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Reynolds T, Riddick G, Meyers G, Gordon M, Flores Monar GV, Moon D, Moon C. Results Obtained from a Pivotal Validation Trial of a Microsatellite Analysis (MSA) Assay for Bladder Cancer Detection through a Statistical Approach Using a Four-Stage Pipeline of Modern Machine Learning Techniques. Int J Mol Sci 2023; 25:472. [PMID: 38203643 PMCID: PMC10778918 DOI: 10.3390/ijms25010472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Revised: 12/10/2023] [Accepted: 12/19/2023] [Indexed: 01/12/2024] Open
Abstract
Several studies have shown that microsatellite changes can be profiled in urine for the detection of bladder cancer. The use of microsatellite analysis (MSA) for bladder cancer detection requires a comprehensive analysis of as many as 15 to 20 markers, based on the amplification and interpretations of many individual MSA markers, and it can be technically challenging. Here, to develop fast, more efficient, standardized, and less costly MSA for the detection of bladder cancer, we developed three multiplex-polymerase-chain-reaction-(PCR)-based MSA assays, all of which were analyzed via a genetic analyzer. First, we selected 16 MSA markers based on 9 selected publications. Based on samples from Johns Hopkins University (the JHU sample, the first set sample), we developed an MSA based on triplet, three-tube-based multiplex PCR (a Triplet MSA assay). The discovery, validation, and translation of biomarkers for the early detection of cancer are the primary focuses of the Early Detection Research Network (EDRN), an initiative of the National Cancer Institute (NCI). A prospective study sponsored by the EDRN was undertaken to determine the efficacy of a novel set of MSA markers for the early detection of bladder cancer. This work and data analysis were performed through a collaboration between academics and industry partners. In the current study, we undertook a re-analysis of the primary data from the Compass study to enhance the predictive power of the dataset in bladder cancer diagnosis. Using a four-stage pipeline of modern machine learning techniques, including outlier removal with a nonlinear model, correcting for majority/minority class imbalance, feature engineering, and the use of a model-derived variable importance measure to select predictors, we were able to increase the utility of the original dataset to predict the occurrence of bladder cancer. The results of this analysis showed an increase in accuracy (85%), sensitivity (82%), and specificity (83%) compared to the original analysis. The re-analysis of the EDRN study results using machine learning statistical analysis proved to achieve an appropriate level of accuracy, sensitivity, and specificity to support the use of the MSA for bladder cancer detection and monitoring. This assay can be a significant addition to the tools urologists use to both detect primary bladder cancers and monitor recurrent bladder cancer.
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Affiliation(s)
- Thomas Reynolds
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VA 23831, USA; (T.R.); (G.M.)
| | - Gregory Riddick
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VA 23831, USA; (T.R.); (G.M.)
| | - Gregory Meyers
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VA 23831, USA; (T.R.); (G.M.)
| | - Maxie Gordon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.)
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
| | | | - David Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.)
| | - Chulso Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.)
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
- Department of Otolaryngology-Head and Neck Surgery, The Johns Hopkins Medical Institution, Cancer Research Building II, 5M3, 1550 Orleans Street, Baltimore, MD 21205, USA
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Reynolds T, Bertsche K, Moon D, Moon C. Qualification of the Microsatellite Instability Analysis (MSA) for Bladder Cancer Detection: The Technical Challenges of Concordance Analysis. Int J Mol Sci 2023; 25:209. [PMID: 38203379 PMCID: PMC10779061 DOI: 10.3390/ijms25010209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 11/27/2023] [Accepted: 12/07/2023] [Indexed: 01/12/2024] Open
Abstract
Bladder cancer (here we refer to transitional carcinoma of bladder) is a major cause of morbidity and mortality in the Western world, and recent understanding of its etiology, the molecular characteristics associated with its progression, renders bladder cancer an ideal candidate for screening. Cystoscopy is invasive and sometimes carries unwanted complications, but it is the gold standard for the detection of bladder cancer. Urine cytology, while the most commonly used test as an initial screening tool, is of limited value due to its low sensitivity, particularly for low-grade tumors. Several new "molecular assays" for the diagnosis of urothelial cancer have been developed over the last two decades. Here, we have established our new bladder cancer test based on an assay established for the Early Detection Research Network (EDRN) study. As a part of the study, a quality control CLIA/College of American Pathology (CAP) accredited laboratory, (QA Lab), University of Maryland Baltimore Biomarker Reference Laboratory (UMB-BRL), performed quality assurance analysis. Quality assurance measures included a concordance study between the testing laboratory (AIBioTech), also CLIA/CAP accredited, and the QA lab to ensure that the assay was performed and the results were analyzed in a consistent manner. Therefore, following the technical transfer and training of the microsatellite analysis assay to the UMB-BRL and prior to the initiation of analysis of the clinical samples by the testing lab, a series of qualification studies were performed. This report details the steps taken to ensure qualification of the assay and illustrates the technical challenges facing biomarker validation of this kind.
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Affiliation(s)
- Thomas Reynolds
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VI 23831, USA
| | - Katie Bertsche
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VI 23831, USA
| | - David Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA
| | - Chulso Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
- Department of Otolaryngology-Head and Neck Surgery, The Johns Hopkins Medical Institution, Cancer Research Building II, 5M3, 1550 Orleans Street, Baltimore, MD 21205, USA
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Reynolds T, Gordon M, Monar GVF, Moon D, Moon C. Development of Multiplex Polymerase Chain Reaction (PCR)-Based MSA Assay for Bladder Cancer Detection. Int J Mol Sci 2023; 24:13651. [PMID: 37686456 PMCID: PMC10488090 DOI: 10.3390/ijms241713651] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 08/18/2023] [Accepted: 08/28/2023] [Indexed: 09/10/2023] Open
Abstract
Several studies have shown that microsatellite changes can be profiled in the urine to detect bladder cancer. Microsatellite analysis (MSA) of bladder cancer detection requires a comprehensive analysis of up to 15-20 markers based on amplifying and interpreting many individual MSA markers, which can be technically challenging. To develop fast, efficient, standardized, and less costly MSA to detect bladder cancer, we developed three multiplex polymerase chain reaction (PCR) based MSA assays, all of which were analyzed by a genetic analyzer. First, we selected 16 MSA markers based on nine publications. We developed MSA assays based on triplet or three-tube-based multiplex PCR (Triplet MSA assay) using samples from Johns Hopkins University (JHU Sample, first set of samples). In the second set of samples (samples from six cancer patients and fourteen healthy individuals), our Triplet Assay with 15 MSA markers correctly predicted all 6/6 cancer samples to be cancerous and 14/14 healthy samples to be healthy. Although we could improve our report with more clinical information from patient samples and an increased number of cancer patients, our overall results suggest that our Triplet MSA Assay combined with a genetic analyzer is a potentially time- and cost-effective genetic assay for bladder cancer detection and has potential use as a dependable assay in patient care.
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Affiliation(s)
- Thomas Reynolds
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VA 23831, USA
| | - Maxie Gordon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
| | | | - David Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA
| | - Chulso Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
- Department of Otolaryngology-Head and Neck Surgery, The Johns Hopkins Medical Institution, Cancer Research Building II, 5M3, 1550 Orleans Street, Baltimore, MD 21205, USA
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Moon C, Gordon M, Moon D, Reynolds T. Microsatellite Instability Analysis (MSA) for Bladder Cancer: Past History and Future Directions. Int J Mol Sci 2021; 22:ijms222312864. [PMID: 34884669 PMCID: PMC8657622 DOI: 10.3390/ijms222312864] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Revised: 11/11/2021] [Accepted: 11/19/2021] [Indexed: 12/18/2022] Open
Abstract
Microsatellite instability (MSI), the spontaneous loss or gain of nucleotides from repetitive DNA tracts, is a diagnostic phenotype for gastrointestinal, endometrial, colorectal, and bladder cancers; yet a landscape of instability events across a wider variety of cancer types is beginning to be discovered. The epigenetic inactivation of the MLH1 gene is often associated with sporadic MSI cancers. Recent next-generation sequencing (NGS)-based analyses have comprehensively characterized MSI-positive (MSI+) cancers, and several approaches to the detection of the MSI phenotype of tumors using NGS have been developed. Bladder cancer (here we refer to transitional carcinoma of the bladder) is a major cause of morbidity and mortality in the Western world. Cystoscopy, a gold standard for the detection of bladder cancer, is invasive and sometimes carries unwanted complications, while its cost is relatively high. Urine cytology is of limited value due to its low sensitivity, particularly to low-grade tumors. Therefore, over the last two decades, several new "molecular assays" for the diagnosis of urothelial cancer have been developed. Here, we provide an update on the development of a microsatellite instability assay (MSA) and the development of MSA associated with bladder cancers, focusing on findings obtained from urine analysis from bladder cancer patients as compared with individuals without bladder cancer. In our review, based on over 18 publications with approximately 900 sample cohorts, we provide the sensitivity (87% to 90%) and specificity (94% to 98%) of MSA. We also provide a comparative analysis between MSA and other assays, as well as discussing the details of four different FDA-approved assays. We conclude that MSA is a potentially powerful test for bladder cancer detection and may improve the quality of life of bladder cancer patients.
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Affiliation(s)
- Chulso Moon
- Department of Otolaryngology-Head and Neck Surgery, The Johns Hopkins Medical Institution, Cancer Research Building II, 5M3, 1550 Orleans Street, Baltimore, MD 21205, USA
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.); (D.M.)
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
- Correspondence: ; Tel.: +1-(443)-370-5056
| | - Maxie Gordon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.); (D.M.)
- BCD Innovations USA, 10606 Candlewick Road, Lutherville, MD 21093, USA
| | - David Moon
- HJM Cancer Research Foundation Corporation, 10606 Candlewick Road, Lutherville, MD 21093, USA; (M.G.); (D.M.)
| | - Thomas Reynolds
- NEXT Bio-Research Services, LLC, 11601 Ironbridge Road, Suite 101, Chester, VA 23831, USA;
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Sterpetti AV, Costi U, Grande R, D'Ermo G, Sapienza P. De Novo Secondary Adenocarcinoma in the Colon Used as Urinary Diversion Not in Contact with the Fecal Stream: Systematic Review and Meta-analysis. Ann Surg Oncol 2020; 27:2750-2759. [PMID: 32141000 DOI: 10.1245/s10434-020-08300-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Indexed: 12/16/2022]
Abstract
BACKGROUND A systematic review with a meta-analysis was performed to determine the prevalence and risk factors for secondary de novo adenocarcinoma in the colon used as a urinary diversion not exposed to the fecal stream. METHODS The systematic review of the literature identified 47 patients with secondary adenocarcinoma in a colonic urinary diversion not exposed to the fecal stream. RESULTS The diagnosis of secondary adenocarcinoma was determined due to the presence major local symptoms and because the cancer in half of the patients was detected at an advanced stage. Diagnosis at an earlier stage was associated with long-term cancer-free survival. CONCLUSIONS The authors concluded that cystoscopy-colonoscopy screening as suggested by the American Gastroenterology Society for the general population should be applied to patients who have colon urinary diversion not exposed to the fecal stream. For patients with active high-grade inflammation, difficulty with self-catheterization, or symptoms, cystoscopy should be performed earlier. Resection of the tumor at an early stage offers better clinical outcomes with longer survival rates.
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Abstract
It has been known that urinary diversions juxtaposing the urinary and intestinal tracts lead to increased incidence of secondary malignancies. Although tumorigenesis in ureterosigmoidostomies follows the typical course from adenomas to adenocarcinomas, secondary malignancies arising from isolated intestinal diversions are much more heterogeneous. Research over the last half century has unveiled patterns of incidence and progression, while also uncovering possible mechanisms driving the neoplastic changes. In this review, we summarize the current understanding of these unique tumors, with the hope that the knowledge gained may shed light on the etiologies of other cancers arising from the urinary and intestinal tracts.
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Affiliation(s)
- Roger Li
- Department of Urology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Boulevard, Unit 1373, Houston, TX 77030, USA
| | - Janet E Baack Kukreja
- Department of Urology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Boulevard, Unit 1373, Houston, TX 77030, USA
| | - Ashish M Kamat
- Department of Urology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Boulevard, Unit 1373, Houston, TX 77030, USA.
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Biardeau X, Chartier-Kastler E, Rouprêt M, Phé V. Risk of malignancy after augmentation cystoplasty: A systematic review. Neurourol Urodyn 2015; 35:675-82. [DOI: 10.1002/nau.22775] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Accepted: 03/04/2015] [Indexed: 11/06/2022]
Affiliation(s)
- Xavier Biardeau
- Department of Urology; Lille University Hospital; Lille Nord de France University; Lille France
| | - Emmanuel Chartier-Kastler
- Department of Urology; AP-HP; Pitié-Salpêtrière Academic Hospital; Sorbonne Universités; Paris France
| | - Morgan Rouprêt
- Department of Urology; AP-HP; Pitié-Salpêtrière Academic Hospital; Sorbonne Universités; Paris France
- GRC-05; Institut Universitaire de Cancerologie (IUC); University Paris-6; Paris France
| | - Véronique Phé
- Department of Urology; AP-HP; Pitié-Salpêtrière Academic Hospital; Sorbonne Universités; Paris France
- GRC-05; Institut Universitaire de Cancerologie (IUC); University Paris-6; Paris France
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Armah HB, Krasinskas AM, Parwani AV. Tubular adenoma with high-grade dysplasia in the ileal segment 34 years after augmentation ileocystoplasty: report of a first case. Diagn Pathol 2007; 2:29. [PMID: 17697327 PMCID: PMC1995190 DOI: 10.1186/1746-1596-2-29] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2007] [Accepted: 08/13/2007] [Indexed: 11/10/2022] Open
Abstract
Neoplasms of the urinary bladder following augmentation ileocystoplasty are rare. We present the case of a 39-year-old male with a tubular adenoma with high-grade dysplasia in the ileal segment 34 years after augmentation ileocystoplasty to enlarge a post-chemoradiation-induced shrunken bladder. He presented with gross hematuria. Cystoscopy revealed a papillary tumor at the site of ileovesical anastomosis, and transurethral resection was performed. Histologic examination revealed a tubular adenoma with high-grade dysplasia. There are only two previous reports of tubulovillous adenoma in ileal segment after ileocystoplasty, both without high-grade dysplasia. Our observation supports the hypothesis that an ileal neobladder may undergo all the morphologic and molecular changes observed in the development of gastrointestinal adenocarcinoma. Therefore, patients who had an ileal neobladder created should be closely followed.
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Affiliation(s)
- Henry B Armah
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Alyssa M Krasinskas
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Anil V Parwani
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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Abstract
Use of intestinal segments for urinary tract reconstruction has become widespread. In these patients, urologists are increasingly encountering malignancies that may be a direct result of this altered milieu. This review attempts to summarize the current literature on cancer in patients with intestinal segments in their urinary tracts. Although the exact etiology for this increased risk of malignancy is still unclear, several theories have been proposed. Many investigators now recommend annual screening in patients who have intestinal segments in contact with urine beginning 10 years after the initial surgery.
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Affiliation(s)
- Amanda C North
- James Buchanan Brady Urological Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
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Pickard R. Tumour formation within intestinal segments transposed to the urinary tract. World J Urol 2004; 22:227-34. [PMID: 15316739 DOI: 10.1007/s00345-004-0438-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2004] [Accepted: 05/28/2004] [Indexed: 11/26/2022] Open
Abstract
Patients and their urologists are quite rightly concerned about the possibility of neoplastic change within intestinal segments transposed to the lower urinary tract. This fear arises from the occurrence of latent adenocarcinoma arising from the urocolic anastomosis in approximately 10% of patients who underwent ureterosigmoidostomy in childhood. The present text provides an update of previous reviews and details work published since 1990 on epidemiological, experimental and clinical studies. Consideration of the collected evidence confirms the increased risk of colonic neoplasia following mixing of the faecal and urinary stream by ureterosigmoidostomy or its more recent variants. In contrast, the occurrence of tumours within transposed intestinal segments appears more likely to be related to the underlying urinary tract disease for which the surgery was performed rather than exposure of the intestinal mucosa to urine. This conclusion is, however, based on low level evidence and, despite the reassuring findings, caution is advised until more robust data are available to provide a confident risk assessment.
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Affiliation(s)
- Robert Pickard
- School of Surgical and Reproductive Sciences, The Medical School, University of Newcastle upon Tyne, NE2 4HH Newcastle upon Tyne, UK.
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