis of 316 patients with primary T1G3 UBC treated with transurethral resection (TUR) and BCG induction intravesical instillations was performed. Response was determined and monitored by routine periodic urine cytology, cystoscopy, and upper tract imaging. RESULTS The median follow-up was 70 months (maximum 210 months). Among all of the tumours, 49.4 % did not relapse, 48.7 % recurred in the bladder during the first 5 years of surveillance, and only 6 patients (1.9 %) recurred after being free of disease during the first 5 years of follow-up. Nineteen percentage of the UBCs progressed to stage T2, and only 2 patients (1.2 %) progressed after the first 5 years of surveillance. An upper urinary tract recurrence was detected in 9.2 % of the patients; 65.5 % were diagnosed within the upper urinary tract during the first 5 years of follow-up. CONCLUSIONS Following a 5-year tumour-free period, there is minimal risk of recurrence and progression in T1G3 UBCs treated with TUR and BCG induction intravesical instillations. This finding supports a less intensive and potentially less invasive surveillance scheme of bladder follow-up and upper urinary tract imaging in patients without any recurrence.
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Türk H, Ün S, İşoğlu C, Karabıçak M, Ergani B, Yoldaş M, Tarhan H, Zorlu F. Factors that predict residual tumors in re-TUR patients. AFRICAN JOURNAL OF UROLOGY 2016. [DOI: 10.1016/j.afju.2015.07.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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El-Barky E, Sebaey A, Eltabey M, Aboutaleb A, Hussein S, Kehinde EO. The importance of second-look transurethral resection for superficial bladder cancer. JOURNAL OF CLINICAL UROLOGY 2015. [DOI: 10.1177/2051415814560189] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objectives: The objective of this article is to evaluate the importance of a second-look transurethral resection of bladder tumour (TURBT) in patients with newly diagnosed superficial bladder cancer and its impact on subsequent treatment plan. Methods: We carried out a prospective study on 100 consecutive patients with newly diagnosed superficial bladder cancer in whom a second-look TURBT was performed two to six weeks after initial resection. We assessed the incidence of residual tumours, sufficiency of initial pathological staging and grading. We also assessed the need for re-staging and grading after the second-look TURBT. Results: Forty-five out of 75 patients (60%) who underwent second-look TURBT had no tumours, 18 (24%) had visible residual tumours and 12 (16%) had microscopic residual tumours. Of the 30 (40%) patients with residual tumours, five had pTa, three had carcinoma in situ (CIS), 12 had pT1, and 10 had pT2 disease. Upstaging and change of treatment plan as a result of the second-look TURBT were necessary in 18/75 (24%) cases, of which 10 cases (13%) underwent radical cystectomy for muscle-invasive tumours. Conclusions: A second cystoscopy with or without TURBT is recommended two to six weeks after initial resection of stage Ta and T1 bladder tumours in patients with high-grade transitional carcinoma of the bladder or in patients with multiple tumours. Second-look cystoscopy in this category of patients may reveal the need for early change of treatment plan in about 25% of patients.
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Affiliation(s)
- Ehab El-Barky
- Urology Department, Banha Faculty of Medicine, Banha University, Egypt
| | - Ahmed Sebaey
- Urology Department, Banha Faculty of Medicine, Banha University, Egypt
| | - Magdy Eltabey
- Urology Department, Banha Faculty of Medicine, Banha University, Egypt
| | - Ahmed Aboutaleb
- Urology Department, Banha Faculty of Medicine, Banha University, Egypt
| | - Sundus Hussein
- Department of Pathology, Mubarak Al-Kabeer Teaching Hospital, Kuwait
| | - Elijah O Kehinde
- Department of Surgery (Division of Urology), Faculty of Medicine, Kuwait University, Kuwait
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Orsola A, Palou J, Solsona E. High-risk nonmuscle invasive bladder cancer. Hematol Oncol Clin North Am 2015; 29:227-36, viii. [PMID: 25836931 DOI: 10.1016/j.hoc.2014.10.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Please also verify that the expansion of HGT1 is OK as set: The risk of progression for high-grade T1 (HGT1) cancer has been recently established at 21% using updated information on large series and a meta-analysis. These outcomes are better than those classically expected supporting the rule of thirds for HGT1. The main limitation of this subgroup is that most studies are retrospective observational studies, which, compared with randomized controlled trials, are subject to various selection biases, carrying a higher risk of uncontrolled confounding factors, with potential preferential reporting of positive findings.
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Affiliation(s)
- Anna Orsola
- Bladder Cancer Center, Dana Farber Cancer Institute, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02115, USA.
| | - Joan Palou
- Urology Department, Fundacio Puigvert, Cartagena 340-350, Barcelona 08025, Spain
| | - Eduardo Solsona
- Urology Department, Instituto Valenciano de Oncologia, Calle del Profesor Beltrán Bàguena, 8, València 46009, Spain
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[Non-muscle-invasive high-grade bladder cancer]. Urologe A 2015; 54:491-8. [PMID: 25802103 DOI: 10.1007/s00120-015-3774-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
BACKGROUND Non-muscle-invasive bladder cancer with a low-grade differentiation represents a special challenge. METHOD Although urine cytology is still the most reliable and effective urine-based marker and there are no substantial novel aspects in this field, photodynamic diagnostics have the most important value in transurethral resection of the bladder (TURB) of high-grade T1 tumors and new techniques, such as hybrid knife TURB are coming up. The histopathological assessment of T1 tumors can be supplemented by a description of the exact penetration depth, so-called substaging and the invasion pattern. RESULTS Intravesicle therapy with Bacillus Calmette-Guèrin (BCG) represents the gold standard and a pillar of bladder-preserving therapy and should be planned as maintenance therapy for at least 1 year. With the right risk constellation cystectomy is a safe and proven concept for high-grade bladder cancer, even without proof of muscle invasion.
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Liu W, Qi L, Zu X, Li Y, He W, Tong S, Chen M. A preoperative marker panel for the prediction of residual tumor and the decision making for repeat transurethral resection. Urol Oncol 2015; 33:165.e9-14. [PMID: 25683603 DOI: 10.1016/j.urolonc.2015.01.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2014] [Revised: 12/24/2014] [Accepted: 01/12/2015] [Indexed: 01/30/2023]
Abstract
OBJECTIVE To assess the ability of a combined preoperative marker panel to identify patients with residual non-muscle-invasive bladder cancer who might benefit from repeat transurethral resection (reTUR). METHODS Ki67, p53, vascular endothelial growth factor-C, E-cadherin, and survivin expressions were evaluated by immunohistochemical staining of surgical specimens from 72 patients who underwent reTUR. Related clinical and molecular markers were analyzed by univariate analyses to develop a marker panel. The predictive value of the marker panel was calculated by receiver operating characteristic curves. RESULTS Univariate analyses identified tumor size, number of tumors, p53 expression, E-cadherin expression, and the number of altered markers as risk factors for residual tumor (P = 0.03, 0.05, 0.06, 0.024, and 0.005, respectively). After adjusting for the effects of tumor stage and grade, multivariate analyses identified the number of altered markers as a risk factor for residual tumor (P = 0.004). The addition of tumor size, E-cadherin, and the number of altered markers to the base model (based on tumor stage and tumor grade) increased its discrimination for predicting residual tumor (5%, 6%, and 10%, respectively). CONCLUSION Some clinical and molecular markers could improve the accuracy of residual tumor prediction at reTUR. Such a marker panel may help to identify patients with non-muscle-invasive bladder cancer who have residual tumor after first TUR and who may therefore benefit from reTUR.
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Affiliation(s)
- Wentao Liu
- Department of Urology, The second Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Lin Qi
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Xiongbin Zu
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Yuan Li
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Wei He
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Shiyu Tong
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China
| | - Minfeng Chen
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, P.R. China.
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Orsola A, Werner L, de Torres I, Martin-Doyle W, Raventos CX, Lozano F, Mullane SA, Leow JJ, Barletta JA, Bellmunt J, Morote J. Reexamining treatment of high-grade T1 bladder cancer according to depth of lamina propria invasion: a prospective trial of 200 patients. Br J Cancer 2015; 112:468-74. [PMID: 25535728 PMCID: PMC4453654 DOI: 10.1038/bjc.2014.633] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2014] [Revised: 11/21/2014] [Accepted: 11/30/2014] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Management of high-grade T1 (HGT1) bladder cancer represents a major challenge. We studied a treatment strategy according to substaging by depth of lamina propria invasion. METHODS In this prospective observational cohort study, patients received initial transurethral resection (TUR), mitomycin-C, and BCG. Subjects with shallower lamina propria invasion (HGT1a) were followed without further surgery, whereas subjects with HGT1b received a second TUR. Association of clinical and histological features with outcomes (primary: progression; secondary: recurrence and cancer-specific survival) was assessed using Cox regression. RESULTS Median age was 71 years; 89.5% were males, with 89 (44.5%) cases T1a and 111 (55.5%) T1b. At median follow-up of 71 months, disease progression was observed in 31 (15.5%) and in univariate analysis, substaging, carcinoma in situ, tumour size, and tumour pattern predicted progression. On multivariate analysis only substaging, associated carcinoma in situ, and tumour size remained significant for progression. CONCLUSIONS In HGT1 bladder cancer, the strategy of performing a second TUR only in T1b cases results in a global low progression rate of 15.5%. Tumours deeply invading the lamina propria (HGT1b) showed a three-fold increase in risk of progression. Substaging should be routinely evaluated, with HGT1b cases being thoroughly evaluated for cystectomy. Inclusion in the TNM system should also be carefully considered.
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Affiliation(s)
- A Orsola
- Department of Oncology, Dana-Farber/Brigham and Women's Hospital Cancer Center, Harvard Medical School, Boston, MA 02215, USA
| | - L Werner
- Departments of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - I de Torres
- Department of Pathology, Vall d'Hebron Hospital, Barcelona 08035, Spain
| | - W Martin-Doyle
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - C X Raventos
- Department of Urology, Vall d'Hebron Hospital, Barcelona 08035, Spain
| | - F Lozano
- Department of Urology, Vall d'Hebron Hospital, Barcelona 08035, Spain
| | - S A Mullane
- Department of Oncology, Dana-Farber/Brigham and Women's Hospital Cancer Center, Harvard Medical School, Boston, MA 02215, USA
| | - J J Leow
- Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, MA 02215, USA
- Division of Urology, Brigham and Women's Hospital, Boston, MA 02215, USA
| | - J A Barletta
- Department of Pathology, Dana-Farber/Brigham and Women's Hospital Cancer Center, Harvard Medical School, Boston, MA 02215, USA
| | - J Bellmunt
- Department of Oncology, Dana-Farber/Brigham and Women's Hospital Cancer Center, Harvard Medical School, Boston, MA 02215, USA
| | - J Morote
- Department of Oncology, Dana-Farber/Brigham and Women's Hospital Cancer Center, Harvard Medical School, Boston, MA 02215, USA
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Kitamura H, Kakehi Y. Treatment and management of high-grade T1 bladder cancer: what should we do after second TUR? Jpn J Clin Oncol 2015; 45:315-22. [PMID: 25583419 DOI: 10.1093/jjco/hyu219] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Most T1 bladder cancers are high grade and have the potential to progress to muscle invasion and extravesical dissemination. Many studies reported that ∼50% of patients displayed residual tumors when a second transurethral resection was performed 2-6 weeks after the initial resection for patients who were diagnosed with T1 bladder cancer. Furthermore, muscle-invasive disease was detected by the second transurethral resection in 10-25% of those patients. Therefore, a second transurethral resection is strongly recommended for patients newly diagnosed with high-grade T1 bladder cancer in various guidelines. T1 bladder cancers are heterogeneous in terms of progression and prognosis after the second transurethral resection. Optimal management and treatment should be considered for patients with T1 bladder cancer based on the pathological findings for the second transurethral resection specimen. If the second transurethral resection reveals residual tumors, aggressive treatments based on the pathological findings should be performed. Conversely, overtreatment with respect to the tumor status should be avoided. Since the evidence of pathological diagnosis at the second transurethral resection is insufficient and many retrospective studies were carried out before the second transurethral resection era, prospective randomized studies should be conducted.
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Affiliation(s)
- Hiroshi Kitamura
- Department of Urology, Sapporo Medical University School of Medicine, Sapporo
| | - Yoshiyuki Kakehi
- Department of Urology, Kagawa University Faculty of Medicine, Kagawa, Japan
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Ingels A, Sanchez Salas RE, Ravery V, Fromont-Hankard G, Validire P, Patard JJ, Pignot G, Prapotnich D, Olivier F, Galiano M, Barret E, Rozet F, Weber N, Cathelineau X. T-helper 1 immunoreaction influences survival in muscle-invasive bladder cancer: proof of concept. Ecancermedicalscience 2014; 8:486. [PMID: 25525464 PMCID: PMC4263522 DOI: 10.3332/ecancer.2014.486] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2014] [Indexed: 11/22/2022] Open
Abstract
Objective To define immunoscore in bladder cancer studying T helper 1 (Th1) immunoreaction. To define a cancer-specific survival model based on Th1 cells infiltration. Methods A total of 252 patients underwent primary transurethral resection of bladder tumour at our Institution. A retrospective review of a selected cohort with pT1 and muscle-invasive bladder cancer (MIBC) lesions was performed. Pathology blocks were marked with CD3 and CD8 antibodies. Immune cells density in stromal reaction (SR) was measured on five distinct high-power field (HPF) by two dedicated uro-pathologist blinded for patients’ evolution. Statistics Student test or non-parametric Wilcoxon test as appropriate to compare means between two groups. Receiver operating characteristics (ROC) curve to define markers threshold. Cox model to assess survival’s predictors. Results Ten pT1 and 20 MIBC consecutive cases were analysed. Median follow-up was 33.4 months. Immunohistological analysis for pT1 lesions featured limited SR. For MIBC, the mean density of lymphocytes in the SR was of 105/HPF (CD3) and 86/HPF (CD8). Survivors harboured higher lymphocytes densities versus non survivors (CD3: p = 0.0319; CD8: p = 0.0279). CD3 (p = 0.034) and CD8 (p = 0.034) lymphocytes densities were independently associated with cancer-specific survival on Cox model analyses. The retrospective design and small size of cohorts are the study limitations. Conclusions High CD3 and CD8 lymphocytes SR densities are associated with better cancer-specific survival for MIBC. Th1 reaction against the tumour seems to be protective for bladder cancer. Further evaluation is warranted.
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Affiliation(s)
- Alexandre Ingels
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
| | | | - Vincent Ravery
- Hôpital Bichat, Department of Urology, 46 Rue Henri Huchard, 75018 Paris, France
| | | | - Pierre Validire
- Institut Montsouris, Department of Pathology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Jean-Jacques Patard
- Hôpital Bicêtre, Department of Urology, 78 Rue du Général Leclerc, 94270 le Kremlin-Bicêtre, France
| | - Géraldine Pignot
- Hôpital Bicêtre, Department of Urology, 78 Rue du Général Leclerc, 94270 le Kremlin-Bicêtre, France
| | - Dominique Prapotnich
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Fabien Olivier
- ALTRAN, Department of Statistics, 2 Rue Paul Dautier, 78140 Véllizy-Villacoublay, France
| | - Marc Galiano
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Eric Barret
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Francois Rozet
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Nina Weber
- Institut Montsouris, Department of Pathology, 42 Boulevard Jourdan, 75014 Paris, France
| | - Xavier Cathelineau
- Institut Montsouris, Department of Urology, 42 Boulevard Jourdan, 75014 Paris, France
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Analysis of results of recurrence and progression rates of high-grade Ta bladder cancer and comparison with results of high-grade T1. Urologia 2014; 81:237-41. [PMID: 24859184 DOI: 10.5301/uro.5000072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/02/2014] [Indexed: 11/20/2022]
Abstract
INTRODUCTION We aimed to evaluate the long-term recurrence and progression rates in a Turkish population with high-grade Ta and T1 bladder cancer and to determine malign potential of high-grade Ta bladder cancer. METHODS 191 patients who had non-invasive bladder cancer were evaluated at a single institution between 2005 and 2010. Median follow-up was 55.6 months (13-108). Long-term follow-up results of recurrence and progression rates of high-grade Ta and T1 were analyzed and compared with each other. RESULTS Of the 191 patients, 143 (74.9%) were high-grade T1 and 48 (25.1%) were high-grade Ta. Of the 143 patients who were high-grade T1, 39 (27.2%) responded to the induction BCG without recurrence. 33 (23%) patients had invasion deep into the muscle layer. 61 (42%) patients had recurred as high-grade T1. Of the 48 patients who were high-grade Ta, 15 (31%) responded to induction BCG without recurrence. 18 (37.5%) patients had recurrence as high-grade Ta. 12 (25%) patients had invasion deep into to the muscle layer. Of all the patients, 13 (7%) patients died of causes related to bladder cancer. In a multivariate analysis, concomitant CIS was statistically significant for the progression of high-grade Ta bladder cancer (p<0.005). CONCLUSIONS According to the data of the current study, the presence of concomitant CIS in patients with high-grade bladder cancers is associated with a higher risk of progression. There is a need for larger scale multi-institutional studies in order to support the hypothesis that high-grade Ta tumors should be considered as T1 tumors.
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Muto G, Collura D, Giacobbe A, D'Urso L, Muto GL, Demarchi A, Coverlizza S, Castelli E. Thulium:yttrium-aluminum–garnet Laser for En Bloc Resection of Bladder Cancer: Clinical and Histopathologic Advantages. Urology 2014; 83:851-5. [DOI: 10.1016/j.urology.2013.12.022] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2013] [Revised: 11/29/2013] [Accepted: 12/13/2013] [Indexed: 11/30/2022]
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Lammers RJM, Witjes JA. Developments in intravesical therapy for non-muscle-invasive bladder cancer. Expert Rev Anticancer Ther 2014; 10:1903-16. [DOI: 10.1586/era.10.155] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Abstract
In the second section of a two-part article, the recent literature is reviewed and the management of nonmuscle-invasive transitional cell carcinoma of the bladder is discussed. Particular attention is given to the indications and timing of intravesical chemotherapy and immunotherapy and the differences in efficacy and side-effect profiles of the available agents. The indications and role of second-look transurethral resection are reviewed. Additionally, the role of bacillus Calmette-Guerin in the management of this disease in terms of definitive treatment and maintenance therapy is discussed. We also offer a review of the literature regarding therapies for bacillus Calmette-Guerin-refractory nonmuscle-invasive transitional cell carcinoma of the bladder and their current place in practice.
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Affiliation(s)
- David Josephson
- University of Southern California, Department of Urology, Norris Comprehensive Cancer Center, Keck School of Medicine, Los Angeles, CA 90089-9178, USA.
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Abstract
Bladder cancer continues to provide urologists and researchers with a clinical and scientific challenge. Several urinary markers used in the detection and screening of patients with bladder cancer are currently under investigation. Improvements in intravesical therapy are proving to help decrease both tumor recurrence and progression in patients with high-risk disease. In patients with organ-confined, node-negative bladder cancer, radical cystectomy provides excellent local control and long-term disease-free survival. The use of an extended lymphadenectomy at the time of cystectomy may yield improved prognostic information as well as a potential survival benefit. Neoadjuvant chemotherapy and less toxic combination chemotherapy regimens are offering potential improvements in patients with extravesical or nodal extension. The current methods of detection, as well as available therapeutic treatment options are reviewed.
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Affiliation(s)
- Eric S Gwynn
- Department of Urology, Wake Forest University School of Medicine, Winston-Salem, NC 27157, USA.
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Importance of the Neutrophil-to-Lymphocyte Ratio in Muscle-Invasive and Non-Muscle Invasive Bladder Tumors. Urologia 2013; 81:120-4. [DOI: 10.5301/uro.5000031] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/29/2013] [Indexed: 11/20/2022]
Abstract
Introduction To research the importance of the neutrophil-to-lymphocyte ratio (NLR) in muscle-invasive bladder cancers (MIBC) and non-muscle invasive bladder cancer (NMIBC). Methods Data of 198 patients who underwent TUR-TM in our clinic were retrospectively evaluated. Patients were divided into two groups: group-I (MIBC) and group-II (NMIBC). The neutrophil and lymphocyte counts, NLR, hemoglobin and hematocrit values, tumor numbers, sizes and degrees of patients were recorded. Within the inter-group comparison, Mann-Whitney U test was used for the values stated with measuring, whereas a Chi-square test was used for the values stated with counting. The cut-off value for the NLR was determined with ROC curve. Results The NLR values of group-I and group-II were found as 4.14 ± 2.76 and 3.36 ± 2.88, respectively (p = 0.03). Whether the NLR carries a differential property was evaluated with ROC curve. The cut-off value was estimated as 3.96 according to the Youden index. With this value, sensitivity was found as 50%, specificity was 22.8% and AUC was 0.615 (p = 0.03). Discussion According to the data in this study, it can be said that Ta-T1 tumors are likely to be invasive by 50% if the NLR value is greater than 3.96.
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Breau RH, Karnes RJ, Farmer SA, Thapa P, Cagiannos I, Morash C, Frank I. Progression to detrusor muscle invasion during urothelial carcinoma surveillance is associated with poor prognosis. BJU Int 2013; 113:900-6. [DOI: 10.1111/bju.12403] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Rodney H. Breau
- Division of Urology; The Ottawa Hospital Research Institute; University of Ottawa; Ottawa ON Canada
| | | | - Sara A. Farmer
- Division of Biomedical Statistics and Informatics; Mayo Clinic; Rochester MN USA
| | - Prabin Thapa
- Division of Biomedical Statistics and Informatics; Mayo Clinic; Rochester MN USA
| | - Ilias Cagiannos
- Division of Urology; The Ottawa Hospital Research Institute; University of Ottawa; Ottawa ON Canada
| | - Christopher Morash
- Division of Urology; The Ottawa Hospital Research Institute; University of Ottawa; Ottawa ON Canada
| | - Igor Frank
- Department of Urology; Mayo Clinic; Rochester MN USA
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van Lingen AV, Witjes JA. Current intravesical therapy for non-muscle invasive bladder cancer. Expert Opin Biol Ther 2013; 13:1371-85. [DOI: 10.1517/14712598.2013.824421] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Daneshmand S. Determining the Role of Cystectomy for High-grade T1 Urothelial Carcinoma. Urol Clin North Am 2013; 40:233-47. [DOI: 10.1016/j.ucl.2013.01.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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Photodynamic diagnosis of non-muscle-invasive bladder cancer with hexaminolevulinate cystoscopy: a meta-analysis of detection and recurrence based on raw data. Eur Urol 2013; 64:846-54. [PMID: 23602406 DOI: 10.1016/j.eururo.2013.03.059] [Citation(s) in RCA: 306] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2012] [Accepted: 03/28/2013] [Indexed: 11/22/2022]
Abstract
BACKGROUND Studies on hexaminolevulinate (HAL) cystoscopy report improved detection of bladder tumours. However, recent meta-analyses report conflicting effects on recurrence. OBJECTIVE To assess available clinical data for blue light (BL) HAL cystoscopy on the detection of Ta/T1 and carcinoma in situ (CIS) tumours, and on tumour recurrence. DESIGN, SETTING, AND PARTICIPANTS This meta-analysis reviewed raw data from prospective studies on 1345 patients with known or suspected non-muscle-invasive bladder cancer (NMIBC). INTERVENTION A single application of HAL cystoscopy was used as an adjunct to white light (WL) cystoscopy. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS We studied the detection of NMIBC (intention to treat [ITT]: n=831; six studies) and recurrence (per protocol: n=634; three studies) up to 1 yr. DerSimonian and Laird's random-effects model was used to obtain pooled relative risks (RRs) and associated 95% confidence intervals (CIs) for outcomes for detection. RESULTS AND LIMITATIONS BL cystoscopy detected significantly more Ta tumours (14.7%; p<0.001; odds ratio [OR]: 4.898; 95% CI, 1.937-12.390) and CIS lesions (40.8%; p<0.001; OR: 12.372; 95% CI, 6.343-24.133) than WL. There were 24.9% patients with at least one additional Ta/T1 tumour seen with BL (p<0.001), significant also in patients with primary (20.7%; p<0.001) and recurrent cancer (27.7%; p<0.001), and in patients at high risk (27.0%; p<0.001) and intermediate risk (35.7%; p=0.004). In 26.7% of patients, CIS was detected only by BL (p<0.001) and was also significant in patients with primary (28.0%; p<0.001) and recurrent cancer (25.0%; p<0.001). Recurrence rates up to 12 mo were significantly lower overall with BL, 34.5% versus 45.4% (p=0.006; RR: 0.761 [0.627-0.924]), and lower in patients with T1 or CIS (p=0.052; RR: 0.696 [0.482-1.003]), Ta (p=0.040; RR: 0.804 [0.653-0.991]), and in high-risk (p=0.050) and low-risk (p=0.029) subgroups. Some subgroups had too few patients to allow statistically meaningful analysis. Heterogeneity was minimised by the statistical analysis method used. CONCLUSIONS This meta-analysis confirms that HAL BL cystoscopy significantly improves the detection of bladder tumours leading to a reduction of recurrence at 9-12 mo. The benefit is independent of the level of risk and is evident in patients with Ta, T1, CIS, primary, and recurrent cancer.
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