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Baboudjian M, Peyrottes A, Dariane C, Fromont G, Denis JA, Fiard G, Kassab D, Ladoire S, Lehmann-Che J, Ploussard G, Rouprêt M, Barthélémy P, Roubaud G, Lamy PJ. Circulating Biomarkers Predictive of Treatment Response in Patients with Hormone-sensitive or Castration-resistant Metastatic Prostate Cancer: A Systematic Review. Eur Urol Oncol 2024; 7:1228-1245. [PMID: 38824003 DOI: 10.1016/j.euo.2024.05.003] [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: 03/08/2024] [Revised: 04/26/2024] [Accepted: 05/09/2024] [Indexed: 06/03/2024]
Abstract
BACKGROUND AND OBJECTIVE Metastatic prostate cancer (mPCa) harbors genomic alterations that may predict targeted therapy efficacy. These alterations can be identified not only in tissue but also directly in biologic fluids (ie, liquid biopsies), mainly blood. Liquid biopsies may represent a safer and less invasive alternative for monitoring patients treated for mPCa. Current research focuses on the description and validation of novel predictive biomarkers to improve precision medicine in mPCa. Our aim was to systematically review the current evidence on liquid biopsy biomarkers for predicting treatment response in mPCa. METHODS We systematically searched Medline, Web of Science, and evidence-based websites for publications on circulating biomarkers in mPCa between March 2013 and February 2024 for review. Endpoints were: prediction of overall survival, biochemical or radiographic progression-free survival after treatment (chemotherapy, androgen deprivation therapy, androgen receptor pathway inhibitors [ARPIs], immunotherapy, or PARP inhibitors [PARPIs]). For each biomarker, the level of evidence (LOE) for clinical validity was attributed: LOE IA and IB, high level of evidence; LOE IIB and IIC, intermediate level; and LOE IIIC and LOE IV-VD, weak level. KEY FINDINGS AND LIMITATIONS The predictive value of each biomarker for the response to several therapies was evaluated in both metastatic hormone-sensitive (mHSPC) and castration-resistant prostate cancer (mCRPC). In patients with mCRPC, BRCA1/2 or ATM mutations predicted response to ARPIs (LOE IB) and PARPIs (LOE IIB), while AR-V7 transcripts or AR-V7 protein levels in circulating tumor cells (CTCs) predicted response to ARPIs and taxanes (LOE IB). CTC quantification predicted response to cabazitaxel, abiraterone, and radium-223 (LOE IIB), while TP53 alterations predicted response to 177Lu prostate-specific membrane antigen radioligand treatment (LOE IIB). AR copy number in circulating tumor DNA before the first treatment line and before subsequent lines predicted response to docetaxel, cabazitaxel, and ARPIs (LOE IIB). In mHSPC, DNA damage in lymphocytes was predictive of the response to radium-223 (LOE IIB). CONCLUSIONS AND CLINICAL IMPLICATIONS BRCA1/2, ATM, and AR alterations detected in liquid biopsies may help clinicians in management of patients with mPCa. The other circulating biomarkers did not reach the LOE required for routine clinical use and should be validated in prospective independent studies. PATIENT SUMMARY We reviewed studies assessing the value of biomarkers in blood or urine for management of metastatic prostate cancer. The evidence indicates that some biomarkers could help in selecting patients eligible for specific treatments.
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Affiliation(s)
- Michael Baboudjian
- Department of Urology, North Academic Hospital, AP-HM, Marseille, France
| | - Arthur Peyrottes
- Service d'Urologie et de Transplantation Rénale, Hôpital Saint-Louis, AP-HP, Université de Paris, Paris, France
| | - Charles Dariane
- Department of Urology, European Hospital Georges-Pompidou, University Paris Cité, Paris, France; UMR-S1151, CNRS UMR-S8253 Institut Necker Enfants Malades, Paris, France
| | - Gaëlle Fromont
- INSERM UMR1069, Nutrition Croissance et Cancer, University of Tours, Tours, France; Department of Pathology, CHRU de Tours, Tours, France
| | - Jérôme Alexandre Denis
- INSERM UMR_S938, CRSA, Biologie et Thérapeutiques du Cancer, Saint-Antoine University Hospital, Sorbonne Université, Paris, France; Service de Biochimie Endocrinienne et Oncologique, Oncobiologie Cellulaire et Moléculaire, GH Pitié-Salpêtrière, AP-HP, Paris, France
| | - Gaëlle Fiard
- Department of Urology, CHU Grenoble Alpes, University of Grenoble Alpes CNRS, Grenoble INP, TIMC, Grenoble, France
| | | | - Sylvain Ladoire
- Department of Medical Oncology, Platform of Transfer in Biological Oncology, Georges François Leclerc Cancer Center, Dijon, France; University of Burgundy-Franche Comté, Dijon, France; INSERM U1231, Dijon, France
| | - Jacqueline Lehmann-Che
- INSERM U976, Immunologie Humaine, Pathophysiologie, Immunothérapie, Université Paris Cité, Paris, France; UF Oncologie Moléculaire, Hôpital Saint-Louis, AP-HP, Paris, France
| | - Guillaume Ploussard
- Department of Urology, La Croix du Sud Hospital, Quint-Fonsegrives, France; Department of Urology, Institut Universitaire du Cancer Toulouse-Oncopole, Toulouse, France
| | - Morgan Rouprêt
- Department of Urology, University Hospital Pitié-Salpêtrière, Paris, France; Faculty of Medicine, Sorbonne University, Paris, France
| | - Philippe Barthélémy
- Medical Oncology Department, Institut de Cancérologie Strasbourg Europe, Strasbourg, France
| | - Guilhem Roubaud
- Department of Medical Oncology, Institut Bergonié, Bordeaux, France
| | - Pierre-Jean Lamy
- Biopathologie et Génétique des Cancers, Institut Médical d'Analyse Génomique, Imagenome, Inovie, Montpellier, France; Unité de Recherche Clinique, Clinique Beausoleil, Montpellier, France.
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2
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Sweeney CJ, Petry R, Xu C, Childress M, He J, Fabrizio D, Gjoerup O, Morley S, Catlett T, Assaf ZJ, Yuen K, Wongchenko M, Shah K, Gupta P, Hegde P, Pasquina LW, Mariathasan S, Graf RP, Powles T. Circulating Tumor DNA Assessment for Treatment Monitoring Adds Value to PSA in Metastatic Castration-Resistant Prostate Cancer. Clin Cancer Res 2024; 30:4115-4122. [PMID: 38990098 PMCID: PMC11393539 DOI: 10.1158/1078-0432.ccr-24-1096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Revised: 06/01/2024] [Accepted: 07/09/2024] [Indexed: 07/12/2024]
Abstract
PURPOSE Enzalutamide after abiraterone progression is commonly used in metastatic castration-resistant prostate cancer despite a low rate of clinical benefit. Analyzing IMbassador250, a phase III trial assessing enzalutamide with or without atezolizumab after abiraterone, we hypothesized that baseline and early changes in circulating tumor DNA (ctDNA) tumor fraction (TF) may identify patients more likely to exhibit survival benefit from enzalutamide. EXPERIMENTAL DESIGN ctDNA was quantified from plasma samples using a tissue-agnostic assay without buffy coat sequencing. Baseline ctDNA TF, changes in ctDNA TF from baseline to cycle 3 day 1 (C3D1), and detection at C3D1 alone were compared with overall response rate, radiographic progression-free survival (rPFS), median OS (mOS), and 50% reduction in PSA. RESULTS ctDNA TF detection at baseline and/or C3D1 was associated with shorter rPFS and OS in 494 evaluable patients. Detection of ctDNA TF at C3D1, with or without detection at cycle 1 day 1, was associated with worse rPFS and mOS than lack of detection. When ctDNA TF and PSA response at C3D1 were discordant, patients with (ctDNA TF undetected/PSA not reduced) had more favorable outcomes than (ctDNA TF detected/PSA reduced; mOS 22.1 vs. 16 months; P < 0.001). CONCLUSIONS In a large cohort of patients with metastatic castration-resistant prostate cancer receiving enzalutamide after abiraterone, we demonstrate the utility of a new tissue-agnostic assay for monitoring molecular response based on ctDNA TF detection and dynamics. ctDNA TF provides a minimally invasive, complementary biomarker to PSA testing and may refine personalized treatment approaches.
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Affiliation(s)
- Christopher J. Sweeney
- South Australian Immunogenomics Cancer Institute, University of Adelaide, Adelaide SA, Australia.
| | - Russell Petry
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | - Chang Xu
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | | | - Jie He
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | | | - Ole Gjoerup
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | | | | | - Zoe J. Assaf
- Genentech, Inc., South San Francisco, California.
| | - Kobe Yuen
- Genentech, Inc., South San Francisco, California.
| | | | - Kalpit Shah
- Genentech, Inc., South San Francisco, California.
| | | | - Priti Hegde
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | | | | | - Ryon P. Graf
- Foundation Medicine, Inc., Cambridge, Massachusetts.
| | - Thomas Powles
- Saint Bartholomew’s Hospital, London, United Kingdom.
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3
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Csizmarik A, Nagy N, Keresztes D, Váradi M, Bracht T, Sitek B, Witzke K, Puhr M, Tornyi I, Lázár J, Takács L, Kramer G, Sevcenco S, Maj-Hes A, Hadaschik B, Nyirády P, Szarvas T. Comparative proteome and serum analysis identified FSCN1 as a marker of abiraterone resistance in castration-resistant prostate cancer. Prostate Cancer Prostatic Dis 2024; 27:451-456. [PMID: 37634036 PMCID: PMC11319194 DOI: 10.1038/s41391-023-00713-y] [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: 01/06/2023] [Revised: 07/14/2023] [Accepted: 08/03/2023] [Indexed: 08/28/2023]
Abstract
BACKGROUND Abiraterone (Abi) is an androgen receptor signaling inhibitor that significantly improves patients' life expectancy in metastatic prostate cancer (PCa). Despite its beneficial effects, many patients have baseline or acquired resistance against Abi. The aim of this study was to identify predictive serum biomarkers for Abi treatment. METHODS We performed a comparative proteome analysis on three Abi sensitive (LNCaPabl, LAPC4, DuCaP) and resistant (LNCaPabl-Abi, LAPC4-Abi, DuCaP-Abi) PCa cell lines using liquid chromatography tandem mass spectrometry (LC-MS/MS) technique. Two bioinformatic selection workflows were applied to select the most promising candidate serum markers. Serum levels of selected proteins were assessed in samples of 100 Abi-treated patients with metastatic castration-resistant disease (mCRPC) using ELISA. Moreover, FSCN1 serum concentrations were measured in samples of 69 Docetaxel (Doc) treated mCRPC patients. RESULTS Our proteome analysis identified 68 significantly, at least two-fold upregulated proteins in Abi resistant cells. Using two filtering workflows four proteins (AMACR, KLK2, FSCN1 and CTAG1A) were selected for ELISA analyses. We found high baseline FSCN1 serum levels to be significantly associated with poor survival in Abi-treated mCRPC patients. Moreover, the multivariable analysis revealed that higher ECOG status (>1) and high baseline FSCN1 serum levels (>10.22 ng/ml by ROC cut-off) were independently associated with worse survival in Abi-treated patients (p < 0.001 and p = 0.021, respectively). In contrast, no association was found between serum FSCN1 concentrations and overall survival in Doc-treated patients. CONCLUSIONS Our analysis identified baseline FSCN1 serum levels to be independently associated with poor survival of Abi-treated, but not Doc-treated mCRPC patients, suggesting a therapy specific prognostic value for FSCN1.
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Affiliation(s)
- Anita Csizmarik
- Department of Urology, Semmelweis University, Budapest, Hungary
| | - Nikolett Nagy
- Department of Urology, Semmelweis University, Budapest, Hungary
| | - Dávid Keresztes
- Department of Urology, Semmelweis University, Budapest, Hungary
- Department of Molecular Biology, Semmelweis University, Budapest, Hungary
| | - Melinda Váradi
- Department of Urology, Semmelweis University, Budapest, Hungary
| | - Thilo Bracht
- Medizinisches Proteom-Center, Ruhr University Bochum, Bochum, Germany
- Department of Anesthesia, Intensive Care Medicine and Pain Therapy, University Hospital Knappschaftskrankenhaus Bochum, Bochum, Germany
- Center for Protein Diagnostics, Medical Proteome Analysis, Ruhr-University Bochum, Bochum, Germany
| | - Barbara Sitek
- Medizinisches Proteom-Center, Ruhr University Bochum, Bochum, Germany
- Department of Anesthesia, Intensive Care Medicine and Pain Therapy, University Hospital Knappschaftskrankenhaus Bochum, Bochum, Germany
- Center for Protein Diagnostics, Medical Proteome Analysis, Ruhr-University Bochum, Bochum, Germany
| | - Kathrin Witzke
- Medizinisches Proteom-Center, Ruhr University Bochum, Bochum, Germany
- Center for Protein Diagnostics, Medical Proteome Analysis, Ruhr-University Bochum, Bochum, Germany
| | - Martin Puhr
- Department of Urology, Medical University of Innsbruck, Innsbruck, Austria
| | - Ilona Tornyi
- Department of Human Genetics, University of Debrecen, Debrecen, Hungary
| | - József Lázár
- Department of Human Genetics, University of Debrecen, Debrecen, Hungary
| | - László Takács
- Department of Human Genetics, University of Debrecen, Debrecen, Hungary
- Biosystems International Kft, Debrecen, Hungary
| | - Gero Kramer
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | - Sabina Sevcenco
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | - Agnieszka Maj-Hes
- Department of Urology, Medical University of Vienna, Vienna, Austria
| | - Boris Hadaschik
- Department of Urology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Péter Nyirády
- Department of Urology, Semmelweis University, Budapest, Hungary
| | - Tibor Szarvas
- Department of Urology, Semmelweis University, Budapest, Hungary.
- Department of Urology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany.
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Slootbeek PHJ, Tolmeijer SH, Mehra N, Schalken JA. Therapeutic biomarkers in metastatic castration-resistant prostate cancer: does the state matter? Crit Rev Clin Lab Sci 2024; 61:178-204. [PMID: 37882463 DOI: 10.1080/10408363.2023.2266482] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 08/10/2023] [Accepted: 09/28/2023] [Indexed: 10/27/2023]
Abstract
The treatment of metastatic castration-resistant prostate cancer (mCRPC) has been fundamentally transformed by our greater understanding of its complex biological mechanisms and its entrance into the era of precision oncology. A broad aim is to use the extreme heterogeneity of mCRPC by matching already approved or new targeted therapies to the correct tumor genotype. To achieve this, tumor DNA must be obtained, sequenced, and correctly interpreted, with individual aberrations explored for their druggability, taking into account the hierarchy of driving molecular pathways. Although tumor tissue sequencing is the gold standard, tumor tissue can be challenging to obtain, and a biopsy from one metastatic site or primary tumor may not provide an accurate representation of the current genetic underpinning. Sequencing of circulating tumor DNA (ctDNA) might catalyze precision oncology in mCRPC, as it enables real-time observation of genomic changes in tumors and allows for monitoring of treatment response and identification of resistance mechanisms. Moreover, ctDNA can be used to identify mutations that may not be detected in solitary metastatic lesions and can provide a more in-depth understanding of inter- and intra-tumor heterogeneity. Finally, ctDNA abundance can serve as a prognostic biomarker in patients with mCRPC.The androgen receptor (AR)-axis is a well-established therapeutical target for prostate cancer, and through ctDNA sequencing, insights have been obtained in (temporal) resistance mechanisms that develop through castration resistance. New third-generation AR-axis inhibitors are being developed to overcome some of these resistance mechanisms. The druggability of defects in the DNA damage repair machinery has impacted the treatment landscape of mCRPC in recent years. For patients with deleterious gene aberrations in genes linked to homologous recombination, particularly BRCA1 or BRCA2, PARP inhibitors have shown efficacy compared to the standard of care armamentarium, but platinum-based chemotherapy may be equally effective. A hierarchy exists in genes associated with homologous recombination, where, besides the canonical genes in this pathway, not every other gene aberration predicts the same likelihood of response. Moreover, evidence is emerging on cross-resistance between therapies such as PARP inhibitors, platinum-based chemotherapy and even radioligand therapy that target this genotype. Mismatch repair-deficient patients can experience a beneficial response to immune checkpoint inhibitors. Activation of other cellular signaling pathways such as PI3K, cell cycle, and MAPK have shown limited success with monotherapy, but there is potential in co-targeting these pathways with combination therapy, either already witnessed or anticipated. This review outlines precision medicine in mCRPC, zooming in on the role of ctDNA, to identify genomic biomarkers that may be used to tailor molecularly targeted therapies. The most common druggable pathways and outcomes of therapies matched to these pathways are discussed.
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Affiliation(s)
- Peter H J Slootbeek
- Department of Medical Oncology, Radboud university medical center, Nijmegen, The Netherland
| | - Sofie H Tolmeijer
- Department of Medical Oncology, Radboud university medical center, Nijmegen, The Netherland
| | - Niven Mehra
- Department of Medical Oncology, Radboud university medical center, Nijmegen, The Netherland
| | - Jack A Schalken
- Department of Experimental Urology, Research Institute of Medical Innovation, Radboud university medical center, Nijmegen, The Netherlands
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5
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Zengin ZB, Henderson NC, Park JJ, Ali A, Nguyen C, Hwang C, Barata PC, Bilen MA, Graham L, Mo G, Kilari D, Tripathi A, Labriola M, Rothstein S, Garje R, Koshkin VS, Patel VG, Schweizer MT, Armstrong AJ, McKay RR, Alva A, Dorff T. Clinical implications of AR alterations in advanced prostate cancer: a multi-institutional collaboration. Prostate Cancer Prostatic Dis 2024:10.1038/s41391-024-00805-3. [PMID: 38383885 DOI: 10.1038/s41391-024-00805-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 01/09/2024] [Accepted: 02/06/2024] [Indexed: 02/23/2024]
Abstract
BACKGROUND AR gene alterations can develop in response to pressure of testosterone suppression and androgen receptor targeting agents (ARTA). Despite this, the relevance of these gene alterations in the context of ARTA treatment and clinical outcomes remains unclear. METHODS Patients with castration-resistant prostate cancer (CRPC) who had undergone genomic testing and received ARTA treatment were identified in the Prostate Cancer Precision Medicine Multi-Institutional Collaborative Effort (PROMISE) database. Patients were stratified according to the timing of genomic testing relative to the first ARTA treatment (pre-/post-ARTA). Clinical outcomes such as time to progression, PSA response, and overall survival were compared based on alteration types. RESULTS In total, 540 CRPC patients who received ARTA and had tissue-based (n = 321) and/or blood-based (n = 244) genomic sequencing were identified. Median age was 62 years (range 39-90) at the time of the diagnosis. Majority were White (72.2%) and had metastatic disease (92.6%) at the time of the first ARTA treatment. Pre-ARTA genomic testing was available in 24.8% of the patients, and AR mutations and amplifications were observed in 8.2% and 13.1% of the patients, respectively. Further, time to progression was longer in patients with AR amplifications (25.7 months) compared to those without an AR alteration (9.6 months; p = 0.03). In the post-ARTA group (n = 406), AR mutations and AR amplifications were observed in 18.5% and 35.7% of the patients, respectively. The most common mutation in post-ARTA group was L702H (9.9%). CONCLUSION In this real-world clinicogenomics database-driven study we explored the development of AR alterations and their association with ARTA treatment outcomes. Our study showed that AR amplifications are associated with longer time to progression on first ARTA treatment. Further prospective studies are needed to optimize therapeutic strategies for patients with AR alterations.
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Affiliation(s)
- Zeynep B Zengin
- Department of Medical Oncology & Therapeutics Research, City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | | | - Joseph J Park
- Division of Hematology and Oncology, Department of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Alicia Ali
- Division of Hematology and Oncology, Department of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Charles Nguyen
- Division of Hematology and Oncology, Department of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Clara Hwang
- Division of Hematology/Oncology, Department of Internal Medicine, Henry Ford Health System, Detroit, MI, USA
| | - Pedro C Barata
- Tulane Cancer Center, Tulane University, New Orleans, LA, USA
| | - Mehmet A Bilen
- Winship Cancer Institute of Emory University, Atlanta, GA, USA
| | - Laura Graham
- University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - George Mo
- University of Washington/Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Deepak Kilari
- Department of Medicine, Froedtert Cancer Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | | | - Matthew Labriola
- Division of Medical Oncology, Duke University Medical Center, Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University, Durham, NC, USA
| | | | - Rohan Garje
- Holden Comprehensive Cancer Center, Iowa City, IA, USA
| | - Vadim S Koshkin
- Division of Hematology and Oncology, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Vaibhav G Patel
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Arvinas Inc, New Haven, CT, USA
| | | | - Andrew J Armstrong
- Division of Medical Oncology, Duke University Medical Center, Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University, Durham, NC, USA
| | - Rana R McKay
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Ajjai Alva
- Division of Hematology and Oncology, Department of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Tanya Dorff
- Department of Medical Oncology & Therapeutics Research, City of Hope Comprehensive Cancer Center, Duarte, CA, USA.
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6
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Brighi N, Conteduca V, Gurioli G, Scarpi E, Cursano MC, Bleve S, Lolli C, Schepisi G, Casadei C, Gianni C, Ulivi P, De Giorgi U. Longitudinal assessment of plasma androgen receptor copy number predicts overall survival in subsequent treatment lines in castration-resistant prostate cancer: analysis from a prospective trial. ESMO Open 2023; 8:102036. [PMID: 37866028 PMCID: PMC10774884 DOI: 10.1016/j.esmoop.2023.102036] [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: 10/04/2022] [Revised: 08/30/2023] [Accepted: 09/13/2023] [Indexed: 10/24/2023] Open
Abstract
BACKGROUND Baseline plasma androgen-receptor copy number (AR-CN) is a promising biomarker for metastatic castration-resistant prostate cancer (mCRPC) outcome and treatment response; however, the role of its longitudinal testing is unproven. We aimed to evaluate the prognostic role of AR-CN assessed before subsequent treatment lines in mCRPC patients. METHODS A subgroup analysis of a prospective multicenter biomarker trial (IRSTB030) was carried out. Plasma AR-CN status (classified as normal or gain, cut-off value = 2) was assessed with digital PCR before each treatment line. RESULTS Forty mCRPC patients receiving sequentially docetaxel, cabazitaxel and an AR signaling inhibitor (abiraterone or enzalutamide) were analyzed. At multivariate analysis, at each assessment overall survival (OS) was independently correlated with AR-CN status [first line: hazard ratio (HR) 4.1 [95% confidence interval (CI) 1.6-10.5]; second line: HR 2.4 (95% CI 1.1-5.3); third line: HR 2.1 (95% CI 1.0-4.3)] and median prostate-specific antigen [first line: HR 4.4 (95% CI 1.8-10.9); second line: HR 3.4 (95% CI 1.6-7.2); third line: HR 2.5 (95% CI 1.2-5.6)]. In the three subsequent assessments, AR-CN status changed from normal to gain in 15 (38%) patients. These patients had longer OS (47 months) compared with patients presenting AR-CN gain from first assessment (36 months), but shorter than those maintaining normal AR-CN (69 months) (P = 0.003). CONCLUSIONS Plasma AR-CN correlates with survival not only at baseline (before first treatment), but also in the assessments before the following lines. Interestingly, AR-CN status may change from normal to gain across subsequent treatments in a significant number of cases, identifying a group of patients with intermediate outcomes. Longitudinal assessment of AR-CN status could represent a promising method to capture mCRPC intrinsic heterogeneity and to improve clinical management.
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Affiliation(s)
- N Brighi
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola.
| | - V Conteduca
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola; Department of Medical and Surgical Sciences, Unit of Medical Oncology and Biomolecular Therapy, University of Foggia, Policlinico Riuniti, Foggia
| | - G Gurioli
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - E Scarpi
- Unit of Biostatistics and Clinical Trials, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - M C Cursano
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - S Bleve
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - C Lolli
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - G Schepisi
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - C Casadei
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - C Gianni
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - P Ulivi
- Biosciences Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
| | - U De Giorgi
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola
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7
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Dorff T, Zengin Z, Henderson N, Ali A, Nguyen C, Hwang C, Barata PC, Bilen M, Graham L, Mo G, Kilari D, Tripathi A, Labriola M, Rothstein S, Garje R, Koshkin V, Patel V, Schweizer M, Armstrong A, McKay R, Alva A. Clinical implications of AR alterations in advanced prostate cancer: A multi-institutional collaboration. RESEARCH SQUARE 2023:rs.3.rs-3201150. [PMID: 37609284 PMCID: PMC10441451 DOI: 10.21203/rs.3.rs-3201150/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/24/2023]
Abstract
Background AR gene alterations can develop in response to pressure of testosterone suppression and androgen receptor targeting agents (ARTA). Despite this, the relevance of these gene alterations in the context of ARTA treatment and clinical outcomes remains unclear. Methods Patients with castration-resistant prostate cancer (CRPC) who had undergone genomic testing and received ARTA treatment were identified in the Prostate Cancer Precision Medicine Multi-Institutional Collaborative Effort (PROMISE) database. Patients were stratified according to the timing of genomic testing relative to the first ARTA treatment (pre-/post-ARTA). Clinical outcomes such as time to progression, PSA response, and overall survival were compared based on alteration types. Results In total, 540 CRPC patients who received ARTA and had tissue-based (n=321) and/or blood-based (n=244) genomic sequencing were identified. Median age was 62 years (range 39-90) at the time of the diagnosis. Majority were White (72.2%) and had metastatic disease (92.6%) at the time of the first ARTA treatment. Pre-ARTA genomic testing was available in 24.8% of the patients, and AR mutations and amplifications were observed in 8.2% and 13.1% of the patients, respectively. Further, time to progression was longer in patients with AR amplifications (25.7 months) compared to those without an AR alteration (9.6 months; p=0.03). In the post-ARTA group (n=406), AR mutations and AR amplifications were observed in 18.5% and 35.7% of the patients, respectively. The most common mutation in post-ARTA group was L702H (9.9%). Conclusion To our knowledge, this is the largest real-world clinicogenomics database-driven study exploring the development of ARalterations and their association with ARTA treatment outcomes. Our study showed that AR amplifications are associated with longer time to progression on first ARTA treatment. Further prospective studies are needed to optimize therapeutic strategies for patients with AR alterations.
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Affiliation(s)
| | | | | | | | | | | | - Pedro C Barata
- Division of Medical Oncology, Department of Medicine, University Hospitals Seidman Cancer Center and Case Comprehensive Cancer Center
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8
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Kwan EM, Wyatt AW, Chi KN. Towards clinical implementation of circulating tumor DNA in metastatic prostate cancer: Opportunities for integration and pitfalls to interpretation. Front Oncol 2022; 12:1054497. [PMID: 36439451 PMCID: PMC9685669 DOI: 10.3389/fonc.2022.1054497] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 10/25/2022] [Indexed: 08/13/2023] Open
Abstract
Plasma circulating tumor DNA (ctDNA) represents short fragments of tumor-derived DNA released into the bloodstream primarily from cancer cells undergoing apoptosis. In metastatic castration-resistant prostate cancer (mCRPC), characterizing genomic alterations in ctDNA identifies mutations, copy number alterations, and structural rearrangements with predictive and prognostic biomarker utility. These associations with clinical outcomes have resulted in ctDNA increasingly incorporated into routine clinical care. In this review, we summarize current and emerging applications for ctDNA analysis in metastatic prostate cancer, including outcome prediction, treatment selection, and characterization of treatment resistance. We also discuss potential pitfalls with interpreting ctDNA findings, namely false negatives arising from low tumor content and optimal assay design, including correction for clonal hematopoiesis of indeterminate potential and germline variants. Understanding the influence of these limitations on interpretation of ctDNA results is necessary to overcome barriers to clinical implementation. Nevertheless, as assay availability and technology continue to improve, recognizing both opportunities and shortcomings of ctDNA analysis will retain relevance with informing the implementation of precision-oncology initiatives for metastatic prostate cancer.
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Affiliation(s)
- Edmond M. Kwan
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Vancouver Centre, Vancouver, BC, Canada
| | - Alexander W. Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Kim N. Chi
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Vancouver Centre, Vancouver, BC, Canada
- Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
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9
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Kwan EM, Wyatt AW. Androgen receptor genomic alterations and treatment resistance in metastatic prostate cancer. Prostate 2022; 82 Suppl 1:S25-S36. [PMID: 35657159 DOI: 10.1002/pros.24356] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 03/16/2022] [Accepted: 04/04/2022] [Indexed: 12/28/2022]
Abstract
BACKGROUND Genomic alterations to the androgen receptor (AR) are common in metastatic castration-resistant prostate cancer (mCRPC). AR copy number amplifications, ligand-binding domain missense mutations, and intronic structural rearrangements can all drive resistance to approved AR pathway inhibitors and their detection via tissue or liquid biopsy is linked to clinical outcomes. With an increasingly crowded treatment landscape, there is hope that AR genomic alterations can act as prognostic and/or predictive biomarkers to guide patient management. METHODS In this review, we evaluate the current evidence for AR genomic alterations as clinical biomarkers in mCRPC, focusing on correlative studies that have used plasma circulating tumor DNA to characterize AR genotype. RESULTS We highlight data that demonstrates the complexity of AR genotype within individual patients, and suggest that future studies should account for cancer clonal heterogeneity and variable tumor content in liquid biopsy samples. Given the potential for cooccurrence of multiple AR genomic alterations in the same or competing subclones of a patient, it is distinctly challenging to attribute blanket clinical significance to any individual alteration. This challenge is further complicated by the varied treatment exposures in contemporary patients, and the fact that AR genotype continues to evolve in the mCRPC setting across sequential lines of systemic therapy. CONCLUSIONS As treatment access and liquid biopsy technology continues to improve, we posit that real-time measures of AR biology are likely to play a key role in emerging precision oncology strategies for metastatic prostate cancer.
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Affiliation(s)
- Edmond M Kwan
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alexander W Wyatt
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, British Columbia, Canada
- Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
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10
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Conteduca V, Casadei C, Scarpi E, Brighi N, Schepisi G, Lolli C, Gurioli G, Toma I, Poti G, Farolfi A, De Giorgi U. Baseline Plasma Tumor DNA (ctDNA) Correlates with PSA Kinetics in Metastatic Castration-Resistant Prostate Cancer (mCRPC) Treated with Abiraterone or Enzalutamide. Cancers (Basel) 2022; 14:2219. [PMID: 35565349 PMCID: PMC9102454 DOI: 10.3390/cancers14092219] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 01/13/2023] Open
Abstract
Background: Baseline high circulating tumor DNA (ctDNA) fraction in plasma and androgen receptor (AR) copy number (CN) gain identify mCRPC patients with worse outcomes. This study aimed to assess if ctDNA associates with PSA kinetics. Methods: In this prospective biomarker study, we evaluate ctDNA fraction and AR CN from plasma samples. We divided patients into high and low ctDNA level and in AR gain and AR normal. Results: 220 baseline samples were collected from mCRPC treated with abiraterone (n = 140) or enzalutamide (n = 80). A lower rate of PSA decline ≥ 50% was observed in patients with high ctDNA (p = 0.017) and AR gain (p = 0.0003). Combining ctDNA fraction and AR CN, we found a different median PSA progression-free survival (PFS) among four groups: (1) low ctDNA/AR normal, (2) high ctDNA/AR normal, (3) low ctDNA/AR gain, and (4) high ctDNA/AR gain (11.4 vs. 5.0 vs. 4.8 vs. 3.7 months, p < 0.0001). In a multivariable analysis, high ctDNA, AR gain, PSA DT, PSA DT velocity remained independent predictors of PSA PFS. Conclusions: Elevated ctDNA levels and AR gain are negatively and independently correlated with PSA kinetics in mCRPC men treated with abiraterone or enzalutamide.
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Affiliation(s)
- Vincenza Conteduca
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
- Department of Medical and Surgical Sciences, Unit of Medical Oncology and Biomolecular Therapy, University of Foggia, Policlinico Riuniti, 71122 Foggia, Italy
| | - Chiara Casadei
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Emanuela Scarpi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Nicole Brighi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Giuseppe Schepisi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Cristian Lolli
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Giorgia Gurioli
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Ilaria Toma
- Department of Medical Oncology, Card. G. Panico Hospital of Tricase, 73039 Tricase, Italy;
| | - Giulia Poti
- Istituto Dermopatico dell’Immacolata, IDI-IRCCS, 00167 Rome, Italy;
| | - Alberto Farolfi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Ugo De Giorgi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
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11
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Ionescu F, Zhang J, Wang L. Clinical Applications of Liquid Biopsy in Prostate Cancer: From Screening to Predictive Biomarker. Cancers (Basel) 2022; 14:1728. [PMID: 35406500 PMCID: PMC8996910 DOI: 10.3390/cancers14071728] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 03/26/2022] [Accepted: 03/27/2022] [Indexed: 01/15/2023] Open
Abstract
Prostate cancer (PC) remains the most common malignancy and the second most common cause of cancer death in men. As a result of highly variable biological behavior and development of resistance to available agents under therapeutic pressure, optimal management is often unclear. Traditional surgical biopsies, even when augmented by genomic studies, may fail to provide adequate guidance for clinical decisions as these can only provide a snapshot of a dynamic process. Additionally, surgical biopsies are cumbersome to perform repeatedly and often involve risk. Liquid biopsies (LB) are defined as the analysis of either corpuscular (circulating tumor cells, extracellular vesicles) or molecular (circulating DNA or RNA) tumor-derived material. LB could more precisely identify clinically relevant alterations that characterize the metastatic potential of tumors, predict response to specific treatments or actively monitor for the emergence of resistance. These tests can potentially be repeated as often as deemed necessary and can detect real-time response to treatment with minimal inconvenience to the patient. In the current review, we consider common clinical scenarios to describe available LB assays in PC as a platform to explore existing evidence for their use in guiding decision making and to discuss current limitations to their adoption in the clinic.
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Affiliation(s)
- Filip Ionescu
- Department of Oncologic Sciences, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA;
| | - Jingsong Zhang
- Department of Genitourinary Oncology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL 33612, USA
| | - Liang Wang
- Department of Tumor Biology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL 33612, USA
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12
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Boerrigter E, Benoist GE, van Oort IM, Verhaegh GW, de Haan AFJ, van Hooij O, Groen L, Smit F, Oving IM, de Mol P, Smilde TJ, Somford DM, Hamberg P, Dezentjé VO, Mehra N, van Erp NP, Schalken JA. RNA Biomarkers as a Response Measure for Survival in Patients with Metastatic Castration-Resistant Prostate Cancer. Cancers (Basel) 2021; 13:6279. [PMID: 34944897 PMCID: PMC8699291 DOI: 10.3390/cancers13246279] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 11/24/2021] [Accepted: 12/03/2021] [Indexed: 01/01/2023] Open
Abstract
Treatment evaluation in metastatic castration-resistant prostate cancer is challenging. There is an urgent need for biomarkers to discriminate short-term survivors from long-term survivors, shortly after treatment initiation. Thereto, the added value of early RNA biomarkers on predicting progression-free survival (PFS) and overall survival (OS) were explored. The RNA biomarkers: KLK3 mRNA, miR-375, miR-3687, and NAALADL2-AS2 were measured in 93 patients with mCRPC, before and 1 month after start of first-line abiraterone acetate or enzalutamide treatment, in two prospective clinical trials. The added value of the biomarkers to standard clinical parameters in predicting PFS and OS was tested by Harell's C-index. To test whether the biomarkers were independent markers of PFS and OS, multivariate Cox regression was used. The best prediction model for PFS and OS was formed by adding miR-375 and KLK3 (at baseline and 1 month) to standard clinical parameters. Baseline miR-375 and detectable KLK3 after 1 month of therapy were independently related to shorter PFS, which was not observed for OS. In conclusion, the addition of KLK3 and miR-375 (at baseline and 1 month) to standard clinical parameters resulted in the best prediction model for survival assessment.
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Affiliation(s)
- Emmy Boerrigter
- Radboud University Medical Center, Department of Pharmacy, Radboud Institute for Health Sciences, 6525 GA Nijmegen, The Netherlands; (E.B.); (G.E.B.)
| | - Guillemette E. Benoist
- Radboud University Medical Center, Department of Pharmacy, Radboud Institute for Health Sciences, 6525 GA Nijmegen, The Netherlands; (E.B.); (G.E.B.)
| | - Inge M. van Oort
- Radboud University Medical Center, Department of Urology, Radboud Institute for Molecular Life Sciences, 6525 GA Nijmegen, The Netherlands; (I.M.v.O.); (G.W.V.); (O.v.H.); (L.G.); (J.A.S.)
| | - Gerald W. Verhaegh
- Radboud University Medical Center, Department of Urology, Radboud Institute for Molecular Life Sciences, 6525 GA Nijmegen, The Netherlands; (I.M.v.O.); (G.W.V.); (O.v.H.); (L.G.); (J.A.S.)
| | - Anton F. J. de Haan
- Radboud University Medical Center, Department for Health Evidence, Biostatistics, 6525 GA Nijmegen, The Netherlands;
| | - Onno van Hooij
- Radboud University Medical Center, Department of Urology, Radboud Institute for Molecular Life Sciences, 6525 GA Nijmegen, The Netherlands; (I.M.v.O.); (G.W.V.); (O.v.H.); (L.G.); (J.A.S.)
| | - Levi Groen
- Radboud University Medical Center, Department of Urology, Radboud Institute for Molecular Life Sciences, 6525 GA Nijmegen, The Netherlands; (I.M.v.O.); (G.W.V.); (O.v.H.); (L.G.); (J.A.S.)
| | - Frank Smit
- MDxHealth, 6534 AT Nijmegen, The Netherlands;
| | - Irma M. Oving
- Department of Medical Oncology, Ziekenhuisgroep Twente, 7609 PP Almelo, The Netherlands;
| | - Pieter de Mol
- Department of Medical Oncology, Gelderse Vallei Hospital, 6716 RP Ede, The Netherlands;
| | - Tineke J. Smilde
- Department of Medical Oncology, Jeroen Bosch Hospital, 5223 GZ ’s-Hertogenbosch, The Netherlands;
| | - Diederik M. Somford
- Department of Urology, Canisius Wilhelmina Hospital, 6532 SZ Nijmegen, The Netherlands;
| | - Paul Hamberg
- Department of Medical Oncology, Franciscus Gasthuis & Vlietland, 3045 PM Rotterdam, The Netherlands;
| | - Vincent O. Dezentjé
- Department of Medical Oncology, Netherlands Cancer Institute, Antoni van Leeuwenhoek Hospital, 1066 CX Amsterdam, The Netherlands;
| | - Niven Mehra
- Radboud University Medical Center, Department of Medical Oncology, 6525 GA Nijmegen, The Netherlands;
| | - Nielka P. van Erp
- Radboud University Medical Center, Department of Pharmacy, Radboud Institute for Health Sciences, 6525 GA Nijmegen, The Netherlands; (E.B.); (G.E.B.)
| | - Jack A. Schalken
- Radboud University Medical Center, Department of Urology, Radboud Institute for Molecular Life Sciences, 6525 GA Nijmegen, The Netherlands; (I.M.v.O.); (G.W.V.); (O.v.H.); (L.G.); (J.A.S.)
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13
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Graf RP, Fisher V, Mateo J, Gjoerup OV, Madison RW, Raskina K, Tukachinsky H, Creeden J, Cunningham R, Huang RSP, Mata DA, Ross JS, Oxnard GR, Venstrom JM, Zurita AJ. Predictive Genomic Biomarkers of Hormonal Therapy Versus Chemotherapy Benefit in Metastatic Castration-resistant Prostate Cancer. Eur Urol 2021; 81:37-47. [PMID: 34716049 DOI: 10.1016/j.eururo.2021.09.030] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 09/29/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Biomarkers predicting second-generation novel hormonal therapy (NHT) benefit relative to taxanes are critical for optimized treatment decisions for metastatic castration-resistant prostate cancer (mCRPC) patients. These associations have not been reported simultaneously for common mCRPC genomic biomarkers. OBJECTIVE To evaluate predictive associations of common genomic aberrations in mCRPC using an established comprehensive genomic profiling (CGP) system. DESIGN, SETTING, AND PARTICIPANTS A retrospective cohort study used data from a deidentified US-based clinicogenomic database comprising patients treated in routine clinical practice between 2011 and 2020, evaluated with Foundation Medicine CGP in tissue biopsies obtained around the time of treatment decision. The main cohort included 180 NHT and 179 taxane lines of therapy (LOTs) from 308 unique patients. The sequential cohort comprised a subset of the main cohort NHT LOTs immediately followed by taxane from 55 unique patients. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS Prostate-specific antigen (PSA) response, time to next treatment (TTNT), and overall survival (OS) were assessed. Main cohort analyses were adjusted for known treatment assignment biases via inverse probability of treatment weighting (IPTW) in treatment interaction models. RESULTS AND LIMITATIONS In the main cohort, patients with AR amplification (ARamp) or PTEN aberrations (PTENalt) had worse relative PSA response on NHT versus taxanes compared with patients without. Patients with ARamp, PTENalt, or RB1 aberrations (RB1alt) also had worse relative TTNT and OS on NHT but not on taxanes. In multivariable models for TTNT and OS adjusted via IPTW, ARamp, PTENalt, and RB1alt were shown as poor prognostic factors overall and demonstrated significant treatment interactions, indicating reduced hazards of therapy switch and death on taxanes versus NHT. Consistent associations favoring increased benefit from subsequent taxane despite prior NHT treatment line were observed only for ARamp in the sequential cohort, in which very few patients had RB1alt for assessment. CONCLUSIONS ARamp status is a candidate biomarker to predict poor effectiveness of NHT relative to taxanes in mCRPC in scenarios where both options are considered. PATIENT SUMMARY Specific alterations in the DNA of tumors may assist in choosing between novel oral hormonal therapies and standard chemotherapy in advanced prostate cancer patients.
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Affiliation(s)
| | | | - Joaquin Mateo
- Vall d'Hebron Institute of Oncology (VHIO) and Vall d'Hebron University Hospital, Barcelona, Spain
| | | | | | | | | | | | | | | | | | | | | | | | - Amado J Zurita
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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14
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Giunta EF, Annaratone L, Bollito E, Porpiglia F, Cereda M, Banna GL, Mosca A, Marchiò C, Rescigno P. Molecular Characterization of Prostate Cancers in the Precision Medicine Era. Cancers (Basel) 2021; 13:4771. [PMID: 34638258 PMCID: PMC8507555 DOI: 10.3390/cancers13194771] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 09/16/2021] [Accepted: 09/20/2021] [Indexed: 12/31/2022] Open
Abstract
Prostate cancer (PCa) therapy has been recently revolutionized by the approval of new therapeutic agents in the metastatic setting. However, the optimal therapeutic strategy in such patients should be individualized in the light of prognostic and predictive molecular factors, which have been recently studied: androgen receptor (AR) alterations, PTEN-PI3K-AKT pathway deregulation, homologous recombination deficiency (HRD), mismatch repair deficiency (MMRd), and tumor microenvironment (TME) modifications. In this review, we highlighted the clinical impact of prognostic and predictive molecular factors in PCa patients' outcomes, identifying biologically distinct subtypes. We further analyzed the relevant methods to detect these factors, both on tissue, i.e., immunohistochemistry (IHC) and molecular tests, and blood, i.e., analysis of circulating tumor cells (CTCs) and circulating tumor DNA (ctDNA). Moreover, we discussed the main pros and cons of such techniques, depicting their present and future roles in PCa management, throughout the precision medicine era.
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Affiliation(s)
- Emilio Francesco Giunta
- Medical Oncology, Department of Precision Medicine, Università degli Studi della Campania “Luigi Vanvitelli”, 80131 Naples, Italy;
| | - Laura Annaratone
- Department of Medical Sciences, University of Turin, 10126 Turin, Italy; (L.A.); (C.M.)
- Pathology Unit, Candiolo Cancer Institute, FPO-IRCCS, Candiolo, 10060 Turin, Italy
| | - Enrico Bollito
- Department of Pathology, University of Turin, San Luigi Gonzaga Hospital, Orbassano, 10043 Turin, Italy;
| | - Francesco Porpiglia
- Department of Urology, University of Turin, San Luigi Gonzaga Hospital, Orbassano, 10043 Turin, Italy;
| | - Matteo Cereda
- Cancer Genomics and Bioinformatics Unit, IIGM-Italian Institute for Genomic Medicine, c/o IRCCS Candiolo, 10060 Turin, Italy;
- Candiolo Cancer Institute, FPO—IRCCS, Str. Prov.le 142, km 3.95, 10060 Candiolo, Italy
| | - Giuseppe Luigi Banna
- Department of Oncology, Portsmouth Hospitals University NHS Trust, Portsmouth PO2 8QD, UK;
| | - Alessandra Mosca
- Multidisciplinary Outpatient Oncology Clinic, Candiolo Cancer Institute, FPO-IRCCS, Candiolo, 10060 Turin, Italy;
| | - Caterina Marchiò
- Department of Medical Sciences, University of Turin, 10126 Turin, Italy; (L.A.); (C.M.)
- Pathology Unit, Candiolo Cancer Institute, FPO-IRCCS, Candiolo, 10060 Turin, Italy
| | - Pasquale Rescigno
- Interdisciplinary Group for Translational Research and Clinical Trials, Urological Cancers (GIRT-Uro), Candiolo Cancer Institute, FPO-IRCCS, Candiolo, 10060 Turin, Italy
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15
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Boerrigter E, Benoist GE, Overbeek JK, Donders R, Mehra N, van Oort IM, Ter Heine R, van Erp NP. The effect of chemotherapy on the exposure-response relation of abiraterone in metastatic castration-resistant prostate cancer. Br J Clin Pharmacol 2021; 88:1170-1178. [PMID: 34436788 PMCID: PMC9293353 DOI: 10.1111/bcp.15057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 07/28/2021] [Accepted: 08/11/2021] [Indexed: 12/12/2022] Open
Abstract
Aims To assess whether the exposure–response relation for abiraterone is different in pre‐chemotherapy patients compared to post‐chemotherapy patients with metastatic castration‐resistant prostate cancer (mCRPC). Methods Data were collected from three clinical studies in mCRPC patients treated with abiraterone acetate. Cox regression analysis was used to determine the relation between abiraterone exposure and survival (progression‐free survival [PFS] and overall survival [OS]). An interaction term was used to test whether chemotherapy pretreatment was an effect modifier. To investigate the effect of the previously defined exposure threshold of 8.4 ng/mL on survival, Kaplan–Meier analysis was used. Results In total, 98 mCRPC patients were included, of which 78 were pre‐chemotherapy and 20 were post‐chemotherapy patients. Chemotherapy pretreatment in mCRPC setting appears to be an effect modifier. In pre‐chemotherapy patients, no significant association between abiraterone exposure and survival was observed (HR 0.68 [95% CI 0.42–1.10], P = .12 and HR 0.85 [95% CI 0.46–1.60], P = .61, PFS and OS, respectively) and no longer survival was seen for patients with an abiraterone exposure above the predefined threshold. In contrast, a significant association was seen in post‐chemotherapy patients (HR 0.30 [95% CI 0.12–0.74], P = .01 and HR 0.38 [95% CI 0.18–0.82] P = .01, PFS and OS, respectively), with an increased survival when exposed above this threshold. Conclusion Chemotherapy pretreatment in mCRPC setting modifies the abiraterone exposure–response relation. No relation between abiraterone exposure and survival was seen for pre‐chemotherapy patients. Therefore, potentially lower doses can be used in this setting to prevent overtreatment and reduce financial toxicity.
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Affiliation(s)
- Emmy Boerrigter
- Department of Pharmacy, Radboud university medical center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Guillemette E Benoist
- Department of Pharmacy, Radboud university medical center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Joanneke K Overbeek
- Department of Pharmacy, Radboud university medical center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Rogier Donders
- Department for Heath Evidence, Radboud university medical center, Nijmegen, The Netherlands
| | - Niven Mehra
- Department of Medical Oncology, Radboud university medical center, Nijmegen, The Netherlands
| | - Inge M van Oort
- Department of Urology, Radboud university medical center, Radboud Institute for Molecular Life Sciences, Nijmegen, The Netherlands
| | - Rob Ter Heine
- Department of Pharmacy, Radboud university medical center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
| | - Nielka P van Erp
- Department of Pharmacy, Radboud university medical center, Radboud Institute for Health Sciences, Nijmegen, The Netherlands
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16
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Del Re M, Conteduca V, Crucitta S, Gurioli G, Casadei C, Restante G, Schepisi G, Lolli C, Cucchiara F, Danesi R, De Giorgi U. Androgen receptor gain in circulating free DNA and splicing variant 7 in exosomes predict clinical outcome in CRPC patients treated with abiraterone and enzalutamide. Prostate Cancer Prostatic Dis 2021; 24:524-531. [PMID: 33500577 PMCID: PMC8134038 DOI: 10.1038/s41391-020-00309-w] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 11/06/2020] [Accepted: 12/04/2020] [Indexed: 12/04/2022]
Abstract
BACKGROUND Androgen receptor (AR) signaling inhibitors represent the standard treatment in metastatic castration resistance prostate cancer (mCRPC) patients. However, some patients display a primary resistance, and several studies investigated the role of the AR as a predictive biomarker of response to treatment. This study is aimed to evaluate the role of AR in liquid biopsy to predict clinical outcome to AR signaling inhibitors in mCRPC patients. METHODS Six milliliters of plasma samples were collected before first-line treatment with abiraterone or enzalutamide. Circulating free DNA (cfDNA) and exosome-RNA were isolated for analysis of AR gain and AR splice variant 7 (AR-V7), respectively, by digital droplet PCR. RESULTS Eighty-four mCRPC patients received abiraterone (n = 40) or enzalutamide (n = 44) as first-line therapy. Twelve patients (14.3%) presented AR gain and 30 (35.7%) AR-V7+ at baseline. Median progression-free survival (PFS) and overall survival (OS) were significantly longer in AR-V7- vs AR-V7+ patients (24.3 vs 5.4 months, p < 0.0001; not reached vs 16.2 months, p = 0.0001, respectively). Patients carrying the AR gain had a median PFS of 4.8 vs 24.3 months for AR normal patients (p < 0.0001). Median OS was significantly longer in AR normal vs patients with AR gain (not reached vs 8.17 months, p < 0.0001). A significant correlation between AR-V7 and AR gain was observed (r = 0.28; p = 0.01). The AR gain/AR-V7 combined analysis confirmed a strong predictive effect for biomarkers combination vs patients without any AR aberration (PFS 3.8 vs 28 month, respectively; OS 6.1 vs not reached, respectively; p < 0.0001). CONCLUSIONS The present study demonstrates that cfDNA and exosome-RNA are both a reliable source of AR variants and their combined detection in liquid biopsy predicts resistance to AR signaling inhibitors.
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MESH Headings
- Aged
- Aged, 80 and over
- Alternative Splicing
- Androstenes/therapeutic use
- Benzamides/therapeutic use
- Biomarkers, Tumor/blood
- Biomarkers, Tumor/genetics
- Cell-Free Nucleic Acids/genetics
- Drug Resistance, Neoplasm
- Exosomes/genetics
- Follow-Up Studies
- Humans
- Male
- Middle Aged
- Nitriles/therapeutic use
- Phenylthiohydantoin/therapeutic use
- Prognosis
- Prostatic Neoplasms, Castration-Resistant/blood
- Prostatic Neoplasms, Castration-Resistant/drug therapy
- Prostatic Neoplasms, Castration-Resistant/genetics
- Prostatic Neoplasms, Castration-Resistant/pathology
- Receptors, Androgen/blood
- Receptors, Androgen/genetics
- Retrospective Studies
- Survival Rate
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Affiliation(s)
- M Del Re
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - V Conteduca
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - S Crucitta
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - G Gurioli
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - C Casadei
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - G Restante
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - G Schepisi
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - C Lolli
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
| | - F Cucchiara
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - R Danesi
- Unit of Clinical Pharmacology and Pharmacogenetics, Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy.
| | - U De Giorgi
- Department of Medical Oncology, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, Meldola, Italy
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17
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Porter LH, Bakshi A, Pook D, Clark A, Clouston D, Kourambas J, Goode DL, Risbridger GP, Taylor RA, Lawrence MG. Androgen receptor enhancer amplification in matched patient-derived xenografts of primary and castrate-resistant prostate cancer. J Pathol 2021; 254:121-134. [PMID: 33620092 DOI: 10.1002/path.5652] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 02/01/2021] [Accepted: 02/17/2021] [Indexed: 12/30/2022]
Abstract
Amplifications of the androgen receptor (AR) occur in up to 80% of men with castration-resistant prostate cancer (CRPC). Recent studies highlighted that these amplifications not only span the AR gene but usually encompass a distal enhancer. This represents a newly recognised, non-coding mechanism of resistance to AR-directed therapies, including enzalutamide. To study disease progression before and after AR amplification, we used tumour samples from a castrate-sensitive primary tumour and castrate-resistant metastasis of the same patient. For subsequent functional and genomic studies, we established serially transplantable patient-derived xenografts (PDXs). Whole genome sequencing showed that alterations associated with poor prognosis, such as TP53 and PTEN loss, existed before androgen deprivation therapy, followed by co-amplification of the AR gene and enhancer after the development of metastatic CRPC. The PDX of the primary tumour, without the AR amplification, was sensitive to AR-directed treatments, including castration, enzalutamide, and apalutamide. The PDX of the metastasis, with the AR amplification, had higher AR and AR-V7 expression in castrate conditions, and was resistant to castration, apalutamide, and enzalutamide in vivo. Treatment with a BET inhibitor outperformed the AR-directed therapies for the metastasis, resulting in tumour regression for some, but not all, grafts. Therefore, this study provides novel matched PDXs to test potential treatments that target the overabundance of AR in tumours with AR enhancer amplifications. © 2021 The Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.
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Affiliation(s)
- Laura H Porter
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia
| | - Andrew Bakshi
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia.,Computational Cancer Biology Program, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - David Pook
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia.,Medical Oncology, Monash Health, Clayton, VIC, Australia
| | - Ashlee Clark
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia
| | | | - John Kourambas
- Department of Medicine, Monash Health, Casey Hospital, Berwick, VIC, Australia
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- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia.,Melbourne Urological Research Alliance (MURAL), Biomedicine Discovery Institute Cancer Program, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia
| | - David L Goode
- Computational Cancer Biology Program, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia.,Peter MacCallum Cancer Centre, Melbourne, VIC, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, Australia
| | - Gail P Risbridger
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia.,Peter MacCallum Cancer Centre, Melbourne, VIC, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, Australia
| | - Renea A Taylor
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, Australia.,Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Physiology, Monash University, Clayton, VIC, Australia
| | - Mitchell G Lawrence
- Monash Partners Comprehensive Cancer Consortium, Monash Biomedicine Discovery Institute Cancer Program, Prostate Cancer Research Group, Department of Anatomy and Developmental Biology, Monash University, Clayton, VIC, Australia.,Peter MacCallum Cancer Centre, Melbourne, VIC, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, Australia
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18
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Mechanisms and markers of resistance to androgen signaling inhibitors in patients with metastatic castration-resistant prostate cancer. Urol Oncol 2021; 39:728.e13-728.e24. [PMID: 33637400 DOI: 10.1016/j.urolonc.2021.01.030] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 12/21/2020] [Accepted: 01/29/2021] [Indexed: 12/09/2022]
Abstract
Next-generation androgen signaling inhibitors such as abiraterone and enzalutamide are widely used for the treatment of metastatic castration-resistant prostate cancer. Unfortunately, baseline and acquired resistance to these treatments is commonly observed. In the last few years, significant effort has been devoted to uncover the molecular mechanisms and predictive markers of resistance. These analyses identified various DNA (single nucleotide variations, amplifications) and RNA variants (e.g., the splice variant AR-V7) of androgen receptor in association with resistance to abiraterone and enzalutamide therapies. Additionally, androgen receptor independent resistance mechanisms were also described. Some of these alterations can be detected in tumor tissues and/or in liquid biopsies of prostate cancer patients and therefore may serve as predictive biomarkers. According to the diversity of potential resistance mechanisms, it appears that a combination of markers representing various resistance mechanisms may provide better performance as single markers. In the present review, we summarize the most important androgen receptor dependent and independent resistance mechanisms and pay attention to methodological details. Recent data has highlighted that some of the resistance mechanisms to next-generation antiandrogen agents are associated with a better response to other therapies, we give an overview on currently ongoing clinical studies evaluating this promising aspect.
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19
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Conteduca V, Wetterskog D, Gonzalez-Billalabeitia E, Brighi N, De Giorgi U, Attard G. Circulating Androgen Receptor for Prognosis and Treatment Selection in Prostate Cancer. Eur Urol Oncol 2021; 4:740-744. [PMID: 33436326 DOI: 10.1016/j.euo.2020.12.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/02/2020] [Accepted: 12/09/2020] [Indexed: 11/15/2022]
Abstract
Analysis of androgen receptor (AR) status, particularly AR copy number, in plasma DNA is a minimally invasive method with the potential to identify treatment resistance in patients with castration-resistant prostate cancer (CRPC) starting enzalutamide or abiraterone. Patients with elevated plasma AR do not have worse outcomes than patients with normal plasma AR when treated with taxanes. Consequently, circulating AR may improve clinical decision-making between AR-directed therapies versus taxanes and probably also between adapted versus standard taxane regimens. The evidence indicates that circulating AR could have a role in overall CRPC management. Promising clinical implications of plasma AR testing are measurement in earlier stages of prostate cancer, disease monitoring, and within the context of a multiplex biomarker strategy to improve treatment selection for CRPC patients. PATIENT SUMMARY: Measurement of the copy number of androgen receptor genes in plasma is a promising tool for guiding personalised treatment in patients with castration-resistant prostate cancer. However, prospective trials to validate these findings are needed.
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Affiliation(s)
- Vincenza Conteduca
- Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori "Dino Amadori" (IRST) IRCCS, via Maroncelli 40, 47014 Meldola, Italy.
| | | | | | - Nicole Brighi
- Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori "Dino Amadori" (IRST) IRCCS, via Maroncelli 40, 47014 Meldola, Italy
| | - Ugo De Giorgi
- Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori "Dino Amadori" (IRST) IRCCS, via Maroncelli 40, 47014 Meldola, Italy
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