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Karwacki J, Łątkowska M, Jarocki M, Jaworski A, Szuba P, Poterek A, Lemiński A, Kaczmarek K, Hałoń A, Szydełko T, Małkiewicz B. The clinical meaning of lymphovascular invasion: preoperative predictors and postoperative implications in prostate cancer - a retrospective study. Front Oncol 2024; 14:1349536. [PMID: 38764583 PMCID: PMC11099271 DOI: 10.3389/fonc.2024.1349536] [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: 12/04/2023] [Accepted: 04/22/2024] [Indexed: 05/21/2024] Open
Abstract
Introduction Lymphovascular invasion (LVI) is a pivotal histopathological parameter in prostate cancer (PCa), holding significant prognostic implications. Our study pursued a dual objective: firstly, to identify preoperative factors associated with LVI, aiming to unveil markers facilitating the recognition of patients prone to LVI during postoperative examination; and secondly, to assess postoperative outcomes correlated with LVI. Methods We retrospectively analyzed 861 nonmetastatic PCa patients who underwent radical prostatectomy (RP), investigating preoperative factors and postoperative outcomes. Surgical specimens were processed following established guidelines. Statistical analyses utilized non-parametric tests to assess the association between LVI and both pre- and postoperative factors. Furthermore, logistic regression analyses were utilized to develop models aimed at identifying the most significant predictors of LVI and pN1 status, respectively. Results Numerous preoperative factors exhibited significant correlations with LVI, offering valuable clinical insights. Logistic regression identified magnetic resonance imaging (MRI)-based clinical tumor stage (cT) 3-4, biopsy Gleason Grading Group (GGG) 3-5, preoperative prostate specific antigen (PSA) ≥20 and percentage of positive biopsy cores (PPBC) ≥50% as the strongest preoperative predictors of LVI. Additionally, the study uncovered an association between LVI and postoperative outcomes, including postoperative PSA (p value <0.001), extracapsular extension (ECE) (<0.001), positive surgical margins (PSM) (<0.001), perineural invasion (PNI) (<0.001), pathological tumor stage (pT) (<0.001), pathological lymph node status (pN) (<0.001), postoperative GGG (<0.001), and operative time (0.023). Notably, the study revealed a novel and substantial association between LVI and an increased number of positive lymph nodes in pN+ patients in the univariate analysis (<0.001). Furthermore, we have found an association between LVI and pN1 status in the logistic regression analysis (odds ratio [OR] = 23.905; p <0.001). Conclusion Our findings underscore the pivotal role of LVI in influencing the prognosis of prostate cancer (PCa). The study acknowledges the challenges associated with preoperative LVI assessment and emphasizes the need for future research to unravel the factors associated with this histopathological finding. Significantly, our research stands out as the first, to the best of our knowledge, to reveal the association between LVI and the number of positive lymph nodes in pN+ patients.
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Affiliation(s)
- Jakub Karwacki
- Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
| | | | - Michał Jarocki
- Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
| | - Arkadiusz Jaworski
- Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
| | - Przemysław Szuba
- Faculty of Economics in Opole, WSB University in Wroclaw, Wroclaw, Poland
| | - Adrian Poterek
- Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
| | - Artur Lemiński
- Department of General and Oncologic Urology, Independent Public Regional Hospital in Szczecin, Szczecin, Poland
- Department of Biochemical Sciences, Pomorenian Medical University, Szczecin, Poland
| | - Krystian Kaczmarek
- Department of General and Oncologic Urology, Independent Public Regional Hospital in Szczecin, Szczecin, Poland
| | - Agnieszka Hałoń
- Department of Clinical and Experimental Pathology, Wroclaw Medical University, Wroclaw, Poland
| | - Tomasz Szydełko
- University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
| | - Bartosz Małkiewicz
- Department of Minimally Invasive and Robotic Urology, University Center of Excellence in Urology, Wrocław Medical University, Wrocław, Poland
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Karwacki J, Gurwin A, Jaworski A, Jarocki M, Stodolak M, Dłubak A, Szuba P, Lemiński A, Kaczmarek K, Hałoń A, Szydełko T, Małkiewicz B. Association of Lymphovascular Invasion with Lymph Node Metastases in Prostate Cancer-Lateralization Concept. Cancers (Basel) 2024; 16:925. [PMID: 38473287 DOI: 10.3390/cancers16050925] [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: 01/10/2024] [Revised: 02/11/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND Lymphovascular invasion (LVI) is a vital but often overlooked prognostic factor in prostate cancer. As debates on lymphadenectomy's overtreatment emerge, understanding LVI laterality gains importance. This study pioneers the investigation into PCa, aiming to uncover patterns that could influence tailored surgical strategies in the future. METHODS Data from 96 patients with both LVI and lymph node invasion (LNI) were retrospectively analyzed. All participants underwent radical prostatectomy (RP) with modified-extended pelvic lymph node dissection (mePLND). All specimens underwent histopathological examination. The assessment of LVI was conducted separately for the right and left lobes of the prostate. Associations within subgroups were assessed using U-Mann-Whitney and Kruskal-Wallis tests, as well as Kendall's tau-b coefficient, yielding p-values and odds ratios (ORs). RESULTS Out of the 96 patients, 61 (63.5%) exhibited exclusive left-sided lymphovascular invasion (LVI), 24 (25.0%) had exclusive right-sided LVI, and 11 (11.5%) showed bilateral LVI. Regarding nodal involvement, 23 patients (24.0%) had LNI solely on the left, 25 (26.0%) exclusively on the right, and 48 (50.0%) on both sides. A significant correlation was observed between lateralized LVI and lateralized LNI (p < 0.001), particularly in patients with right-sided LVI only. LN-positive patients with left-sided LVI tended to have higher pT stages (p = 0.047) and increased odds ratios (OR) of bilateral LNI (OR = 2.795; 95% confidence interval [CI]: 1.231-6.348) compared to those with exclusive right-sided LVI (OR = 0.692; 95% CI: 0.525-0.913). CONCLUSIONS Unilateral LVI correlates with ipsilateral LNI in PCa patients with positive LNs, notably in cases of exclusively right-sided LVI. Left-sided LVI associates with higher pT stages and a higher percentage of bilateral LNI cases.
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Affiliation(s)
- Jakub Karwacki
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Adam Gurwin
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Arkadiusz Jaworski
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Michał Jarocki
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Marcel Stodolak
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Andrzej Dłubak
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Przemysław Szuba
- Faculty of Economics in Opole, The WSB University in Wroclaw, Fabryczna 29-31, 53-609 Wroclaw, Poland
| | - Artur Lemiński
- Department of Urology and Urological Oncology, Pomeranian Medical University, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland
- Department of Biochemical Sciences, Pomeranian Medical University, Władysława Broniewskiego 24, 71-460 Szczecin, Poland
| | - Krystian Kaczmarek
- Department of Urology and Urological Oncology, Pomeranian Medical University, Powstańców Wielkopolskich 72, 70-111 Szczecin, Poland
| | - Agnieszka Hałoń
- Department of Clinical and Experimental Pathology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Tomasz Szydełko
- University Center of Excellence in Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
| | - Bartosz Małkiewicz
- University Center of Excellence in Urology, Department of Minimally Invasive and Robotic Urology, Wroclaw Medical University, Borowska 213, 50-556 Wroclaw, Poland
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Jiang S, Suriawinata AA, Hassanpour S. MHAttnSurv: Multi-head attention for survival prediction using whole-slide pathology images. Comput Biol Med 2023; 158:106883. [PMID: 37031509 PMCID: PMC10148238 DOI: 10.1016/j.compbiomed.2023.106883] [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: 10/17/2022] [Revised: 03/10/2023] [Accepted: 03/30/2023] [Indexed: 04/11/2023]
Abstract
Whole slide images (WSI) based survival prediction has attracted increasing interest in pathology. Despite this, extracting prognostic information from WSIs remains a challenging task due to their enormous size and the scarcity of pathologist annotations. Previous studies have utilized multiple instance learning approach to combine information from several randomly sampled patches, but this approach may not be adequate as different visual patterns may contribute unequally to prognosis prediction. In this study, we introduce a multi-head attention mechanism that allows each attention head to independently explore the utility of various visual patterns on a tumor slide, thereby enabling more comprehensive information extraction from WSIs. We evaluated our approach on four cancer types from The Cancer Genome Atlas database. Our model achieved an average c-index of 0.640, outperforming three existing state-of-the-art approaches for WSI-based survival prediction on these datasets. Visualization of attention maps reveals that the attention heads synergistically focus on different morphological patterns, providing additional evidence for the effectiveness of multi-head attention in survival prediction.
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Affiliation(s)
- Shuai Jiang
- Department of Biomedical Data Science, Geisel School of Medicine at Dartmouth, Hanover, NH, 03755, USA
| | - Arief A Suriawinata
- Department of Pathology and Laboratory Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA
| | - Saeed Hassanpour
- Department of Biomedical Data Science, Geisel School of Medicine at Dartmouth, Hanover, NH, 03755, USA; Department of Computer Science, Dartmouth College, Hanover, NH, 03755, USA; Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH, 03755, USA.
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Shi Q, Zhang XX, Shi XQ, Chen Y, Sun C. Identification of rs2736099 as a novel cis-regulatory variation for TERT and implications for tumorigenesis and cell proliferation. J Cancer Res Clin Oncol 2022:10.1007/s00432-022-04372-9. [PMID: 36131156 DOI: 10.1007/s00432-022-04372-9] [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: 09/02/2022] [Accepted: 09/19/2022] [Indexed: 11/29/2022]
Abstract
PURPOSE Lung cancer is a malignant tumor with obvious genetic predisposition. Association studies have proposed that rs2853677, a SNP localizing at intron region of TERT (telomerase reverse transcriptase), is significantly associated with TERT expression, telomere length and eventually lung cancer risk. However, functional genomics work indicates that rs2853677 is not with the ability to alter gene expression. All these facts make us hypothesize that some other genetic variation(s) are in linkage disequilibrium (LD) with rs2853677 and influence TERT expression. METHODS LD pattern in rs2853677 nearby region was analyzed based on 1000 genomes data for three representative populations in the world and functional genomics research was performed for this locus. RESULTS Only one SNP, rs2736099, is in strong LD with rs2853677 in East Asian. Dual-luciferase reporter assay verifies that rs2736099 can regulate gene expression and should be the causal SNP for this disease. Through chromosome conformation capture assay, it is disclosed that the enhancer surrounding rs2736099 can interact with TERT promoter. Through chromatin immunoprecipitation, the transcription factor SP1 (Sp1 transcription factor) is recognized for the chromatin segment spanning rs2736099. CONCLUSIONS Our results provide the missing piece between genetic variation at this locus and lung cancer risk, which is also applied to tumorigenesis in other tissues and cell proliferation.
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Affiliation(s)
- Qiang Shi
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710119, Shaanxi, People's Republic of China.
| | - Xin-Xin Zhang
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710119, Shaanxi, People's Republic of China
| | - Xiao-Qian Shi
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710119, Shaanxi, People's Republic of China
| | - Ying Chen
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710119, Shaanxi, People's Republic of China
| | - Chang Sun
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710119, Shaanxi, People's Republic of China.
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Wibmer AG, Nikolovski I, Chaim J, Lakhman Y, Lefkowitz RA, Sala E, Carlsson SV, Fine SW, Kattan MW, Hricak H, Vargas HA. Local Extent of Prostate Cancer at MRI versus Prostatectomy Histopathology: Associations with Long-term Oncologic Outcomes. Radiology 2021; 302:595-602. [PMID: 34931855 PMCID: PMC8893181 DOI: 10.1148/radiol.210875] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Background It is unknown how the imperfect accuracy of MRI for local staging of prostate cancer relates to oncologic outcomes. Purpose To analyze how staging discordances between MRI and histopathologic evaluation relate to recurrence and survival after radical prostatectomy. Materials and Methods Health Insurance Portability and Accountability Act-compliant retrospective analysis of preprostatectomy T2-weighted prostate MRI (January 2001 to December 2006). Extraprostatic extension and seminal vesicle invasion were assessed by using five-point Likert scales; scores of 4 or higher were classified as positive. Biochemical recurrence (BCR), metastases, and prostate cancer-specific mortality rates were estimated with Kaplan-Meier and Cox models. Results A total of 2160 patients (median age, 60 years; interquartile range, 55-64 years) were evaluated. Among patients with histopathologic extraprostatic (pT3) disease (683 of 2160; 32%), those with organ-confined disease at MRI (384 of 683; 56%) experienced better outcomes than those with concordant extraprostatic disease at MRI and pathologic analysis: 15-year risk for BCR, 30% (95% CI: 22, 40) versus 68% (95% CI: 60, 75); risk for metastases, 14% (95% CI: 8.4, 24) versus 32% (95% CI: 26, 39); risk for prostate cancer-specific mortality, 3% (95% CI: 1, 6) versus 15% (95% CI: 9.5, 23) (P < .001 for all comparisons). Among patients with histopathologic organ-confined disease (pT2) (1477 of 2160; 68%), those with extraprostatic disease at MRI (102 of 1477; 7%) were at higher risk for BCR (27% [95% CI: 19, 37] vs 10% [95% CI: 8, 14]; P < .001), metastases (19% [95% CI: 6, 48] vs 3% [95% CI: 1, 6]; P < .001), and prostate cancer-specific mortality (2% [95% CI: 1, 9] vs 1% [95% CI: 0, 5]; P = .009) than those with concordant organ-confined disease at MRI and pathologic analysis. At multivariable analyses, tumor extent at MRI (hazard ratio range, 4.1-5.2) and histopathologic evaluation (hazard ratio range, 3.6-6.7) was associated with the risk for BCR, metastases, and prostate cancer-specific mortality (P < .001 for all analyses). Conclusion The local extent of prostate cancer at MRI is associated with oncologic outcomes after prostatectomy, independent of pathologic tumor stage. This might inform a strategy on how to integrate MRI into a clinical staging algorithm. © RSNA, 2022 Online supplemental material is available for this article. See also the editorial by Gottlieb in this issue.
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Karakoc S, Celik S, Kaya N, Bozkurt O, Ellidokuz H, Tuna B, Yorukoglu K, Mungan MU. Prognostic value of intraductal carcinoma for adjuvant radiotherapy candidates after radical prostatectomy. Int J Clin Pract 2021; 75:e14099. [PMID: 33619822 DOI: 10.1111/ijcp.14099] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Accepted: 02/18/2021] [Indexed: 01/17/2023] Open
Abstract
OBJECTIVE To investigate the prognostic significance of intraductal carcinoma of the prostate (IDC-P) in radical prostatectomy (RP) specimens and predictive value of IDC-P for biochemical recurrence and adjuvant therapy decision. METHOD We retrospectively evaluated patients who were performed RP between 2000 and 2014. Among, 67 patients who had stage pT3a tumour with negative surgical margin (Group 1, n = 35) and who had stage pT2 tumour with positive surgical margin (Group 2, n = 32) were included in the study. RP specimens were re-evaluated for the presence of IDC-P component and other prognostic factors. In both the groups, prognostic factors were compared according to the presence of IDC-P and biochemical recurrence status. RESULTS In Group 1, IDC-P was detected in five cases and biochemical recurrence was detected in three cases. Patients with IDC-P showed significantly higher biochemical recurrence than those without IDC-P (P = .002). In univariate analysis, IDC-P was found to be significantly associated with worse progression-free survival (P < .001). In Group 2, IDC-P was detected in four cases and biochemical recurrence was detected in 10 cases. Also, tumour volume was significantly higher in patients with IDC-P than those without IDC-P (P = .02). IDC-P was also significantly associated with worse progression-free survival in Group 2 (P = .033). CONCLUSIONS In both the groups, IDC-P was a prognostic factor for progression-free survival and/or biochemical recurrence. Especially in these patients, the presence of IDC-P might be helpful for postoperative adjuvant therapy management decision.
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Affiliation(s)
- Sedat Karakoc
- Department of Urology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Serdar Celik
- Department of Urology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Nilhan Kaya
- Department of Pathology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Ozan Bozkurt
- Department of Urology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Hulya Ellidokuz
- Institute of Oncology, Department of Preventive Oncology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Burcin Tuna
- Department of Pathology, Dokuz Eylul University Hospital, Izmir, Turkey
| | - Kutsal Yorukoglu
- Department of Pathology, Dokuz Eylul University Hospital, Izmir, Turkey
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7
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Chen E, Cario CL, Leong L, Lopez K, Márquez CP, Chu C, Li PS, Oropeza E, Tenggara I, Cowan J, Simko JP, Chan JM, Friedlander T, Wyatt AW, Aggarwal R, Paris PL, Carroll PR, Feng F, Witte JS. Cell-free DNA concentration and fragment size as a biomarker for prostate cancer. Sci Rep 2021; 11:5040. [PMID: 33658587 PMCID: PMC7930042 DOI: 10.1038/s41598-021-84507-z] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Accepted: 02/17/2021] [Indexed: 01/09/2023] Open
Abstract
Prostate cancer is the most commonly diagnosed neoplasm in American men. Although existing biomarkers may detect localized prostate cancer, additional strategies are necessary for improving detection and identifying aggressive disease that may require further intervention. One promising, minimally invasive biomarker is cell-free DNA (cfDNA), which consist of short DNA fragments released into circulation by dying or lysed cells that may reflect underlying cancer. Here we investigated whether differences in cfDNA concentration and cfDNA fragment size could improve the sensitivity for detecting more advanced and aggressive prostate cancer. This study included 268 individuals: 34 healthy controls, 112 men with localized prostate cancer who underwent radical prostatectomy (RP), and 122 men with metastatic castration-resistant prostate cancer (mCRPC). Plasma cfDNA concentration and fragment size were quantified with the Qubit 3.0 and the 2100 Bioanalyzer. The potential relationship between cfDNA concentration or fragment size and localized or mCRPC prostate cancer was evaluated with descriptive statistics, logistic regression, and area under the curve analysis with cross-validation. Plasma cfDNA concentrations were elevated in mCRPC patients in comparison to localized disease (OR5ng/mL = 1.34, P = 0.027) or to being a control (OR5ng/mL = 1.69, P = 0.034). Decreased average fragment size was associated with an increased risk of localized disease compared to controls (OR5bp = 0.77, P = 0.0008). This study suggests that while cfDNA concentration can identify mCRPC patients, it is unable to distinguish between healthy individuals and patients with localized prostate cancer. In addition to PSA, average cfDNA fragment size may be an alternative that can differentiate between healthy individuals and those with localized disease, but the low sensitivity and specificity results in an imperfect diagnostic marker. While quantification of cfDNA may provide a quick, cost-effective approach to help guide treatment decisions in advanced disease, its use is limited in the setting of localized prostate cancer.
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Affiliation(s)
- Emmalyn Chen
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Clinton L Cario
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Lancelote Leong
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Karen Lopez
- Department of Urology, University of California, San Francisco, CA, USA
| | - César P Márquez
- Division of Hematology/Oncology, University of California, San Francisco, CA, USA.,School of Medicine, Stanford University, Stanford, CA, USA
| | - Carissa Chu
- Department of Urology, University of California, San Francisco, CA, USA
| | - Patricia S Li
- Department of Urology, University of California, San Francisco, CA, USA
| | - Erica Oropeza
- Department of Urology, University of California, San Francisco, CA, USA
| | - Imelda Tenggara
- Department of Urology, University of California, San Francisco, CA, USA
| | - Janet Cowan
- Department of Urology, University of California, San Francisco, CA, USA
| | - Jeffry P Simko
- Department of Urology, University of California, San Francisco, CA, USA.,Department of Anatomic Pathology, University of California, San Francisco, CA, USA
| | - June M Chan
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA.,Department of Urology, University of California, San Francisco, CA, USA
| | - Terence Friedlander
- Division of Hematology/Oncology, University of California, San Francisco, CA, USA
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Rahul Aggarwal
- Division of Hematology/Oncology, University of California, San Francisco, CA, USA
| | - Pamela L Paris
- Department of Urology, University of California, San Francisco, CA, USA
| | - Peter R Carroll
- Department of Urology, University of California, San Francisco, CA, USA
| | - Felix Feng
- Department of Urology, University of California, San Francisco, CA, USA.,Department of Radiation Oncology, University of California, San Francisco, CA, USA
| | - John S Witte
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA. .,Department of Urology, University of California, San Francisco, CA, USA.
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8
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Celik S, Eker A, Bozkurt İH, Bolat D, Basmacı İ, Şefik E, Değirmenci T, Günlüsoy B. Factors affecting biochemical recurrence of prostate cancer after radical prostatectomy in patients with positive and negative surgical margin. Prostate Int 2020; 8:178-184. [PMID: 33425796 PMCID: PMC7767941 DOI: 10.1016/j.prnil.2020.08.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 08/12/2020] [Accepted: 08/30/2020] [Indexed: 11/25/2022] Open
Abstract
Purpose To investigate the clinical and pathological predictive factors affecting biochemical recurrence (BCR) after radical prostatectomy (RP) in patients with positive and negative surgical margin (SM). Methods Patients who underwent RP were retrospectively reviewed for the study. Demographic, clinical, pathological and oncological data were evaluated. All data were compared between patients with positive SM and negative SM to detect factors associated with SM status. Later, patients were divided into two groups as BCR-negative and BCR-positive groups. Data were separately compared between BCR groups for all patients, SM-negative and SM-positive patients, respectively. Results A total of 254 patients with a mean age of 63.5 years and the mean prostate-specific antigen of 10.9 ng/ml were evaluated in the study. SM positivity was found to be an independent prognostic factor for BCR (p = 0.013, Odds Ratio (OR): 0.267, 95% Confidence Interval (CI): 0.094-0.755). In SM-positive patients, biopsy Gleason Score and International Society of Urological Pathology grade were found to be independent predictive factors for BCR (p < 0.05). However, only tumor to SM distance (TSMD) was found to be an independent risk factor for BCR (p = 0.024) in SM-negative patients. The predictive cutoff value of the TSMD was found to be 75 μm for BCR (100% sensitivity and 63.9% specificity) (AUC = 0.803, p = 0.024). Although all of 46 patients with >75 μm TSMD were recurrence free, 5 of 31 patients with <75 μm TSMD had BCR (p = 0.009; OR: 0.839 CI: 0.719-0.979). Conclusion High Gleason Score and International Society of Urological Pathology grade of biopsy were found to be associated with BCR in SM-positive patients. For SM-negative patients, only TSMD was found to be associated with BCR after RP.
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Affiliation(s)
- Serdar Celik
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey.,Dokuz Eylul University, Institute of Oncology, Department of Basic Oncology, Izmir, Turkey
| | - Anıl Eker
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - İbrahim Halil Bozkurt
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - Deniz Bolat
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - İsmail Basmacı
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - Ertuğrul Şefik
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - Tansu Değirmenci
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
| | - Bülent Günlüsoy
- Health Science University, Izmir Bozyaka Training and Research Hospital, Urology Clinic, Izmir, Turkey
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9
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Gomez-Iturriaga A, Büchser D, Miguel IS, Marban M, Urresola A, Ezquerro A, Gil A, Suarez F, Gonzalez A, Mairata E, Martinez-Indart L, Cacicedo J, Couñago F, Mínguez P, Casquero F. MRI detected extaprostatic extension (EPE) in prostate cancer: Do all T3a patients have the same outcomes? Clin Transl Radiat Oncol 2020; 24:135-139. [PMID: 32875127 PMCID: PMC7451735 DOI: 10.1016/j.ctro.2020.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Accepted: 08/11/2020] [Indexed: 10/31/2022] Open
Abstract
MRI-detected T3a prostate cancer is a heterogeneous disease. This post-hoc analysis of a prospective trial found that patients with T3a disease presenting obliteration of the recto-prostatic angle, contact-asymmetry of neuro-vascular bundle and periprostatic fat invasion, may be at higher risk of biochemical failure and metastases.
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Affiliation(s)
- A Gomez-Iturriaga
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - D Büchser
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - I San Miguel
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - M Marban
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain.,Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - A Urresola
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - A Ezquerro
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - A Gil
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - F Suarez
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - A Gonzalez
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - E Mairata
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - L Martinez-Indart
- Hospital Universitario Cruces/Biocruces Health Research Institute, Clinical Epidemiology Unit, Barakaldo, Spain
| | - J Cacicedo
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - F Couñago
- Department of Radiation Oncology, Hospital Universitario Quirón salud Madrid, 28223 Pozuelo de Alarcón, Madrid, Spain
| | - P Mínguez
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
| | - F Casquero
- Hospital Universitario Cruces/Biocruces Bizkaia Health Research Institute, Radiation Oncology, Barakaldo, Spain
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10
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Rho MJ, Park J, Moon HW, Lee C, Nam S, Kim D, Kim CS, Jeon SS, Kang M, Lee JY. Dr. Answer AI for prostate cancer: Clinical outcome prediction model and service. PLoS One 2020; 15:e0236553. [PMID: 32756597 PMCID: PMC7406030 DOI: 10.1371/journal.pone.0236553] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Accepted: 07/08/2020] [Indexed: 11/25/2022] Open
Abstract
Objectives The importance of clinical outcome prediction models using artificial intelligence (AI) is being emphasized owing to the increasing necessity of developing a clinical decision support system (CDSS) employing AI. Therefore, in this study, we proposed a “Dr. Answer” AI software based on the clinical outcome prediction model for prostate cancer treated with radical prostatectomy. Methods The Dr. Answer AI was developed based on a clinical outcome prediction model, with a user-friendly interface. We used 7,128 clinical data of prostate cancer treated with radical prostatectomy from three hospitals. An outcome prediction model was developed to calculate the probability of occurrence of 1) tumor, node, and metastasis (TNM) staging, 2) extracapsular extension, 3) seminal vesicle invasion, and 4) lymph node metastasis. Random forest and k-nearest neighbors algorithms were used, and the proposed system was compared with previous algorithms. Results Random forest exhibited good performance for TNM staging (recall value: 76.98%), while k-nearest neighbors exhibited good performance for extracapsular extension, seminal vesicle invasion, and lymph node metastasis (80.24%, 98.67%, and 95.45%, respectively). The Dr. Answer AI software consisted of three primary service structures: 1) patient information, 2) clinical outcome prediction, and outcomes according to the National Comprehensive Cancer Network guideline. Conclusion The proposed clinical outcome prediction model could function as an effective CDSS, supporting the decisions of the physicians, while enabling the patients to understand their treatment outcomes. The Dr. Answer AI software for prostate cancer helps the doctors to explain the treatment outcomes to the patients, allowing the patients to be more confident about their treatment plans.
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Affiliation(s)
- Mi Jung Rho
- Catholic Cancer Research Institute, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jihwan Park
- Department of Biomedicine & Health Sciences, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- Department of Urology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Hyong Woo Moon
- Department of Urology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | | | - Sejin Nam
- LifeSemantics, Seoul, Republic of Korea
| | | | - Choung-Soo Kim
- Department of Urology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Seong Soo Jeon
- Department of Urology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Minyong Kang
- Department of Urology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
- Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
| | - Ji Youl Lee
- Department of Urology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- * E-mail:
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11
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Erdem S, Verep S, Bagbudar S, Ozluk Y, Sanli O, Ozcan F. The clinical predictive factors and postoperative histopathological parameters associated with upgrading after radical prostatectomy: A contemporary analysis with grade groups. Prostate 2020; 80:225-234. [PMID: 31794085 DOI: 10.1002/pros.23936] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Accepted: 11/22/2019] [Indexed: 02/02/2023]
Abstract
BACKGROUND AND AIM Upgrading after radical prostatectomy (RP) is an ongoing problem since first description of Gleason score. In this retrospective study, our aim is to investigate upgrading after RP in grade groups (GG) and clinical predictive, and postoperative histopathological factors associated with GG upgrading (GGU). PATIENTS AND METHODS A total of 753 patients undergoing RP between January 2006 and June 2019 at our institution were investigated. Overall cohort were divided into two groups according to GGU status after RP as nonupgrading and upgrading. Retrospectively documented preoperative clinical and postoperative histopathological parameters were compared between two groups. Furthermore, we investigated a subgroup of institutional cohort (n = 398) whose prostate biopsy (Pbx) and RP were performed in our institution and we also divided this cohort into two groups according to GGU status. χ2 and Mann-Whitney U tests were used for comparative analyses. The independent preoperative predictive and postoperative histopathological factors associated with GGU were investigated using multivariate logistic regression analysis. RESULTS The total GGU was 55.8% in overall cohort and 45.2% in institutional cohort. The GGU was found as the most common in bioptic GG1 group in both overall (64.0%), and institutional (54.5%) cohorts. In multivariate analyses, the noninstitutional Pbx (odds ratio [OR] = 2.56; 95% confidence interval [CI]: 1.86-3.51; P < .001), tumor positive core numbers in Pbx (OR = 1.11; 95%CI: 1.04-1.19; P = .003), increased prostate specific antigen (PSA) density (OR = 3.59; 95%CI: 1.03-12.52, P = .045) and age (OR = 1.03; 95%CI: 1.00-1.05, P = .046) were independent clinical predictors of GGU in overall cohort whereas only increased PSA density (OR = 5.94; 95%CI: 1.28-27.50; P = .023) was independent predictor in institutional cohort. Among postoperative histopathological factors, perineural invasion (OR = 1.57; 95%CI: 1.70-3.87; P < .001 and OR = 2.53; 95%CI: 1.46-4.40; P = .001, respectively), increased maximum tumor diameter (OR = 1.46; 95%CI: 1.23-1.73; P < .001 and OR = 1.33; 95%CI: 1.07-1.66; P = .010, respectively), and high-grade prostatic intraepithelial neoplasia (HGPIN) existence at tumor surrounding tissue (OR = 1.96; 95%CI: 1.32-2.90; P = .001 and OR = 1.87; 95%CI: 1.10-3.21; P = .022, respectively) were independently associated with GGU after RP, in both of overall and institutional cohorts. CONCLUSIONS Noninstitutional prostate biopsy, increased PSA density, higher tumor positive cores in Pbx and older age are the clinical predictors of upgrading after RP in contemporary GG. Perineural invasion, increased maximum tumor diameter, and HGPIN existence at tumor surrounding tissue are postoperative histopathological factors associated with GGU.
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Affiliation(s)
- Selcuk Erdem
- Department of Urology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
| | - Samed Verep
- Department of Urology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
| | - Sidar Bagbudar
- Department of Pathology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
| | - Yasemin Ozluk
- Department of Pathology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
| | - Oner Sanli
- Department of Urology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
| | - Faruk Ozcan
- Department of Urology, Istanbul University Istanbul Faculty of Medicine, Istanbul, Turkey
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12
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March B, Faulkner S, Jobling P, Steigler A, Blatt A, Denham J, Hondermarck H. Tumour innervation and neurosignalling in prostate cancer. Nat Rev Urol 2020; 17:119-130. [PMID: 31937919 DOI: 10.1038/s41585-019-0274-3] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/11/2019] [Indexed: 01/06/2023]
Abstract
Prostate cancer progression has been shown to be dependent on the development of autonomic nerves into the tumour microenvironment. Sympathetic nerves activate adrenergic neurosignalling that is necessary in early stages of tumour progression and for initiating an angiogenic switch, whereas parasympathetic nerves activate cholinergic neurosignalling resulting in tumour dissemination and metastasis. The innervation of prostate cancer seems to be initiated by neurotrophic growth factors, such as the precursor to nerve growth factor secreted by tumour cells, and the contribution of brain-derived neural progenitor cells has also been reported. Current experimental, epidemiological and clinical evidence shows the stimulatory effect of tumour innervation and neurosignalling in prostate cancer. Using nerves and neurosignalling could have value in the management of prostate cancer by predicting aggressive disease, treating localized disease through denervation and relieving cancer-associated pain in bone metastases.
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Affiliation(s)
- Brayden March
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia.,Department of Surgery, John Hunter Hospital, New Lambton Heights, NSW, Australia.,Hunter Medical Research Institute, University of Newcastle, New Lambton, NSW, Australia
| | - Sam Faulkner
- Hunter Medical Research Institute, University of Newcastle, New Lambton, NSW, Australia.,School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
| | - Phillip Jobling
- Hunter Medical Research Institute, University of Newcastle, New Lambton, NSW, Australia.,School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
| | - Allison Steigler
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia.,Newcastle Calvary Mater Hospital, Waratah, NSW, Australia
| | - Alison Blatt
- Department of Surgery, John Hunter Hospital, New Lambton Heights, NSW, Australia
| | - Jim Denham
- School of Medicine and Public Health, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia.,Newcastle Calvary Mater Hospital, Waratah, NSW, Australia
| | - Hubert Hondermarck
- Hunter Medical Research Institute, University of Newcastle, New Lambton, NSW, Australia. .,School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia.
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13
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Nakamura Y, Miyata Y, Matsuo T, Shida Y, Hakariya T, Ohba K, Taima T, Ito A, Suda T, Hakomori SI, Saito S, Sakai H. Stage-specific embryonic antigen-4 is a histological marker reflecting the malignant behavior of prostate cancer. Glycoconj J 2019; 36:409-418. [PMID: 31243630 PMCID: PMC6744380 DOI: 10.1007/s10719-019-09882-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2019] [Revised: 05/15/2019] [Accepted: 06/20/2019] [Indexed: 12/20/2022]
Abstract
Stage-specific embryonic antigen-4 (SSEA-4), a specific marker for pluripotent stem cells, plays an important role in the malignant behavior of several cancers. Here, SSEA-4 expression was evaluated by immunohistochemistry using monoclonal antibody RM1 specific to SSEA-4 in 181 and 117 prostate cancer (PC) specimens obtained by biopsy and radical prostatectomy (RP), respectively. The relationships between SSEA-4 expression in cancer cells or the presence of SSEA-4-positive tumor-infiltrating immune cells (TICs) and clinicopathological parameters were analyzed. SSEA-4 expression in cancer cells was significantly associated with Gleason score, local progression, and lymph node and distant metastasis. In RP specimens, high SSEA-4 expression in cancer cells and the presence of SSEA-4-positive TICs were significant predictors of pT3, i.e., invasion and worse biochemical recurrence (BCR) after RP, respectively, in univariate analysis. In contrast, combination of high SSEA-4 expression in cancer cells and the presence of SSEA-4-positive TICs was an independent predictor for pT3 and BCR in multivariate analysis. Biologically this combination was also independently associated with suppression of apoptosis. Thus, the co-expression of SSEA-4 in cancer cells and TICs may have crucial roles in the malignant aggressiveness and prognosis of PC. Invasive potential and suppression of apoptosis may be linked to SSEA-4 expression.
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Affiliation(s)
- Yuichiro Nakamura
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
| | - Yasuyoshi Miyata
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan.
| | - Tomohiro Matsuo
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
| | - Yohei Shida
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
| | - Tomoaki Hakariya
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
| | - Kojiro Ohba
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
| | - Takenobu Taima
- Department of Urology, Tohoku University Graduate School of Medicine, Miyagi, 980-8574, Japan
| | - Akihiro Ito
- Department of Urology, Tohoku University Graduate School of Medicine, Miyagi, 980-8574, Japan
| | - Tetsuji Suda
- Department of Urology, University of the Ryukyus, Okinawa, 903-0215, Japan
| | - Sen-Itiroh Hakomori
- Departments of Pathobiology and Global Health, University of Washington, Seattle, WA, 98112, USA
| | - Seiichi Saito
- Department of Urology, University of the Ryukyus, Okinawa, 903-0215, Japan
| | - Hideki Sakai
- Department of Urology, Nagasaki University Graduate School of Biomedical Sciences, 1-7-1 Sakamoto, Nagasaki, 852-8501, Japan
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