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Rossi E, Boldrini L, Maratta MG, Gatta R, Votta C, Tortora G, Schinzari G. Radiomics to predict immunotherapy efficacy in advanced renal cell carcinoma: A retrospective study. Hum Vaccin Immunother 2023; 19:2172926. [PMID: 36723981 PMCID: PMC10012916 DOI: 10.1080/21645515.2023.2172926] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Immunotherapy has become a cornerstone for the treatment of renal cell carcinoma. Nevertheless, some patients are resistant to immune checkpoint inhibitors. The possibility to identify patients who cannot benefit from immunotherapy is a relevant clinical challenge. We analyzed the association between several radiomics features and response to immunotherapy in 53 patients treated with checkpoint inhibitors for advanced renal cell carcinoma. We found that the following features are associated with progression of disease as best tumor response: F_stat.range (p < .0004), F_stat.max (p < .0007), F_stat.var (p < .0016), F_stat.uniformity (p < .0020), F_stat.90thpercentile (p < .0050). Gross tumor volumes characterized by high values of F_stat.var and F_stat.max (greater than 60,000 and greater than 300, respectively) are most likely related to a high risk of progression. Further analyses are warranted to confirm these results. Radiomics, together with other potential predictive factors, such as gut microbiota, genetic features or circulating immune molecules, could allow a personalized treatment for patients with advanced renal cell carcinoma.
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Affiliation(s)
- Ernesto Rossi
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Luca Boldrini
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Maria Grazia Maratta
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Roberto Gatta
- Dipartimento di Scienze Cliniche e Sperimentali, Universitá degli Studi di Brescia, Brescia, Italy.,Department of Oncology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Claudio Votta
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Giampaolo Tortora
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.,Medical Oncology, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Giovanni Schinzari
- Medical Oncology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.,Medical Oncology, Università Cattolica del Sacro Cuore, Rome, Italy
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2
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Lu X, Vano YA, Su X, Helleux A, Lindner V, Mouawad R, Spano JP, Rouprêt M, Compérat E, Verkarre V, Sun CM, Bennamoun M, Lang H, Barthelemy P, Cheng W, Xu L, Davidson I, Yan F, Fridman WH, Sautes-Fridman C, Oudard S, Malouf GG. Silencing of genes by promoter hypermethylation shapes tumor microenvironment and resistance to immunotherapy in clear-cell renal cell carcinomas. Cell Rep Med 2023; 4:101287. [PMID: 37967556 PMCID: PMC10694769 DOI: 10.1016/j.xcrm.2023.101287] [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: 05/08/2023] [Revised: 07/21/2023] [Accepted: 10/19/2023] [Indexed: 11/17/2023]
Abstract
The efficacy of immune checkpoint inhibitors varies in clear-cell renal cell carcinoma (ccRCC), with notable primary resistance among patients. Here, we integrate epigenetic (DNA methylation) and transcriptome data to identify a ccRCC subtype characterized by cancer-specific promoter hypermethylation and epigenetic silencing of Polycomb targets. We develop and validate an index of methylation-based epigenetic silencing (iMES) that predicts primary resistance to immune checkpoint inhibition (ICI) in the BIONIKK trial. High iMES is associated with VEGF pathway silencing, endothelial cell depletion, immune activation/suppression, EZH2 activation, BAP1/SETD2 deficiency, and resistance to ICI. Combination therapy with hypomethylating agents or tyrosine kinase inhibitors may benefit patients with high iMES. Intriguingly, tumors with low iMES exhibit increased endothelial cells and improved ICI response, suggesting the importance of angiogenesis in ICI treatment. We also develop a transcriptome-based analogous system for extended applicability of iMES. Our study underscores the interplay between epigenetic alterations and tumor microenvironment in determining immunotherapy response.
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Affiliation(s)
- Xiaofan Lu
- Department of Cancer and Functional Genomics, Institute of Genetics and Molecular and Cellular Biology, CNRS/INSERM/UNISTRA, 67400 Illkirch, France
| | - Yann-Alexandre Vano
- Department of Medical Oncology, Hôpital Européen Georges Pompidou, Institut du Cancer Paris CARPEM, AP-HP, Université Paris Cité, Paris, France; Centre de Recherche Cordeliers, INSERM 1138, Université de Paris Cité, Sorbonne Université, Equipe labellisée Ligue contre le Cancer, 75006 Paris, France
| | - Xiaoping Su
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Alexandra Helleux
- Department of Cancer and Functional Genomics, Institute of Genetics and Molecular and Cellular Biology, CNRS/INSERM/UNISTRA, 67400 Illkirch, France
| | - Véronique Lindner
- Department of Pathology, Strasbourg University Hospital, Strasbourg, France
| | - Roger Mouawad
- Department of Medical Oncology, Sorbonne University, AP-HP, Hôpital Pitié-Salpêtrière, Paris, France
| | - Jean-Philippe Spano
- Department of Medical Oncology, Sorbonne University, AP-HP, Hôpital Pitié-Salpêtrière, Paris, France
| | - Morgan Rouprêt
- Sorbonne University, GRC 5 P, UKredictive Onco-Uro, AP-HP, Urology, Pitié-Salpêtrière Hospital, 75013 Paris, France
| | - Eva Compérat
- Department of Pathology, Sorbonne University, AP-HP, Hôpital Tenon, Paris, France
| | - Virginie Verkarre
- Department of Pathology, Hôpital Européen Georges Pompidou, Institut du Cancer Paris CARPEM, AP-HP, Université Paris Cité, Paris, France
| | - Cheng-Ming Sun
- Centre de Recherche Cordeliers, INSERM 1138, Université de Paris Cité, Sorbonne Université, Equipe labellisée Ligue contre le Cancer, 75006 Paris, France
| | - Mostefa Bennamoun
- Department of Medical Oncology, Institut Mutualiste Montsouris, Paris, France
| | - Hervé Lang
- Department of Urology, Strasbourg University Hospital, Strasbourg, France
| | - Philippe Barthelemy
- Department of Medical Oncology, Strasbourg University, Institut de Cancérologie de Strasbourg, Strasbourg, France
| | - Wenxuan Cheng
- Research Center of Biostatistics and Computational Pharmacy, China Pharmaceutical University, Nanjing, P.R. China
| | - Li Xu
- Research Center of Biostatistics and Computational Pharmacy, China Pharmaceutical University, Nanjing, P.R. China
| | - Irwin Davidson
- Department of Cancer and Functional Genomics, Institute of Genetics and Molecular and Cellular Biology, CNRS/INSERM/UNISTRA, 67400 Illkirch, France
| | - Fangrong Yan
- Research Center of Biostatistics and Computational Pharmacy, China Pharmaceutical University, Nanjing, P.R. China
| | - Wolf Hervé Fridman
- Centre de Recherche Cordeliers, INSERM 1138, Université de Paris Cité, Sorbonne Université, Equipe labellisée Ligue contre le Cancer, 75006 Paris, France
| | - Catherine Sautes-Fridman
- Centre de Recherche Cordeliers, INSERM 1138, Université de Paris Cité, Sorbonne Université, Equipe labellisée Ligue contre le Cancer, 75006 Paris, France
| | - Stéphane Oudard
- Centre de Recherche Cordeliers, INSERM 1138, Université de Paris Cité, Sorbonne Université, Equipe labellisée Ligue contre le Cancer, 75006 Paris, France
| | - Gabriel G Malouf
- Department of Cancer and Functional Genomics, Institute of Genetics and Molecular and Cellular Biology, CNRS/INSERM/UNISTRA, 67400 Illkirch, France; Department of Medical Oncology, Strasbourg University, Institut de Cancérologie de Strasbourg, Strasbourg, France.
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3
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Frankowska K, Zarobkiewicz M, Dąbrowska I, Bojarska-Junak A. Tumor infiltrating lymphocytes and radiological picture of the tumor. Med Oncol 2023; 40:176. [PMID: 37178270 PMCID: PMC10182948 DOI: 10.1007/s12032-023-02036-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 04/24/2023] [Indexed: 05/15/2023]
Abstract
Tumor microenvironment (TME) is a complex entity that includes besides the tumor cells also a whole range of immune cells. Among various populations of immune cells infiltrating the tumor, tumor infiltrating lymphocytes (TILs) are a population of lymphocytes characterized by high reactivity against the tumor component. As, TILs play a key role in mediating responses to several types of therapy and significantly improve patient outcomes in some cancer types including for instance breast cancer and lung cancer, their assessment has become a good predictive tool in the evaluation of potential treatment efficacy. Currently, the evaluation of the density of TILs infiltration is performed by histopathological. However, recent studies have shed light on potential utility of several imaging methods, including ultrasonography, magnetic resonance imaging (MRI), positron emission tomography-computed tomography (PET-CT), and radiomics, in the assessment of TILs levels. The greatest attention concerning the utility of radiology methods is directed to breast and lung cancers, nevertheless imaging methods of TILs are constantly being developed also for other malignancies. Here, we focus on reviewing the radiological methods used to assess the level of TILs in different cancer types and on the extraction of the most favorable radiological features assessed by each method.
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Affiliation(s)
- Karolina Frankowska
- Department of Clinical Immunology, Medical University of Lublin, Lublin, Poland
| | - Michał Zarobkiewicz
- Department of Clinical Immunology, Medical University of Lublin, Lublin, Poland.
| | - Izabela Dąbrowska
- Department of Interventional Radiology and Neuroradiology, Medical University of Lublin, Lublin, Poland
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Validation of the Meet-URO score in patients with metastatic renal cell carcinoma receiving first-line nivolumab and ipilimumab in the Italian Expanded Access Program. ESMO Open 2022; 7:100634. [PMID: 36493602 PMCID: PMC9808473 DOI: 10.1016/j.esmoop.2022.100634] [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: 07/28/2022] [Revised: 10/11/2022] [Accepted: 10/13/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND The Meet-URO score allowed a more accurate prognostication than the International Metastatic RCC Database Consortium (IMDC) for patients with pre-treated metastatic renal cell carcinoma (mRCC) by adding the pre-treatment neutrophil-to-lymphocyte ratio and presence of bone metastases. MATERIALS AND METHODS A post hoc analysis was carried out to validate the Meet-URO score on the overall survival (OS) of patients with IMDC intermediate-poor-risk mRCC treated with first-line nivolumab plus ipilimumab within the prospective Italian Expanded Access Programme (EAP). We additionally considered progression-free survival (PFS) and disease response rates. Harrell's c-index was calculated to compare the accuracy of survival prediction. RESULTS Overall the EAP included 306 patients, with a median follow-up of 12.2 months, median OS was not reached, 1-year OS was 66.8% and median PFS was 7.9 months. By univariable analysis, both the IMDC score and the two additional variables of the Meet-URO score were associated with either OS or PFS (P < 0.001 for all comparisons). The four Meet-URO risk groups (G) had 1-year OS of 92%, 72%, 50% and 21% for G2 (29.1% of patients), G3 (28.8%), G4 (33.0%) and G5 (9.1%), respectively. OS was significantly shorter in each consecutive G (P = 0.001 for G3, P < 0.001 for both G4 and G5 compared to G2). Similarly, Meet-URO Gs 2-5 showed decreasing median PFS and response rates. The Meet-URO score showed the highest c-index for both OS (0.73) and PFS (0.67). Limitations include the post hoc nature of this analysis and the lack of a comparative arm to assess predictive value. CONCLUSION The Meet-URO score appeared to show better prognostic classification than the IMDC alone in patients with mRCC at IMDC intermediate-poor risk treated with first-line nivolumab and ipilimumab.
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5
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Rebuzzi SE, Signori A, Stellato M, Santini D, Maruzzo M, De Giorgi U, Pedrazzoli P, Galli L, Zucali PA, Fantinel E, Carella C, Procopio G, Milella M, Boccardo F, Fratino L, Sabbatini R, Ricotta R, Panni S, Massari F, Sorarù M, Santoni M, Cortellini A, Prati V, Soto Parra H, Atzori F, Di Napoli M, Caffo O, Messina M, Morelli F, Prati G, Nolè F, Vignani F, Cavo A, Roviello G, Llaja Obispo MA, Porta C, Buti S, Fornarini G, Banna GL. The prognostic value of baseline and early variations of peripheral blood inflammatory ratios and their cellular components in patients with metastatic renal cell carcinoma treated with nivolumab: The Δ-Meet-URO analysis. Front Oncol 2022; 12:955501. [PMID: 36212433 PMCID: PMC9541611 DOI: 10.3389/fonc.2022.955501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Accepted: 08/23/2022] [Indexed: 11/14/2022] Open
Abstract
Background Treatment choice for metastatic renal cell carcinoma (mRCC) patients is still based on baseline clinical and laboratory factors. Methods By a pre-specified analysis of the Meet-URO 15 multicentric retrospective study enrolling 571 pretreated mRCC patients receiving nivolumab, baseline and early dynamic variations (Δ) of neutrophil, lymphocyte, and platelet absolute cell counts (ACC) and their inflammatory ratios (IR) were evaluated alongside their association with the best disease response and overall (OS) and progression-free survival (PFS). Multivariable analyses on OS and PFS between baseline and Δ ACC and IR values were investigated with receiving operating curves-based cut-offs. Results The analysis included 422 mRCC patients. Neutrophil-to-lymphocyte ratio (NLR) increased over time due to consistent neutrophil increase (p < 0.001). Higher baseline platelets (p = 0.044) and lower lymphocytes (p = 0.018), increasing neutrophil Δ (p for time-group interaction <0.001), higher baseline IR values (NLR: p = 0.012, SII: p = 0.003, PLR: p = 0.003), increasing NLR and systemic immune-inflammatory index (SII) (i.e., NLR x platelets) Δ (p for interaction time-group = 0.0053 and 0.0435, respectively) were associated with disease progression. OS and PFS were significantly shorter in patients with baseline lower lymphocytes (p < 0.001 for both) and higher platelets (p = 0.004 and p < 0.001, respectively) alongside early neutrophils Δ (p = 0.046 and p = 0.033, respectively). Early neutrophils and NLR Δ were independent prognostic factors for both OS (p = 0.014 and p = 0.011, respectively) and PFS (p = 0.023 and p = 0.001, respectively), alongside baseline NLR (p < 0.001 for both) and other known prognostic variables. Conclusions Early neutrophils and NLR Δ may represent new dynamic prognostic factors with clinical utility for on-treatment decisions.
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Affiliation(s)
- Sara Elena Rebuzzi
- Medical Oncology Unit, Ospedale San Paolo, Savona, Italy
- Department of Internal Medicine and Medical Specialties (Di.M.I.), University of Genova, Genova, Italy
| | - Alessio Signori
- Department of Health Sciences, Section of Biostatistics, University of Genova, Genova, Italy
| | - Marco Stellato
- SS Oncologia Medica Genitourinaria, Fondazione IRCCS Istituto Nazionale dei Tumori, Milano, Italy
| | - Daniele Santini
- Department of Medical Oncology, Università Campus Bio-Medico of Roma, Rome, Italy
| | - Marco Maruzzo
- Oncology Unit 1, Istituto Oncologico Veneto IOV - IRCCS, Padova, Italy
| | - Ugo De Giorgi
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Paolo Pedrazzoli
- Department of Internal Medicine and Medical Therapy, University of Pavia, Pavia, Italy
- Medical Oncology Unit, IRCCS Policlinico San Matteo, Pavia, Italy
| | - Luca Galli
- Medical Oncology Unit 2, Azienda Ospedaliera Universitaria Pisana, Pisa, Italy
| | - Paolo Andrea Zucali
- Department of Biomedical Sciences, Humanitas University, Milano, Italy
- Department of Oncology, IRCCS, Humanitas Clinical and Research Center, Milano, Italy
| | - Emanuela Fantinel
- Department of Oncology, Azienda Ospedaliera Universitaria Integrata di Verona, University of Verona, Verona, Italy
| | - Claudia Carella
- Division of Medical Oncology, IRCCS Istituto Tumori “Giovanni Paolo II”, Bari, Italy
| | - Giuseppe Procopio
- SS Oncologia Medica Genitourinaria, Fondazione IRCCS Istituto Nazionale dei Tumori, Milano, Italy
| | - Michele Milella
- Department of Oncology, Azienda Ospedaliera Universitaria Integrata di Verona, University of Verona, Verona, Italy
| | - Francesco Boccardo
- Academic Unit of Medical Oncology, IRCCS Ospedale Policlinico San Martino of Genova, Genova, Italy
| | - Lucia Fratino
- Department of Medical Oncology, Centro di Riferimento Oncologico di Aviano CRO-IRCCS, Aviano, Italy
| | - Roberto Sabbatini
- Medical Oncology Unit, Department of Oncology and Hemathology, University Hospital of Modena, Modena, Italy
| | | | - Stefano Panni
- Medical Oncology Unit, ASSTl– Istituti Ospitalieri Cremona Hospital, Cremona, Italy
| | - Francesco Massari
- Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
- Department of Experimental, Diagnostic and Specialty Medicine, S. Orsola-Malpighi University Hospital, University of Bologna, Bologna, Italy
| | | | | | - Alessio Cortellini
- Department of Surgery and Cancer, Imperial College London, Faculty of Medicine, Hammersmith Hospital, London, United Kingdom
- Department of Biotechnology and Applied Clinical Sciences, University of L’Aquila, L’Aquila, Italy
| | - Veronica Prati
- Department of Medical Oncology, Ospedale Michele e Pietro Ferrero, Verduno, Italy
| | - Hector Josè Soto Parra
- Department of Oncology, Medical Oncology, University Hospital Policlinico-San Marco, Catania, Italy
| | - Francesco Atzori
- Medical Oncology Department, University Hospital, University of Cagliari, Cagliari, Italy
| | - Marilena Di Napoli
- Department of Urology and Gynecology, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, Napoli, Italy
| | - Orazio Caffo
- Medical Oncology Department, Santa Chiara Hospital, Trento, Italy
| | - Marco Messina
- UOC Oncologia Medica, Istituto Fondazione G. Giglio, Cefalù, Italy
| | | | - Giuseppe Prati
- Department of Oncology and Advanced Technologies AUSL - IRCCS, Reggio Emilia, Italy
| | - Franco Nolè
- Medical Oncology Division of Urogenital and Head and Neck Tumors, IEO, European Institute of Oncology IRCCS, Milano, Italy
| | - Francesca Vignani
- Division of Medical Oncology, Ordine Mauriziano Hospital, Torino, Italy
| | - Alessia Cavo
- Oncology Unit, Villa Scassi Hospital, Genova, Italy
| | - Giandomenico Roviello
- Department of Health Sciences, Section of Clinical Pharmacology and Oncology, University of Firenze, Firenze, Italy
| | | | - Camillo Porta
- Interdisciplinary Department of Medicine, University of Bari “A. Moro”, Bari, Italy
- Division of Medical Oncology, A.O.U. Consorziale Policlinico di Bari, Bari, Italy
| | - Sebastiano Buti
- Medical Oncology Unit, University Hospital of Parma, Parma, Italy
- Department of Medicine and Surgery, University of Parma, Parma, Italy
- *Correspondence: Sebastiano Buti,
| | - Giuseppe Fornarini
- Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Giuseppe Luigi Banna
- Department of Oncology, Portsmouth Hospitals University NHS Trust, Portsmouth, United Kingdom
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Yanagisawa T, Mori K, Katayama S, Mostafaei H, Quhal F, Laukhtina E, Rajwa P, Motlagh RS, Aydh A, König F, Grossmann NC, Pradere B, Miki J, Schmidinger M, Egawa S, Shariat SF. Hematological prognosticators in metastatic renal cell cancer treated with immune checkpoint inhibitors: a meta-analysis. Immunotherapy 2022; 14:709-725. [DOI: 10.2217/imt-2021-0207] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Aim: We aimed to assess the prognostic value of pretreatment hematological biomarkers in patients with metastatic renal cell carcinoma (mRCC) treated with immune checkpoint inhibitors (ICIs). Methods: PubMed, Web of Science and Scopus databases were searched for articles according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement. Results: Fifteen studies comprising 1530 patients were eligible for meta-analysis. High levels of neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), C-reactive protein and lactate dehydrogenase were significantly associated with worse progression-free survival. High NLR and PLR were significantly associated with worse overall survival. Conclusion: High pretreatment NLR and PLR appear to be hematological prognostic factors of progression and overall mortality in mRCC patients treated with ICIs. These findings might help in the design of correlative biomarker studies to guide the clinical decision-making in the immune checkpoint inhibitor era.
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Affiliation(s)
- Takafumi Yanagisawa
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, The Jikei University School of Medicine, Tokyo105-8461, Japan
| | - Keiichiro Mori
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, The Jikei University School of Medicine, Tokyo105-8461, Japan
| | - Satoshi Katayama
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, Okayama University Graduate School of Medicine, Dentistry & Pharmaceutical Sciences, Okayama, 700-8558, Japan
| | - Hadi Mostafaei
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Research Center for Evidence Based Medicine, Tabriz University of Medical Sciences, Tabriz, 5166, Iran
| | - Fahad Quhal
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, King Fahad Specialist Hospital, Dammam, 32253, Saudi Arabia
| | - Ekaterina Laukhtina
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Institute for Urology & Reproductive Health, Sechenov University, Moscow, 119991, Russia
| | - Pawel Rajwa
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, Medical University of Silesia, Zabrze, 41-808, Poland
| | - Reza S Motlagh
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Men's Health & Reproductive Health Research Center, Shahid Beheshti University of Medical Sciences, Tehran , Iran
| | - Abdulmajeed Aydh
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, King Faisal Medical City, Abha, 614312, Saudi Arabia
| | - Frederik König
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, University Medical Centre Hamburg-Eppendorf, Hamburg, 20251, Germany
| | - Nico C Grossmann
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Department of Urology, University Hospital Zurich, Zurich, 8091, Switzerland
- Department of Urology, Luzerner Kantonsspital, Lucerne, 6004, Switzerland
| | - Benjamin Pradere
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
| | - Jun Miki
- Department of Urology, The Jikei University School of Medicine, Tokyo105-8461, Japan
| | - Manuela Schmidinger
- Department of Medicine I & Comprehensive Cancer Center, Clinical Division of Oncology, Medical University of Vienna, Vienna, 1090, Austria
| | - Shin Egawa
- Department of Urology, The Jikei University School of Medicine, Tokyo105-8461, Japan
| | - Shahrokh F Shariat
- Department of Urology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, 1090, Austria
- Institute for Urology & Reproductive Health, Sechenov University, Moscow, 119991, Russia
- Division of Urology, Hourani Center for Applied Scientific Research, Al-Ahliyya Amman University, Amman, 19328, Jordan
- Department of Urology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Department of Urology, Second Faculty of Medicine, Charles University, Prague, 11638, Czech Republic
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7
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Khaleel S, Katims A, Cumarasamy S, Rosenzweig S, Attalla K, Hakimi AA, Mehrazin R. Radiogenomics in Clear Cell Renal Cell Carcinoma: A Review of the Current Status and Future Directions. Cancers (Basel) 2022; 14:2085. [PMID: 35565216 PMCID: PMC9100795 DOI: 10.3390/cancers14092085] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 11/17/2021] [Accepted: 11/21/2021] [Indexed: 12/30/2022] Open
Abstract
Radiogenomics is a field of translational radiology that aims to associate a disease's radiologic phenotype with its underlying genotype, thus offering a novel class of non-invasive biomarkers with diagnostic, prognostic, and therapeutic potential. We herein review current radiogenomics literature in clear cell renal cell carcinoma (ccRCC), the most common renal malignancy. A literature review was performed by querying PubMed, Medline, Cochrane Library, Google Scholar, and Web of Science databases, identifying all relevant articles using the following search terms: "radiogenomics", "renal cell carcinoma", and "clear cell renal cell carcinoma". Articles included were limited to the English language and published between 2009-2021. Of 141 retrieved articles, 16 fit our inclusion criteria. Most studies used computed tomography (CT) images from open-source and institutional databases to extract radiomic features that were then modeled against common genomic mutations in ccRCC using a variety of machine learning algorithms. In more recent studies, we noted a shift towards the prediction of transcriptomic and/or epigenetic disease profiles, as well as downstream clinical outcomes. Radiogenomics offers a platform for the development of non-invasive biomarkers for ccRCC, with promising results in small-scale retrospective studies. However, more research is needed to identify and validate robust radiogenomic biomarkers before integration into clinical practice.
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Affiliation(s)
- Sari Khaleel
- Memorial Sloan Kettering Cancer Center, Department of Urology, New York, NY 10065, USA; (S.K.); (A.A.H.)
| | - Andrew Katims
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (A.K.); (S.C.); (S.R.); (K.A.)
| | - Shivaram Cumarasamy
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (A.K.); (S.C.); (S.R.); (K.A.)
| | - Shoshana Rosenzweig
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (A.K.); (S.C.); (S.R.); (K.A.)
| | - Kyrollis Attalla
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (A.K.); (S.C.); (S.R.); (K.A.)
| | - A Ari Hakimi
- Memorial Sloan Kettering Cancer Center, Department of Urology, New York, NY 10065, USA; (S.K.); (A.A.H.)
| | - Reza Mehrazin
- Department of Urology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; (A.K.); (S.C.); (S.R.); (K.A.)
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Zeuschner P, Zaccagnino A, Junker K. [Biomarkers for renal cell tumours]. Aktuelle Urol 2021; 52:452-463. [PMID: 34157774 DOI: 10.1055/a-1517-6259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
During the last three decades, renal tumours have become increasingly well differentiated on the basis of their histopathological and molecular features. This subtyping has increasingly impacted clinical practice because more therapeutic options are available in organ-confined and metastatic renal cell tumours. The knowledge of the underlying molecular alterations is essential to develop molecular targeted therapies and to select the most effective systemic therapy for each patient. This manuscript gives an overview of the molecular differentiation on the one hand, and on diagnostic, prognostic and predictive biomarkers on the other hand.
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Affiliation(s)
- Philip Zeuschner
- Klinik für Urologie und Kinderurologie, Universitätsklinikum des Saarlandes, Homburg/Saar
| | - Angela Zaccagnino
- Klinik für Urologie und Kinderurologie, Universitätsklinikum des Saarlandes, Homburg/Saar
| | - Kerstin Junker
- Klinik für Urologie und Kinderurologie, Universitätsklinikum des Saarlandes, Homburg/Saar
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9
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Herrmann T, Ginzac A, Molnar I, Bailly S, Durando X, Mahammedi H. Eosinophil counts as a relevant prognostic marker for response to nivolumab in the management of renal cell carcinoma: a retrospective study. Cancer Med 2021; 10:6705-6713. [PMID: 34405573 PMCID: PMC8495279 DOI: 10.1002/cam4.4208] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 07/20/2021] [Accepted: 07/21/2021] [Indexed: 12/14/2022] Open
Abstract
Background Despite improvements in the management of renal cell carcinomas (RCC) with the advent of immunotherapy, only a few patients respond to these treatments. Predictors of response to nivolumab are currently being investigated but are still lacking. Aim of the study To evaluate eosinophil levels and their variations during treatment as an accurate biomarker for outcome in metastatic RCC treated with nivolumab. Methods A retrospective analysis was carried out for patients with metastatic RCC treated with nivolumab. Absolute eosinophil counts, their variation, and relative change were evaluated at six weeks. Relative eosinophil change was categorized in three groups (≥10%‐decrease, no change, ≥10%‐increase). Univariable and multivariable analyses were performed to determine whether eosinophils and their variations were prognostic markers for response at the first scan evaluation, progression‐free survival, and overall survival. Results Sixty‐five patients aged on average 66 years, 68% men, and 77% with good or intermediate International Metastatic Renal Cell Carcinoma Database Consortium (IMDC) risk group were included. The median follow‐up was 16.6 months. Median overall survival (OS) was not reached for good prognosis and was 22.5 and 6.5 months for intermediate and poor prognosis, respectively. An increase in eosinophils and relative eosinophil change at six weeks of nivolumab was associated with a good response to immunotherapy (p = 0.012 and p = 0.024 respectively). In the group of patients with a 10%‐decrease in relative change, PFS reduced significantly compared to the other groups (p = 0.0044 with the 10%‐increase group and p = 0.03 with the no‐change group). This relative increase was independent of IMDC risks factors for better OS (HR = 3.3 [1.45–7.4]; p = 0.004). The eosinophil baseline level was not associated with response to treatment. Conclusion Eosinophil levels and relative eosinophil change at 6 weeks might be good prognostic markers for response to nivolumab for metastatic RCC, and were associated with better PFS and OS.
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Affiliation(s)
- Tressie Herrmann
- Département d'Oncologie Médicale, Centre Jean PERRIN, Clermont-Ferrand, France.,Université Clermont Auvergne, UFR Médecine, Clermont-Ferrand, France
| | - Angeline Ginzac
- INSERM U1240 Imgerie Moléculaire et Stratégies Théranostiques, Université Clermont Auvergne, Centre Jean PERRIN, Clermont-Ferrand, France.,Centre d'Investigation Clinique, UMR 501, Clermont-Ferrand, France.,Division de Recherche Clinique, Délégation Recherche Clinique et Innovation, Centre Jean PERRIN, Clermont-Ferrand, France
| | - Ioana Molnar
- INSERM U1240 Imgerie Moléculaire et Stratégies Théranostiques, Université Clermont Auvergne, Centre Jean PERRIN, Clermont-Ferrand, France.,Centre d'Investigation Clinique, UMR 501, Clermont-Ferrand, France.,Division de Recherche Clinique, Délégation Recherche Clinique et Innovation, Centre Jean PERRIN, Clermont-Ferrand, France
| | - Sébastien Bailly
- Département d'Oncologie Médicale, CHU Gabriel Montpied, Clermont-Ferrand
| | - Xavier Durando
- Département d'Oncologie Médicale, Centre Jean PERRIN, Clermont-Ferrand, France.,Université Clermont Auvergne, UFR Médecine, Clermont-Ferrand, France.,INSERM U1240 Imgerie Moléculaire et Stratégies Théranostiques, Université Clermont Auvergne, Centre Jean PERRIN, Clermont-Ferrand, France.,Centre d'Investigation Clinique, UMR 501, Clermont-Ferrand, France.,Division de Recherche Clinique, Délégation Recherche Clinique et Innovation, Centre Jean PERRIN, Clermont-Ferrand, France
| | - Hakim Mahammedi
- Département d'Oncologie Médicale, Centre Jean PERRIN, Clermont-Ferrand, France
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10
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Kinget L, Roussel E, Verbiest A, Albersen M, Rodríguez-Antona C, Graña-Castro O, Inglada-Pérez L, Zucman-Rossi J, Couchy G, Job S, de Reyniès A, Laenen A, Baldewijns M, Beuselinck B. MicroRNAs Targeting HIF-2α, VEGFR1 and/or VEGFR2 as Potential Predictive Biomarkers for VEGFR Tyrosine Kinase and HIF-2α Inhibitors in Metastatic Clear-Cell Renal Cell Carcinoma. Cancers (Basel) 2021; 13:cancers13123099. [PMID: 34205829 PMCID: PMC8235409 DOI: 10.3390/cancers13123099] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 06/15/2021] [Accepted: 06/17/2021] [Indexed: 12/13/2022] Open
Abstract
Metastatic clear-cell renal cell carcinoma (m-ccRCC) is characterized by increased hypoxia-induced factor (HIF)-2α and vascular endothelial growth factor receptor (VEGFR)-dependent angiogenesis through loss of function of the von Hippel-Lindau protein. VEGFR tyrosine kinase inhibitors (VEGFR-TKIs) are a cornerstone of m-ccRCC treatment, and new treatments targeting HIF-2α are currently under investigation. However, predictive biomarkers for these treatments are lacking. In this retrospective cohort study including 109 patients treated with VEGFR-targeted therapies as first-line treatment, we aimed to study the possible predictive function of microRNAs (miRNAs) targeting HIF-2α, VEGFR1 and VEGFR2. We selected miRNAs inversely correlated with HIF-2α, VEGFR1 and/or VEGFR2 expression and with predicted target sites in the respective genes and subsequently studied their impact on therapeutic outcomes. We identified four miRNAs (miR-34c-5p, miR-221-3p, miR-222-3p and miR-3529-3p) inversely correlated with VEGFR1 and/or VEGFR2 expression and associated with tumor shrinkage and progression-free survival (PFS) upon treatment with VEGFR-TKIs, highlighting the potential predictive value of these miRNAs. Moreover, we identified three miRNAs (miR-185-5p, miR-223-3p and miR-3529-3p) inversely correlated with HIF-2α expression and associated with tumor shrinkage and PFS upon treatment with VEGFR-TKIs. These three miRNAs can have a predictive value not only upon treatment with VEGFR-TKIs but possibly also upon treatment with the upcoming HIF-2α inhibitor belzutifan.
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Affiliation(s)
- Lisa Kinget
- Department of General Medical Oncology, Leuven Cancer Institute, University Hospitals Leuven, 3000 Leuven, Belgium; (L.K.); (A.V.)
| | - Eduard Roussel
- Department of Urology, University Hospitals Leuven, 3000 Leuven, Belgium; (E.R.); (M.A.)
| | - Annelies Verbiest
- Department of General Medical Oncology, Leuven Cancer Institute, University Hospitals Leuven, 3000 Leuven, Belgium; (L.K.); (A.V.)
| | - Maarten Albersen
- Department of Urology, University Hospitals Leuven, 3000 Leuven, Belgium; (E.R.); (M.A.)
| | - Cristina Rodríguez-Antona
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), 28029 Madrid, Spain; (C.R.-A.); (O.G.-C.)
| | - Osvaldo Graña-Castro
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), 28029 Madrid, Spain; (C.R.-A.); (O.G.-C.)
| | - Lucía Inglada-Pérez
- Department of Statistics and Operational Research, Faculty of Medicine, Complutense University, 28040 Madrid, Spain;
| | - Jessica Zucman-Rossi
- Centre de Recherche des Cordeliers, Sorbonne Université, Université de Paris, INSERM, Functional Genomics of Solid Tumors Laboratory, équipe Labellisée Ligue Nationale Contre le Cancer, Labex OncoImmunology, F-75006 Paris, France; (J.Z.-R.); (G.C.)
| | - Gabrielle Couchy
- Centre de Recherche des Cordeliers, Sorbonne Université, Université de Paris, INSERM, Functional Genomics of Solid Tumors Laboratory, équipe Labellisée Ligue Nationale Contre le Cancer, Labex OncoImmunology, F-75006 Paris, France; (J.Z.-R.); (G.C.)
| | - Sylvie Job
- Programme Cartes d’Identité des Tumeurs, Ligue Nationale Contre le Cancer, F-75006 Paris, France; (S.J.); (A.d.R.)
| | - Aurélien de Reyniès
- Programme Cartes d’Identité des Tumeurs, Ligue Nationale Contre le Cancer, F-75006 Paris, France; (S.J.); (A.d.R.)
| | | | | | - Benoit Beuselinck
- Department of General Medical Oncology, Leuven Cancer Institute, University Hospitals Leuven, 3000 Leuven, Belgium; (L.K.); (A.V.)
- Correspondence: ; Tel.: +32-16-34-6900
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11
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Individualizing renal cell carcinoma treatment through biomarkers discovery in the era of immune checkpoint inhibitors: where do we stand? Curr Opin Urol 2021; 31:236-241. [PMID: 33742982 DOI: 10.1097/mou.0000000000000870] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
PURPOSE OF REVIEW The treatment landscape of metastatic renal cell carcinoma has greatly evolved over the past fifteen years, leading to a significant improvement in the outcome of our patients. However, there is still an urgent need for predictive biomarkers that could guide our treatment selection, especially in the present era of immune-based treatments. RECENT FINDINGS A number of putative biomarkers of immunotherapy activity have been proposed over the past few years, including PD-L1 immunohistochemical expression, tumor mutational burden, neoantigens load, insertions and deletions, complex gene signatures, as well as lymphocytic subpopulations (either circulating or tumor-infiltrating). However, despite preliminary intriguing findings, no biomarker for immune checkpoint activity has emerged so far, that could be used in everyday clinical practice, mainly due to preliminary, or frankly, conflicting results. SUMMARY The quest for an 'ideal' biomarker, which should be characterized by adequate specificity, sensibility, predictive (and not just prognostic) value, robustness, reproducibility, ease of evaluation and low cost, is still ongoing.
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12
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Xylinas E, Roumiguié M, Sargos P. Immunotherapy in genitourinary cancers: achievements and perspectives. World J Urol 2021; 39:1317. [PMID: 34003335 DOI: 10.1007/s00345-021-03726-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Affiliation(s)
- Evanguelos Xylinas
- Department of Urology, Bichat-Claude Bernard Hospital, Assistance-Publique-Hôpitaux de Paris, Université de Paris, Paris, France.
| | - Mathieu Roumiguié
- Department of Urology, CHU Rangueil IUCT Oncopole Toulouse, Toulouse, France
| | - Paul Sargos
- Department of Radiotherapy, Institut Bergonié, Bordeaux, France
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13
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Lv Z, Qi L, Hu X, Mo M, Jiang H, Li Y. Identification of a Novel Glycolysis-Related Gene Signature Correlates With the Prognosis and Therapeutic Responses in Patients With Clear Cell Renal Cell Carcinoma. Front Oncol 2021; 11:633950. [PMID: 33816274 PMCID: PMC8010189 DOI: 10.3389/fonc.2021.633950] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Accepted: 02/04/2021] [Indexed: 12/13/2022] Open
Abstract
Background Accumulating evidences indicate significant alterations in the aerobic glycolysis in clear cell renal cell carcinoma (ccRCC). We aim to develop and validate a glycolysis-related genes signature for predicting the clinical outcomes of patients with ccRCC. Methods mRNA expression profiling of ccRCC was obtained from The Cancer Genome Atlas database. Univariate Cox regression analysis and lasso Cox regression model were performed to identify and construct the prognostic gene signature. The protein expression levels of the core genes were obtained from the Human Protein Atlas database. We used four external independent data sets to verify the predictive power of the model for prognosis, tyrosine kinase inhibitor (TKI) therapy, and immunotherapy responses, respectively. Finally, we explored the potential mechanism of this signature through gene set enrichment analysis (GSEA). Results Through the GSEA, glycolysis-related gene sets were significantly different between ccRCC tissues and normal tissues. Next, we identified and constructed a seven-mRNA signature (GALM, TGFA, RBCK1, CD44, HK3, KIF20A, and IDUA), which was significantly correlated with worse survival outcome and was an independent prognostic indicator for ccRCC patients. Furthermore, the expression levels of hub genes were validated based on the Human Protein Atlas databases. More importantly, the model can predict patients’ response to TKI therapy and immunotherapy. These findings were successfully validated in the external independent ccRCC cohorts. The mechanism exploration showed that the model may influence the prognosis by influencing tumor proliferation, base mismatch repair system and immune status of patients. Conclusions Our study has built up a robust glycolysis-based molecular signature that predicts the prognosis and TKI therapy and immunotherapy responses of patients with ccRCC with high accuracy, which might provide important guidance for clinical assessment. Also, clinical investigations in large ccRCC cohorts are greatly needed to validate our findings.
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Affiliation(s)
- Zhengtong Lv
- Department of Urology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.,Graduate School of Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Lin Qi
- Department of Urology, Xiangya Hospital, Central South University, Changsha, China
| | - Xiheng Hu
- Department of Urology, Xiangya Hospital, Central South University, Changsha, China
| | - Miao Mo
- Department of Urology, Xiangya Hospital, Central South University, Changsha, China
| | - Huichuan Jiang
- Department of Urology, Xiangya Hospital, Central South University, Changsha, China
| | - Yuan Li
- Department of Urology, Xiangya Hospital, Central South University, Changsha, China
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